2021-03-03 19:00:30,087 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.9 (default, Aug 31 2020, 12:42:55) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: Tesla V100-SXM2-32GB CUDA_HOME: /usr/local/cuda NVCC: Cuda compilation tools, release 10.0, V10.0.130 GCC: gcc (Ubuntu 5.4.0-6ubuntu1~16.04.12) 5.4.0 20160609 PyTorch: 1.6.0 PyTorch compiling details: PyTorch built with: - GCC 7.3 - C++ Version: 201402 - Intel(R) Math Kernel Library Version 2020.0.2 Product Build 20200624 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v1.5.0 (Git Hash e2ac1fac44c5078ca927cb9b90e1b3066a0b2ed0) - OpenMP 201511 (a.k.a. OpenMP 4.5) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 9.2 - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_37,code=compute_37 - CuDNN 7.6.3 - Magma 2.5.2 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DUSE_VULKAN_WRAPPER -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, USE_CUDA=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_STATIC_DISPATCH=OFF, TorchVision: 0.7.0 OpenCV: 4.5.1 MMCV: 1.2.6 MMCV Compiler: GCC 7.3 MMCV CUDA Compiler: 9.2 MMAction2: 0.12.0+59ae4ea ------------------------------------------------------------ 2021-03-03 19:00:30,087 - mmaction - INFO - Distributed training: True 2021-03-03 19:00:30,087 - mmaction - INFO - Config: /ssd/zhangyiyang/mmaction2/configs/detection/ava/slowfast_kinetics_pretrained_r50_4x16x1_20e_ava_rgb_custom_classes.py # custom classes of ava dataset # Here we choose classes with AP in range [0.1, 0.3) # AP is calculated by slowonly ckpt, which is trained by all 80 classes custom_classes = [3, 6, 10, 27, 29, 38, 41, 48, 51, 53, 54, 59, 61, 64, 70, 72] num_classes = len(custom_classes) + 1 # model setting model = dict( type='FastRCNN', backbone=dict( type='ResNet3dSlowFast', pretrained=None, resample_rate=8, speed_ratio=8, channel_ratio=8, slow_pathway=dict( type='resnet3d', depth=50, pretrained=None, lateral=True, conv1_kernel=(1, 7, 7), dilations=(1, 1, 1, 1), conv1_stride_t=1, pool1_stride_t=1, inflate=(0, 0, 1, 1), spatial_strides=(1, 2, 2, 1)), fast_pathway=dict( type='resnet3d', depth=50, pretrained=None, lateral=False, base_channels=8, conv1_kernel=(5, 7, 7), conv1_stride_t=1, pool1_stride_t=1, spatial_strides=(1, 2, 2, 1))), roi_head=dict( type='AVARoIHead', bbox_roi_extractor=dict( type='SingleRoIExtractor3D', roi_layer_type='RoIAlign', output_size=8, with_temporal_pool=True), bbox_head=dict( type='BBoxHeadAVA', in_channels=2304, num_classes=num_classes, multilabel=True, dropout_ratio=0.5))) train_cfg = dict( rcnn=dict( assigner=dict( type='MaxIoUAssignerAVA', pos_iou_thr=0.9, neg_iou_thr=0.9, min_pos_iou=0.9), sampler=dict( type='RandomSampler', num=32, pos_fraction=1, neg_pos_ub=-1, add_gt_as_proposals=True), pos_weight=1.0, debug=False)) test_cfg = dict(rcnn=dict(action_thr=0.00)) dataset_type = 'AVADataset' data_root = 'data/ava/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.pbtxt' proposal_file_train = (f'{anno_root}/ava_dense_proposals_train.FAIR.' 'recall_93.9.pkl') proposal_file_val = f'{anno_root}/ava_dense_proposals_val.FAIR.recall_93.9.pkl' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) train_pipeline = [ dict(type='SampleAVAFrames', clip_len=32, frame_interval=2), dict(type='RawFrameDecode'), dict(type='RandomRescale', scale_range=(256, 320)), dict(type='RandomCrop', size=256), dict(type='Flip', flip_ratio=0.5), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW', collapse=True), # Rename is needed to use mmdet detectors dict(type='Rename', mapping=dict(imgs='img')), dict(type='ToTensor', keys=['img', 'proposals', 'gt_bboxes', 'gt_labels']), dict( type='ToDataContainer', fields=[ dict(key=['proposals', 'gt_bboxes', 'gt_labels'], stack=False) ]), dict( type='Collect', keys=['img', 'proposals', 'gt_bboxes', 'gt_labels'], meta_keys=['scores', 'entity_ids']) ] # The testing is w/o. any cropping / flipping val_pipeline = [ dict(type='SampleAVAFrames', clip_len=32, frame_interval=2), dict(type='RawFrameDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW', collapse=True), # Rename is needed to use mmdet detectors dict(type='Rename', mapping=dict(imgs='img')), dict(type='ToTensor', keys=['img', 'proposals']), dict(type='ToDataContainer', fields=[dict(key='proposals', stack=False)]), dict( type='Collect', keys=['img', 'proposals'], meta_keys=['scores', 'img_shape'], nested=True) ] data = dict( videos_per_gpu=9, workers_per_gpu=4, val_dataloader=dict(videos_per_gpu=1), test_dataloader=dict(videos_per_gpu=1), train=dict( type=dataset_type, ann_file=ann_file_train, exclude_file=exclude_file_train, pipeline=train_pipeline, label_file=label_file, proposal_file=proposal_file_train, person_det_score_thr=0.9, num_classes=num_classes, custom_classes=custom_classes, data_prefix=data_root), val=dict( type=dataset_type, ann_file=ann_file_val, exclude_file=exclude_file_val, pipeline=val_pipeline, label_file=label_file, proposal_file=proposal_file_val, person_det_score_thr=0.9, num_classes=num_classes, custom_classes=custom_classes, data_prefix=data_root)) data['test'] = data['val'] optimizer = dict(type='SGD', lr=0.05652, momentum=0.9, weight_decay=0.00001) # optimizer = dict(type='SGD', lr=0.1125, momentum=0.9, weight_decay=0.00001) # this lr is used for 8 gpus optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) # learning policy lr_config = dict( policy='step', step=[10, 15], warmup='linear', warmup_by_epoch=True, warmup_iters=5, warmup_ratio=0.05) total_epochs = 20 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/' 'slowfast_kinetics_pretrained_r50_4x16x1_20e_ava_rgb_custom') load_from = ('https://download.openmmlab.com/mmaction/recognition/slowfast/' 'slowfast_r50_4x16x1_256e_kinetics400_rgb/' 'slowfast_r50_4x16x1_256e_kinetics400_rgb_20200704-bcde7ed7.pth') resume_from = None find_unused_parameters = False 2021-03-03 19:00:34,362 - mmaction - INFO - 31447 out of 31447 frames are valid. 2021-03-03 19:00:43,513 - mmaction - INFO - load checkpoint from https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r50_4x16x1_256e_kinetics400_rgb/slowfast_r50_4x16x1_256e_kinetics400_rgb_20200704-bcde7ed7.pth 2021-03-03 19:00:43,679 - 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 2021-03-03 19:00:43,680 - mmaction - INFO - Start running, host: user@user-SYS-4029GP-TVRT, work_dir: /ssd/zhangyiyang/mmaction2/work_dirs/ava/slowfast_kinetics_pretrained_r50_4x16x1_20e_ava_rgb_custom 2021-03-03 19:00:43,680 - mmaction - INFO - workflow: [('train', 1)], max: 20 epochs 2021-03-03 19:02:00,042 - mmaction - INFO - Epoch [1][20/874] lr: 3.059e-03, eta: 18:31:01, time: 3.818, data_time: 1.411, memory: 10279, loss_action_cls: 0.3553, recall@thr=0.5: 0.1781, prec@thr=0.5: 0.1397, recall@top3: 0.5325, prec@top3: 0.1850, recall@top5: 0.6362, prec@top5: 0.1327, loss: 0.3553, grad_norm: 2.8025 2021-03-03 19:02:49,951 - mmaction - INFO - Epoch [1][40/874] lr: 3.305e-03, eta: 15:17:31, time: 2.495, data_time: 0.001, memory: 10282, loss_action_cls: 0.2619, recall@thr=0.5: 0.1592, prec@thr=0.5: 0.1665, recall@top3: 0.5544, prec@top3: 0.1944, recall@top5: 0.6940, prec@top5: 0.1459, loss: 0.2619, grad_norm: 1.7540 2021-03-03 19:03:36,713 - mmaction - INFO - Epoch [1][60/874] lr: 3.551e-03, eta: 13:57:14, time: 2.338, data_time: 0.001, memory: 10282, loss_action_cls: 0.2180, recall@thr=0.5: 0.2023, prec@thr=0.5: 0.2104, recall@top3: 0.6445, prec@top3: 0.2252, recall@top5: 0.7607, prec@top5: 0.1597, loss: 0.2180, grad_norm: 1.3243 2021-03-03 19:04:23,270 - mmaction - INFO - Epoch [1][80/874] lr: 3.797e-03, eta: 13:15:52, time: 2.327, data_time: 0.001, memory: 10288, loss_action_cls: 0.2068, recall@thr=0.5: 0.2313, prec@thr=0.5: 0.2340, recall@top3: 0.7027, prec@top3: 0.2419, recall@top5: 0.8009, prec@top5: 0.1659, loss: 0.2068, grad_norm: 1.2097 2021-03-03 19:05:09,453 - mmaction - INFO - Epoch [1][100/874] lr: 4.042e-03, eta: 12:49:49, time: 2.310, data_time: 0.002, memory: 10288, loss_action_cls: 0.1993, recall@thr=0.5: 0.3109, prec@thr=0.5: 0.3130, recall@top3: 0.7543, prec@top3: 0.2623, recall@top5: 0.8389, prec@top5: 0.1752, loss: 0.1993, grad_norm: 1.1476 2021-03-03 19:05:56,753 - mmaction - INFO - Epoch [1][120/874] lr: 4.288e-03, eta: 12:34:50, time: 2.365, data_time: 0.001, memory: 10288, loss_action_cls: 0.1856, recall@thr=0.5: 0.3216, prec@thr=0.5: 0.3185, recall@top3: 0.7555, prec@top3: 0.2658, recall@top5: 0.8507, prec@top5: 0.1793, loss: 0.1856, grad_norm: 1.3571 2021-03-03 19:06:40,739 - mmaction - INFO - Epoch [1][140/874] lr: 4.534e-03, eta: 12:17:03, time: 2.199, data_time: 0.001, memory: 10300, loss_action_cls: 0.1833, recall@thr=0.5: 0.3253, prec@thr=0.5: 0.3269, recall@top3: 0.7831, prec@top3: 0.2701, recall@top5: 0.8694, prec@top5: 0.1803, loss: 0.1833, grad_norm: 1.3630 2021-03-03 19:07:24,341 - mmaction - INFO - Epoch [1][160/874] lr: 4.780e-03, eta: 12:02:49, time: 2.180, data_time: 0.001, memory: 10300, loss_action_cls: 0.1836, recall@thr=0.5: 0.3628, prec@thr=0.5: 0.3604, recall@top3: 0.7743, prec@top3: 0.2710, recall@top5: 0.8581, prec@top5: 0.1805, loss: 0.1836, grad_norm: 1.2832 2021-03-03 19:08:09,765 - mmaction - INFO - Epoch [1][180/874] lr: 5.025e-03, eta: 11:54:32, time: 2.272, data_time: 0.024, memory: 10300, loss_action_cls: 0.1721, recall@thr=0.5: 0.3915, prec@thr=0.5: 0.3837, recall@top3: 0.8086, prec@top3: 0.2827, recall@top5: 0.8789, prec@top5: 0.1845, loss: 0.1721, grad_norm: 1.2361 2021-03-03 19:08:59,180 - mmaction - INFO - Epoch [1][200/874] lr: 5.271e-03, eta: 11:53:30, time: 2.471, data_time: 0.001, memory: 10300, loss_action_cls: 0.1739, recall@thr=0.5: 0.4038, prec@thr=0.5: 0.4023, recall@top3: 0.8258, prec@top3: 0.2923, recall@top5: 0.9038, prec@top5: 0.1924, loss: 0.1739, grad_norm: 1.4465 2021-03-03 19:09:43,099 - mmaction - INFO - Epoch [1][220/874] lr: 5.517e-03, eta: 11:45:17, time: 2.195, data_time: 0.218, memory: 10300, loss_action_cls: 0.1780, recall@thr=0.5: 0.3617, prec@thr=0.5: 0.3557, recall@top3: 0.7910, prec@top3: 0.2744, recall@top5: 0.8797, prec@top5: 0.1833, loss: 0.1780, grad_norm: 1.3090 2021-03-03 19:10:29,583 - mmaction - INFO - Epoch [1][240/874] lr: 5.763e-03, eta: 11:41:24, time: 2.323, data_time: 0.234, memory: 10300, loss_action_cls: 0.1632, recall@thr=0.5: 0.4423, prec@thr=0.5: 0.4322, recall@top3: 0.8146, prec@top3: 0.2824, recall@top5: 0.8905, prec@top5: 0.1852, loss: 0.1632, grad_norm: 1.2584 2021-03-03 19:11:14,823 - mmaction - INFO - Epoch [1][260/874] lr: 6.008e-03, eta: 11:36:40, time: 2.264, data_time: 0.003, memory: 10301, loss_action_cls: 0.1652, recall@thr=0.5: 0.4184, prec@thr=0.5: 0.4114, recall@top3: 0.8091, prec@top3: 0.2805, recall@top5: 0.8875, prec@top5: 0.1853, loss: 0.1652, grad_norm: 1.3619 2021-03-03 19:12:01,097 - mmaction - INFO - Epoch [1][280/874] lr: 6.254e-03, eta: 11:33:31, time: 2.313, data_time: 0.001, memory: 10301, loss_action_cls: 0.1599, recall@thr=0.5: 0.4547, prec@thr=0.5: 0.4482, recall@top3: 0.8239, prec@top3: 0.2875, recall@top5: 0.8971, prec@top5: 0.1881, loss: 0.1599, grad_norm: 1.3013 2021-03-03 19:12:47,905 - mmaction - INFO - Epoch [1][300/874] lr: 6.500e-03, eta: 11:31:13, time: 2.341, data_time: 0.062, memory: 10301, loss_action_cls: 0.1604, recall@thr=0.5: 0.4483, prec@thr=0.5: 0.4429, recall@top3: 0.8276, prec@top3: 0.2880, recall@top5: 0.9010, prec@top5: 0.1881, loss: 0.1604, grad_norm: 1.2908 2021-03-03 19:13:32,286 - mmaction - INFO - Epoch [1][320/874] lr: 6.746e-03, eta: 11:26:53, time: 2.217, data_time: 0.001, memory: 10303, loss_action_cls: 0.1604, recall@thr=0.5: 0.4873, prec@thr=0.5: 0.4825, recall@top3: 0.8377, prec@top3: 0.2914, recall@top5: 0.9078, prec@top5: 0.1901, loss: 0.1604, grad_norm: 1.3114 2021-03-03 19:14:22,571 - mmaction - INFO - Epoch [1][340/874] lr: 6.991e-03, eta: 11:28:01, time: 2.516, data_time: 0.060, memory: 10303, loss_action_cls: 0.1605, recall@thr=0.5: 0.4902, prec@thr=0.5: 0.4853, recall@top3: 0.8370, prec@top3: 0.2951, recall@top5: 0.9055, prec@top5: 0.1913, loss: 0.1605, grad_norm: 1.2996 2021-03-03 19:15:06,384 - mmaction - INFO - Epoch [1][360/874] lr: 7.237e-03, eta: 11:23:46, time: 2.191, data_time: 0.112, memory: 10303, loss_action_cls: 0.1655, recall@thr=0.5: 0.4498, prec@thr=0.5: 0.4395, recall@top3: 0.7982, prec@top3: 0.2785, recall@top5: 0.8843, prec@top5: 0.1852, loss: 0.1655, grad_norm: 1.4346 2021-03-03 19:15:51,286 - mmaction - INFO - Epoch [1][380/874] lr: 7.483e-03, eta: 11:20:41, time: 2.245, data_time: 0.005, memory: 10303, loss_action_cls: 0.1522, recall@thr=0.5: 0.5122, prec@thr=0.5: 0.5017, recall@top3: 0.8304, prec@top3: 0.2877, recall@top5: 0.9085, prec@top5: 0.1888, loss: 0.1522, grad_norm: 1.3563 2021-03-03 19:16:37,917 - mmaction - INFO - Epoch [1][400/874] lr: 7.728e-03, eta: 11:19:05, time: 2.332, data_time: 0.001, memory: 10303, loss_action_cls: 0.1564, recall@thr=0.5: 0.4780, prec@thr=0.5: 0.4699, recall@top3: 0.8388, prec@top3: 0.2939, recall@top5: 0.9122, prec@top5: 0.1925, loss: 0.1564, grad_norm: 1.2236 2021-03-03 19:17:23,590 - mmaction - INFO - Epoch [1][420/874] lr: 7.974e-03, eta: 11:16:55, time: 2.284, data_time: 0.001, memory: 10303, loss_action_cls: 0.1651, recall@thr=0.5: 0.4592, prec@thr=0.5: 0.4534, recall@top3: 0.8239, prec@top3: 0.2866, recall@top5: 0.9139, prec@top5: 0.1915, loss: 0.1651, grad_norm: 1.1974 2021-03-03 19:18:05,705 - mmaction - INFO - Epoch [1][440/874] lr: 8.220e-03, eta: 11:12:34, time: 2.106, data_time: 0.148, memory: 10315, loss_action_cls: 0.1597, recall@thr=0.5: 0.4857, prec@thr=0.5: 0.4773, recall@top3: 0.8344, prec@top3: 0.2911, recall@top5: 0.9138, prec@top5: 0.1917, loss: 0.1597, grad_norm: 1.1724 2021-03-03 19:18:54,477 - mmaction - INFO - Epoch [1][460/874] lr: 8.466e-03, eta: 11:12:38, time: 2.438, data_time: 0.575, memory: 10315, loss_action_cls: 0.1409, recall@thr=0.5: 0.5267, prec@thr=0.5: 0.5129, recall@top3: 0.8696, prec@top3: 0.3037, recall@top5: 0.9286, prec@top5: 0.1947, loss: 0.1409, grad_norm: 1.1790 2021-03-03 19:19:43,398 - mmaction - INFO - Epoch [1][480/874] lr: 8.711e-03, eta: 11:12:44, time: 2.446, data_time: 0.101, memory: 10315, loss_action_cls: 0.1567, recall@thr=0.5: 0.4597, prec@thr=0.5: 0.4492, recall@top3: 0.8476, prec@top3: 0.2940, recall@top5: 0.9205, prec@top5: 0.1924, loss: 0.1567, grad_norm: 1.3194 2021-03-03 19:20:30,525 - mmaction - INFO - Epoch [1][500/874] lr: 8.957e-03, eta: 11:11:44, time: 2.355, data_time: 0.556, memory: 10315, loss_action_cls: 0.1609, recall@thr=0.5: 0.5448, prec@thr=0.5: 0.5302, recall@top3: 0.8505, prec@top3: 0.2955, recall@top5: 0.9230, prec@top5: 0.1935, loss: 0.1609, grad_norm: 1.4636 2021-03-03 19:21:17,201 - mmaction - INFO - Epoch [1][520/874] lr: 9.203e-03, eta: 11:10:31, time: 2.335, data_time: 0.233, memory: 10315, loss_action_cls: 0.1638, recall@thr=0.5: 0.4727, prec@thr=0.5: 0.4723, recall@top3: 0.8309, prec@top3: 0.2935, recall@top5: 0.9105, prec@top5: 0.1932, loss: 0.1638, grad_norm: 1.3965 2021-03-03 19:22:02,857 - mmaction - INFO - Epoch [1][540/874] lr: 9.449e-03, eta: 11:08:47, time: 2.283, data_time: 0.157, memory: 10315, loss_action_cls: 0.1508, recall@thr=0.5: 0.5107, prec@thr=0.5: 0.4966, recall@top3: 0.8511, prec@top3: 0.2973, recall@top5: 0.9116, prec@top5: 0.1912, loss: 0.1508, grad_norm: 1.1214 2021-03-03 19:22:55,895 - mmaction - INFO - Epoch [1][560/874] lr: 9.694e-03, eta: 11:10:51, time: 2.652, data_time: 0.193, memory: 10315, loss_action_cls: 0.1479, recall@thr=0.5: 0.5173, prec@thr=0.5: 0.5043, recall@top3: 0.8546, prec@top3: 0.2972, recall@top5: 0.9158, prec@top5: 0.1916, loss: 0.1479, grad_norm: 1.2294 2021-03-03 19:23:40,446 - mmaction - INFO - Epoch [1][580/874] lr: 9.940e-03, eta: 11:08:35, time: 2.227, data_time: 0.217, memory: 10315, loss_action_cls: 0.1626, recall@thr=0.5: 0.5104, prec@thr=0.5: 0.5036, recall@top3: 0.8289, prec@top3: 0.2886, recall@top5: 0.9089, prec@top5: 0.1899, loss: 0.1626, grad_norm: 1.3978 2021-03-03 19:24:29,639 - mmaction - INFO - Epoch [1][600/874] lr: 1.019e-02, eta: 11:08:36, time: 2.461, data_time: 0.225, memory: 10315, loss_action_cls: 0.1437, recall@thr=0.5: 0.5328, prec@thr=0.5: 0.5356, recall@top3: 0.8677, prec@top3: 0.3037, recall@top5: 0.9269, prec@top5: 0.1952, loss: 0.1437, grad_norm: 1.1260 2021-03-03 19:25:25,543 - mmaction - INFO - Epoch [1][620/874] lr: 1.043e-02, eta: 11:11:36, time: 2.795, data_time: 0.001, memory: 10315, loss_action_cls: 0.1498, recall@thr=0.5: 0.5184, prec@thr=0.5: 0.5117, recall@top3: 0.8353, prec@top3: 0.2921, recall@top5: 0.9081, prec@top5: 0.1907, loss: 0.1498, grad_norm: 1.1509 2021-03-03 19:26:25,748 - mmaction - INFO - Epoch [1][640/874] lr: 1.068e-02, eta: 11:16:15, time: 3.010, data_time: 0.001, memory: 10315, loss_action_cls: 0.1578, recall@thr=0.5: 0.4857, prec@thr=0.5: 0.4729, recall@top3: 0.8378, prec@top3: 0.2985, recall@top5: 0.9236, prec@top5: 0.1981, loss: 0.1578, grad_norm: 1.4752 2021-03-03 19:27:22,510 - mmaction - INFO - Epoch [1][660/874] lr: 1.092e-02, eta: 11:19:05, time: 2.838, data_time: 0.001, memory: 10315, loss_action_cls: 0.1377, recall@thr=0.5: 0.5536, prec@thr=0.5: 0.5433, recall@top3: 0.8572, prec@top3: 0.2985, recall@top5: 0.9307, prec@top5: 0.1944, loss: 0.1377, grad_norm: 1.1180 2021-03-03 19:28:22,355 - mmaction - INFO - Epoch [1][680/874] lr: 1.117e-02, eta: 11:22:58, time: 2.992, data_time: 0.001, memory: 10315, loss_action_cls: 0.1516, recall@thr=0.5: 0.5450, prec@thr=0.5: 0.5314, recall@top3: 0.8424, prec@top3: 0.2927, recall@top5: 0.9184, prec@top5: 0.1918, loss: 0.1516, grad_norm: 1.1767 2021-03-03 19:29:24,853 - mmaction - INFO - Epoch [1][700/874] lr: 1.141e-02, eta: 11:27:38, time: 3.125, data_time: 0.001, memory: 10315, loss_action_cls: 0.1470, recall@thr=0.5: 0.5433, prec@thr=0.5: 0.5328, recall@top3: 0.8555, prec@top3: 0.3006, recall@top5: 0.9186, prec@top5: 0.1943, loss: 0.1470, grad_norm: 1.2463 2021-03-03 19:30:20,224 - mmaction - INFO - Epoch [1][720/874] lr: 1.166e-02, eta: 11:29:13, time: 2.769, data_time: 0.001, memory: 10315, loss_action_cls: 0.1380, recall@thr=0.5: 0.5481, prec@thr=0.5: 0.5457, recall@top3: 0.8723, prec@top3: 0.3061, recall@top5: 0.9299, prec@top5: 0.1962, loss: 0.1380, grad_norm: 1.1199 2021-03-03 19:31:15,876 - mmaction - INFO - Epoch [1][740/874] lr: 1.191e-02, eta: 11:30:46, time: 2.783, data_time: 0.001, memory: 10315, loss_action_cls: 0.1428, recall@thr=0.5: 0.5466, prec@thr=0.5: 0.5357, recall@top3: 0.8688, prec@top3: 0.3022, recall@top5: 0.9298, prec@top5: 0.1943, loss: 0.1428, grad_norm: 1.0907 2021-03-03 19:32:11,024 - mmaction - INFO - Epoch [1][760/874] lr: 1.215e-02, eta: 11:32:01, time: 2.757, data_time: 0.016, memory: 10315, loss_action_cls: 0.1393, recall@thr=0.5: 0.5415, prec@thr=0.5: 0.5319, recall@top3: 0.8735, prec@top3: 0.3116, recall@top5: 0.9338, prec@top5: 0.2001, loss: 0.1393, grad_norm: 1.1482 2021-03-03 19:33:02,663 - mmaction - INFO - Epoch [1][780/874] lr: 1.240e-02, eta: 11:31:53, time: 2.582, data_time: 0.001, memory: 10315, loss_action_cls: 0.1476, recall@thr=0.5: 0.5601, prec@thr=0.5: 0.5406, recall@top3: 0.8463, prec@top3: 0.2986, recall@top5: 0.9147, prec@top5: 0.1939, loss: 0.1476, grad_norm: 1.2548 2021-03-03 19:33:57,392 - mmaction - INFO - Epoch [1][800/874] lr: 1.264e-02, eta: 11:32:48, time: 2.736, data_time: 0.001, memory: 10315, loss_action_cls: 0.1442, recall@thr=0.5: 0.5323, prec@thr=0.5: 0.5177, recall@top3: 0.8688, prec@top3: 0.2983, recall@top5: 0.9286, prec@top5: 0.1916, loss: 0.1442, grad_norm: 1.1271 2021-03-03 19:34:53,866 - mmaction - INFO - Epoch [1][820/874] lr: 1.289e-02, eta: 11:34:13, time: 2.824, data_time: 0.001, memory: 10315, loss_action_cls: 0.1362, recall@thr=0.5: 0.5266, prec@thr=0.5: 0.5182, recall@top3: 0.8667, prec@top3: 0.2995, recall@top5: 0.9420, prec@top5: 0.1951, loss: 0.1362, grad_norm: 1.1402 2021-03-03 19:35:47,211 - mmaction - INFO - Epoch [1][840/874] lr: 1.313e-02, eta: 11:34:29, time: 2.667, data_time: 0.001, memory: 10315, loss_action_cls: 0.1558, recall@thr=0.5: 0.5209, prec@thr=0.5: 0.5045, recall@top3: 0.8335, prec@top3: 0.2942, recall@top5: 0.9050, prec@top5: 0.1921, loss: 0.1558, grad_norm: 1.3518 2021-03-03 19:36:45,361 - mmaction - INFO - Epoch [1][860/874] lr: 1.338e-02, eta: 11:36:15, time: 2.907, data_time: 0.083, memory: 10315, loss_action_cls: 0.1530, recall@thr=0.5: 0.5379, prec@thr=0.5: 0.5295, recall@top3: 0.8529, prec@top3: 0.2989, recall@top5: 0.9253, prec@top5: 0.1956, loss: 0.1530, grad_norm: 1.3339 2021-03-03 19:37:13,061 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-03-03 19:46:55,011 - mmaction - INFO - Evaluating mAP ... 2021-03-03 19:47:39,593 - mmaction - INFO - mAP@0.5IOU 0.3486 2021-03-03 19:47:40,153 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_1.pth. 2021-03-03 19:47:40,154 - mmaction - INFO - Best mAP@0.5IOU is 0.3486 at 1 epoch. 2021-03-03 19:47:40,198 - mmaction - INFO - Epoch(val) [1][874] mAP@0.5IOU: 0.3486 2021-03-03 19:48:55,076 - mmaction - INFO - Epoch [2][20/874] lr: 1.380e-02, eta: 11:31:33, time: 3.744, data_time: 2.693, memory: 10315, loss_action_cls: 0.1380, recall@thr=0.5: 0.6051, prec@thr=0.5: 0.5896, recall@top3: 0.8668, prec@top3: 0.2995, recall@top5: 0.9307, prec@top5: 0.1933, loss: 0.1380, grad_norm: 1.1116 2021-03-03 19:49:49,106 - mmaction - INFO - Epoch [2][40/874] lr: 1.404e-02, eta: 11:31:55, time: 2.701, data_time: 1.653, memory: 10315, loss_action_cls: 0.1335, recall@thr=0.5: 0.5883, prec@thr=0.5: 0.5778, recall@top3: 0.8922, prec@top3: 0.3129, recall@top5: 0.9489, prec@top5: 0.2004, loss: 0.1335, grad_norm: 1.0537 2021-03-03 19:50:37,194 - mmaction - INFO - Epoch [2][60/874] lr: 1.429e-02, eta: 11:30:29, time: 2.404, data_time: 1.359, memory: 10315, loss_action_cls: 0.1203, recall@thr=0.5: 0.6265, prec@thr=0.5: 0.6115, recall@top3: 0.8852, prec@top3: 0.3081, recall@top5: 0.9415, prec@top5: 0.1968, loss: 0.1203, grad_norm: 1.0728 2021-03-03 19:51:24,686 - mmaction - INFO - Epoch [2][80/874] lr: 1.454e-02, eta: 11:28:54, time: 2.375, data_time: 1.305, memory: 10315, loss_action_cls: 0.1417, recall@thr=0.5: 0.5540, prec@thr=0.5: 0.5451, recall@top3: 0.8620, prec@top3: 0.3016, recall@top5: 0.9334, prec@top5: 0.1963, loss: 0.1417, grad_norm: 1.1035 2021-03-03 19:52:20,140 - mmaction - INFO - Epoch [2][100/874] lr: 1.478e-02, eta: 11:29:36, time: 2.772, data_time: 1.692, memory: 10315, loss_action_cls: 0.1392, recall@thr=0.5: 0.5854, prec@thr=0.5: 0.5752, recall@top3: 0.8878, prec@top3: 0.3151, recall@top5: 0.9446, prec@top5: 0.2012, loss: 0.1392, grad_norm: 1.1101 2021-03-03 19:53:11,475 - mmaction - INFO - Epoch [2][120/874] lr: 1.503e-02, eta: 11:29:06, time: 2.566, data_time: 1.518, memory: 10315, loss_action_cls: 0.1324, recall@thr=0.5: 0.5925, prec@thr=0.5: 0.5762, recall@top3: 0.8816, prec@top3: 0.3083, recall@top5: 0.9338, prec@top5: 0.1962, loss: 0.1324, grad_norm: 1.0316 2021-03-03 19:54:05,025 - mmaction - INFO - Epoch [2][140/874] lr: 1.527e-02, eta: 11:29:11, time: 2.678, data_time: 1.527, memory: 10315, loss_action_cls: 0.1289, recall@thr=0.5: 0.5813, prec@thr=0.5: 0.5735, recall@top3: 0.9009, prec@top3: 0.3141, recall@top5: 0.9463, prec@top5: 0.1981, loss: 0.1289, grad_norm: 1.1837 2021-03-03 19:54:53,752 - mmaction - INFO - Epoch [2][160/874] lr: 1.552e-02, eta: 11:27:57, time: 2.436, data_time: 0.664, memory: 10315, loss_action_cls: 0.1415, recall@thr=0.5: 0.5693, prec@thr=0.5: 0.5538, recall@top3: 0.8784, prec@top3: 0.3054, recall@top5: 0.9332, prec@top5: 0.1950, loss: 0.1415, grad_norm: 1.1408 2021-03-03 19:55:52,037 - mmaction - INFO - Epoch [2][180/874] lr: 1.576e-02, eta: 11:29:13, time: 2.914, data_time: 0.336, memory: 10315, loss_action_cls: 0.1451, recall@thr=0.5: 0.5311, prec@thr=0.5: 0.5213, recall@top3: 0.8540, prec@top3: 0.2995, recall@top5: 0.9286, prec@top5: 0.1957, loss: 0.1451, grad_norm: 1.1944 2021-03-03 19:56:45,049 - mmaction - INFO - Epoch [2][200/874] lr: 1.601e-02, eta: 11:29:03, time: 2.649, data_time: 0.001, memory: 10315, loss_action_cls: 0.1491, recall@thr=0.5: 0.5575, prec@thr=0.5: 0.5386, recall@top3: 0.8674, prec@top3: 0.3040, recall@top5: 0.9302, prec@top5: 0.1961, loss: 0.1491, grad_norm: 1.2804 2021-03-03 19:57:37,231 - mmaction - INFO - Epoch [2][220/874] lr: 1.626e-02, eta: 11:28:39, time: 2.611, data_time: 0.003, memory: 10315, loss_action_cls: 0.1304, recall@thr=0.5: 0.5682, prec@thr=0.5: 0.5523, recall@top3: 0.8761, prec@top3: 0.3023, recall@top5: 0.9330, prec@top5: 0.1929, loss: 0.1304, grad_norm: 1.0972 2021-03-03 19:58:27,454 - mmaction - INFO - Epoch [2][240/874] lr: 1.650e-02, eta: 11:27:46, time: 2.511, data_time: 0.009, memory: 10315, loss_action_cls: 0.1320, recall@thr=0.5: 0.5976, prec@thr=0.5: 0.5911, recall@top3: 0.8766, prec@top3: 0.3044, recall@top5: 0.9429, prec@top5: 0.1962, loss: 0.1320, grad_norm: 1.0570 2021-03-03 19:59:24,047 - mmaction - INFO - Epoch [2][260/874] lr: 1.675e-02, eta: 11:28:24, time: 2.830, data_time: 0.140, memory: 10315, loss_action_cls: 0.1330, recall@thr=0.5: 0.5928, prec@thr=0.5: 0.5848, recall@top3: 0.8766, prec@top3: 0.3028, recall@top5: 0.9318, prec@top5: 0.1936, loss: 0.1330, grad_norm: 1.0050 2021-03-03 20:00:14,292 - mmaction - INFO - Epoch [2][280/874] lr: 1.699e-02, eta: 11:27:29, time: 2.512, data_time: 0.001, memory: 10315, loss_action_cls: 0.1329, recall@thr=0.5: 0.5829, prec@thr=0.5: 0.5821, recall@top3: 0.8707, prec@top3: 0.3079, recall@top5: 0.9363, prec@top5: 0.1985, loss: 0.1329, grad_norm: 1.0251 2021-03-03 20:01:01,570 - mmaction - INFO - Epoch [2][300/874] lr: 1.724e-02, eta: 11:25:54, time: 2.364, data_time: 0.311, memory: 10315, loss_action_cls: 0.1325, recall@thr=0.5: 0.6023, prec@thr=0.5: 0.5839, recall@top3: 0.8888, prec@top3: 0.3121, recall@top5: 0.9436, prec@top5: 0.1992, loss: 0.1325, grad_norm: 0.9954 2021-03-03 20:02:00,464 - mmaction - INFO - Epoch [2][320/874] lr: 1.748e-02, eta: 11:26:58, time: 2.944, data_time: 1.448, memory: 10315, loss_action_cls: 0.1234, recall@thr=0.5: 0.6130, prec@thr=0.5: 0.6117, recall@top3: 0.8867, prec@top3: 0.3098, recall@top5: 0.9413, prec@top5: 0.1974, loss: 0.1234, grad_norm: 0.8893 2021-03-03 20:02:48,451 - mmaction - INFO - Epoch [2][340/874] lr: 1.773e-02, eta: 11:25:32, time: 2.399, data_time: 1.220, memory: 10315, loss_action_cls: 0.1147, recall@thr=0.5: 0.6291, prec@thr=0.5: 0.6216, recall@top3: 0.9100, prec@top3: 0.3156, recall@top5: 0.9531, prec@top5: 0.1987, loss: 0.1147, grad_norm: 0.9272 2021-03-03 20:03:46,996 - mmaction - INFO - Epoch [2][360/874] lr: 1.798e-02, eta: 11:26:26, time: 2.927, data_time: 1.598, memory: 10315, loss_action_cls: 0.1358, recall@thr=0.5: 0.5742, prec@thr=0.5: 0.5673, recall@top3: 0.8768, prec@top3: 0.3072, recall@top5: 0.9384, prec@top5: 0.1976, loss: 0.1358, grad_norm: 1.0025 2021-03-03 20:04:38,481 - mmaction - INFO - Epoch [2][380/874] lr: 1.822e-02, eta: 11:25:46, time: 2.574, data_time: 1.515, memory: 10315, loss_action_cls: 0.1275, recall@thr=0.5: 0.5983, prec@thr=0.5: 0.5927, recall@top3: 0.8913, prec@top3: 0.3108, recall@top5: 0.9464, prec@top5: 0.1983, loss: 0.1275, grad_norm: 0.9340 2021-03-03 20:05:30,754 - mmaction - INFO - Epoch [2][400/874] lr: 1.847e-02, eta: 11:25:15, time: 2.615, data_time: 1.488, memory: 10315, loss_action_cls: 0.1207, recall@thr=0.5: 0.6105, prec@thr=0.5: 0.6039, recall@top3: 0.9056, prec@top3: 0.3171, recall@top5: 0.9519, prec@top5: 0.2000, loss: 0.1207, grad_norm: 0.9632 2021-03-03 20:06:24,860 - mmaction - INFO - Epoch [2][420/874] lr: 1.871e-02, eta: 11:25:06, time: 2.705, data_time: 1.670, memory: 10315, loss_action_cls: 0.1252, recall@thr=0.5: 0.6268, prec@thr=0.5: 0.6147, recall@top3: 0.8756, prec@top3: 0.3045, recall@top5: 0.9346, prec@top5: 0.1955, loss: 0.1252, grad_norm: 0.9489 2021-03-03 20:07:11,539 - mmaction - INFO - Epoch [2][440/874] lr: 1.896e-02, eta: 11:23:25, time: 2.332, data_time: 1.294, memory: 10315, loss_action_cls: 0.1213, recall@thr=0.5: 0.6293, prec@thr=0.5: 0.6204, recall@top3: 0.8837, prec@top3: 0.3095, recall@top5: 0.9402, prec@top5: 0.1975, loss: 0.1213, grad_norm: 0.9097 2021-03-03 20:08:04,462 - mmaction - INFO - Epoch [2][460/874] lr: 1.920e-02, eta: 11:23:01, time: 2.648, data_time: 0.951, memory: 10315, loss_action_cls: 0.1129, recall@thr=0.5: 0.6311, prec@thr=0.5: 0.6262, recall@top3: 0.8901, prec@top3: 0.3136, recall@top5: 0.9430, prec@top5: 0.1995, loss: 0.1129, grad_norm: 0.9512 2021-03-03 20:08:55,254 - mmaction - INFO - Epoch [2][480/874] lr: 1.945e-02, eta: 11:22:10, time: 2.539, data_time: 0.001, memory: 10315, loss_action_cls: 0.1315, recall@thr=0.5: 0.6188, prec@thr=0.5: 0.6117, recall@top3: 0.8837, prec@top3: 0.3109, recall@top5: 0.9302, prec@top5: 0.1968, loss: 0.1315, grad_norm: 0.9908 2021-03-03 20:09:48,504 - mmaction - INFO - Epoch [2][500/874] lr: 1.970e-02, eta: 11:21:49, time: 2.662, data_time: 0.336, memory: 10315, loss_action_cls: 0.1237, recall@thr=0.5: 0.6228, prec@thr=0.5: 0.6150, recall@top3: 0.8856, prec@top3: 0.3101, recall@top5: 0.9344, prec@top5: 0.1970, loss: 0.1237, grad_norm: 1.0079 2021-03-03 20:10:38,112 - mmaction - INFO - Epoch [2][520/874] lr: 1.994e-02, eta: 11:20:44, time: 2.481, data_time: 0.141, memory: 10315, loss_action_cls: 0.1238, recall@thr=0.5: 0.6178, prec@thr=0.5: 0.6111, recall@top3: 0.8922, prec@top3: 0.3139, recall@top5: 0.9495, prec@top5: 0.2004, loss: 0.1238, grad_norm: 0.9847 2021-03-03 20:11:32,843 - mmaction - INFO - Epoch [2][540/874] lr: 2.019e-02, eta: 11:20:38, time: 2.737, data_time: 0.001, memory: 10315, loss_action_cls: 0.1305, recall@thr=0.5: 0.6079, prec@thr=0.5: 0.6006, recall@top3: 0.8952, prec@top3: 0.3141, recall@top5: 0.9382, prec@top5: 0.1978, loss: 0.1305, grad_norm: 0.9970 2021-03-03 20:12:22,848 - mmaction - INFO - Epoch [2][560/874] lr: 2.043e-02, eta: 11:19:38, time: 2.500, data_time: 0.001, memory: 10315, loss_action_cls: 0.1374, recall@thr=0.5: 0.5943, prec@thr=0.5: 0.5866, recall@top3: 0.8735, prec@top3: 0.3069, recall@top5: 0.9357, prec@top5: 0.1973, loss: 0.1374, grad_norm: 1.0131 2021-03-03 20:13:13,142 - mmaction - INFO - Epoch [2][580/874] lr: 2.068e-02, eta: 11:18:41, time: 2.515, data_time: 0.001, memory: 10315, loss_action_cls: 0.1291, recall@thr=0.5: 0.5764, prec@thr=0.5: 0.5744, recall@top3: 0.8859, prec@top3: 0.3100, recall@top5: 0.9361, prec@top5: 0.1968, loss: 0.1291, grad_norm: 0.9401 2021-03-03 20:14:05,069 - mmaction - INFO - Epoch [2][600/874] lr: 2.092e-02, eta: 11:18:03, time: 2.596, data_time: 0.062, memory: 10315, loss_action_cls: 0.1233, recall@thr=0.5: 0.6100, prec@thr=0.5: 0.6010, recall@top3: 0.8766, prec@top3: 0.3015, recall@top5: 0.9446, prec@top5: 0.1953, loss: 0.1233, grad_norm: 0.9150 2021-03-03 20:14:54,386 - mmaction - INFO - Epoch [2][620/874] lr: 2.117e-02, eta: 11:16:55, time: 2.465, data_time: 0.494, memory: 10315, loss_action_cls: 0.1159, recall@thr=0.5: 0.6404, prec@thr=0.5: 0.6328, recall@top3: 0.8919, prec@top3: 0.3106, recall@top5: 0.9466, prec@top5: 0.1979, loss: 0.1159, grad_norm: 0.9148 2021-03-03 20:15:47,113 - mmaction - INFO - Epoch [2][640/874] lr: 2.142e-02, eta: 11:16:25, time: 2.637, data_time: 0.703, memory: 10315, loss_action_cls: 0.1271, recall@thr=0.5: 0.5857, prec@thr=0.5: 0.5793, recall@top3: 0.8747, prec@top3: 0.3070, recall@top5: 0.9364, prec@top5: 0.1984, loss: 0.1271, grad_norm: 1.0085 2021-03-03 20:16:39,019 - mmaction - INFO - Epoch [2][660/874] lr: 2.166e-02, eta: 11:15:45, time: 2.595, data_time: 0.362, memory: 10315, loss_action_cls: 0.1163, recall@thr=0.5: 0.6396, prec@thr=0.5: 0.6317, recall@top3: 0.9048, prec@top3: 0.3168, recall@top5: 0.9445, prec@top5: 0.1984, loss: 0.1163, grad_norm: 1.0123 2021-03-03 20:17:26,883 - mmaction - INFO - Epoch [2][680/874] lr: 2.191e-02, eta: 11:14:24, time: 2.393, data_time: 0.543, memory: 10315, loss_action_cls: 0.1245, recall@thr=0.5: 0.6146, prec@thr=0.5: 0.6078, recall@top3: 0.8803, prec@top3: 0.3074, recall@top5: 0.9363, prec@top5: 0.1967, loss: 0.1245, grad_norm: 0.9625 2021-03-03 20:18:22,882 - mmaction - INFO - Epoch [2][700/874] lr: 2.215e-02, eta: 11:14:25, time: 2.800, data_time: 0.511, memory: 10315, loss_action_cls: 0.1280, recall@thr=0.5: 0.5959, prec@thr=0.5: 0.5917, recall@top3: 0.8795, prec@top3: 0.3037, recall@top5: 0.9298, prec@top5: 0.1929, loss: 0.1280, grad_norm: 0.8675 2021-03-03 20:19:11,810 - mmaction - INFO - Epoch [2][720/874] lr: 2.240e-02, eta: 11:13:15, time: 2.447, data_time: 0.001, memory: 10315, loss_action_cls: 0.1155, recall@thr=0.5: 0.6445, prec@thr=0.5: 0.6333, recall@top3: 0.8925, prec@top3: 0.3136, recall@top5: 0.9410, prec@top5: 0.1986, loss: 0.1155, grad_norm: 0.8925 2021-03-03 20:20:00,160 - mmaction - INFO - Epoch [2][740/874] lr: 2.264e-02, eta: 11:11:59, time: 2.417, data_time: 0.643, memory: 10315, loss_action_cls: 0.1297, recall@thr=0.5: 0.6075, prec@thr=0.5: 0.6032, recall@top3: 0.8779, prec@top3: 0.3043, recall@top5: 0.9388, prec@top5: 0.1959, loss: 0.1297, grad_norm: 0.8906 2021-03-03 20:20:53,406 - mmaction - INFO - Epoch [2][760/874] lr: 2.289e-02, eta: 11:11:32, time: 2.662, data_time: 1.095, memory: 10315, loss_action_cls: 0.1198, recall@thr=0.5: 0.6267, prec@thr=0.5: 0.6174, recall@top3: 0.8875, prec@top3: 0.3073, recall@top5: 0.9407, prec@top5: 0.1960, loss: 0.1198, grad_norm: 0.8729 2021-03-03 20:21:45,194 - mmaction - INFO - Epoch [2][780/874] lr: 2.314e-02, eta: 11:10:50, time: 2.589, data_time: 1.358, memory: 10315, loss_action_cls: 0.1174, recall@thr=0.5: 0.6385, prec@thr=0.5: 0.6271, recall@top3: 0.8995, prec@top3: 0.3138, recall@top5: 0.9529, prec@top5: 0.2000, loss: 0.1174, grad_norm: 0.8981 2021-03-03 20:22:35,231 - mmaction - INFO - Epoch [2][800/874] lr: 2.338e-02, eta: 11:09:51, time: 2.500, data_time: 1.452, memory: 10315, loss_action_cls: 0.1128, recall@thr=0.5: 0.6337, prec@thr=0.5: 0.6216, recall@top3: 0.8965, prec@top3: 0.3109, recall@top5: 0.9481, prec@top5: 0.1975, loss: 0.1128, grad_norm: 0.8721 2021-03-03 20:23:27,952 - mmaction - INFO - Epoch [2][820/874] lr: 2.363e-02, eta: 11:09:18, time: 2.638, data_time: 1.601, memory: 10315, loss_action_cls: 0.1226, recall@thr=0.5: 0.6126, prec@thr=0.5: 0.5932, recall@top3: 0.9017, prec@top3: 0.3127, recall@top5: 0.9537, prec@top5: 0.1984, loss: 0.1226, grad_norm: 0.9273 2021-03-03 20:24:26,378 - mmaction - INFO - Epoch [2][840/874] lr: 2.387e-02, eta: 11:09:36, time: 2.921, data_time: 0.854, memory: 10315, loss_action_cls: 0.1206, recall@thr=0.5: 0.6126, prec@thr=0.5: 0.6084, recall@top3: 0.8972, prec@top3: 0.3089, recall@top5: 0.9496, prec@top5: 0.1966, loss: 0.1206, grad_norm: 0.8705 2021-03-03 20:25:20,510 - mmaction - INFO - Epoch [2][860/874] lr: 2.412e-02, eta: 11:09:14, time: 2.707, data_time: 0.627, memory: 10315, loss_action_cls: 0.1075, recall@thr=0.5: 0.6107, prec@thr=0.5: 0.6003, recall@top3: 0.9186, prec@top3: 0.3173, recall@top5: 0.9588, prec@top5: 0.1988, loss: 0.1075, grad_norm: 0.8515 2021-03-03 20:25:53,580 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-03-03 20:36:12,102 - mmaction - INFO - Evaluating mAP ... 2021-03-03 20:37:00,090 - mmaction - INFO - mAP@0.5IOU 0.3785 2021-03-03 20:37:00,659 - mmaction - INFO - Now best checkpoint is saved as best_mAP@0.5IOU_epoch_2.pth. 2021-03-03 20:37:00,660 - mmaction - INFO - Best mAP@0.5IOU is 0.3785 at 2 epoch. 2021-03-03 20:37:00,704 - mmaction - INFO - Epoch(val) [2][874] mAP@0.5IOU: 0.3785 2021-03-03 20:38:16,008 - mmaction - INFO - Epoch [3][20/874] lr: 2.454e-02, eta: 11:06:06, time: 3.765, data_time: 2.723, memory: 10315, loss_action_cls: 0.1025, recall@thr=0.5: 0.6531, prec@thr=0.5: 0.6524, recall@top3: 0.9273, prec@top3: 0.3218, recall@top5: 0.9548, prec@top5: 0.1990, loss: 0.1025, grad_norm: 0.7180 2021-03-03 20:39:07,354 - mmaction - INFO - Epoch [3][40/874] lr: 2.478e-02, eta: 11:05:19, time: 2.567, data_time: 1.527, memory: 10315, loss_action_cls: 0.1130, recall@thr=0.5: 0.6614, prec@thr=0.5: 0.6480, recall@top3: 0.9062, prec@top3: 0.3145, recall@top5: 0.9562, prec@top5: 0.1993, loss: 0.1130, grad_norm: 0.8342 2021-03-03 20:40:00,141 - mmaction - INFO - Epoch [3][60/874] lr: 2.503e-02, eta: 11:04:45, time: 2.640, data_time: 1.584, memory: 10315, loss_action_cls: 0.1139, recall@thr=0.5: 0.6538, prec@thr=0.5: 0.6316, recall@top3: 0.9028, prec@top3: 0.3138, recall@top5: 0.9588, prec@top5: 0.2004, loss: 0.1139, grad_norm: 0.8548 2021-03-03 20:40:49,945 - mmaction - INFO - Epoch [3][80/874] lr: 2.527e-02, eta: 11:03:45, time: 2.490, data_time: 1.450, memory: 10315, loss_action_cls: 0.1183, recall@thr=0.5: 0.6239, prec@thr=0.5: 0.6220, recall@top3: 0.8920, prec@top3: 0.3126, recall@top5: 0.9332, prec@top5: 0.1964, loss: 0.1183, grad_norm: 0.9103 2021-03-03 20:41:44,357 - mmaction - INFO - Epoch [3][100/874] lr: 2.552e-02, eta: 11:03:24, time: 2.720, data_time: 1.668, memory: 10315, loss_action_cls: 0.1089, recall@thr=0.5: 0.6569, prec@thr=0.5: 0.6516, recall@top3: 0.9069, prec@top3: 0.3160, recall@top5: 0.9577, prec@top5: 0.2001, loss: 0.1089, grad_norm: 0.7973 2021-03-03 20:42:40,246 - mmaction - INFO - Epoch [3][120/874] lr: 2.577e-02, eta: 11:03:14, time: 2.794, data_time: 1.676, memory: 10315, loss_action_cls: 0.1163, recall@thr=0.5: 0.6203, prec@thr=0.5: 0.6153, recall@top3: 0.8907, prec@top3: 0.3110, recall@top5: 0.9394, prec@top5: 0.1970, loss: 0.1163, grad_norm: 0.8339 2021-03-03 20:43:33,552 - mmaction - INFO - Epoch [3][140/874] lr: 2.601e-02, eta: 11:02:42, time: 2.666, data_time: 1.618, memory: 10315, loss_action_cls: 0.1176, recall@thr=0.5: 0.6417, prec@thr=0.5: 0.6310, recall@top3: 0.8943, prec@top3: 0.3103, recall@top5: 0.9365, prec@top5: 0.1952, loss: 0.1176, grad_norm: 0.8761 2021-03-03 20:44:24,578 - mmaction - INFO - Epoch [3][160/874] lr: 2.626e-02, eta: 11:01:52, time: 2.551, data_time: 1.200, memory: 10315, loss_action_cls: 0.1055, recall@thr=0.5: 0.6672, prec@thr=0.5: 0.6676, recall@top3: 0.9090, prec@top3: 0.3217, recall@top5: 0.9553, prec@top5: 0.2030, loss: 0.1055, grad_norm: 0.7877 2021-03-03 20:45:17,040 - mmaction - INFO - Epoch [3][180/874] lr: 2.650e-02, eta: 11:01:12, time: 2.623, data_time: 0.131, memory: 10315, loss_action_cls: 0.1117, recall@thr=0.5: 0.6565, prec@thr=0.5: 0.6516, recall@top3: 0.9063, prec@top3: 0.3207, recall@top5: 0.9558, prec@top5: 0.2032, loss: 0.1117, grad_norm: 0.8648 2021-03-03 20:46:13,927 - mmaction - INFO - Epoch [3][200/874] lr: 2.675e-02, eta: 11:01:08, time: 2.844, data_time: 0.039, memory: 10315, loss_action_cls: 0.1136, recall@thr=0.5: 0.6263, prec@thr=0.5: 0.6226, recall@top3: 0.9019, prec@top3: 0.3142, recall@top5: 0.9506, prec@top5: 0.1998, loss: 0.1136, grad_norm: 0.8128 2021-03-03 20:47:06,516 - mmaction - INFO - Epoch [3][220/874] lr: 2.699e-02, eta: 11:00:29, time: 2.629, data_time: 0.001, memory: 10315, loss_action_cls: 0.1110, recall@thr=0.5: 0.6565, prec@thr=0.5: 0.6482, recall@top3: 0.9070, prec@top3: 0.3183, recall@top5: 0.9602, prec@top5: 0.2024, loss: 0.1110, grad_norm: 0.9795 2021-03-03 20:48:01,727 - mmaction - INFO - Epoch [3][240/874] lr: 2.724e-02, eta: 11:00:10, time: 2.760, data_time: 0.001, memory: 10315, loss_action_cls: 0.1249, recall@thr=0.5: 0.6318, prec@thr=0.5: 0.6203, recall@top3: 0.8808, prec@top3: 0.3117, recall@top5: 0.9387, prec@top5: 0.1994, loss: 0.1249, grad_norm: 0.9095 2021-03-03 20:48:54,343 - mmaction - INFO - Epoch [3][260/874] lr: 2.749e-02, eta: 10:59:30, time: 2.630, data_time: 0.001, memory: 10315, loss_action_cls: 0.1097, recall@thr=0.5: 0.6778, prec@thr=0.5: 0.6658, recall@top3: 0.9242, prec@top3: 0.3219, recall@top5: 0.9625, prec@top5: 0.2013, loss: 0.1097, grad_norm: 0.8835 2021-03-03 20:49:50,083 - mmaction - INFO - Epoch [3][280/874] lr: 2.773e-02, eta: 10:59:14, time: 2.787, data_time: 0.001, memory: 10315, loss_action_cls: 0.1115, recall@thr=0.5: 0.6329, prec@thr=0.5: 0.6362, recall@top3: 0.9034, prec@top3: 0.3133, recall@top5: 0.9560, prec@top5: 0.1996, loss: 0.1115, grad_norm: 0.7777 2021-03-03 20:50:45,485 - mmaction - INFO - Epoch [3][300/874] lr: 2.798e-02, eta: 10:58:54, time: 2.770, data_time: 0.001, memory: 10315, loss_action_cls: 0.0991, recall@thr=0.5: 0.7026, prec@thr=0.5: 0.6953, recall@top3: 0.9018, prec@top3: 0.3142, recall@top5: 0.9432, prec@top5: 0.1974, loss: 0.0991, grad_norm: 0.7740 2021-03-03 20:51:34,460 - mmaction - INFO - Epoch [3][320/874] lr: 2.822e-02, eta: 10:57:46, time: 2.449, data_time: 0.001, memory: 10315, loss_action_cls: 0.1112, recall@thr=0.5: 0.6154, prec@thr=0.5: 0.6182, recall@top3: 0.8970, prec@top3: 0.3109, recall@top5: 0.9507, prec@top5: 0.1988, loss: 0.1112, grad_norm: 0.8188 2021-03-03 20:52:27,357 - mmaction - INFO - Epoch [3][340/874] lr: 2.847e-02, eta: 10:57:08, time: 2.645, data_time: 0.126, memory: 10315, loss_action_cls: 0.1022, recall@thr=0.5: 0.6899, prec@thr=0.5: 0.6885, recall@top3: 0.9075, prec@top3: 0.3174, recall@top5: 0.9525, prec@top5: 0.2003, loss: 0.1022, grad_norm: 0.6857 2021-03-03 20:53:18,393 - mmaction - INFO - Epoch [3][360/874] lr: 2.871e-02, eta: 10:56:15, time: 2.552, data_time: 0.551, memory: 10315, loss_action_cls: 0.1137, recall@thr=0.5: 0.6385, prec@thr=0.5: 0.6319, recall@top3: 0.8985, prec@top3: 0.3107, recall@top5: 0.9461, prec@top5: 0.1964, loss: 0.1137, grad_norm: 0.8139 2021-03-03 20:54:10,483 - mmaction - INFO - Epoch [3][380/874] lr: 2.896e-02, eta: 10:55:30, time: 2.605, data_time: 0.381, memory: 10315, loss_action_cls: 0.1060, recall@thr=0.5: 0.6548, prec@thr=0.5: 0.6543, recall@top3: 0.9076, prec@top3: 0.3194, recall@top5: 0.9554, prec@top5: 0.2018, loss: 0.1060, grad_norm: 0.7323 2021-03-03 20:55:09,431 - mmaction - INFO - Epoch [3][400/874] lr: 2.921e-02, eta: 10:55:34, time: 2.947, data_time: 1.028, memory: 10315, loss_action_cls: 0.1129, recall@thr=0.5: 0.6420, prec@thr=0.5: 0.6432, recall@top3: 0.9161, prec@top3: 0.3225, recall@top5: 0.9534, prec@top5: 0.2019, loss: 0.1129, grad_norm: 0.7708 2021-03-03 20:56:01,085 - mmaction - INFO - Epoch [3][420/874] lr: 2.945e-02, eta: 10:54:45, time: 2.583, data_time: 1.459, memory: 10315, loss_action_cls: 0.1115, recall@thr=0.5: 0.6309, prec@thr=0.5: 0.6206, recall@top3: 0.8929, prec@top3: 0.3108, recall@top5: 0.9516, prec@top5: 0.1992, loss: 0.1115, grad_norm: 0.8409 2021-03-03 20:56:51,247 - mmaction - INFO - Epoch [3][440/874] lr: 2.970e-02, eta: 10:53:45, time: 2.507, data_time: 1.287, memory: 10315, loss_action_cls: 0.1027, recall@thr=0.5: 0.6304, prec@thr=0.5: 0.6308, recall@top3: 0.9054, prec@top3: 0.3145, recall@top5: 0.9596, prec@top5: 0.2004, loss: 0.1027, grad_norm: 0.7548 2021-03-03 20:57:41,496 - mmaction - INFO - Epoch [3][460/874] lr: 2.994e-02, eta: 10:52:47, time: 2.513, data_time: 0.986, memory: 10315, loss_action_cls: 0.1118, recall@thr=0.5: 0.6374, prec@thr=0.5: 0.6266, recall@top3: 0.9161, prec@top3: 0.3178, recall@top5: 0.9564, prec@top5: 0.1992, loss: 0.1118, grad_norm: 0.7465 2021-03-03 20:58:34,969 - mmaction - INFO - Epoch [3][480/874] lr: 3.019e-02, eta: 10:52:10, time: 2.673, data_time: 0.163, memory: 10315, loss_action_cls: 0.1113, recall@thr=0.5: 0.6452, prec@thr=0.5: 0.6398, recall@top3: 0.9086, prec@top3: 0.3179, recall@top5: 0.9523, prec@top5: 0.2003, loss: 0.1113, grad_norm: 0.7588 2021-03-03 20:59:28,698 - mmaction - INFO - Epoch [3][500/874] lr: 3.043e-02, eta: 10:51:35, time: 2.685, data_time: 0.391, memory: 10315, loss_action_cls: 0.1125, recall@thr=0.5: 0.6388, prec@thr=0.5: 0.6397, recall@top3: 0.9000, prec@top3: 0.3157, recall@top5: 0.9503, prec@top5: 0.2000, loss: 0.1125, grad_norm: 0.7707 2021-03-03 21:00:22,128 - mmaction - INFO - Epoch [3][520/874] lr: 3.068e-02, eta: 10:50:58, time: 2.673, data_time: 0.873, memory: 10315, loss_action_cls: 0.1077, recall@thr=0.5: 0.6419, prec@thr=0.5: 0.6359, recall@top3: 0.9180, prec@top3: 0.3226, recall@top5: 0.9575, prec@top5: 0.2022, loss: 0.1077, grad_norm: 0.7949 2021-03-03 21:01:13,937 - mmaction - INFO - Epoch [3][540/874] lr: 3.093e-02, eta: 10:50:10, time: 2.591, data_time: 0.187, memory: 10315, loss_action_cls: 0.0975, recall@thr=0.5: 0.6893, prec@thr=0.5: 0.6828, recall@top3: 0.9354, prec@top3: 0.3287, recall@top5: 0.9675, prec@top5: 0.2039, loss: 0.0975, grad_norm: 0.7467 2021-03-03 21:02:10,337 - mmaction - INFO - Epoch [3][560/874] lr: 3.117e-02, eta: 10:49:52, time: 2.820, data_time: 0.004, memory: 10315, loss_action_cls: 0.1090, recall@thr=0.5: 0.6372, prec@thr=0.5: 0.6315, recall@top3: 0.9204, prec@top3: 0.3213, recall@top5: 0.9629, prec@top5: 0.2023, loss: 0.1090, grad_norm: 0.7833 2021-03-03 21:02:59,481 - mmaction - INFO - Epoch [3][580/874] lr: 3.142e-02, eta: 10:48:46, time: 2.457, data_time: 0.001, memory: 10315, loss_action_cls: 0.1085, recall@thr=0.5: 0.6406, prec@thr=0.5: 0.6330, recall@top3: 0.9094, prec@top3: 0.3164, recall@top5: 0.9537, prec@top5: 0.1996, loss: 0.1085, grad_norm: 0.8329 2021-03-03 21:03:57,378 - mmaction - INFO - Epoch [3][600/874] lr: 3.166e-02, eta: 10:48:36, time: 2.895, data_time: 0.001, memory: 10315, loss_action_cls: 0.1115, recall@thr=0.5: 0.6357, prec@thr=0.5: 0.6233, recall@top3: 0.9045, prec@top3: 0.3136, recall@top5: 0.9459, prec@top5: 0.1968, loss: 0.1115, grad_norm: 0.7972 2021-03-03 21:04:47,777 - mmaction - INFO - Epoch [3][620/874] lr: 3.191e-02, eta: 10:47:38, time: 2.520, data_time: 0.005, memory: 10315, loss_action_cls: 0.1006, recall@thr=0.5: 0.6517, prec@thr=0.5: 0.6543, recall@top3: 0.9320, prec@top3: 0.3283, recall@top5: 0.9578, prec@top5: 0.2031, loss: 0.1006, grad_norm: 0.6793 2021-03-03 21:05:44,117 - mmaction - INFO - Epoch [3][640/874] lr: 3.215e-02, eta: 10:47:18, time: 2.817, data_time: 0.001, memory: 10315, loss_action_cls: 0.0980, recall@thr=0.5: 0.6993, prec@thr=0.5: 0.6927, recall@top3: 0.9286, prec@top3: 0.3222, recall@top5: 0.9617, prec@top5: 0.2007, loss: 0.0980, grad_norm: 0.6632 2021-03-03 21:06:32,176 - mmaction - INFO - Epoch [3][660/874] lr: 3.240e-02, eta: 10:46:05, time: 2.403, data_time: 0.001, memory: 10315, loss_action_cls: 0.1102, recall@thr=0.5: 0.6152, prec@thr=0.5: 0.6191, recall@top3: 0.8944, prec@top3: 0.3122, recall@top5: 0.9530, prec@top5: 0.1994, loss: 0.1102, grad_norm: 0.7435 2021-03-03 21:07:28,115 - mmaction - INFO - Epoch [3][680/874] lr: 3.265e-02, eta: 10:45:41, time: 2.797, data_time: 0.001, memory: 10315, loss_action_cls: 0.1022, recall@thr=0.5: 0.6800, prec@thr=0.5: 0.6684, recall@top3: 0.9062, prec@top3: 0.3161, recall@top5: 0.9527, prec@top5: 0.1993, loss: 0.1022, grad_norm: 0.7116 2021-03-03 21:08:19,386 - mmaction - INFO - Epoch [3][700/874] lr: 3.289e-02, eta: 10:44:49, time: 2.564, data_time: 0.001, memory: 10315, loss_action_cls: 0.1006, recall@thr=0.5: 0.6523, prec@thr=0.5: 0.6504, recall@top3: 0.9044, prec@top3: 0.3118, recall@top5: 0.9524, prec@top5: 0.1973, loss: 0.1006, grad_norm: 0.7085 2021-03-03 21:09:13,959 - mmaction - INFO - Epoch [3][720/874] lr: 3.314e-02, eta: 10:44:16, time: 2.729, data_time: 0.001, memory: 10315, loss_action_cls: 0.1077, recall@thr=0.5: 0.6569, prec@thr=0.5: 0.6503, recall@top3: 0.9066, prec@top3: 0.3140, recall@top5: 0.9576, prec@top5: 0.1995, loss: 0.1077, grad_norm: 0.7698 2021-03-03 21:10:04,457 - mmaction - INFO - Epoch [3][740/874] lr: 3.338e-02, eta: 10:43:18, time: 2.525, data_time: 0.001, memory: 10315, loss_action_cls: 0.1094, recall@thr=0.5: 0.6513, prec@thr=0.5: 0.6437, recall@top3: 0.9023, prec@top3: 0.3171, recall@top5: 0.9452, prec@top5: 0.2000, loss: 0.1094, grad_norm: 0.7424 2021-03-03 21:10:54,258 - mmaction - INFO - Epoch [3][760/874] lr: 3.363e-02, eta: 10:42:17, time: 2.490, data_time: 0.001, memory: 10315, loss_action_cls: 0.1046, recall@thr=0.5: 0.6491, prec@thr=0.5: 0.6416, recall@top3: 0.9101, prec@top3: 0.3162, recall@top5: 0.9530, prec@top5: 0.1995, loss: 0.1046, grad_norm: 0.7257 2021-03-03 21:11:46,533 - mmaction - INFO - Epoch [3][780/874] lr: 3.388e-02, eta: 10:41:30, time: 2.613, data_time: 0.001, memory: 10315, loss_action_cls: 0.1052, recall@thr=0.5: 0.6339, prec@thr=0.5: 0.6366, recall@top3: 0.9099, prec@top3: 0.3217, recall@top5: 0.9586, prec@top5: 0.2036, loss: 0.1052, grad_norm: 0.6766 2021-03-03 21:12:36,192 - mmaction - INFO - Epoch [3][800/874] lr: 3.412e-02, eta: 10:40:28, time: 2.483, data_time: 0.001, memory: 10315, loss_action_cls: 0.1039, recall@thr=0.5: 0.6496, prec@thr=0.5: 0.6460, recall@top3: 0.9183, prec@top3: 0.3245, recall@top5: 0.9563, prec@top5: 0.2030, loss: 0.1039, grad_norm: 0.6783 2021-03-03 21:13:29,161 - mmaction - INFO - Epoch [3][820/874] lr: 3.437e-02, eta: 10:39:45, time: 2.648, data_time: 0.001, memory: 10315, loss_action_cls: 0.0975, recall@thr=0.5: 0.6641, prec@thr=0.5: 0.6537, recall@top3: 0.9196, prec@top3: 0.3198, recall@top5: 0.9610, prec@top5: 0.2006, loss: 0.0975, grad_norm: 0.7217 2021-03-03 21:14:23,121 - mmaction - INFO - Epoch [3][840/874] lr: 3.461e-02, eta: 10:39:08, time: 2.698, data_time: 0.001, memory: 10315, loss_action_cls: 0.0960, recall@thr=0.5: 0.6633, prec@thr=0.5: 0.6603, recall@top3: 0.9164, prec@top3: 0.3179, recall@top5: 0.9547, prec@top5: 0.1988, loss: 0.0960, grad_norm: 0.7350 2021-03-03 21:15:11,327 - mmaction - INFO - Epoch [3][860/874] lr: 3.486e-02, eta: 10:37:58, time: 2.411, data_time: 0.001, memory: 10315, loss_action_cls: 0.0994, recall@thr=0.5: 0.6683, prec@thr=0.5: 0.6558, recall@top3: 0.9154, prec@top3: 0.3197, recall@top5: 0.9636, prec@top5: 0.2017, loss: 0.0994, grad_norm: 0.6664 2021-03-03 21:15:46,081 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-03-03 21:25:22,270 - mmaction - INFO - Evaluating mAP ... 2021-03-03 21:26:14,708 - mmaction - INFO - mAP@0.5IOU 0.3716 2021-03-03 21:26:14,774 - mmaction - INFO - Epoch(val) [3][874] mAP@0.5IOU: 0.3716 2021-03-03 21:27:39,749 - mmaction - INFO - Epoch [4][20/874] lr: 3.528e-02, eta: 10:36:16, time: 4.248, data_time: 3.217, memory: 10315, loss_action_cls: 0.0927, recall@thr=0.5: 0.6896, prec@thr=0.5: 0.6813, recall@top3: 0.9270, prec@top3: 0.3194, recall@top5: 0.9610, prec@top5: 0.1988, loss: 0.0927, grad_norm: 0.7299 2021-03-03 21:28:38,374 - mmaction - INFO - Epoch [4][40/874] lr: 3.552e-02, eta: 10:36:04, time: 2.930, data_time: 1.884, memory: 10315, loss_action_cls: 0.0978, recall@thr=0.5: 0.6866, prec@thr=0.5: 0.6842, recall@top3: 0.9221, prec@top3: 0.3212, recall@top5: 0.9584, prec@top5: 0.2007, loss: 0.0978, grad_norm: 0.6723 2021-03-03 21:29:28,429 - mmaction - INFO - Epoch [4][60/874] lr: 3.577e-02, eta: 10:35:05, time: 2.504, data_time: 1.459, memory: 10315, loss_action_cls: 0.0914, recall@thr=0.5: 0.6916, prec@thr=0.5: 0.6825, recall@top3: 0.9268, prec@top3: 0.3221, recall@top5: 0.9686, prec@top5: 0.2021, loss: 0.0914, grad_norm: 0.7239 2021-03-03 21:30:18,397 - mmaction - INFO - Epoch [4][80/874] lr: 3.601e-02, eta: 10:34:05, time: 2.498, data_time: 0.888, memory: 10315, loss_action_cls: 0.0897, recall@thr=0.5: 0.6928, prec@thr=0.5: 0.6907, recall@top3: 0.9279, prec@top3: 0.3256, recall@top5: 0.9693, prec@top5: 0.2045, loss: 0.0897, grad_norm: 0.6825 2021-03-03 21:31:11,549 - mmaction - INFO - Epoch [4][100/874] lr: 3.626e-02, eta: 10:33:22, time: 2.657, data_time: 1.141, memory: 10315, loss_action_cls: 0.1005, recall@thr=0.5: 0.6600, prec@thr=0.5: 0.6506, recall@top3: 0.9147, prec@top3: 0.3229, recall@top5: 0.9581, prec@top5: 0.2031, loss: 0.1005, grad_norm: 0.7354 2021-03-03 21:32:06,357 - mmaction - INFO - Epoch [4][120/874] lr: 3.650e-02, eta: 10:32:49, time: 2.740, data_time: 1.285, memory: 10315, loss_action_cls: 0.0889, recall@thr=0.5: 0.7123, prec@thr=0.5: 0.7077, recall@top3: 0.9283, prec@top3: 0.3250, recall@top5: 0.9599, prec@top5: 0.2022, loss: 0.0889, grad_norm: 0.6861 2021-03-03 21:32:55,032 - mmaction - INFO - Epoch [4][140/874] lr: 3.675e-02, eta: 10:31:42, time: 2.434, data_time: 0.039, memory: 10315, loss_action_cls: 0.0851, recall@thr=0.5: 0.7234, prec@thr=0.5: 0.7230, recall@top3: 0.9236, prec@top3: 0.3219, recall@top5: 0.9660, prec@top5: 0.2023, loss: 0.0851, grad_norm: 0.7211 2021-03-03 21:33:48,018 - mmaction - INFO - Epoch [4][160/874] lr: 3.700e-02, eta: 10:30:58, time: 2.649, data_time: 0.859, memory: 10315, loss_action_cls: 0.0886, recall@thr=0.5: 0.7271, prec@thr=0.5: 0.7284, recall@top3: 0.9310, prec@top3: 0.3299, recall@top5: 0.9626, prec@top5: 0.2050, loss: 0.0886, grad_norm: 0.6956 2021-03-03 21:34:41,752 - mmaction - INFO - Epoch [4][180/874] lr: 3.724e-02, eta: 10:30:18, time: 2.686, data_time: 1.389, memory: 10315, loss_action_cls: 0.0902, recall@thr=0.5: 0.7036, prec@thr=0.5: 0.6958, recall@top3: 0.9366, prec@top3: 0.3288, recall@top5: 0.9605, prec@top5: 0.2023, loss: 0.0902, grad_norm: 0.6941 2021-03-03 21:35:31,846 - mmaction - INFO - Epoch [4][200/874] lr: 3.749e-02, eta: 10:29:19, time: 2.505, data_time: 1.181, memory: 10315, loss_action_cls: 0.0951, recall@thr=0.5: 0.6907, prec@thr=0.5: 0.6898, recall@top3: 0.9190, prec@top3: 0.3214, recall@top5: 0.9581, prec@top5: 0.2011, loss: 0.0951, grad_norm: 0.7299 2021-03-03 21:36:27,716 - mmaction - INFO - Epoch [4][220/874] lr: 3.773e-02, eta: 10:28:50, time: 2.794, data_time: 1.120, memory: 10315, loss_action_cls: 0.0998, recall@thr=0.5: 0.6996, prec@thr=0.5: 0.6886, recall@top3: 0.9120, prec@top3: 0.3190, recall@top5: 0.9412, prec@top5: 0.1980, loss: 0.0998, grad_norm: 0.7566 2021-03-03 21:37:22,165 - mmaction - INFO - Epoch [4][240/874] lr: 3.798e-02, eta: 10:28:13, time: 2.722, data_time: 1.115, memory: 10315, loss_action_cls: 0.0883, recall@thr=0.5: 0.6970, prec@thr=0.5: 0.6891, recall@top3: 0.9326, prec@top3: 0.3244, recall@top5: 0.9652, prec@top5: 0.2017, loss: 0.0883, grad_norm: 0.6299 2021-03-03 21:38:17,437 - mmaction - INFO - Epoch [4][260/874] lr: 3.822e-02, eta: 10:27:41, time: 2.764, data_time: 1.025, memory: 10315, loss_action_cls: 0.0936, recall@thr=0.5: 0.6935, prec@thr=0.5: 0.6864, recall@top3: 0.9171, prec@top3: 0.3215, recall@top5: 0.9611, prec@top5: 0.2021, loss: 0.0936, grad_norm: 0.7347 2021-03-03 21:39:15,794 - mmaction - INFO - Epoch [4][280/874] lr: 3.847e-02, eta: 10:27:23, time: 2.918, data_time: 0.062, memory: 10315, loss_action_cls: 0.0924, recall@thr=0.5: 0.6827, prec@thr=0.5: 0.6730, recall@top3: 0.9193, prec@top3: 0.3157, recall@top5: 0.9578, prec@top5: 0.1976, loss: 0.0924, grad_norm: 0.7036 2021-03-03 21:40:14,884 - mmaction - INFO - Epoch [4][300/874] lr: 3.872e-02, eta: 10:27:08, time: 2.954, data_time: 0.001, memory: 10315, loss_action_cls: 0.0962, recall@thr=0.5: 0.6801, prec@thr=0.5: 0.6880, recall@top3: 0.9202, prec@top3: 0.3280, recall@top5: 0.9561, prec@top5: 0.2051, loss: 0.0962, grad_norm: 0.7031 2021-03-03 21:41:06,069 - mmaction - INFO - Epoch [4][320/874] lr: 3.896e-02, eta: 10:26:14, time: 2.559, data_time: 0.001, memory: 10329, loss_action_cls: 0.0925, recall@thr=0.5: 0.7029, prec@thr=0.5: 0.6980, recall@top3: 0.9288, prec@top3: 0.3253, recall@top5: 0.9700, prec@top5: 0.2045, loss: 0.0925, grad_norm: 0.6416 2021-03-03 21:41:58,961 - mmaction - INFO - Epoch [4][340/874] lr: 3.921e-02, eta: 10:25:28, time: 2.644, data_time: 0.001, memory: 10329, loss_action_cls: 0.0823, recall@thr=0.5: 0.7264, prec@thr=0.5: 0.7136, recall@top3: 0.9449, prec@top3: 0.3268, recall@top5: 0.9740, prec@top5: 0.2023, loss: 0.0823, grad_norm: 0.6749 2021-03-03 21:42:54,617 - mmaction - INFO - Epoch [4][360/874] lr: 3.945e-02, eta: 10:24:56, time: 2.783, data_time: 0.001, memory: 10329, loss_action_cls: 0.0934, recall@thr=0.5: 0.6998, prec@thr=0.5: 0.6986, recall@top3: 0.9267, prec@top3: 0.3249, recall@top5: 0.9692, prec@top5: 0.2050, loss: 0.0934, grad_norm: 0.7065 2021-03-03 21:43:43,358 - mmaction - INFO - Epoch [4][380/874] lr: 3.970e-02, eta: 10:23:50, time: 2.437, data_time: 0.001, memory: 10329, loss_action_cls: 0.0914, recall@thr=0.5: 0.7110, prec@thr=0.5: 0.7084, recall@top3: 0.9219, prec@top3: 0.3241, recall@top5: 0.9605, prec@top5: 0.2026, loss: 0.0914, grad_norm: 0.6195 2021-03-03 21:44:36,435 - mmaction - INFO - Epoch [4][400/874] lr: 3.994e-02, eta: 10:23:05, time: 2.654, data_time: 0.001, memory: 10329, loss_action_cls: 0.0927, recall@thr=0.5: 0.6968, prec@thr=0.5: 0.6946, recall@top3: 0.9268, prec@top3: 0.3228, recall@top5: 0.9571, prec@top5: 0.2009, loss: 0.0927, grad_norm: 0.7731 2021-03-03 21:45:31,793 - mmaction - INFO - Epoch [4][420/874] lr: 4.019e-02, eta: 10:22:30, time: 2.768, data_time: 0.705, memory: 10329, loss_action_cls: 0.0913, recall@thr=0.5: 0.6956, prec@thr=0.5: 0.6968, recall@top3: 0.9153, prec@top3: 0.3211, recall@top5: 0.9548, prec@top5: 0.2007, loss: 0.0913, grad_norm: 0.6144 2021-03-03 21:46:23,635 - mmaction - INFO - Epoch [4][440/874] lr: 4.044e-02, eta: 10:21:39, time: 2.592, data_time: 1.544, memory: 10329, loss_action_cls: 0.0877, recall@thr=0.5: 0.6865, prec@thr=0.5: 0.6789, recall@top3: 0.9303, prec@top3: 0.3227, recall@top5: 0.9695, prec@top5: 0.2017, loss: 0.0877, grad_norm: 0.6840 2021-03-03 21:47:21,753 - mmaction - INFO - Epoch [4][460/874] lr: 4.068e-02, eta: 10:21:17, time: 2.906, data_time: 1.852, memory: 10329, loss_action_cls: 0.0912, recall@thr=0.5: 0.6911, prec@thr=0.5: 0.6774, recall@top3: 0.9302, prec@top3: 0.3247, recall@top5: 0.9691, prec@top5: 0.2026, loss: 0.0912, grad_norm: 0.7159 2021-03-03 21:48:22,796 - mmaction - INFO - Epoch [4][480/874] lr: 4.093e-02, eta: 10:21:08, time: 3.052, data_time: 2.000, memory: 10329, loss_action_cls: 0.0879, recall@thr=0.5: 0.7072, prec@thr=0.5: 0.7043, recall@top3: 0.9224, prec@top3: 0.3220, recall@top5: 0.9572, prec@top5: 0.2003, loss: 0.0879, grad_norm: 0.6600 2021-03-03 21:49:19,431 - mmaction - INFO - Epoch [4][500/874] lr: 4.117e-02, eta: 10:20:38, time: 2.832, data_time: 1.776, memory: 10329, loss_action_cls: 0.0888, recall@thr=0.5: 0.7179, prec@thr=0.5: 0.7187, recall@top3: 0.9338, prec@top3: 0.3268, recall@top5: 0.9665, prec@top5: 0.2033, loss: 0.0888, grad_norm: 0.6604 2021-03-03 21:50:11,841 - mmaction - INFO - Epoch [4][520/874] lr: 4.142e-02, eta: 10:19:49, time: 2.619, data_time: 1.575, memory: 10329, loss_action_cls: 0.0943, recall@thr=0.5: 0.6787, prec@thr=0.5: 0.6799, recall@top3: 0.9166, prec@top3: 0.3220, recall@top5: 0.9623, prec@top5: 0.2030, loss: 0.0943, grad_norm: 0.7366 2021-03-03 21:51:10,517 - mmaction - INFO - Epoch [4][540/874] lr: 4.167e-02, eta: 10:19:28, time: 2.935, data_time: 1.862, memory: 10329, loss_action_cls: 0.0884, recall@thr=0.5: 0.7106, prec@thr=0.5: 0.6986, recall@top3: 0.9273, prec@top3: 0.3222, recall@top5: 0.9617, prec@top5: 0.2005, loss: 0.0884, grad_norm: 0.7473 2021-03-03 21:51:59,564 - mmaction - INFO - Epoch [4][560/874] lr: 4.191e-02, eta: 10:18:23, time: 2.453, data_time: 1.324, memory: 10329, loss_action_cls: 0.0940, recall@thr=0.5: 0.6815, prec@thr=0.5: 0.6734, recall@top3: 0.9112, prec@top3: 0.3188, recall@top5: 0.9559, prec@top5: 0.2011, loss: 0.0940, grad_norm: 0.7123 2021-03-03 21:52:49,803 - mmaction - INFO - Epoch [4][580/874] lr: 4.216e-02, eta: 10:17:24, time: 2.512, data_time: 1.180, memory: 10329, loss_action_cls: 0.0846, recall@thr=0.5: 0.7207, prec@thr=0.5: 0.7154, recall@top3: 0.9365, prec@top3: 0.3293, recall@top5: 0.9637, prec@top5: 0.2030, loss: 0.0846, grad_norm: 0.6540 2021-03-03 21:53:44,251 - mmaction - INFO - Epoch [4][600/874] lr: 4.240e-02, eta: 10:16:43, time: 2.722, data_time: 0.499, memory: 10329, loss_action_cls: 0.0932, recall@thr=0.5: 0.6792, prec@thr=0.5: 0.6733, recall@top3: 0.9181, prec@top3: 0.3214, recall@top5: 0.9564, prec@top5: 0.2011, loss: 0.0932, grad_norm: 0.6839 2021-03-03 21:54:41,975 - mmaction - INFO - Epoch [4][620/874] lr: 4.265e-02, eta: 10:16:17, time: 2.887, data_time: 0.141, memory: 10329, loss_action_cls: 0.0889, recall@thr=0.5: 0.6941, prec@thr=0.5: 0.6976, recall@top3: 0.9285, prec@top3: 0.3287, recall@top5: 0.9649, prec@top5: 0.2056, loss: 0.0889, grad_norm: 0.6957 2021-03-03 21:55:31,409 - mmaction - INFO - Epoch [4][640/874] lr: 4.289e-02, eta: 10:15:14, time: 2.471, data_time: 0.001, memory: 10329, loss_action_cls: 0.0948, recall@thr=0.5: 0.6670, prec@thr=0.5: 0.6653, recall@top3: 0.9251, prec@top3: 0.3212, recall@top5: 0.9577, prec@top5: 0.1996, loss: 0.0948, grad_norm: 0.6115 2021-03-03 21:56:26,931 - mmaction - INFO - Epoch [4][660/874] lr: 4.314e-02, eta: 10:14:38, time: 2.776, data_time: 0.001, memory: 10329, loss_action_cls: 0.0924, recall@thr=0.5: 0.6991, prec@thr=0.5: 0.6948, recall@top3: 0.9276, prec@top3: 0.3240, recall@top5: 0.9666, prec@top5: 0.2029, loss: 0.0924, grad_norm: 0.6136 2021-03-03 21:57:15,986 - mmaction - INFO - Epoch [4][680/874] lr: 4.339e-02, eta: 10:13:33, time: 2.453, data_time: 0.001, memory: 10329, loss_action_cls: 0.0835, recall@thr=0.5: 0.7385, prec@thr=0.5: 0.7298, recall@top3: 0.9304, prec@top3: 0.3255, recall@top5: 0.9683, prec@top5: 0.2042, loss: 0.0835, grad_norm: 0.6686 2021-03-03 21:58:10,518 - mmaction - INFO - Epoch [4][700/874] lr: 4.363e-02, eta: 10:12:52, time: 2.727, data_time: 0.817, memory: 10329, loss_action_cls: 0.0933, recall@thr=0.5: 0.6834, prec@thr=0.5: 0.6785, recall@top3: 0.9160, prec@top3: 0.3217, recall@top5: 0.9673, prec@top5: 0.2036, loss: 0.0933, grad_norm: 0.6622 2021-03-03 21:59:02,837 - mmaction - INFO - Epoch [4][720/874] lr: 4.388e-02, eta: 10:12:02, time: 2.615, data_time: 0.274, memory: 10329, loss_action_cls: 0.0909, recall@thr=0.5: 0.6783, prec@thr=0.5: 0.6804, recall@top3: 0.9272, prec@top3: 0.3257, recall@top5: 0.9626, prec@top5: 0.2028, loss: 0.0909, grad_norm: 0.6674 2021-03-03 21:59:54,343 - mmaction - INFO - Epoch [4][740/874] lr: 4.412e-02, eta: 10:11:08, time: 2.573, data_time: 0.002, memory: 10329, loss_action_cls: 0.0967, recall@thr=0.5: 0.6685, prec@thr=0.5: 0.6713, recall@top3: 0.9132, prec@top3: 0.3195, recall@top5: 0.9589, prec@top5: 0.2014, loss: 0.0967, grad_norm: 0.6367 2021-03-03 22:00:47,141 - mmaction - INFO - Epoch [4][760/874] lr: 4.437e-02, eta: 10:10:20, time: 2.643, data_time: 0.048, memory: 10329, loss_action_cls: 0.0850, recall@thr=0.5: 0.7172, prec@thr=0.5: 0.7172, recall@top3: 0.9280, prec@top3: 0.3220, recall@top5: 0.9574, prec@top5: 0.1995, loss: 0.0850, grad_norm: 0.6791 2021-03-03 22:01:44,594 - mmaction - INFO - Epoch [4][780/874] lr: 4.461e-02, eta: 10:09:51, time: 2.872, data_time: 0.001, memory: 10329, loss_action_cls: 0.0896, recall@thr=0.5: 0.6751, prec@thr=0.5: 0.6678, recall@top3: 0.9337, prec@top3: 0.3239, recall@top5: 0.9734, prec@top5: 0.2028, loss: 0.0896, grad_norm: 0.6672 2021-03-03 22:02:33,088 - mmaction - INFO - Epoch [4][800/874] lr: 4.486e-02, eta: 10:08:44, time: 2.425, data_time: 0.528, memory: 10329, loss_action_cls: 0.0887, recall@thr=0.5: 0.7065, prec@thr=0.5: 0.7015, recall@top3: 0.9252, prec@top3: 0.3232, recall@top5: 0.9648, prec@top5: 0.2026, loss: 0.0887, grad_norm: 0.6476 2021-03-03 22:03:24,657 - mmaction - INFO - Epoch [4][820/874] lr: 4.511e-02, eta: 10:07:51, time: 2.578, data_time: 0.992, memory: 10329, loss_action_cls: 0.0875, recall@thr=0.5: 0.6979, prec@thr=0.5: 0.6997, recall@top3: 0.9275, prec@top3: 0.3245, recall@top5: 0.9583, prec@top5: 0.2014, loss: 0.0875, grad_norm: 0.6567 2021-03-03 22:04:18,525 - mmaction - INFO - Epoch [4][840/874] lr: 4.535e-02, eta: 10:07:06, time: 2.693, data_time: 1.595, memory: 10329, loss_action_cls: 0.0926, recall@thr=0.5: 0.6821, prec@thr=0.5: 0.6767, recall@top3: 0.9260, prec@top3: 0.3231, recall@top5: 0.9589, prec@top5: 0.2007, loss: 0.0926, grad_norm: 0.6910 2021-03-03 22:05:10,079 - mmaction - INFO - Epoch [4][860/874] lr: 4.560e-02, eta: 10:06:13, time: 2.576, data_time: 1.296, memory: 10329, loss_action_cls: 0.0915, recall@thr=0.5: 0.6657, prec@thr=0.5: 0.6626, recall@top3: 0.9233, prec@top3: 0.3182, recall@top5: 0.9505, prec@top5: 0.1966, loss: 0.0915, grad_norm: 0.6333 2021-03-03 22:05:43,938 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-03-03 22:15:39,208 - mmaction - INFO - Evaluating mAP ... 2021-03-03 22:16:29,352 - mmaction - INFO - mAP@0.5IOU 0.3735 2021-03-03 22:16:29,407 - mmaction - INFO - Epoch(val) [4][874] mAP@0.5IOU: 0.3735 2021-03-03 22:17:51,568 - mmaction - INFO - Epoch [5][20/874] lr: 4.601e-02, eta: 10:04:20, time: 4.108, data_time: 3.057, memory: 10329, loss_action_cls: 0.0775, recall@thr=0.5: 0.7533, prec@thr=0.5: 0.7467, recall@top3: 0.9359, prec@top3: 0.3244, recall@top5: 0.9654, prec@top5: 0.2011, loss: 0.0775, grad_norm: 0.5997 2021-03-03 22:18:49,362 - mmaction - INFO - Epoch [5][40/874] lr: 4.626e-02, eta: 10:03:51, time: 2.890, data_time: 1.835, memory: 10329, loss_action_cls: 0.0788, recall@thr=0.5: 0.7315, prec@thr=0.5: 0.7307, recall@top3: 0.9257, prec@top3: 0.3230, recall@top5: 0.9581, prec@top5: 0.2010, loss: 0.0788, grad_norm: 0.6096 2021-03-03 22:19:45,270 - mmaction - INFO - Epoch [5][60/874] lr: 4.651e-02, eta: 10:03:14, time: 2.793, data_time: 1.741, memory: 10329, loss_action_cls: 0.0873, recall@thr=0.5: 0.7140, prec@thr=0.5: 0.7062, recall@top3: 0.9306, prec@top3: 0.3279, recall@top5: 0.9682, prec@top5: 0.2048, loss: 0.0873, grad_norm: 0.7516 2021-03-03 22:20:36,397 - mmaction - INFO - Epoch [5][80/874] lr: 4.675e-02, eta: 10:02:19, time: 2.559, data_time: 1.512, memory: 10329, loss_action_cls: 0.0944, recall@thr=0.5: 0.7036, prec@thr=0.5: 0.6901, recall@top3: 0.9245, prec@top3: 0.3221, recall@top5: 0.9628, prec@top5: 0.2014, loss: 0.0944, grad_norm: 0.7706 2021-03-03 22:21:31,007 - mmaction - INFO - Epoch [5][100/874] lr: 4.700e-02, eta: 10:01:37, time: 2.730, data_time: 0.704, memory: 10329, loss_action_cls: 0.0948, recall@thr=0.5: 0.6991, prec@thr=0.5: 0.6983, recall@top3: 0.9060, prec@top3: 0.3212, recall@top5: 0.9495, prec@top5: 0.2024, loss: 0.0948, grad_norm: 0.7453 2021-03-03 22:22:26,992 - mmaction - INFO - Epoch [5][120/874] lr: 4.724e-02, eta: 10:01:00, time: 2.800, data_time: 0.021, memory: 10329, loss_action_cls: 0.0776, recall@thr=0.5: 0.7302, prec@thr=0.5: 0.7318, recall@top3: 0.9393, prec@top3: 0.3274, recall@top5: 0.9753, prec@top5: 0.2042, loss: 0.0776, grad_norm: 0.5606 2021-03-03 22:23:20,747 - mmaction - INFO - Epoch [5][140/874] lr: 4.749e-02, eta: 10:00:15, time: 2.687, data_time: 0.019, memory: 10329, loss_action_cls: 0.0798, recall@thr=0.5: 0.7208, prec@thr=0.5: 0.7144, recall@top3: 0.9351, prec@top3: 0.3302, recall@top5: 0.9688, prec@top5: 0.2052, loss: 0.0798, grad_norm: 0.6460 2021-03-03 22:24:13,041 - mmaction - INFO - Epoch [5][160/874] lr: 4.773e-02, eta: 9:59:24, time: 2.615, data_time: 0.001, memory: 10329, loss_action_cls: 0.0923, recall@thr=0.5: 0.6977, prec@thr=0.5: 0.6864, recall@top3: 0.9278, prec@top3: 0.3219, recall@top5: 0.9536, prec@top5: 0.1990, loss: 0.0923, grad_norm: 0.7274 2021-03-03 22:25:06,685 - mmaction - INFO - Epoch [5][180/874] lr: 4.798e-02, eta: 9:58:38, time: 2.682, data_time: 0.001, memory: 10329, loss_action_cls: 0.0839, recall@thr=0.5: 0.7133, prec@thr=0.5: 0.7099, recall@top3: 0.9244, prec@top3: 0.3191, recall@top5: 0.9682, prec@top5: 0.2012, loss: 0.0839, grad_norm: 0.6005 2021-03-03 22:25:59,160 - mmaction - INFO - Epoch [5][200/874] lr: 4.823e-02, eta: 9:57:48, time: 2.624, data_time: 0.001, memory: 10329, loss_action_cls: 0.0836, recall@thr=0.5: 0.7162, prec@thr=0.5: 0.7207, recall@top3: 0.9325, prec@top3: 0.3298, recall@top5: 0.9638, prec@top5: 0.2050, loss: 0.0836, grad_norm: 0.6878 2021-03-03 22:26:53,457 - mmaction - INFO - Epoch [5][220/874] lr: 4.847e-02, eta: 9:57:04, time: 2.715, data_time: 0.001, memory: 10329, loss_action_cls: 0.0798, recall@thr=0.5: 0.7296, prec@thr=0.5: 0.7246, recall@top3: 0.9511, prec@top3: 0.3294, recall@top5: 0.9761, prec@top5: 0.2033, loss: 0.0798, grad_norm: 0.6541 2021-03-03 22:27:45,895 - mmaction - INFO - Epoch [5][240/874] lr: 4.872e-02, eta: 9:56:13, time: 2.622, data_time: 0.001, memory: 10329, loss_action_cls: 0.0808, recall@thr=0.5: 0.7285, prec@thr=0.5: 0.7219, recall@top3: 0.9292, prec@top3: 0.3196, recall@top5: 0.9646, prec@top5: 0.1992, loss: 0.0808, grad_norm: 0.6310 2021-03-03 22:28:42,570 - mmaction - INFO - Epoch [5][260/874] lr: 4.896e-02, eta: 9:55:38, time: 2.833, data_time: 0.001, memory: 10329, loss_action_cls: 0.0906, recall@thr=0.5: 0.6741, prec@thr=0.5: 0.6701, recall@top3: 0.9205, prec@top3: 0.3206, recall@top5: 0.9591, prec@top5: 0.2006, loss: 0.0906, grad_norm: 0.6684 2021-03-03 22:29:34,679 - mmaction - INFO - Epoch [5][280/874] lr: 4.921e-02, eta: 9:54:46, time: 2.606, data_time: 0.002, memory: 10329, loss_action_cls: 0.0816, recall@thr=0.5: 0.7216, prec@thr=0.5: 0.7192, recall@top3: 0.9278, prec@top3: 0.3242, recall@top5: 0.9604, prec@top5: 0.2014, loss: 0.0816, grad_norm: 0.6344 2021-03-03 22:30:28,613 - mmaction - INFO - Epoch [5][300/874] lr: 4.945e-02, eta: 9:54:01, time: 2.697, data_time: 0.001, memory: 10329, loss_action_cls: 0.0861, recall@thr=0.5: 0.6907, prec@thr=0.5: 0.6954, recall@top3: 0.9199, prec@top3: 0.3219, recall@top5: 0.9583, prec@top5: 0.2013, loss: 0.0861, grad_norm: 0.6554 2021-03-03 22:31:25,927 - mmaction - INFO - Epoch [5][320/874] lr: 4.970e-02, eta: 9:53:27, time: 2.866, data_time: 0.125, memory: 10329, loss_action_cls: 0.0907, recall@thr=0.5: 0.6970, prec@thr=0.5: 0.6893, recall@top3: 0.9252, prec@top3: 0.3231, recall@top5: 0.9550, prec@top5: 0.2008, loss: 0.0907, grad_norm: 0.6849 2021-03-03 22:32:28,368 - mmaction - INFO - Epoch [5][340/874] lr: 4.995e-02, eta: 9:53:12, time: 3.122, data_time: 0.985, memory: 10329, loss_action_cls: 0.0924, recall@thr=0.5: 0.6678, prec@thr=0.5: 0.6620, recall@top3: 0.9252, prec@top3: 0.3240, recall@top5: 0.9574, prec@top5: 0.2014, loss: 0.0924, grad_norm: 0.6774 2021-03-03 22:33:21,383 - mmaction - INFO - Epoch [5][360/874] lr: 5.019e-02, eta: 9:52:23, time: 2.651, data_time: 1.526, memory: 10329, loss_action_cls: 0.0692, recall@thr=0.5: 0.7674, prec@thr=0.5: 0.7649, recall@top3: 0.9479, prec@top3: 0.3348, recall@top5: 0.9768, prec@top5: 0.2070, loss: 0.0692, grad_norm: 0.6172 2021-03-03 22:34:20,911 - mmaction - INFO - Epoch [5][380/874] lr: 5.044e-02, eta: 9:51:56, time: 2.975, data_time: 1.790, memory: 10329, loss_action_cls: 0.0826, recall@thr=0.5: 0.7255, prec@thr=0.5: 0.7210, recall@top3: 0.9360, prec@top3: 0.3251, recall@top5: 0.9727, prec@top5: 0.2034, loss: 0.0826, grad_norm: 0.7432 2021-03-03 22:35:15,490 - mmaction - INFO - Epoch [5][400/874] lr: 5.068e-02, eta: 9:51:12, time: 2.729, data_time: 1.544, memory: 10329, loss_action_cls: 0.0891, recall@thr=0.5: 0.6736, prec@thr=0.5: 0.6758, recall@top3: 0.9077, prec@top3: 0.3141, recall@top5: 0.9467, prec@top5: 0.1966, loss: 0.0891, grad_norm: 0.6187 2021-03-03 22:36:08,807 - mmaction - INFO - Epoch [5][420/874] lr: 5.093e-02, eta: 9:50:24, time: 2.666, data_time: 1.618, memory: 10329, loss_action_cls: 0.0843, recall@thr=0.5: 0.6986, prec@thr=0.5: 0.6995, recall@top3: 0.9295, prec@top3: 0.3262, recall@top5: 0.9645, prec@top5: 0.2029, loss: 0.0843, grad_norm: 0.6196 2021-03-03 22:37:05,018 - mmaction - INFO - Epoch [5][440/874] lr: 5.118e-02, eta: 9:49:45, time: 2.808, data_time: 1.666, memory: 10329, loss_action_cls: 0.0772, recall@thr=0.5: 0.7436, prec@thr=0.5: 0.7378, recall@top3: 0.9387, prec@top3: 0.3278, recall@top5: 0.9644, prec@top5: 0.2020, loss: 0.0772, grad_norm: 0.6163 2021-03-03 22:37:59,625 - mmaction - INFO - Epoch [5][460/874] lr: 5.142e-02, eta: 9:49:01, time: 2.733, data_time: 1.636, memory: 10329, loss_action_cls: 0.0852, recall@thr=0.5: 0.6969, prec@thr=0.5: 0.6951, recall@top3: 0.9141, prec@top3: 0.3188, recall@top5: 0.9516, prec@top5: 0.1993, loss: 0.0852, grad_norm: 0.6343 2021-03-03 22:38:56,698 - mmaction - INFO - Epoch [5][480/874] lr: 5.167e-02, eta: 9:48:25, time: 2.854, data_time: 1.733, memory: 10329, loss_action_cls: 0.0804, recall@thr=0.5: 0.7315, prec@thr=0.5: 0.7157, recall@top3: 0.9365, prec@top3: 0.3297, recall@top5: 0.9744, prec@top5: 0.2062, loss: 0.0804, grad_norm: 0.7207 2021-03-03 22:39:50,526 - mmaction - INFO - Epoch [5][500/874] lr: 5.191e-02, eta: 9:47:38, time: 2.691, data_time: 1.173, memory: 10329, loss_action_cls: 0.0839, recall@thr=0.5: 0.6860, prec@thr=0.5: 0.6841, recall@top3: 0.9294, prec@top3: 0.3225, recall@top5: 0.9564, prec@top5: 0.1995, loss: 0.0839, grad_norm: 0.5805 2021-03-03 22:40:46,802 - mmaction - INFO - Epoch [5][520/874] lr: 5.216e-02, eta: 9:46:59, time: 2.811, data_time: 1.081, memory: 10329, loss_action_cls: 0.0833, recall@thr=0.5: 0.7091, prec@thr=0.5: 0.7038, recall@top3: 0.9311, prec@top3: 0.3239, recall@top5: 0.9664, prec@top5: 0.2021, loss: 0.0833, grad_norm: 0.5909 2021-03-03 22:41:43,137 - mmaction - INFO - Epoch [5][540/874] lr: 5.240e-02, eta: 9:46:20, time: 2.819, data_time: 0.671, memory: 10329, loss_action_cls: 0.0860, recall@thr=0.5: 0.6973, prec@thr=0.5: 0.6877, recall@top3: 0.9299, prec@top3: 0.3231, recall@top5: 0.9705, prec@top5: 0.2023, loss: 0.0860, grad_norm: 0.6512 2021-03-03 22:42:38,304 - mmaction - INFO - Epoch [5][560/874] lr: 5.265e-02, eta: 9:45:37, time: 2.758, data_time: 0.969, memory: 10329, loss_action_cls: 0.0832, recall@thr=0.5: 0.7102, prec@thr=0.5: 0.7119, recall@top3: 0.9295, prec@top3: 0.3288, recall@top5: 0.9642, prec@top5: 0.2049, loss: 0.0832, grad_norm: 0.6060 2021-03-03 22:43:31,186 - mmaction - INFO - Epoch [5][580/874] lr: 5.290e-02, eta: 9:44:47, time: 2.642, data_time: 0.088, memory: 10329, loss_action_cls: 0.0832, recall@thr=0.5: 0.7255, prec@thr=0.5: 0.7257, recall@top3: 0.9302, prec@top3: 0.3278, recall@top5: 0.9620, prec@top5: 0.2038, loss: 0.0832, grad_norm: 0.6272 2021-03-03 22:44:21,563 - mmaction - INFO - Epoch [5][600/874] lr: 5.314e-02, eta: 9:43:48, time: 2.519, data_time: 0.025, memory: 10329, loss_action_cls: 0.0809, recall@thr=0.5: 0.7073, prec@thr=0.5: 0.7031, recall@top3: 0.9455, prec@top3: 0.3352, recall@top5: 0.9725, prec@top5: 0.2071, loss: 0.0809, grad_norm: 0.6865 2021-03-03 22:45:16,619 - mmaction - INFO - Epoch [5][620/874] lr: 5.339e-02, eta: 9:43:04, time: 2.755, data_time: 0.003, memory: 10329, loss_action_cls: 0.0847, recall@thr=0.5: 0.6905, prec@thr=0.5: 0.6881, recall@top3: 0.9319, prec@top3: 0.3226, recall@top5: 0.9625, prec@top5: 0.2000, loss: 0.0847, grad_norm: 0.6279 2021-03-03 22:46:05,961 - mmaction - INFO - Epoch [5][640/874] lr: 5.363e-02, eta: 9:42:02, time: 2.466, data_time: 0.001, memory: 10329, loss_action_cls: 0.0812, recall@thr=0.5: 0.7172, prec@thr=0.5: 0.7069, recall@top3: 0.9313, prec@top3: 0.3253, recall@top5: 0.9668, prec@top5: 0.2032, loss: 0.0812, grad_norm: 0.6238 2021-03-03 22:47:00,357 - mmaction - INFO - Epoch [5][660/874] lr: 5.388e-02, eta: 9:41:16, time: 2.720, data_time: 0.002, memory: 10329, loss_action_cls: 0.0835, recall@thr=0.5: 0.7247, prec@thr=0.5: 0.7147, recall@top3: 0.9299, prec@top3: 0.3268, recall@top5: 0.9656, prec@top5: 0.2037, loss: 0.0835, grad_norm: 0.6183 2021-03-03 22:47:55,069 - mmaction - INFO - Epoch [5][680/874] lr: 5.412e-02, eta: 9:40:32, time: 2.736, data_time: 0.002, memory: 10329, loss_action_cls: 0.0825, recall@thr=0.5: 0.7145, prec@thr=0.5: 0.7215, recall@top3: 0.9330, prec@top3: 0.3331, recall@top5: 0.9622, prec@top5: 0.2062, loss: 0.0825, grad_norm: 0.6273 2021-03-03 22:48:47,300 - mmaction - INFO - Epoch [5][700/874] lr: 5.437e-02, eta: 9:39:39, time: 2.612, data_time: 0.001, memory: 10329, loss_action_cls: 0.0810, recall@thr=0.5: 0.7183, prec@thr=0.5: 0.7092, recall@top3: 0.9384, prec@top3: 0.3262, recall@top5: 0.9741, prec@top5: 0.2037, loss: 0.0810, grad_norm: 0.6296 2021-03-03 22:49:36,859 - mmaction - INFO - Epoch [5][720/874] lr: 5.462e-02, eta: 9:38:38, time: 2.477, data_time: 0.001, memory: 10329, loss_action_cls: 0.0815, recall@thr=0.5: 0.7160, prec@thr=0.5: 0.7140, recall@top3: 0.9292, prec@top3: 0.3275, recall@top5: 0.9666, prec@top5: 0.2046, loss: 0.0815, grad_norm: 0.6400 2021-03-03 22:50:27,300 - mmaction - INFO - Epoch [5][740/874] lr: 5.486e-02, eta: 9:37:39, time: 2.523, data_time: 0.070, memory: 10329, loss_action_cls: 0.0861, recall@thr=0.5: 0.7114, prec@thr=0.5: 0.7077, recall@top3: 0.9189, prec@top3: 0.3204, recall@top5: 0.9628, prec@top5: 0.2019, loss: 0.0861, grad_norm: 0.6847 2021-03-03 22:51:18,009 - mmaction - INFO - Epoch [5][760/874] lr: 5.511e-02, eta: 9:36:42, time: 2.535, data_time: 0.407, memory: 10329, loss_action_cls: 0.0831, recall@thr=0.5: 0.6845, prec@thr=0.5: 0.6811, recall@top3: 0.9308, prec@top3: 0.3247, recall@top5: 0.9661, prec@top5: 0.2024, loss: 0.0831, grad_norm: 0.5809 2021-03-03 22:52:13,319 - mmaction - INFO - Epoch [5][780/874] lr: 5.535e-02, eta: 9:35:59, time: 2.765, data_time: 0.094, memory: 10329, loss_action_cls: 0.0822, recall@thr=0.5: 0.7201, prec@thr=0.5: 0.7144, recall@top3: 0.9422, prec@top3: 0.3303, recall@top5: 0.9715, prec@top5: 0.2048, loss: 0.0822, grad_norm: 0.6069 2021-03-03 22:53:02,109 - mmaction - INFO - Epoch [5][800/874] lr: 5.560e-02, eta: 9:34:56, time: 2.440, data_time: 0.001, memory: 10329, loss_action_cls: 0.0830, recall@thr=0.5: 0.7180, prec@thr=0.5: 0.7186, recall@top3: 0.9302, prec@top3: 0.3241, recall@top5: 0.9648, prec@top5: 0.2017, loss: 0.0830, grad_norm: 0.6535 2021-03-03 22:53:54,635 - mmaction - INFO - Epoch [5][820/874] lr: 5.584e-02, eta: 9:34:04, time: 2.625, data_time: 0.274, memory: 10329, loss_action_cls: 0.0778, recall@thr=0.5: 0.7294, prec@thr=0.5: 0.7182, recall@top3: 0.9402, prec@top3: 0.3278, recall@top5: 0.9659, prec@top5: 0.2022, loss: 0.0778, grad_norm: 0.5835 2021-03-03 22:54:52,594 - mmaction - INFO - Epoch [5][840/874] lr: 5.609e-02, eta: 9:33:28, time: 2.897, data_time: 1.621, memory: 10329, loss_action_cls: 0.0801, recall@thr=0.5: 0.7189, prec@thr=0.5: 0.7187, recall@top3: 0.9331, prec@top3: 0.3224, recall@top5: 0.9654, prec@top5: 0.2001, loss: 0.0801, grad_norm: 0.5947 2021-03-03 22:55:41,039 - mmaction - INFO - Epoch [5][860/874] lr: 5.634e-02, eta: 9:32:24, time: 2.424, data_time: 1.369, memory: 10329, loss_action_cls: 0.0773, recall@thr=0.5: 0.7326, prec@thr=0.5: 0.7257, recall@top3: 0.9379, prec@top3: 0.3227, recall@top5: 0.9700, prec@top5: 0.2005, loss: 0.0773, grad_norm: 0.5602 2021-03-03 22:56:09,265 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-03-03 23:06:01,411 - mmaction - INFO - Evaluating mAP ... 2021-03-03 23:06:52,257 - mmaction - INFO - mAP@0.5IOU 0.3679 2021-03-03 23:06:52,311 - mmaction - INFO - Epoch(val) [5][874] mAP@0.5IOU: 0.3679 2021-03-03 23:08:11,285 - mmaction - INFO - Epoch [6][20/874] lr: 5.652e-02, eta: 9:30:26, time: 3.948, data_time: 2.911, memory: 10329, loss_action_cls: 0.0738, recall@thr=0.5: 0.7277, prec@thr=0.5: 0.7296, recall@top3: 0.9479, prec@top3: 0.3290, recall@top5: 0.9786, prec@top5: 0.2039, loss: 0.0738, grad_norm: 0.6486 2021-03-03 23:09:06,507 - mmaction - INFO - Epoch [6][40/874] lr: 5.652e-02, eta: 9:29:42, time: 2.761, data_time: 1.718, memory: 10329, loss_action_cls: 0.0779, recall@thr=0.5: 0.7557, prec@thr=0.5: 0.7450, recall@top3: 0.9314, prec@top3: 0.3281, recall@top5: 0.9684, prec@top5: 0.2050, loss: 0.0779, grad_norm: 0.7350 2021-03-03 23:09:57,788 - mmaction - INFO - Epoch [6][60/874] lr: 5.652e-02, eta: 9:28:47, time: 2.564, data_time: 1.520, memory: 10329, loss_action_cls: 0.0728, recall@thr=0.5: 0.7559, prec@thr=0.5: 0.7545, recall@top3: 0.9420, prec@top3: 0.3296, recall@top5: 0.9745, prec@top5: 0.2049, loss: 0.0728, grad_norm: 0.6610 2021-03-03 23:10:49,933 - mmaction - INFO - Epoch [6][80/874] lr: 5.652e-02, eta: 9:27:54, time: 2.607, data_time: 1.532, memory: 10329, loss_action_cls: 0.0753, recall@thr=0.5: 0.7566, prec@thr=0.5: 0.7507, recall@top3: 0.9406, prec@top3: 0.3298, recall@top5: 0.9709, prec@top5: 0.2044, loss: 0.0753, grad_norm: 0.6290 2021-03-03 23:11:42,928 - mmaction - INFO - Epoch [6][100/874] lr: 5.652e-02, eta: 9:27:04, time: 2.650, data_time: 1.556, memory: 10329, loss_action_cls: 0.0765, recall@thr=0.5: 0.7267, prec@thr=0.5: 0.7252, recall@top3: 0.9356, prec@top3: 0.3230, recall@top5: 0.9657, prec@top5: 0.2003, loss: 0.0765, grad_norm: 0.7528 2021-03-03 23:12:36,866 - mmaction - INFO - Epoch [6][120/874] lr: 5.652e-02, eta: 9:26:16, time: 2.697, data_time: 1.647, memory: 10329, loss_action_cls: 0.0735, recall@thr=0.5: 0.7490, prec@thr=0.5: 0.7358, recall@top3: 0.9359, prec@top3: 0.3286, recall@top5: 0.9681, prec@top5: 0.2039, loss: 0.0735, grad_norm: 0.6011 2021-03-03 23:13:32,835 - mmaction - INFO - Epoch [6][140/874] lr: 5.652e-02, eta: 9:25:34, time: 2.798, data_time: 1.756, memory: 10329, loss_action_cls: 0.0855, recall@thr=0.5: 0.7071, prec@thr=0.5: 0.7007, recall@top3: 0.9403, prec@top3: 0.3299, recall@top5: 0.9646, prec@top5: 0.2034, loss: 0.0855, grad_norm: 0.7075 2021-03-03 23:14:24,437 - mmaction - INFO - Epoch [6][160/874] lr: 5.652e-02, eta: 9:24:40, time: 2.581, data_time: 1.538, memory: 10329, loss_action_cls: 0.0750, recall@thr=0.5: 0.7446, prec@thr=0.5: 0.7362, recall@top3: 0.9412, prec@top3: 0.3283, recall@top5: 0.9695, prec@top5: 0.2031, loss: 0.0750, grad_norm: 0.6404 2021-03-03 23:15:20,113 - mmaction - INFO - Epoch [6][180/874] lr: 5.652e-02, eta: 9:23:57, time: 2.784, data_time: 1.738, memory: 10329, loss_action_cls: 0.0775, recall@thr=0.5: 0.7645, prec@thr=0.5: 0.7581, recall@top3: 0.9345, prec@top3: 0.3286, recall@top5: 0.9621, prec@top5: 0.2034, loss: 0.0775, grad_norm: 0.6520 2021-03-03 23:16:16,861 - mmaction - INFO - Epoch [6][200/874] lr: 5.652e-02, eta: 9:23:17, time: 2.837, data_time: 1.791, memory: 10329, loss_action_cls: 0.0799, recall@thr=0.5: 0.7244, prec@thr=0.5: 0.7203, recall@top3: 0.9381, prec@top3: 0.3256, recall@top5: 0.9704, prec@top5: 0.2021, loss: 0.0799, grad_norm: 0.6784 2021-03-03 23:17:06,351 - mmaction - INFO - Epoch [6][220/874] lr: 5.652e-02, eta: 9:22:17, time: 2.475, data_time: 1.426, memory: 10329, loss_action_cls: 0.0888, recall@thr=0.5: 0.6871, prec@thr=0.5: 0.6920, recall@top3: 0.9146, prec@top3: 0.3191, recall@top5: 0.9566, prec@top5: 0.2005, loss: 0.0888, grad_norm: 0.6182 2021-03-03 23:18:02,064 - mmaction - INFO - Epoch [6][240/874] lr: 5.652e-02, eta: 9:21:34, time: 2.785, data_time: 1.215, memory: 10329, loss_action_cls: 0.0719, recall@thr=0.5: 0.7389, prec@thr=0.5: 0.7446, recall@top3: 0.9489, prec@top3: 0.3362, recall@top5: 0.9755, prec@top5: 0.2075, loss: 0.0719, grad_norm: 0.6030 2021-03-03 23:18:52,709 - mmaction - INFO - Epoch [6][260/874] lr: 5.652e-02, eta: 9:20:37, time: 2.533, data_time: 0.001, memory: 10329, loss_action_cls: 0.0755, recall@thr=0.5: 0.7402, prec@thr=0.5: 0.7327, recall@top3: 0.9416, prec@top3: 0.3261, recall@top5: 0.9696, prec@top5: 0.2017, loss: 0.0755, grad_norm: 0.6378 2021-03-03 23:19:42,171 - mmaction - INFO - Epoch [6][280/874] lr: 5.652e-02, eta: 9:19:36, time: 2.473, data_time: 0.258, memory: 10329, loss_action_cls: 0.0744, recall@thr=0.5: 0.7413, prec@thr=0.5: 0.7418, recall@top3: 0.9468, prec@top3: 0.3297, recall@top5: 0.9729, prec@top5: 0.2035, loss: 0.0744, grad_norm: 0.5764 2021-03-03 23:20:33,840 - mmaction - INFO - Epoch [6][300/874] lr: 5.652e-02, eta: 9:18:42, time: 2.580, data_time: 0.288, memory: 10329, loss_action_cls: 0.0709, recall@thr=0.5: 0.7327, prec@thr=0.5: 0.7237, recall@top3: 0.9477, prec@top3: 0.3294, recall@top5: 0.9705, prec@top5: 0.2026, loss: 0.0709, grad_norm: 0.6154 2021-03-03 23:21:27,120 - mmaction - INFO - Epoch [6][320/874] lr: 5.652e-02, eta: 9:17:52, time: 2.668, data_time: 0.051, memory: 10329, loss_action_cls: 0.0700, recall@thr=0.5: 0.7713, prec@thr=0.5: 0.7678, recall@top3: 0.9495, prec@top3: 0.3328, recall@top5: 0.9758, prec@top5: 0.2053, loss: 0.0700, grad_norm: 0.5629 2021-03-03 23:22:27,448 - mmaction - INFO - Epoch [6][340/874] lr: 5.652e-02, eta: 9:17:22, time: 3.017, data_time: 0.692, memory: 10329, loss_action_cls: 0.0666, recall@thr=0.5: 0.7629, prec@thr=0.5: 0.7594, recall@top3: 0.9466, prec@top3: 0.3298, recall@top5: 0.9706, prec@top5: 0.2027, loss: 0.0666, grad_norm: 0.5658 2021-03-03 23:23:22,451 - mmaction - INFO - Epoch [6][360/874] lr: 5.652e-02, eta: 9:16:36, time: 2.749, data_time: 1.587, memory: 10329, loss_action_cls: 0.0755, recall@thr=0.5: 0.7509, prec@thr=0.5: 0.7441, recall@top3: 0.9493, prec@top3: 0.3319, recall@top5: 0.9717, prec@top5: 0.2040, loss: 0.0755, grad_norm: 0.5977 2021-03-03 23:24:18,084 - mmaction - INFO - Epoch [6][380/874] lr: 5.652e-02, eta: 9:15:53, time: 2.783, data_time: 0.505, memory: 10329, loss_action_cls: 0.0644, recall@thr=0.5: 0.7548, prec@thr=0.5: 0.7537, recall@top3: 0.9642, prec@top3: 0.3337, recall@top5: 0.9825, prec@top5: 0.2043, loss: 0.0644, grad_norm: 0.5890 2021-03-03 23:25:18,079 - mmaction - INFO - Epoch [6][400/874] lr: 5.652e-02, eta: 9:15:20, time: 3.000, data_time: 0.001, memory: 10329, loss_action_cls: 0.0809, recall@thr=0.5: 0.7392, prec@thr=0.5: 0.7332, recall@top3: 0.9225, prec@top3: 0.3234, recall@top5: 0.9597, prec@top5: 0.2022, loss: 0.0809, grad_norm: 0.7236 2021-03-03 23:26:03,160 - mmaction - INFO - Epoch [6][420/874] lr: 5.652e-02, eta: 9:14:09, time: 2.254, data_time: 0.001, memory: 10329, loss_action_cls: 0.0806, recall@thr=0.5: 0.7293, prec@thr=0.5: 0.7230, recall@top3: 0.9385, prec@top3: 0.3270, recall@top5: 0.9691, prec@top5: 0.2028, loss: 0.0806, grad_norm: 0.6616 2021-03-03 23:26:47,509 - mmaction - INFO - Epoch [6][440/874] lr: 5.652e-02, eta: 9:12:55, time: 2.216, data_time: 0.001, memory: 10329, loss_action_cls: 0.0791, recall@thr=0.5: 0.7255, prec@thr=0.5: 0.7120, recall@top3: 0.9343, prec@top3: 0.3208, recall@top5: 0.9689, prec@top5: 0.1996, loss: 0.0791, grad_norm: 0.6553 2021-03-03 23:27:34,813 - mmaction - INFO - Epoch [6][460/874] lr: 5.652e-02, eta: 9:11:49, time: 2.366, data_time: 0.002, memory: 10329, loss_action_cls: 0.0844, recall@thr=0.5: 0.6926, prec@thr=0.5: 0.6933, recall@top3: 0.9259, prec@top3: 0.3229, recall@top5: 0.9569, prec@top5: 0.2006, loss: 0.0844, grad_norm: 0.6840 2021-03-03 23:28:18,019 - mmaction - INFO - Epoch [6][480/874] lr: 5.652e-02, eta: 9:10:33, time: 2.160, data_time: 0.094, memory: 10329, loss_action_cls: 0.0786, recall@thr=0.5: 0.7532, prec@thr=0.5: 0.7483, recall@top3: 0.9355, prec@top3: 0.3293, recall@top5: 0.9657, prec@top5: 0.2041, loss: 0.0786, grad_norm: 0.5807 2021-03-03 23:29:04,975 - mmaction - INFO - Epoch [6][500/874] lr: 5.652e-02, eta: 9:09:27, time: 2.348, data_time: 0.001, memory: 10329, loss_action_cls: 0.0772, recall@thr=0.5: 0.7219, prec@thr=0.5: 0.7182, recall@top3: 0.9272, prec@top3: 0.3222, recall@top5: 0.9607, prec@top5: 0.2006, loss: 0.0772, grad_norm: 0.6285 2021-03-03 23:29:49,831 - mmaction - INFO - Epoch [6][520/874] lr: 5.652e-02, eta: 9:08:16, time: 2.243, data_time: 0.075, memory: 10329, loss_action_cls: 0.0744, recall@thr=0.5: 0.7423, prec@thr=0.5: 0.7356, recall@top3: 0.9310, prec@top3: 0.3215, recall@top5: 0.9646, prec@top5: 0.2004, loss: 0.0744, grad_norm: 0.6621 2021-03-03 23:30:33,332 - mmaction - INFO - Epoch [6][540/874] lr: 5.652e-02, eta: 9:07:01, time: 2.175, data_time: 0.279, memory: 10329, loss_action_cls: 0.0714, recall@thr=0.5: 0.7382, prec@thr=0.5: 0.7396, recall@top3: 0.9367, prec@top3: 0.3265, recall@top5: 0.9723, prec@top5: 0.2035, loss: 0.0714, grad_norm: 0.5841 2021-03-03 23:31:18,791 - mmaction - INFO - Epoch [6][560/874] lr: 5.652e-02, eta: 9:05:51, time: 2.273, data_time: 0.561, memory: 10329, loss_action_cls: 0.0755, recall@thr=0.5: 0.7451, prec@thr=0.5: 0.7425, recall@top3: 0.9334, prec@top3: 0.3254, recall@top5: 0.9615, prec@top5: 0.2014, loss: 0.0755, grad_norm: 0.6380 2021-03-03 23:32:05,712 - mmaction - INFO - Epoch [6][580/874] lr: 5.652e-02, eta: 9:04:46, time: 2.344, data_time: 0.217, memory: 10329, loss_action_cls: 0.0724, recall@thr=0.5: 0.7550, prec@thr=0.5: 0.7564, recall@top3: 0.9346, prec@top3: 0.3251, recall@top5: 0.9582, prec@top5: 0.2002, loss: 0.0724, grad_norm: 0.6810 2021-03-03 23:32:52,287 - mmaction - INFO - Epoch [6][600/874] lr: 5.652e-02, eta: 9:03:40, time: 2.329, data_time: 1.150, memory: 10329, loss_action_cls: 0.0739, recall@thr=0.5: 0.7404, prec@thr=0.5: 0.7374, recall@top3: 0.9411, prec@top3: 0.3306, recall@top5: 0.9743, prec@top5: 0.2053, loss: 0.0739, grad_norm: 0.6280 2021-03-03 23:33:33,699 - mmaction - INFO - Epoch [6][620/874] lr: 5.652e-02, eta: 9:02:21, time: 2.072, data_time: 0.942, memory: 10329, loss_action_cls: 0.0740, recall@thr=0.5: 0.7268, prec@thr=0.5: 0.7219, recall@top3: 0.9487, prec@top3: 0.3337, recall@top5: 0.9749, prec@top5: 0.2059, loss: 0.0740, grad_norm: 0.6675 2021-03-03 23:34:24,026 - mmaction - INFO - Epoch [6][640/874] lr: 5.652e-02, eta: 9:01:24, time: 2.517, data_time: 1.179, memory: 10329, loss_action_cls: 0.0729, recall@thr=0.5: 0.7490, prec@thr=0.5: 0.7435, recall@top3: 0.9397, prec@top3: 0.3250, recall@top5: 0.9692, prec@top5: 0.2017, loss: 0.0729, grad_norm: 0.5997 2021-03-03 23:35:08,289 - mmaction - INFO - Epoch [6][660/874] lr: 5.652e-02, eta: 9:00:13, time: 2.213, data_time: 1.091, memory: 10329, loss_action_cls: 0.0786, recall@thr=0.5: 0.7145, prec@thr=0.5: 0.7096, recall@top3: 0.9482, prec@top3: 0.3350, recall@top5: 0.9687, prec@top5: 0.2055, loss: 0.0786, grad_norm: 0.6675 2021-03-03 23:35:52,804 - mmaction - INFO - Epoch [6][680/874] lr: 5.652e-02, eta: 8:59:02, time: 2.226, data_time: 0.418, memory: 10329, loss_action_cls: 0.0764, recall@thr=0.5: 0.7249, prec@thr=0.5: 0.7138, recall@top3: 0.9390, prec@top3: 0.3268, recall@top5: 0.9685, prec@top5: 0.2025, loss: 0.0764, grad_norm: 0.5486 2021-03-03 23:36:43,539 - mmaction - INFO - Epoch [6][700/874] lr: 5.652e-02, eta: 8:58:07, time: 2.537, data_time: 0.483, memory: 10329, loss_action_cls: 0.0792, recall@thr=0.5: 0.7082, prec@thr=0.5: 0.7081, recall@top3: 0.9244, prec@top3: 0.3199, recall@top5: 0.9452, prec@top5: 0.1964, loss: 0.0792, grad_norm: 0.5699 2021-03-03 23:37:27,424 - mmaction - INFO - Epoch [6][720/874] lr: 5.652e-02, eta: 8:56:55, time: 2.194, data_time: 0.001, memory: 10329, loss_action_cls: 0.0763, recall@thr=0.5: 0.7390, prec@thr=0.5: 0.7323, recall@top3: 0.9330, prec@top3: 0.3254, recall@top5: 0.9682, prec@top5: 0.2031, loss: 0.0763, grad_norm: 0.5797 2021-03-03 23:38:11,660 - mmaction - INFO - Epoch [6][740/874] lr: 5.652e-02, eta: 8:55:44, time: 2.212, data_time: 0.001, memory: 10329, loss_action_cls: 0.0835, recall@thr=0.5: 0.7067, prec@thr=0.5: 0.7044, recall@top3: 0.9249, prec@top3: 0.3250, recall@top5: 0.9619, prec@top5: 0.2029, loss: 0.0835, grad_norm: 0.6706 2021-03-03 23:38:55,077 - mmaction - INFO - Epoch [6][760/874] lr: 5.652e-02, eta: 8:54:31, time: 2.170, data_time: 0.001, memory: 10329, loss_action_cls: 0.0743, recall@thr=0.5: 0.7253, prec@thr=0.5: 0.7225, recall@top3: 0.9451, prec@top3: 0.3319, recall@top5: 0.9651, prec@top5: 0.2035, loss: 0.0743, grad_norm: 0.5831 2021-03-03 23:39:40,179 - mmaction - INFO - Epoch [6][780/874] lr: 5.652e-02, eta: 8:53:23, time: 2.255, data_time: 0.040, memory: 10329, loss_action_cls: 0.0761, recall@thr=0.5: 0.7394, prec@thr=0.5: 0.7338, recall@top3: 0.9289, prec@top3: 0.3265, recall@top5: 0.9651, prec@top5: 0.2041, loss: 0.0761, grad_norm: 0.5563 2021-03-03 23:40:27,217 - mmaction - INFO - Epoch [6][800/874] lr: 5.652e-02, eta: 8:52:20, time: 2.353, data_time: 1.150, memory: 10329, loss_action_cls: 0.0717, recall@thr=0.5: 0.7534, prec@thr=0.5: 0.7507, recall@top3: 0.9519, prec@top3: 0.3304, recall@top5: 0.9760, prec@top5: 0.2041, loss: 0.0717, grad_norm: 0.5724 2021-03-03 23:41:10,489 - mmaction - INFO - Epoch [6][820/874] lr: 5.652e-02, eta: 8:51:07, time: 2.163, data_time: 0.395, memory: 10329, loss_action_cls: 0.0656, recall@thr=0.5: 0.7743, prec@thr=0.5: 0.7681, recall@top3: 0.9471, prec@top3: 0.3366, recall@top5: 0.9740, prec@top5: 0.2081, loss: 0.0656, grad_norm: 0.5613 2021-03-03 23:41:55,672 - mmaction - INFO - Epoch [6][840/874] lr: 5.652e-02, eta: 8:50:00, time: 2.259, data_time: 0.640, memory: 10329, loss_action_cls: 0.0762, recall@thr=0.5: 0.7540, prec@thr=0.5: 0.7515, recall@top3: 0.9314, prec@top3: 0.3264, recall@top5: 0.9662, prec@top5: 0.2030, loss: 0.0762, grad_norm: 0.6617 2021-03-03 23:42:40,169 - mmaction - INFO - Epoch [6][860/874] lr: 5.652e-02, eta: 8:48:51, time: 2.225, data_time: 0.858, memory: 10329, loss_action_cls: 0.0738, recall@thr=0.5: 0.7493, prec@thr=0.5: 0.7477, recall@top3: 0.9411, prec@top3: 0.3317, recall@top5: 0.9694, prec@top5: 0.2053, loss: 0.0738, grad_norm: 0.6002 2021-03-03 23:43:08,271 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-03-03 23:51:16,747 - mmaction - INFO - Evaluating mAP ... 2021-03-03 23:51:52,974 - mmaction - INFO - mAP@0.5IOU 0.3587 2021-03-03 23:51:53,017 - mmaction - INFO - Epoch(val) [6][874] mAP@0.5IOU: 0.3587 2021-03-03 23:52:54,725 - mmaction - INFO - Epoch [7][20/874] lr: 5.652e-02, eta: 8:46:21, time: 3.084, data_time: 2.047, memory: 10329, loss_action_cls: 0.0615, recall@thr=0.5: 0.7814, prec@thr=0.5: 0.7844, recall@top3: 0.9497, prec@top3: 0.3359, recall@top5: 0.9740, prec@top5: 0.2067, loss: 0.0615, grad_norm: 0.5397 2021-03-03 23:53:36,836 - mmaction - INFO - Epoch [7][40/874] lr: 5.652e-02, eta: 8:45:08, time: 2.107, data_time: 1.061, memory: 10329, loss_action_cls: 0.0582, recall@thr=0.5: 0.7928, prec@thr=0.5: 0.7837, recall@top3: 0.9659, prec@top3: 0.3329, recall@top5: 0.9837, prec@top5: 0.2036, loss: 0.0582, grad_norm: 0.5946 2021-03-03 23:54:21,995 - mmaction - INFO - Epoch [7][60/874] lr: 5.652e-02, eta: 8:44:01, time: 2.258, data_time: 0.908, memory: 10329, loss_action_cls: 0.0692, recall@thr=0.5: 0.7697, prec@thr=0.5: 0.7657, recall@top3: 0.9423, prec@top3: 0.3311, recall@top5: 0.9777, prec@top5: 0.2064, loss: 0.0692, grad_norm: 0.5848 2021-03-03 23:55:04,334 - mmaction - INFO - Epoch [7][80/874] lr: 5.652e-02, eta: 8:42:48, time: 2.116, data_time: 0.734, memory: 10329, loss_action_cls: 0.0670, recall@thr=0.5: 0.7648, prec@thr=0.5: 0.7673, recall@top3: 0.9471, prec@top3: 0.3350, recall@top5: 0.9717, prec@top5: 0.2062, loss: 0.0670, grad_norm: 0.6162 2021-03-03 23:55:49,161 - mmaction - INFO - Epoch [7][100/874] lr: 5.652e-02, eta: 8:41:41, time: 2.242, data_time: 0.073, memory: 10329, loss_action_cls: 0.0658, recall@thr=0.5: 0.7599, prec@thr=0.5: 0.7624, recall@top3: 0.9549, prec@top3: 0.3301, recall@top5: 0.9788, prec@top5: 0.2029, loss: 0.0658, grad_norm: 0.5979 2021-03-03 23:56:37,135 - mmaction - INFO - Epoch [7][120/874] lr: 5.652e-02, eta: 8:40:41, time: 2.398, data_time: 0.403, memory: 10329, loss_action_cls: 0.0722, recall@thr=0.5: 0.7645, prec@thr=0.5: 0.7600, recall@top3: 0.9413, prec@top3: 0.3318, recall@top5: 0.9707, prec@top5: 0.2059, loss: 0.0722, grad_norm: 0.6996 2021-03-03 23:57:23,991 - mmaction - INFO - Epoch [7][140/874] lr: 5.652e-02, eta: 8:39:39, time: 2.343, data_time: 0.001, memory: 10329, loss_action_cls: 0.0682, recall@thr=0.5: 0.7621, prec@thr=0.5: 0.7567, recall@top3: 0.9532, prec@top3: 0.3340, recall@top5: 0.9709, prec@top5: 0.2041, loss: 0.0682, grad_norm: 0.6645 2021-03-03 23:58:08,599 - mmaction - INFO - Epoch [7][160/874] lr: 5.652e-02, eta: 8:38:32, time: 2.231, data_time: 0.001, memory: 10329, loss_action_cls: 0.0604, recall@thr=0.5: 0.8024, prec@thr=0.5: 0.7975, recall@top3: 0.9578, prec@top3: 0.3363, recall@top5: 0.9753, prec@top5: 0.2056, loss: 0.0604, grad_norm: 0.5509 2021-03-03 23:58:53,379 - mmaction - INFO - Epoch [7][180/874] lr: 5.652e-02, eta: 8:37:26, time: 2.239, data_time: 0.389, memory: 10329, loss_action_cls: 0.0632, recall@thr=0.5: 0.7746, prec@thr=0.5: 0.7747, recall@top3: 0.9418, prec@top3: 0.3268, recall@top5: 0.9744, prec@top5: 0.2028, loss: 0.0632, grad_norm: 0.5796 2021-03-03 23:59:35,636 - mmaction - INFO - Epoch [7][200/874] lr: 5.652e-02, eta: 8:36:14, time: 2.113, data_time: 0.276, memory: 10329, loss_action_cls: 0.0614, recall@thr=0.5: 0.7876, prec@thr=0.5: 0.7792, recall@top3: 0.9570, prec@top3: 0.3354, recall@top5: 0.9755, prec@top5: 0.2056, loss: 0.0614, grad_norm: 0.5694 2021-03-04 00:00:24,513 - mmaction - INFO - Epoch [7][220/874] lr: 5.652e-02, eta: 8:35:16, time: 2.444, data_time: 0.001, memory: 10329, loss_action_cls: 0.0608, recall@thr=0.5: 0.7918, prec@thr=0.5: 0.7906, recall@top3: 0.9495, prec@top3: 0.3295, recall@top5: 0.9776, prec@top5: 0.2035, loss: 0.0608, grad_norm: 0.5714 2021-03-04 00:01:06,956 - mmaction - INFO - Epoch [7][240/874] lr: 5.652e-02, eta: 8:34:05, time: 2.122, data_time: 0.266, memory: 10329, loss_action_cls: 0.0686, recall@thr=0.5: 0.7543, prec@thr=0.5: 0.7470, recall@top3: 0.9435, prec@top3: 0.3290, recall@top5: 0.9781, prec@top5: 0.2048, loss: 0.0686, grad_norm: 0.6639 2021-03-04 00:01:50,952 - mmaction - INFO - Epoch [7][260/874] lr: 5.652e-02, eta: 8:32:58, time: 2.200, data_time: 0.421, memory: 10329, loss_action_cls: 0.0667, recall@thr=0.5: 0.7774, prec@thr=0.5: 0.7658, recall@top3: 0.9379, prec@top3: 0.3279, recall@top5: 0.9653, prec@top5: 0.2025, loss: 0.0667, grad_norm: 0.5618 2021-03-04 00:02:34,075 - mmaction - INFO - Epoch [7][280/874] lr: 5.652e-02, eta: 8:31:48, time: 2.156, data_time: 0.098, memory: 10329, loss_action_cls: 0.0602, recall@thr=0.5: 0.7948, prec@thr=0.5: 0.7841, recall@top3: 0.9458, prec@top3: 0.3311, recall@top5: 0.9702, prec@top5: 0.2041, loss: 0.0602, grad_norm: 0.6101 2021-03-04 00:03:21,466 - mmaction - INFO - Epoch [7][300/874] lr: 5.652e-02, eta: 8:30:48, time: 2.370, data_time: 0.962, memory: 10329, loss_action_cls: 0.0651, recall@thr=0.5: 0.7690, prec@thr=0.5: 0.7617, recall@top3: 0.9423, prec@top3: 0.3260, recall@top5: 0.9671, prec@top5: 0.2009, loss: 0.0651, grad_norm: 0.6975 2021-03-04 00:04:09,889 - mmaction - INFO - Epoch [7][320/874] lr: 5.652e-02, eta: 8:29:51, time: 2.421, data_time: 0.510, memory: 10329, loss_action_cls: 0.0627, recall@thr=0.5: 0.7771, prec@thr=0.5: 0.7724, recall@top3: 0.9452, prec@top3: 0.3279, recall@top5: 0.9727, prec@top5: 0.2026, loss: 0.0627, grad_norm: 0.5613 2021-03-04 00:04:52,323 - mmaction - INFO - Epoch [7][340/874] lr: 5.652e-02, eta: 8:28:40, time: 2.122, data_time: 0.056, memory: 10329, loss_action_cls: 0.0689, recall@thr=0.5: 0.7613, prec@thr=0.5: 0.7613, recall@top3: 0.9492, prec@top3: 0.3303, recall@top5: 0.9751, prec@top5: 0.2038, loss: 0.0689, grad_norm: 0.6894 2021-03-04 00:05:40,339 - mmaction - INFO - Epoch [7][360/874] lr: 5.652e-02, eta: 8:27:42, time: 2.401, data_time: 0.134, memory: 10329, loss_action_cls: 0.0688, recall@thr=0.5: 0.7439, prec@thr=0.5: 0.7394, recall@top3: 0.9453, prec@top3: 0.3293, recall@top5: 0.9694, prec@top5: 0.2027, loss: 0.0688, grad_norm: 0.5424 2021-03-04 00:06:23,400 - mmaction - INFO - Epoch [7][380/874] lr: 5.652e-02, eta: 8:26:33, time: 2.151, data_time: 0.382, memory: 10329, loss_action_cls: 0.0692, recall@thr=0.5: 0.7670, prec@thr=0.5: 0.7603, recall@top3: 0.9519, prec@top3: 0.3299, recall@top5: 0.9734, prec@top5: 0.2025, loss: 0.0692, grad_norm: 0.6066 2021-03-04 00:07:08,821 - mmaction - INFO - Epoch [7][400/874] lr: 5.652e-02, eta: 8:25:30, time: 2.273, data_time: 0.583, memory: 10329, loss_action_cls: 0.0678, recall@thr=0.5: 0.7630, prec@thr=0.5: 0.7620, recall@top3: 0.9511, prec@top3: 0.3372, recall@top5: 0.9725, prec@top5: 0.2070, loss: 0.0678, grad_norm: 0.6279 2021-03-04 00:07:52,056 - mmaction - INFO - Epoch [7][420/874] lr: 5.652e-02, eta: 8:24:22, time: 2.162, data_time: 0.268, memory: 10329, loss_action_cls: 0.0749, recall@thr=0.5: 0.7218, prec@thr=0.5: 0.7139, recall@top3: 0.9312, prec@top3: 0.3242, recall@top5: 0.9729, prec@top5: 0.2033, loss: 0.0749, grad_norm: 0.6165 2021-03-04 00:08:36,572 - mmaction - INFO - Epoch [7][440/874] lr: 5.652e-02, eta: 8:23:17, time: 2.226, data_time: 0.211, memory: 10329, loss_action_cls: 0.0740, recall@thr=0.5: 0.7381, prec@thr=0.5: 0.7428, recall@top3: 0.9341, prec@top3: 0.3266, recall@top5: 0.9603, prec@top5: 0.2016, loss: 0.0740, grad_norm: 0.7635 2021-03-04 00:09:19,771 - mmaction - INFO - Epoch [7][460/874] lr: 5.652e-02, eta: 8:22:09, time: 2.160, data_time: 0.108, memory: 10329, loss_action_cls: 0.0692, recall@thr=0.5: 0.7502, prec@thr=0.5: 0.7443, recall@top3: 0.9373, prec@top3: 0.3253, recall@top5: 0.9721, prec@top5: 0.2025, loss: 0.0692, grad_norm: 0.6622 2021-03-04 00:10:07,353 - mmaction - INFO - Epoch [7][480/874] lr: 5.652e-02, eta: 8:21:11, time: 2.379, data_time: 0.658, memory: 10329, loss_action_cls: 0.0661, recall@thr=0.5: 0.7714, prec@thr=0.5: 0.7661, recall@top3: 0.9460, prec@top3: 0.3300, recall@top5: 0.9754, prec@top5: 0.2041, loss: 0.0661, grad_norm: 0.6469 2021-03-04 00:10:51,177 - mmaction - INFO - Epoch [7][500/874] lr: 5.652e-02, eta: 8:20:04, time: 2.191, data_time: 0.001, memory: 10329, loss_action_cls: 0.0712, recall@thr=0.5: 0.7542, prec@thr=0.5: 0.7459, recall@top3: 0.9475, prec@top3: 0.3323, recall@top5: 0.9700, prec@top5: 0.2042, loss: 0.0712, grad_norm: 0.8051 2021-03-04 00:11:35,496 - mmaction - INFO - Epoch [7][520/874] lr: 5.652e-02, eta: 8:18:59, time: 2.216, data_time: 0.055, memory: 10329, loss_action_cls: 0.0802, recall@thr=0.5: 0.7283, prec@thr=0.5: 0.7216, recall@top3: 0.9377, prec@top3: 0.3268, recall@top5: 0.9663, prec@top5: 0.2028, loss: 0.0802, grad_norm: 0.7020 2021-03-04 00:12:21,705 - mmaction - INFO - Epoch [7][540/874] lr: 5.652e-02, eta: 8:17:58, time: 2.311, data_time: 0.001, memory: 10329, loss_action_cls: 0.0760, recall@thr=0.5: 0.7406, prec@thr=0.5: 0.7426, recall@top3: 0.9180, prec@top3: 0.3252, recall@top5: 0.9558, prec@top5: 0.2030, loss: 0.0760, grad_norm: 0.6118 2021-03-04 00:13:07,834 - mmaction - INFO - Epoch [7][560/874] lr: 5.652e-02, eta: 8:16:57, time: 2.306, data_time: 0.001, memory: 10329, loss_action_cls: 0.0742, recall@thr=0.5: 0.7409, prec@thr=0.5: 0.7354, recall@top3: 0.9386, prec@top3: 0.3309, recall@top5: 0.9679, prec@top5: 0.2052, loss: 0.0742, grad_norm: 0.6527 2021-03-04 00:13:50,295 - mmaction - INFO - Epoch [7][580/874] lr: 5.652e-02, eta: 8:15:49, time: 2.123, data_time: 0.001, memory: 10329, loss_action_cls: 0.0727, recall@thr=0.5: 0.7402, prec@thr=0.5: 0.7323, recall@top3: 0.9407, prec@top3: 0.3293, recall@top5: 0.9709, prec@top5: 0.2038, loss: 0.0727, grad_norm: 0.6379 2021-03-04 00:14:36,934 - mmaction - INFO - Epoch [7][600/874] lr: 5.652e-02, eta: 8:14:49, time: 2.332, data_time: 0.001, memory: 10329, loss_action_cls: 0.0762, recall@thr=0.5: 0.7223, prec@thr=0.5: 0.7228, recall@top3: 0.9373, prec@top3: 0.3280, recall@top5: 0.9666, prec@top5: 0.2033, loss: 0.0762, grad_norm: 0.6754 2021-03-04 00:15:20,762 - mmaction - INFO - Epoch [7][620/874] lr: 5.652e-02, eta: 8:13:44, time: 2.192, data_time: 0.001, memory: 10329, loss_action_cls: 0.0653, recall@thr=0.5: 0.7701, prec@thr=0.5: 0.7626, recall@top3: 0.9472, prec@top3: 0.3314, recall@top5: 0.9756, prec@top5: 0.2049, loss: 0.0653, grad_norm: 0.6024 2021-03-04 00:16:06,204 - mmaction - INFO - Epoch [7][640/874] lr: 5.652e-02, eta: 8:12:42, time: 2.272, data_time: 0.001, memory: 10329, loss_action_cls: 0.0676, recall@thr=0.5: 0.7663, prec@thr=0.5: 0.7607, recall@top3: 0.9385, prec@top3: 0.3264, recall@top5: 0.9640, prec@top5: 0.2012, loss: 0.0676, grad_norm: 0.6233 2021-03-04 00:16:49,181 - mmaction - INFO - Epoch [7][660/874] lr: 5.652e-02, eta: 8:11:35, time: 2.149, data_time: 0.160, memory: 10329, loss_action_cls: 0.0698, recall@thr=0.5: 0.7442, prec@thr=0.5: 0.7374, recall@top3: 0.9502, prec@top3: 0.3333, recall@top5: 0.9707, prec@top5: 0.2045, loss: 0.0698, grad_norm: 0.6086 2021-03-04 00:17:35,875 - mmaction - INFO - Epoch [7][680/874] lr: 5.652e-02, eta: 8:10:36, time: 2.334, data_time: 1.032, memory: 10329, loss_action_cls: 0.0670, recall@thr=0.5: 0.7498, prec@thr=0.5: 0.7438, recall@top3: 0.9425, prec@top3: 0.3260, recall@top5: 0.9583, prec@top5: 0.1992, loss: 0.0670, grad_norm: 0.5708 2021-03-04 00:18:23,670 - mmaction - INFO - Epoch [7][700/874] lr: 5.652e-02, eta: 8:09:39, time: 2.389, data_time: 0.119, memory: 10329, loss_action_cls: 0.0658, recall@thr=0.5: 0.7558, prec@thr=0.5: 0.7538, recall@top3: 0.9533, prec@top3: 0.3350, recall@top5: 0.9736, prec@top5: 0.2052, loss: 0.0658, grad_norm: 0.6124 2021-03-04 00:19:05,194 - mmaction - INFO - Epoch [7][720/874] lr: 5.652e-02, eta: 8:08:30, time: 2.077, data_time: 0.001, memory: 10329, loss_action_cls: 0.0770, recall@thr=0.5: 0.7487, prec@thr=0.5: 0.7417, recall@top3: 0.9410, prec@top3: 0.3290, recall@top5: 0.9680, prec@top5: 0.2036, loss: 0.0770, grad_norm: 0.7989 2021-03-04 00:19:50,612 - mmaction - INFO - Epoch [7][740/874] lr: 5.652e-02, eta: 8:07:28, time: 2.271, data_time: 0.067, memory: 10329, loss_action_cls: 0.0695, recall@thr=0.5: 0.7665, prec@thr=0.5: 0.7635, recall@top3: 0.9427, prec@top3: 0.3279, recall@top5: 0.9675, prec@top5: 0.2019, loss: 0.0695, grad_norm: 0.7676 2021-03-04 00:20:35,915 - mmaction - INFO - Epoch [7][760/874] lr: 5.652e-02, eta: 8:06:27, time: 2.265, data_time: 0.012, memory: 10329, loss_action_cls: 0.0909, recall@thr=0.5: 0.6984, prec@thr=0.5: 0.6945, recall@top3: 0.9179, prec@top3: 0.3240, recall@top5: 0.9538, prec@top5: 0.2023, loss: 0.0909, grad_norm: 0.9614 2021-03-04 00:21:20,141 - mmaction - INFO - Epoch [7][780/874] lr: 5.652e-02, eta: 8:05:23, time: 2.211, data_time: 0.313, memory: 10329, loss_action_cls: 0.0813, recall@thr=0.5: 0.7143, prec@thr=0.5: 0.7110, recall@top3: 0.9390, prec@top3: 0.3290, recall@top5: 0.9695, prec@top5: 0.2043, loss: 0.0813, grad_norm: 0.7044 2021-03-04 00:22:04,951 - mmaction - INFO - Epoch [7][800/874] lr: 5.652e-02, eta: 8:04:21, time: 2.241, data_time: 0.001, memory: 10329, loss_action_cls: 0.0751, recall@thr=0.5: 0.7334, prec@thr=0.5: 0.7314, recall@top3: 0.9363, prec@top3: 0.3279, recall@top5: 0.9611, prec@top5: 0.2023, loss: 0.0751, grad_norm: 0.6025 2021-03-04 00:22:50,008 - mmaction - INFO - Epoch [7][820/874] lr: 5.652e-02, eta: 8:03:19, time: 2.252, data_time: 0.001, memory: 10329, loss_action_cls: 0.0734, recall@thr=0.5: 0.7217, prec@thr=0.5: 0.7146, recall@top3: 0.9476, prec@top3: 0.3325, recall@top5: 0.9697, prec@top5: 0.2041, loss: 0.0734, grad_norm: 0.6450 2021-03-04 00:23:33,951 - mmaction - INFO - Epoch [7][840/874] lr: 5.652e-02, eta: 8:02:16, time: 2.198, data_time: 0.001, memory: 10329, loss_action_cls: 0.0696, recall@thr=0.5: 0.7531, prec@thr=0.5: 0.7437, recall@top3: 0.9263, prec@top3: 0.3237, recall@top5: 0.9606, prec@top5: 0.2013, loss: 0.0696, grad_norm: 0.6038 2021-03-04 00:24:22,000 - mmaction - INFO - Epoch [7][860/874] lr: 5.652e-02, eta: 8:01:20, time: 2.402, data_time: 0.001, memory: 10329, loss_action_cls: 0.0716, recall@thr=0.5: 0.7411, prec@thr=0.5: 0.7449, recall@top3: 0.9447, prec@top3: 0.3322, recall@top5: 0.9704, prec@top5: 0.2047, loss: 0.0716, grad_norm: 0.6092 2021-03-04 00:24:46,898 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-03-04 00:32:50,020 - mmaction - INFO - Evaluating mAP ... 2021-03-04 00:33:27,065 - mmaction - INFO - mAP@0.5IOU 0.3447 2021-03-04 00:33:27,108 - mmaction - INFO - Epoch(val) [7][874] mAP@0.5IOU: 0.3447 2021-03-04 00:34:27,858 - mmaction - INFO - Epoch [8][20/874] lr: 5.652e-02, eta: 7:59:06, time: 3.037, data_time: 1.999, memory: 10329, loss_action_cls: 0.0635, recall@thr=0.5: 0.7654, prec@thr=0.5: 0.7605, recall@top3: 0.9577, prec@top3: 0.3320, recall@top5: 0.9770, prec@top5: 0.2034, loss: 0.0635, grad_norm: 0.5577 2021-03-04 00:35:13,219 - mmaction - INFO - Epoch [8][40/874] lr: 5.652e-02, eta: 7:58:06, time: 2.268, data_time: 1.224, memory: 10329, loss_action_cls: 0.0592, recall@thr=0.5: 0.7969, prec@thr=0.5: 0.7899, recall@top3: 0.9535, prec@top3: 0.3293, recall@top5: 0.9819, prec@top5: 0.2036, loss: 0.0592, grad_norm: 0.6104 2021-03-04 00:36:01,646 - mmaction - INFO - Epoch [8][60/874] lr: 5.652e-02, eta: 7:57:11, time: 2.421, data_time: 1.333, memory: 10329, loss_action_cls: 0.0595, recall@thr=0.5: 0.7916, prec@thr=0.5: 0.7894, recall@top3: 0.9479, prec@top3: 0.3306, recall@top5: 0.9716, prec@top5: 0.2035, loss: 0.0595, grad_norm: 0.5599 2021-03-04 00:36:52,193 - mmaction - INFO - Epoch [8][80/874] lr: 5.652e-02, eta: 7:56:20, time: 2.528, data_time: 1.057, memory: 10329, loss_action_cls: 0.0552, recall@thr=0.5: 0.8052, prec@thr=0.5: 0.7987, recall@top3: 0.9602, prec@top3: 0.3326, recall@top5: 0.9829, prec@top5: 0.2042, loss: 0.0552, grad_norm: 0.5144 2021-03-04 00:37:36,331 - mmaction - INFO - Epoch [8][100/874] lr: 5.652e-02, eta: 7:55:18, time: 2.207, data_time: 0.432, memory: 10329, loss_action_cls: 0.0611, recall@thr=0.5: 0.7768, prec@thr=0.5: 0.7737, recall@top3: 0.9595, prec@top3: 0.3399, recall@top5: 0.9794, prec@top5: 0.2080, loss: 0.0611, grad_norm: 0.6098 2021-03-04 00:38:22,270 - mmaction - INFO - Epoch [8][120/874] lr: 5.652e-02, eta: 7:54:18, time: 2.297, data_time: 0.057, memory: 10329, loss_action_cls: 0.0607, recall@thr=0.5: 0.7868, prec@thr=0.5: 0.7841, recall@top3: 0.9530, prec@top3: 0.3334, recall@top5: 0.9817, prec@top5: 0.2062, loss: 0.0607, grad_norm: 0.5669 2021-03-04 00:39:09,187 - mmaction - INFO - Epoch [8][140/874] lr: 5.652e-02, eta: 7:53:21, time: 2.344, data_time: 0.088, memory: 10329, loss_action_cls: 0.0682, recall@thr=0.5: 0.7635, prec@thr=0.5: 0.7630, recall@top3: 0.9451, prec@top3: 0.3317, recall@top5: 0.9778, prec@top5: 0.2058, loss: 0.0682, grad_norm: 0.5932 2021-03-04 00:39:53,309 - mmaction - INFO - Epoch [8][160/874] lr: 5.652e-02, eta: 7:52:19, time: 2.208, data_time: 0.003, memory: 10329, loss_action_cls: 0.0607, recall@thr=0.5: 0.7904, prec@thr=0.5: 0.7889, recall@top3: 0.9515, prec@top3: 0.3338, recall@top5: 0.9728, prec@top5: 0.2050, loss: 0.0607, grad_norm: 0.5061 2021-03-04 00:40:36,285 - mmaction - INFO - Epoch [8][180/874] lr: 5.652e-02, eta: 7:51:15, time: 2.149, data_time: 0.259, memory: 10329, loss_action_cls: 0.0539, recall@thr=0.5: 0.8083, prec@thr=0.5: 0.8108, recall@top3: 0.9557, prec@top3: 0.3363, recall@top5: 0.9735, prec@top5: 0.2055, loss: 0.0539, grad_norm: 0.5158 2021-03-04 00:41:25,304 - mmaction - INFO - Epoch [8][200/874] lr: 5.652e-02, eta: 7:50:21, time: 2.451, data_time: 1.110, memory: 10329, loss_action_cls: 0.0588, recall@thr=0.5: 0.8073, prec@thr=0.5: 0.8025, recall@top3: 0.9526, prec@top3: 0.3334, recall@top5: 0.9774, prec@top5: 0.2054, loss: 0.0588, grad_norm: 0.6170 2021-03-04 00:42:12,818 - mmaction - INFO - Epoch [8][220/874] lr: 5.652e-02, eta: 7:49:26, time: 2.376, data_time: 0.035, memory: 10329, loss_action_cls: 0.0576, recall@thr=0.5: 0.7934, prec@thr=0.5: 0.7932, recall@top3: 0.9596, prec@top3: 0.3330, recall@top5: 0.9799, prec@top5: 0.2043, loss: 0.0576, grad_norm: 0.5319 2021-03-04 00:42:55,642 - mmaction - INFO - Epoch [8][240/874] lr: 5.652e-02, eta: 7:48:21, time: 2.141, data_time: 0.001, memory: 10329, loss_action_cls: 0.0627, recall@thr=0.5: 0.7665, prec@thr=0.5: 0.7616, recall@top3: 0.9410, prec@top3: 0.3259, recall@top5: 0.9668, prec@top5: 0.2009, loss: 0.0627, grad_norm: 0.6026 2021-03-04 00:43:42,368 - mmaction - INFO - Epoch [8][260/874] lr: 5.652e-02, eta: 7:47:24, time: 2.337, data_time: 0.343, memory: 10329, loss_action_cls: 0.0637, recall@thr=0.5: 0.7674, prec@thr=0.5: 0.7620, recall@top3: 0.9452, prec@top3: 0.3287, recall@top5: 0.9677, prec@top5: 0.2020, loss: 0.0637, grad_norm: 0.5511 2021-03-04 00:44:29,435 - mmaction - INFO - Epoch [8][280/874] lr: 5.652e-02, eta: 7:46:28, time: 2.353, data_time: 0.102, memory: 10329, loss_action_cls: 0.0665, recall@thr=0.5: 0.7692, prec@thr=0.5: 0.7631, recall@top3: 0.9466, prec@top3: 0.3330, recall@top5: 0.9690, prec@top5: 0.2050, loss: 0.0665, grad_norm: 0.5801 2021-03-04 00:45:14,348 - mmaction - INFO - Epoch [8][300/874] lr: 5.652e-02, eta: 7:45:28, time: 2.246, data_time: 0.001, memory: 10329, loss_action_cls: 0.0577, recall@thr=0.5: 0.7910, prec@thr=0.5: 0.7899, recall@top3: 0.9521, prec@top3: 0.3345, recall@top5: 0.9735, prec@top5: 0.2050, loss: 0.0577, grad_norm: 0.5191 2021-03-04 00:45:59,451 - mmaction - INFO - Epoch [8][320/874] lr: 5.652e-02, eta: 7:44:28, time: 2.255, data_time: 0.160, memory: 10329, loss_action_cls: 0.0581, recall@thr=0.5: 0.8045, prec@thr=0.5: 0.8005, recall@top3: 0.9566, prec@top3: 0.3380, recall@top5: 0.9756, prec@top5: 0.2068, loss: 0.0581, grad_norm: 0.5454 2021-03-04 00:46:50,629 - mmaction - INFO - Epoch [8][340/874] lr: 5.652e-02, eta: 7:43:39, time: 2.559, data_time: 0.360, memory: 10329, loss_action_cls: 0.0633, recall@thr=0.5: 0.7914, prec@thr=0.5: 0.7896, recall@top3: 0.9408, prec@top3: 0.3313, recall@top5: 0.9624, prec@top5: 0.2035, loss: 0.0633, grad_norm: 0.5753 2021-03-04 00:47:34,715 - mmaction - INFO - Epoch [8][360/874] lr: 5.652e-02, eta: 7:42:37, time: 2.204, data_time: 0.001, memory: 10329, loss_action_cls: 0.0609, recall@thr=0.5: 0.7762, prec@thr=0.5: 0.7758, recall@top3: 0.9526, prec@top3: 0.3318, recall@top5: 0.9774, prec@top5: 0.2043, loss: 0.0609, grad_norm: 0.5318 2021-03-04 00:48:20,779 - mmaction - INFO - Epoch [8][380/874] lr: 5.652e-02, eta: 7:41:39, time: 2.303, data_time: 0.001, memory: 10329, loss_action_cls: 0.0598, recall@thr=0.5: 0.7853, prec@thr=0.5: 0.7767, recall@top3: 0.9435, prec@top3: 0.3244, recall@top5: 0.9713, prec@top5: 0.2012, loss: 0.0598, grad_norm: 0.5594 2021-03-04 00:49:03,398 - mmaction - INFO - Epoch [8][400/874] lr: 5.652e-02, eta: 7:40:36, time: 2.131, data_time: 0.831, memory: 10329, loss_action_cls: 0.0540, recall@thr=0.5: 0.8051, prec@thr=0.5: 0.8030, recall@top3: 0.9614, prec@top3: 0.3356, recall@top5: 0.9775, prec@top5: 0.2048, loss: 0.0540, grad_norm: 0.5567 2021-03-04 00:49:50,386 - mmaction - INFO - Epoch [8][420/874] lr: 5.652e-02, eta: 7:39:40, time: 2.350, data_time: 1.124, memory: 10329, loss_action_cls: 0.0627, recall@thr=0.5: 0.7826, prec@thr=0.5: 0.7783, recall@top3: 0.9424, prec@top3: 0.3278, recall@top5: 0.9702, prec@top5: 0.2028, loss: 0.0627, grad_norm: 0.5642 2021-03-04 00:50:36,338 - mmaction - INFO - Epoch [8][440/874] lr: 5.652e-02, eta: 7:38:42, time: 2.297, data_time: 0.825, memory: 10329, loss_action_cls: 0.0719, recall@thr=0.5: 0.7730, prec@thr=0.5: 0.7715, recall@top3: 0.9333, prec@top3: 0.3317, recall@top5: 0.9643, prec@top5: 0.2056, loss: 0.0719, grad_norm: 0.5827 2021-03-04 00:51:19,514 - mmaction - INFO - Epoch [8][460/874] lr: 5.652e-02, eta: 7:37:39, time: 2.159, data_time: 0.515, memory: 10329, loss_action_cls: 0.0601, recall@thr=0.5: 0.7720, prec@thr=0.5: 0.7683, recall@top3: 0.9533, prec@top3: 0.3313, recall@top5: 0.9740, prec@top5: 0.2033, loss: 0.0601, grad_norm: 0.5390 2021-03-04 00:52:06,596 - mmaction - INFO - Epoch [8][480/874] lr: 5.652e-02, eta: 7:36:44, time: 2.353, data_time: 0.795, memory: 10329, loss_action_cls: 0.0601, recall@thr=0.5: 0.7887, prec@thr=0.5: 0.7860, recall@top3: 0.9542, prec@top3: 0.3359, recall@top5: 0.9715, prec@top5: 0.2050, loss: 0.0601, grad_norm: 0.5487 2021-03-04 00:52:53,482 - mmaction - INFO - Epoch [8][500/874] lr: 5.652e-02, eta: 7:35:48, time: 2.345, data_time: 0.827, memory: 10329, loss_action_cls: 0.0627, recall@thr=0.5: 0.7785, prec@thr=0.5: 0.7814, recall@top3: 0.9530, prec@top3: 0.3371, recall@top5: 0.9766, prec@top5: 0.2073, loss: 0.0627, grad_norm: 0.5817 2021-03-04 00:53:38,032 - mmaction - INFO - Epoch [8][520/874] lr: 5.652e-02, eta: 7:34:48, time: 2.227, data_time: 1.085, memory: 10329, loss_action_cls: 0.0586, recall@thr=0.5: 0.7865, prec@thr=0.5: 0.7822, recall@top3: 0.9606, prec@top3: 0.3344, recall@top5: 0.9762, prec@top5: 0.2039, loss: 0.0586, grad_norm: 0.5309 2021-03-04 00:54:27,358 - mmaction - INFO - Epoch [8][540/874] lr: 5.652e-02, eta: 7:33:56, time: 2.466, data_time: 0.645, memory: 10329, loss_action_cls: 0.0652, recall@thr=0.5: 0.7543, prec@thr=0.5: 0.7517, recall@top3: 0.9511, prec@top3: 0.3294, recall@top5: 0.9712, prec@top5: 0.2020, loss: 0.0652, grad_norm: 0.6113 2021-03-04 00:55:11,940 - mmaction - INFO - Epoch [8][560/874] lr: 5.652e-02, eta: 7:32:56, time: 2.229, data_time: 0.001, memory: 10329, loss_action_cls: 0.0643, recall@thr=0.5: 0.7866, prec@thr=0.5: 0.7812, recall@top3: 0.9530, prec@top3: 0.3326, recall@top5: 0.9793, prec@top5: 0.2052, loss: 0.0643, grad_norm: 0.5434 2021-03-04 00:56:00,106 - mmaction - INFO - Epoch [8][580/874] lr: 5.652e-02, eta: 7:32:02, time: 2.406, data_time: 0.007, memory: 10329, loss_action_cls: 0.0559, recall@thr=0.5: 0.7922, prec@thr=0.5: 0.7911, recall@top3: 0.9607, prec@top3: 0.3365, recall@top5: 0.9830, prec@top5: 0.2067, loss: 0.0559, grad_norm: 0.5026 2021-03-04 00:56:42,745 - mmaction - INFO - Epoch [8][600/874] lr: 5.652e-02, eta: 7:31:00, time: 2.135, data_time: 0.748, memory: 10329, loss_action_cls: 0.0568, recall@thr=0.5: 0.7982, prec@thr=0.5: 0.7920, recall@top3: 0.9591, prec@top3: 0.3329, recall@top5: 0.9756, prec@top5: 0.2035, loss: 0.0568, grad_norm: 0.5814 2021-03-04 00:57:28,569 - mmaction - INFO - Epoch [8][620/874] lr: 5.652e-02, eta: 7:30:02, time: 2.291, data_time: 1.254, memory: 10329, loss_action_cls: 0.0644, recall@thr=0.5: 0.7629, prec@thr=0.5: 0.7617, recall@top3: 0.9403, prec@top3: 0.3302, recall@top5: 0.9628, prec@top5: 0.2031, loss: 0.0644, grad_norm: 0.6094 2021-03-04 00:58:14,190 - mmaction - INFO - Epoch [8][640/874] lr: 5.652e-02, eta: 7:29:05, time: 2.281, data_time: 0.774, memory: 10329, loss_action_cls: 0.0568, recall@thr=0.5: 0.7943, prec@thr=0.5: 0.7891, recall@top3: 0.9541, prec@top3: 0.3316, recall@top5: 0.9739, prec@top5: 0.2030, loss: 0.0568, grad_norm: 0.5413 2021-03-04 00:59:02,849 - mmaction - INFO - Epoch [8][660/874] lr: 5.652e-02, eta: 7:28:12, time: 2.432, data_time: 0.481, memory: 10329, loss_action_cls: 0.0622, recall@thr=0.5: 0.7586, prec@thr=0.5: 0.7578, recall@top3: 0.9584, prec@top3: 0.3346, recall@top5: 0.9830, prec@top5: 0.2057, loss: 0.0622, grad_norm: 0.6563 2021-03-04 00:59:46,462 - mmaction - INFO - Epoch [8][680/874] lr: 5.652e-02, eta: 7:27:11, time: 2.182, data_time: 0.027, memory: 10329, loss_action_cls: 0.0635, recall@thr=0.5: 0.7678, prec@thr=0.5: 0.7659, recall@top3: 0.9433, prec@top3: 0.3279, recall@top5: 0.9791, prec@top5: 0.2043, loss: 0.0635, grad_norm: 0.6061 2021-03-04 01:00:34,534 - mmaction - INFO - Epoch [8][700/874] lr: 5.652e-02, eta: 7:26:17, time: 2.403, data_time: 0.001, memory: 10329, loss_action_cls: 0.0631, recall@thr=0.5: 0.7706, prec@thr=0.5: 0.7690, recall@top3: 0.9452, prec@top3: 0.3310, recall@top5: 0.9734, prec@top5: 0.2045, loss: 0.0631, grad_norm: 0.5302 2021-03-04 01:01:20,027 - mmaction - INFO - Epoch [8][720/874] lr: 5.652e-02, eta: 7:25:20, time: 2.275, data_time: 0.191, memory: 10329, loss_action_cls: 0.0599, recall@thr=0.5: 0.7910, prec@thr=0.5: 0.7852, recall@top3: 0.9484, prec@top3: 0.3330, recall@top5: 0.9727, prec@top5: 0.2048, loss: 0.0599, grad_norm: 0.5795 2021-03-04 01:02:06,340 - mmaction - INFO - Epoch [8][740/874] lr: 5.652e-02, eta: 7:24:24, time: 2.313, data_time: 0.583, memory: 10329, loss_action_cls: 0.0621, recall@thr=0.5: 0.7873, prec@thr=0.5: 0.7770, recall@top3: 0.9356, prec@top3: 0.3243, recall@top5: 0.9655, prec@top5: 0.2008, loss: 0.0621, grad_norm: 0.6162 2021-03-04 01:02:52,848 - mmaction - INFO - Epoch [8][760/874] lr: 5.652e-02, eta: 7:23:28, time: 2.327, data_time: 0.256, memory: 10329, loss_action_cls: 0.0536, recall@thr=0.5: 0.8033, prec@thr=0.5: 0.8032, recall@top3: 0.9590, prec@top3: 0.3345, recall@top5: 0.9760, prec@top5: 0.2046, loss: 0.0536, grad_norm: 0.5059 2021-03-04 01:03:37,143 - mmaction - INFO - Epoch [8][780/874] lr: 5.652e-02, eta: 7:22:28, time: 2.215, data_time: 0.001, memory: 10329, loss_action_cls: 0.0576, recall@thr=0.5: 0.8052, prec@thr=0.5: 0.7977, recall@top3: 0.9577, prec@top3: 0.3363, recall@top5: 0.9774, prec@top5: 0.2063, loss: 0.0576, grad_norm: 0.5739 2021-03-04 01:04:26,059 - mmaction - INFO - Epoch [8][800/874] lr: 5.652e-02, eta: 7:21:36, time: 2.446, data_time: 0.223, memory: 10329, loss_action_cls: 0.0570, recall@thr=0.5: 0.7905, prec@thr=0.5: 0.7869, recall@top3: 0.9560, prec@top3: 0.3357, recall@top5: 0.9743, prec@top5: 0.2055, loss: 0.0570, grad_norm: 0.5478 2021-03-04 01:05:14,242 - mmaction - INFO - Epoch [8][820/874] lr: 5.652e-02, eta: 7:20:43, time: 2.409, data_time: 0.001, memory: 10329, loss_action_cls: 0.0593, recall@thr=0.5: 0.8012, prec@thr=0.5: 0.8003, recall@top3: 0.9504, prec@top3: 0.3334, recall@top5: 0.9741, prec@top5: 0.2054, loss: 0.0593, grad_norm: 0.5480 2021-03-04 01:05:58,139 - mmaction - INFO - Epoch [8][840/874] lr: 5.652e-02, eta: 7:19:44, time: 2.195, data_time: 0.087, memory: 10329, loss_action_cls: 0.0583, recall@thr=0.5: 0.7808, prec@thr=0.5: 0.7793, recall@top3: 0.9512, prec@top3: 0.3347, recall@top5: 0.9745, prec@top5: 0.2062, loss: 0.0583, grad_norm: 0.5699 2021-03-04 01:06:56,774 - mmaction - INFO - Epoch [8][860/874] lr: 5.652e-02, eta: 7:19:06, time: 2.932, data_time: 0.757, memory: 10329, loss_action_cls: 0.0603, recall@thr=0.5: 0.7916, prec@thr=0.5: 0.7831, recall@top3: 0.9549, prec@top3: 0.3336, recall@top5: 0.9759, prec@top5: 0.2047, loss: 0.0603, grad_norm: 0.5554 2021-03-04 01:07:28,059 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-03-04 01:17:05,589 - mmaction - INFO - Evaluating mAP ... 2021-03-04 01:17:52,632 - mmaction - INFO - mAP@0.5IOU 0.3345 2021-03-04 01:17:52,688 - mmaction - INFO - Epoch(val) [8][874] mAP@0.5IOU: 0.3345 2021-03-04 01:19:14,643 - mmaction - INFO - Epoch [9][20/874] lr: 5.652e-02, eta: 7:17:36, time: 4.097, data_time: 3.054, memory: 10329, loss_action_cls: 0.0525, recall@thr=0.5: 0.8283, prec@thr=0.5: 0.8233, recall@top3: 0.9540, prec@top3: 0.3343, recall@top5: 0.9700, prec@top5: 0.2041, loss: 0.0525, grad_norm: 0.5286 2021-03-04 01:20:11,995 - mmaction - INFO - Epoch [9][40/874] lr: 5.652e-02, eta: 7:16:56, time: 2.868, data_time: 1.824, memory: 10329, loss_action_cls: 0.0517, recall@thr=0.5: 0.8204, prec@thr=0.5: 0.8249, recall@top3: 0.9606, prec@top3: 0.3390, recall@top5: 0.9795, prec@top5: 0.2077, loss: 0.0517, grad_norm: 0.5279 2021-03-04 01:21:05,882 - mmaction - INFO - Epoch [9][60/874] lr: 5.652e-02, eta: 7:16:12, time: 2.693, data_time: 1.630, memory: 10329, loss_action_cls: 0.0497, recall@thr=0.5: 0.8268, prec@thr=0.5: 0.8147, recall@top3: 0.9587, prec@top3: 0.3341, recall@top5: 0.9779, prec@top5: 0.2044, loss: 0.0497, grad_norm: 0.5629 2021-03-04 01:21:58,760 - mmaction - INFO - Epoch [9][80/874] lr: 5.652e-02, eta: 7:15:25, time: 2.645, data_time: 1.250, memory: 10329, loss_action_cls: 0.0575, recall@thr=0.5: 0.8014, prec@thr=0.5: 0.7928, recall@top3: 0.9532, prec@top3: 0.3302, recall@top5: 0.9762, prec@top5: 0.2027, loss: 0.0575, grad_norm: 0.5672 2021-03-04 01:22:58,374 - mmaction - INFO - Epoch [9][100/874] lr: 5.652e-02, eta: 7:14:49, time: 2.981, data_time: 1.294, memory: 10329, loss_action_cls: 0.0497, recall@thr=0.5: 0.8046, prec@thr=0.5: 0.8011, recall@top3: 0.9627, prec@top3: 0.3358, recall@top5: 0.9794, prec@top5: 0.2051, loss: 0.0497, grad_norm: 0.5291 2021-03-04 01:23:59,241 - mmaction - INFO - Epoch [9][120/874] lr: 5.652e-02, eta: 7:14:14, time: 3.043, data_time: 0.169, memory: 10329, loss_action_cls: 0.0499, recall@thr=0.5: 0.8280, prec@thr=0.5: 0.8190, recall@top3: 0.9590, prec@top3: 0.3352, recall@top5: 0.9754, prec@top5: 0.2048, loss: 0.0499, grad_norm: 0.5753 2021-03-04 01:24:49,099 - mmaction - INFO - Epoch [9][140/874] lr: 5.652e-02, eta: 7:13:23, time: 2.493, data_time: 0.001, memory: 10329, loss_action_cls: 0.0507, recall@thr=0.5: 0.8260, prec@thr=0.5: 0.8234, recall@top3: 0.9575, prec@top3: 0.3328, recall@top5: 0.9721, prec@top5: 0.2026, loss: 0.0507, grad_norm: 0.5723 2021-03-04 01:25:43,686 - mmaction - INFO - Epoch [9][160/874] lr: 5.652e-02, eta: 7:12:39, time: 2.729, data_time: 0.001, memory: 10329, loss_action_cls: 0.0507, recall@thr=0.5: 0.8331, prec@thr=0.5: 0.8304, recall@top3: 0.9623, prec@top3: 0.3371, recall@top5: 0.9787, prec@top5: 0.2061, loss: 0.0507, grad_norm: 0.5887 2021-03-04 01:26:33,653 - mmaction - INFO - Epoch [9][180/874] lr: 5.652e-02, eta: 7:11:49, time: 2.498, data_time: 0.001, memory: 10329, loss_action_cls: 0.0482, recall@thr=0.5: 0.8234, prec@thr=0.5: 0.8235, recall@top3: 0.9686, prec@top3: 0.3377, recall@top5: 0.9810, prec@top5: 0.2054, loss: 0.0482, grad_norm: 0.5491 2021-03-04 01:27:30,346 - mmaction - INFO - Epoch [9][200/874] lr: 5.652e-02, eta: 7:11:08, time: 2.835, data_time: 0.001, memory: 10329, loss_action_cls: 0.0568, recall@thr=0.5: 0.8096, prec@thr=0.5: 0.8023, recall@top3: 0.9567, prec@top3: 0.3334, recall@top5: 0.9775, prec@top5: 0.2045, loss: 0.0568, grad_norm: 0.5952 2021-03-04 01:28:22,854 - mmaction - INFO - Epoch [9][220/874] lr: 5.652e-02, eta: 7:10:20, time: 2.625, data_time: 0.001, memory: 10329, loss_action_cls: 0.0547, recall@thr=0.5: 0.8035, prec@thr=0.5: 0.7919, recall@top3: 0.9654, prec@top3: 0.3382, recall@top5: 0.9807, prec@top5: 0.2061, loss: 0.0547, grad_norm: 0.5451 2021-03-04 01:29:16,425 - mmaction - INFO - Epoch [9][240/874] lr: 5.652e-02, eta: 7:09:35, time: 2.679, data_time: 0.001, memory: 10329, loss_action_cls: 0.0487, recall@thr=0.5: 0.8111, prec@thr=0.5: 0.8105, recall@top3: 0.9602, prec@top3: 0.3319, recall@top5: 0.9774, prec@top5: 0.2028, loss: 0.0487, grad_norm: 0.5625 2021-03-04 01:30:06,041 - mmaction - INFO - Epoch [9][260/874] lr: 5.652e-02, eta: 7:08:44, time: 2.481, data_time: 0.775, memory: 10329, loss_action_cls: 0.0550, recall@thr=0.5: 0.8048, prec@thr=0.5: 0.7999, recall@top3: 0.9505, prec@top3: 0.3346, recall@top5: 0.9713, prec@top5: 0.2056, loss: 0.0550, grad_norm: 0.5630 2021-03-04 01:30:58,591 - mmaction - INFO - Epoch [9][280/874] lr: 5.652e-02, eta: 7:07:56, time: 2.628, data_time: 0.083, memory: 10329, loss_action_cls: 0.0557, recall@thr=0.5: 0.7991, prec@thr=0.5: 0.8038, recall@top3: 0.9580, prec@top3: 0.3388, recall@top5: 0.9766, prec@top5: 0.2073, loss: 0.0557, grad_norm: 0.5635 2021-03-04 01:31:50,571 - mmaction - INFO - Epoch [9][300/874] lr: 5.652e-02, eta: 7:07:08, time: 2.599, data_time: 0.001, memory: 10329, loss_action_cls: 0.0552, recall@thr=0.5: 0.8133, prec@thr=0.5: 0.8096, recall@top3: 0.9539, prec@top3: 0.3313, recall@top5: 0.9762, prec@top5: 0.2033, loss: 0.0552, grad_norm: 0.4997 2021-03-04 01:32:44,845 - mmaction - INFO - Epoch [9][320/874] lr: 5.652e-02, eta: 7:06:24, time: 2.714, data_time: 0.001, memory: 10329, loss_action_cls: 0.0559, recall@thr=0.5: 0.8035, prec@thr=0.5: 0.8134, recall@top3: 0.9599, prec@top3: 0.3412, recall@top5: 0.9725, prec@top5: 0.2075, loss: 0.0559, grad_norm: 0.6184 2021-03-04 01:33:42,115 - mmaction - INFO - Epoch [9][340/874] lr: 5.652e-02, eta: 7:05:43, time: 2.864, data_time: 0.001, memory: 10329, loss_action_cls: 0.0541, recall@thr=0.5: 0.8195, prec@thr=0.5: 0.8134, recall@top3: 0.9622, prec@top3: 0.3374, recall@top5: 0.9727, prec@top5: 0.2049, loss: 0.0541, grad_norm: 0.5790 2021-03-04 01:34:35,438 - mmaction - INFO - Epoch [9][360/874] lr: 5.652e-02, eta: 7:04:57, time: 2.666, data_time: 0.001, memory: 10329, loss_action_cls: 0.0607, recall@thr=0.5: 0.7693, prec@thr=0.5: 0.7673, recall@top3: 0.9368, prec@top3: 0.3276, recall@top5: 0.9614, prec@top5: 0.2017, loss: 0.0607, grad_norm: 0.6207 2021-03-04 01:35:32,941 - mmaction - INFO - Epoch [9][380/874] lr: 5.652e-02, eta: 7:04:16, time: 2.875, data_time: 0.001, memory: 10329, loss_action_cls: 0.0517, recall@thr=0.5: 0.8137, prec@thr=0.5: 0.8134, recall@top3: 0.9564, prec@top3: 0.3332, recall@top5: 0.9744, prec@top5: 0.2039, loss: 0.0517, grad_norm: 0.5391 2021-03-04 01:36:26,468 - mmaction - INFO - Epoch [9][400/874] lr: 5.652e-02, eta: 7:03:30, time: 2.677, data_time: 0.001, memory: 10329, loss_action_cls: 0.0546, recall@thr=0.5: 0.7896, prec@thr=0.5: 0.7845, recall@top3: 0.9538, prec@top3: 0.3303, recall@top5: 0.9729, prec@top5: 0.2022, loss: 0.0546, grad_norm: 0.5833 2021-03-04 01:37:22,518 - mmaction - INFO - Epoch [9][420/874] lr: 5.652e-02, eta: 7:02:47, time: 2.801, data_time: 0.001, memory: 10329, loss_action_cls: 0.0559, recall@thr=0.5: 0.8152, prec@thr=0.5: 0.8122, recall@top3: 0.9579, prec@top3: 0.3356, recall@top5: 0.9782, prec@top5: 0.2057, loss: 0.0559, grad_norm: 0.6199 2021-03-04 01:38:12,007 - mmaction - INFO - Epoch [9][440/874] lr: 5.652e-02, eta: 7:01:56, time: 2.476, data_time: 0.002, memory: 10329, loss_action_cls: 0.0550, recall@thr=0.5: 0.7941, prec@thr=0.5: 0.7894, recall@top3: 0.9619, prec@top3: 0.3345, recall@top5: 0.9768, prec@top5: 0.2047, loss: 0.0550, grad_norm: 0.5453 2021-03-04 01:39:10,570 - mmaction - INFO - Epoch [9][460/874] lr: 5.652e-02, eta: 7:01:16, time: 2.928, data_time: 0.001, memory: 10329, loss_action_cls: 0.0577, recall@thr=0.5: 0.7963, prec@thr=0.5: 0.7910, recall@top3: 0.9528, prec@top3: 0.3314, recall@top5: 0.9815, prec@top5: 0.2050, loss: 0.0577, grad_norm: 0.5258 2021-03-04 01:40:03,825 - mmaction - INFO - Epoch [9][480/874] lr: 5.652e-02, eta: 7:00:30, time: 2.662, data_time: 0.001, memory: 10329, loss_action_cls: 0.0542, recall@thr=0.5: 0.8019, prec@thr=0.5: 0.8021, recall@top3: 0.9647, prec@top3: 0.3373, recall@top5: 0.9758, prec@top5: 0.2048, loss: 0.0542, grad_norm: 0.5469 2021-03-04 01:41:00,844 - mmaction - INFO - Epoch [9][500/874] lr: 5.652e-02, eta: 6:59:48, time: 2.851, data_time: 0.002, memory: 10329, loss_action_cls: 0.0495, recall@thr=0.5: 0.8140, prec@thr=0.5: 0.8108, recall@top3: 0.9564, prec@top3: 0.3327, recall@top5: 0.9756, prec@top5: 0.2037, loss: 0.0495, grad_norm: 0.5662 2021-03-04 01:41:52,277 - mmaction - INFO - Epoch [9][520/874] lr: 5.652e-02, eta: 6:58:59, time: 2.572, data_time: 0.001, memory: 10329, loss_action_cls: 0.0584, recall@thr=0.5: 0.7870, prec@thr=0.5: 0.7834, recall@top3: 0.9510, prec@top3: 0.3291, recall@top5: 0.9780, prec@top5: 0.2031, loss: 0.0584, grad_norm: 0.6346 2021-03-04 01:42:45,569 - mmaction - INFO - Epoch [9][540/874] lr: 5.652e-02, eta: 6:58:12, time: 2.665, data_time: 0.001, memory: 10329, loss_action_cls: 0.0571, recall@thr=0.5: 0.8104, prec@thr=0.5: 0.8039, recall@top3: 0.9474, prec@top3: 0.3305, recall@top5: 0.9700, prec@top5: 0.2033, loss: 0.0571, grad_norm: 0.5917 2021-03-04 01:43:38,328 - mmaction - INFO - Epoch [9][560/874] lr: 5.652e-02, eta: 6:57:25, time: 2.638, data_time: 0.090, memory: 10329, loss_action_cls: 0.0498, recall@thr=0.5: 0.8320, prec@thr=0.5: 0.8320, recall@top3: 0.9581, prec@top3: 0.3396, recall@top5: 0.9795, prec@top5: 0.2085, loss: 0.0498, grad_norm: 0.5463 2021-03-04 01:44:32,520 - mmaction - INFO - Epoch [9][580/874] lr: 5.652e-02, eta: 6:56:39, time: 2.709, data_time: 0.001, memory: 10329, loss_action_cls: 0.0533, recall@thr=0.5: 0.8125, prec@thr=0.5: 0.8022, recall@top3: 0.9657, prec@top3: 0.3406, recall@top5: 0.9832, prec@top5: 0.2081, loss: 0.0533, grad_norm: 0.5421 2021-03-04 01:45:23,478 - mmaction - INFO - Epoch [9][600/874] lr: 5.652e-02, eta: 6:55:50, time: 2.548, data_time: 0.001, memory: 10329, loss_action_cls: 0.0498, recall@thr=0.5: 0.8207, prec@thr=0.5: 0.8184, recall@top3: 0.9628, prec@top3: 0.3348, recall@top5: 0.9795, prec@top5: 0.2043, loss: 0.0498, grad_norm: 0.5393 2021-03-04 01:46:16,176 - mmaction - INFO - Epoch [9][620/874] lr: 5.652e-02, eta: 6:55:02, time: 2.635, data_time: 0.279, memory: 10329, loss_action_cls: 0.0535, recall@thr=0.5: 0.8158, prec@thr=0.5: 0.8070, recall@top3: 0.9608, prec@top3: 0.3362, recall@top5: 0.9753, prec@top5: 0.2048, loss: 0.0535, grad_norm: 0.5877 2021-03-04 01:47:04,516 - mmaction - INFO - Epoch [9][640/874] lr: 5.652e-02, eta: 6:54:09, time: 2.417, data_time: 0.092, memory: 10329, loss_action_cls: 0.0558, recall@thr=0.5: 0.7992, prec@thr=0.5: 0.7945, recall@top3: 0.9586, prec@top3: 0.3363, recall@top5: 0.9786, prec@top5: 0.2060, loss: 0.0558, grad_norm: 0.5576 2021-03-04 01:47:59,764 - mmaction - INFO - Epoch [9][660/874] lr: 5.652e-02, eta: 6:53:24, time: 2.762, data_time: 0.120, memory: 10329, loss_action_cls: 0.0557, recall@thr=0.5: 0.7971, prec@thr=0.5: 0.7969, recall@top3: 0.9611, prec@top3: 0.3400, recall@top5: 0.9806, prec@top5: 0.2081, loss: 0.0557, grad_norm: 0.5471 2021-03-04 01:48:52,719 - mmaction - INFO - Epoch [9][680/874] lr: 5.652e-02, eta: 6:52:37, time: 2.648, data_time: 0.001, memory: 10329, loss_action_cls: 0.0546, recall@thr=0.5: 0.8182, prec@thr=0.5: 0.8098, recall@top3: 0.9575, prec@top3: 0.3310, recall@top5: 0.9771, prec@top5: 0.2028, loss: 0.0546, grad_norm: 0.5936 2021-03-04 01:49:43,038 - mmaction - INFO - Epoch [9][700/874] lr: 5.652e-02, eta: 6:51:46, time: 2.516, data_time: 0.001, memory: 10329, loss_action_cls: 0.0625, recall@thr=0.5: 0.7746, prec@thr=0.5: 0.7658, recall@top3: 0.9446, prec@top3: 0.3333, recall@top5: 0.9738, prec@top5: 0.2063, loss: 0.0625, grad_norm: 0.5813 2021-03-04 01:50:35,895 - mmaction - INFO - Epoch [9][720/874] lr: 5.652e-02, eta: 6:50:59, time: 2.643, data_time: 0.001, memory: 10329, loss_action_cls: 0.0522, recall@thr=0.5: 0.8107, prec@thr=0.5: 0.8054, recall@top3: 0.9593, prec@top3: 0.3318, recall@top5: 0.9791, prec@top5: 0.2033, loss: 0.0522, grad_norm: 0.4829 2021-03-04 01:51:29,557 - mmaction - INFO - Epoch [9][740/874] lr: 5.652e-02, eta: 6:50:12, time: 2.681, data_time: 0.001, memory: 10329, loss_action_cls: 0.0519, recall@thr=0.5: 0.8139, prec@thr=0.5: 0.8063, recall@top3: 0.9572, prec@top3: 0.3369, recall@top5: 0.9722, prec@top5: 0.2055, loss: 0.0519, grad_norm: 0.5144 2021-03-04 01:52:23,809 - mmaction - INFO - Epoch [9][760/874] lr: 5.652e-02, eta: 6:49:27, time: 2.713, data_time: 0.003, memory: 10329, loss_action_cls: 0.0559, recall@thr=0.5: 0.8196, prec@thr=0.5: 0.8144, recall@top3: 0.9591, prec@top3: 0.3378, recall@top5: 0.9787, prec@top5: 0.2069, loss: 0.0559, grad_norm: 0.5696 2021-03-04 01:53:11,842 - mmaction - INFO - Epoch [9][780/874] lr: 5.652e-02, eta: 6:48:33, time: 2.403, data_time: 0.008, memory: 10329, loss_action_cls: 0.0552, recall@thr=0.5: 0.8062, prec@thr=0.5: 0.8056, recall@top3: 0.9601, prec@top3: 0.3415, recall@top5: 0.9818, prec@top5: 0.2096, loss: 0.0552, grad_norm: 0.5486 2021-03-04 01:54:02,153 - mmaction - INFO - Epoch [9][800/874] lr: 5.652e-02, eta: 6:47:42, time: 2.515, data_time: 0.163, memory: 10329, loss_action_cls: 0.0575, recall@thr=0.5: 0.8009, prec@thr=0.5: 0.7849, recall@top3: 0.9509, prec@top3: 0.3326, recall@top5: 0.9702, prec@top5: 0.2039, loss: 0.0575, grad_norm: 0.5551 2021-03-04 01:54:54,204 - mmaction - INFO - Epoch [9][820/874] lr: 5.652e-02, eta: 6:46:54, time: 2.604, data_time: 0.798, memory: 10329, loss_action_cls: 0.0589, recall@thr=0.5: 0.7760, prec@thr=0.5: 0.7733, recall@top3: 0.9430, prec@top3: 0.3276, recall@top5: 0.9655, prec@top5: 0.2013, loss: 0.0589, grad_norm: 0.5558 2021-03-04 01:55:45,372 - mmaction - INFO - Epoch [9][840/874] lr: 5.652e-02, eta: 6:46:04, time: 2.558, data_time: 0.058, memory: 10329, loss_action_cls: 0.0515, recall@thr=0.5: 0.8133, prec@thr=0.5: 0.8068, recall@top3: 0.9652, prec@top3: 0.3375, recall@top5: 0.9803, prec@top5: 0.2057, loss: 0.0515, grad_norm: 0.5592 2021-03-04 01:56:40,214 - mmaction - INFO - Epoch [9][860/874] lr: 5.652e-02, eta: 6:45:19, time: 2.741, data_time: 0.123, memory: 10329, loss_action_cls: 0.0533, recall@thr=0.5: 0.8058, prec@thr=0.5: 0.8082, recall@top3: 0.9605, prec@top3: 0.3370, recall@top5: 0.9745, prec@top5: 0.2052, loss: 0.0533, grad_norm: 0.5600 2021-03-04 01:57:10,613 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-03-04 02:07:44,520 - mmaction - INFO - Evaluating mAP ... 2021-03-04 02:08:31,688 - mmaction - INFO - mAP@0.5IOU 0.3318 2021-03-04 02:08:31,743 - mmaction - INFO - Epoch(val) [9][874] mAP@0.5IOU: 0.3318 2021-03-04 02:09:41,272 - mmaction - INFO - Epoch [10][20/874] lr: 5.652e-02, eta: 6:43:33, time: 3.476, data_time: 2.136, memory: 10329, loss_action_cls: 0.0483, recall@thr=0.5: 0.8227, prec@thr=0.5: 0.8182, recall@top3: 0.9622, prec@top3: 0.3354, recall@top5: 0.9746, prec@top5: 0.2038, loss: 0.0483, grad_norm: 0.5098 2021-03-04 02:10:40,249 - mmaction - INFO - Epoch [10][40/874] lr: 5.652e-02, eta: 6:42:53, time: 2.949, data_time: 0.710, memory: 10329, loss_action_cls: 0.0437, recall@thr=0.5: 0.8316, prec@thr=0.5: 0.8327, recall@top3: 0.9713, prec@top3: 0.3405, recall@top5: 0.9846, prec@top5: 0.2071, loss: 0.0437, grad_norm: 0.5309 2021-03-04 02:11:25,194 - mmaction - INFO - Epoch [10][60/874] lr: 5.652e-02, eta: 6:41:56, time: 2.247, data_time: 0.490, memory: 10329, loss_action_cls: 0.0420, recall@thr=0.5: 0.8613, prec@thr=0.5: 0.8588, recall@top3: 0.9677, prec@top3: 0.3437, recall@top5: 0.9836, prec@top5: 0.2097, loss: 0.0420, grad_norm: 0.5014 2021-03-04 02:12:20,714 - mmaction - INFO - Epoch [10][80/874] lr: 5.652e-02, eta: 6:41:11, time: 2.776, data_time: 0.143, memory: 10329, loss_action_cls: 0.0434, recall@thr=0.5: 0.8478, prec@thr=0.5: 0.8471, recall@top3: 0.9715, prec@top3: 0.3429, recall@top5: 0.9848, prec@top5: 0.2084, loss: 0.0434, grad_norm: 0.5332 2021-03-04 02:13:13,376 - mmaction - INFO - Epoch [10][100/874] lr: 5.652e-02, eta: 6:40:23, time: 2.633, data_time: 0.912, memory: 10329, loss_action_cls: 0.0464, recall@thr=0.5: 0.8298, prec@thr=0.5: 0.8227, recall@top3: 0.9672, prec@top3: 0.3380, recall@top5: 0.9798, prec@top5: 0.2056, loss: 0.0464, grad_norm: 0.5038 2021-03-04 02:14:02,293 - mmaction - INFO - Epoch [10][120/874] lr: 5.652e-02, eta: 6:39:31, time: 2.446, data_time: 0.133, memory: 10329, loss_action_cls: 0.0492, recall@thr=0.5: 0.8317, prec@thr=0.5: 0.8309, recall@top3: 0.9594, prec@top3: 0.3362, recall@top5: 0.9755, prec@top5: 0.2054, loss: 0.0492, grad_norm: 0.6045 2021-03-04 02:14:49,288 - mmaction - INFO - Epoch [10][140/874] lr: 5.652e-02, eta: 6:38:36, time: 2.350, data_time: 0.001, memory: 10329, loss_action_cls: 0.0493, recall@thr=0.5: 0.8263, prec@thr=0.5: 0.8282, recall@top3: 0.9632, prec@top3: 0.3387, recall@top5: 0.9823, prec@top5: 0.2073, loss: 0.0493, grad_norm: 0.5480 2021-03-04 02:15:42,898 - mmaction - INFO - Epoch [10][160/874] lr: 5.652e-02, eta: 6:37:50, time: 2.681, data_time: 0.454, memory: 10329, loss_action_cls: 0.0550, recall@thr=0.5: 0.8086, prec@thr=0.5: 0.8071, recall@top3: 0.9550, prec@top3: 0.3314, recall@top5: 0.9745, prec@top5: 0.2032, loss: 0.0550, grad_norm: 0.6385 2021-03-04 02:16:42,692 - mmaction - INFO - Epoch [10][180/874] lr: 5.652e-02, eta: 6:37:10, time: 2.989, data_time: 0.001, memory: 10329, loss_action_cls: 0.0549, recall@thr=0.5: 0.8063, prec@thr=0.5: 0.7984, recall@top3: 0.9591, prec@top3: 0.3349, recall@top5: 0.9784, prec@top5: 0.2051, loss: 0.0549, grad_norm: 0.6038 2021-03-04 02:17:33,284 - mmaction - INFO - Epoch [10][200/874] lr: 5.652e-02, eta: 6:36:20, time: 2.530, data_time: 0.001, memory: 10329, loss_action_cls: 0.0499, recall@thr=0.5: 0.8111, prec@thr=0.5: 0.8114, recall@top3: 0.9651, prec@top3: 0.3387, recall@top5: 0.9784, prec@top5: 0.2061, loss: 0.0499, grad_norm: 0.4839 2021-03-04 02:18:28,388 - mmaction - INFO - Epoch [10][220/874] lr: 5.652e-02, eta: 6:35:34, time: 2.755, data_time: 0.001, memory: 10329, loss_action_cls: 0.0492, recall@thr=0.5: 0.8291, prec@thr=0.5: 0.8209, recall@top3: 0.9620, prec@top3: 0.3340, recall@top5: 0.9777, prec@top5: 0.2037, loss: 0.0492, grad_norm: 0.5381 2021-03-04 02:19:16,186 - mmaction - INFO - Epoch [10][240/874] lr: 5.652e-02, eta: 6:34:41, time: 2.390, data_time: 0.194, memory: 10329, loss_action_cls: 0.0476, recall@thr=0.5: 0.8400, prec@thr=0.5: 0.8373, recall@top3: 0.9635, prec@top3: 0.3385, recall@top5: 0.9771, prec@top5: 0.2061, loss: 0.0476, grad_norm: 0.5705 2021-03-04 02:20:10,371 - mmaction - INFO - Epoch [10][260/874] lr: 5.652e-02, eta: 6:33:54, time: 2.708, data_time: 0.034, memory: 10329, loss_action_cls: 0.0532, recall@thr=0.5: 0.8103, prec@thr=0.5: 0.8084, recall@top3: 0.9594, prec@top3: 0.3363, recall@top5: 0.9764, prec@top5: 0.2054, loss: 0.0532, grad_norm: 0.5986 2021-03-04 02:21:03,330 - mmaction - INFO - Epoch [10][280/874] lr: 5.652e-02, eta: 6:33:07, time: 2.649, data_time: 0.002, memory: 10329, loss_action_cls: 0.0519, recall@thr=0.5: 0.8019, prec@thr=0.5: 0.8004, recall@top3: 0.9617, prec@top3: 0.3359, recall@top5: 0.9751, prec@top5: 0.2043, loss: 0.0519, grad_norm: 0.5827 2021-03-04 02:21:53,332 - mmaction - INFO - Epoch [10][300/874] lr: 5.652e-02, eta: 6:32:15, time: 2.500, data_time: 0.001, memory: 10329, loss_action_cls: 0.0530, recall@thr=0.5: 0.8202, prec@thr=0.5: 0.8169, recall@top3: 0.9542, prec@top3: 0.3330, recall@top5: 0.9730, prec@top5: 0.2044, loss: 0.0530, grad_norm: 0.6081 2021-03-04 02:22:46,112 - mmaction - INFO - Epoch [10][320/874] lr: 5.652e-02, eta: 6:31:27, time: 2.639, data_time: 0.001, memory: 10329, loss_action_cls: 0.0500, recall@thr=0.5: 0.8225, prec@thr=0.5: 0.8213, recall@top3: 0.9637, prec@top3: 0.3371, recall@top5: 0.9775, prec@top5: 0.2053, loss: 0.0500, grad_norm: 0.5610 2021-03-04 02:23:40,336 - mmaction - INFO - Epoch [10][340/874] lr: 5.652e-02, eta: 6:30:41, time: 2.711, data_time: 0.020, memory: 10329, loss_action_cls: 0.0509, recall@thr=0.5: 0.8277, prec@thr=0.5: 0.8195, recall@top3: 0.9555, prec@top3: 0.3319, recall@top5: 0.9675, prec@top5: 0.2019, loss: 0.0509, grad_norm: 0.5805 2021-03-04 02:24:33,547 - mmaction - INFO - Epoch [10][360/874] lr: 5.652e-02, eta: 6:29:53, time: 2.659, data_time: 0.001, memory: 10329, loss_action_cls: 0.0566, recall@thr=0.5: 0.7975, prec@thr=0.5: 0.7966, recall@top3: 0.9520, prec@top3: 0.3352, recall@top5: 0.9797, prec@top5: 0.2074, loss: 0.0566, grad_norm: 0.5492 2021-03-04 02:25:28,649 - mmaction - INFO - Epoch [10][380/874] lr: 5.652e-02, eta: 6:29:08, time: 2.757, data_time: 0.002, memory: 10329, loss_action_cls: 0.0577, recall@thr=0.5: 0.7824, prec@thr=0.5: 0.7872, recall@top3: 0.9482, prec@top3: 0.3345, recall@top5: 0.9770, prec@top5: 0.2068, loss: 0.0577, grad_norm: 0.4952 2021-03-04 02:26:22,160 - mmaction - INFO - Epoch [10][400/874] lr: 5.652e-02, eta: 6:28:21, time: 2.675, data_time: 0.001, memory: 10329, loss_action_cls: 0.0538, recall@thr=0.5: 0.8075, prec@thr=0.5: 0.7970, recall@top3: 0.9561, prec@top3: 0.3322, recall@top5: 0.9790, prec@top5: 0.2040, loss: 0.0538, grad_norm: 0.5082 2021-03-04 02:27:09,485 - mmaction - INFO - Epoch [10][420/874] lr: 5.652e-02, eta: 6:27:26, time: 2.366, data_time: 0.028, memory: 10329, loss_action_cls: 0.0496, recall@thr=0.5: 0.8350, prec@thr=0.5: 0.8330, recall@top3: 0.9631, prec@top3: 0.3361, recall@top5: 0.9832, prec@top5: 0.2062, loss: 0.0496, grad_norm: 0.5552 2021-03-04 02:28:04,720 - mmaction - INFO - Epoch [10][440/874] lr: 5.652e-02, eta: 6:26:41, time: 2.762, data_time: 0.335, memory: 10329, loss_action_cls: 0.0479, recall@thr=0.5: 0.8306, prec@thr=0.5: 0.8261, recall@top3: 0.9671, prec@top3: 0.3390, recall@top5: 0.9800, prec@top5: 0.2062, loss: 0.0479, grad_norm: 0.5669 2021-03-04 02:28:56,632 - mmaction - INFO - Epoch [10][460/874] lr: 5.652e-02, eta: 6:25:52, time: 2.593, data_time: 0.001, memory: 10329, loss_action_cls: 0.0501, recall@thr=0.5: 0.8141, prec@thr=0.5: 0.8190, recall@top3: 0.9624, prec@top3: 0.3393, recall@top5: 0.9794, prec@top5: 0.2072, loss: 0.0501, grad_norm: 0.6036 2021-03-04 02:29:49,135 - mmaction - INFO - Epoch [10][480/874] lr: 5.652e-02, eta: 6:25:03, time: 2.627, data_time: 0.003, memory: 10329, loss_action_cls: 0.0513, recall@thr=0.5: 0.7993, prec@thr=0.5: 0.7994, recall@top3: 0.9641, prec@top3: 0.3395, recall@top5: 0.9808, prec@top5: 0.2074, loss: 0.0513, grad_norm: 0.6121 2021-03-04 02:30:41,422 - mmaction - INFO - Epoch [10][500/874] lr: 5.652e-02, eta: 6:24:15, time: 2.614, data_time: 0.144, memory: 10329, loss_action_cls: 0.0542, recall@thr=0.5: 0.8156, prec@thr=0.5: 0.8018, recall@top3: 0.9565, prec@top3: 0.3359, recall@top5: 0.9765, prec@top5: 0.2060, loss: 0.0542, grad_norm: 0.5853 2021-03-04 02:31:35,320 - mmaction - INFO - Epoch [10][520/874] lr: 5.652e-02, eta: 6:23:28, time: 2.695, data_time: 0.001, memory: 10329, loss_action_cls: 0.0540, recall@thr=0.5: 0.8008, prec@thr=0.5: 0.8008, recall@top3: 0.9575, prec@top3: 0.3311, recall@top5: 0.9786, prec@top5: 0.2034, loss: 0.0540, grad_norm: 0.5587 2021-03-04 02:32:29,085 - mmaction - INFO - Epoch [10][540/874] lr: 5.652e-02, eta: 6:22:41, time: 2.688, data_time: 0.001, memory: 10329, loss_action_cls: 0.0464, recall@thr=0.5: 0.8292, prec@thr=0.5: 0.8250, recall@top3: 0.9603, prec@top3: 0.3335, recall@top5: 0.9790, prec@top5: 0.2041, loss: 0.0464, grad_norm: 0.5262 2021-03-04 02:33:21,126 - mmaction - INFO - Epoch [10][560/874] lr: 5.652e-02, eta: 6:21:51, time: 2.602, data_time: 0.166, memory: 10329, loss_action_cls: 0.0482, recall@thr=0.5: 0.8187, prec@thr=0.5: 0.8144, recall@top3: 0.9596, prec@top3: 0.3332, recall@top5: 0.9818, prec@top5: 0.2047, loss: 0.0482, grad_norm: 0.5563 2021-03-04 02:34:14,927 - mmaction - INFO - Epoch [10][580/874] lr: 5.652e-02, eta: 6:21:04, time: 2.689, data_time: 0.001, memory: 10329, loss_action_cls: 0.0503, recall@thr=0.5: 0.8332, prec@thr=0.5: 0.8303, recall@top3: 0.9621, prec@top3: 0.3356, recall@top5: 0.9768, prec@top5: 0.2045, loss: 0.0503, grad_norm: 0.5759 2021-03-04 02:35:06,277 - mmaction - INFO - Epoch [10][600/874] lr: 5.652e-02, eta: 6:20:14, time: 2.567, data_time: 0.001, memory: 10329, loss_action_cls: 0.0524, recall@thr=0.5: 0.8017, prec@thr=0.5: 0.8032, recall@top3: 0.9620, prec@top3: 0.3344, recall@top5: 0.9809, prec@top5: 0.2046, loss: 0.0524, grad_norm: 0.5382 2021-03-04 02:35:57,190 - mmaction - INFO - Epoch [10][620/874] lr: 5.652e-02, eta: 6:19:24, time: 2.546, data_time: 1.127, memory: 10329, loss_action_cls: 0.0480, recall@thr=0.5: 0.8201, prec@thr=0.5: 0.8121, recall@top3: 0.9663, prec@top3: 0.3377, recall@top5: 0.9864, prec@top5: 0.2070, loss: 0.0480, grad_norm: 0.5598 2021-03-04 02:36:48,672 - mmaction - INFO - Epoch [10][640/874] lr: 5.652e-02, eta: 6:18:34, time: 2.574, data_time: 1.533, memory: 10329, loss_action_cls: 0.0507, recall@thr=0.5: 0.8113, prec@thr=0.5: 0.8037, recall@top3: 0.9588, prec@top3: 0.3340, recall@top5: 0.9791, prec@top5: 0.2051, loss: 0.0507, grad_norm: 0.5653 2021-03-04 02:37:40,183 - mmaction - INFO - Epoch [10][660/874] lr: 5.652e-02, eta: 6:17:45, time: 2.576, data_time: 1.254, memory: 10329, loss_action_cls: 0.0544, recall@thr=0.5: 0.8203, prec@thr=0.5: 0.8142, recall@top3: 0.9597, prec@top3: 0.3368, recall@top5: 0.9762, prec@top5: 0.2055, loss: 0.0544, grad_norm: 0.5969 2021-03-04 02:38:30,726 - mmaction - INFO - Epoch [10][680/874] lr: 5.652e-02, eta: 6:16:54, time: 2.527, data_time: 0.646, memory: 10329, loss_action_cls: 0.0519, recall@thr=0.5: 0.8118, prec@thr=0.5: 0.8065, recall@top3: 0.9550, prec@top3: 0.3350, recall@top5: 0.9756, prec@top5: 0.2054, loss: 0.0519, grad_norm: 0.5509 2021-03-04 02:39:19,716 - mmaction - INFO - Epoch [10][700/874] lr: 5.652e-02, eta: 6:16:02, time: 2.450, data_time: 0.084, memory: 10329, loss_action_cls: 0.0497, recall@thr=0.5: 0.8140, prec@thr=0.5: 0.8072, recall@top3: 0.9607, prec@top3: 0.3307, recall@top5: 0.9773, prec@top5: 0.2019, loss: 0.0497, grad_norm: 0.5990 2021-03-04 02:40:12,171 - mmaction - INFO - Epoch [10][720/874] lr: 5.652e-02, eta: 6:15:13, time: 2.622, data_time: 0.001, memory: 10329, loss_action_cls: 0.0541, recall@thr=0.5: 0.8046, prec@thr=0.5: 0.8041, recall@top3: 0.9487, prec@top3: 0.3297, recall@top5: 0.9717, prec@top5: 0.2027, loss: 0.0541, grad_norm: 0.5421 2021-03-04 02:41:06,161 - mmaction - INFO - Epoch [10][740/874] lr: 5.652e-02, eta: 6:14:26, time: 2.700, data_time: 0.001, memory: 10329, loss_action_cls: 0.0480, recall@thr=0.5: 0.8092, prec@thr=0.5: 0.8107, recall@top3: 0.9673, prec@top3: 0.3353, recall@top5: 0.9786, prec@top5: 0.2036, loss: 0.0480, grad_norm: 0.5347 2021-03-04 02:41:54,811 - mmaction - INFO - Epoch [10][760/874] lr: 5.652e-02, eta: 6:13:33, time: 2.432, data_time: 0.001, memory: 10329, loss_action_cls: 0.0569, recall@thr=0.5: 0.8136, prec@thr=0.5: 0.8143, recall@top3: 0.9405, prec@top3: 0.3307, recall@top5: 0.9694, prec@top5: 0.2046, loss: 0.0569, grad_norm: 0.5867 2021-03-04 02:42:51,350 - mmaction - INFO - Epoch [10][780/874] lr: 5.652e-02, eta: 6:12:49, time: 2.827, data_time: 0.001, memory: 10329, loss_action_cls: 0.0489, recall@thr=0.5: 0.8372, prec@thr=0.5: 0.8302, recall@top3: 0.9621, prec@top3: 0.3385, recall@top5: 0.9812, prec@top5: 0.2073, loss: 0.0489, grad_norm: 0.5509 2021-03-04 02:43:36,747 - mmaction - INFO - Epoch [10][800/874] lr: 5.652e-02, eta: 6:11:52, time: 2.267, data_time: 0.165, memory: 10329, loss_action_cls: 0.0522, recall@thr=0.5: 0.8215, prec@thr=0.5: 0.8191, recall@top3: 0.9584, prec@top3: 0.3362, recall@top5: 0.9765, prec@top5: 0.2058, loss: 0.0522, grad_norm: 0.5366 2021-03-04 02:44:34,730 - mmaction - INFO - Epoch [10][820/874] lr: 5.652e-02, eta: 6:11:09, time: 2.902, data_time: 0.119, memory: 10329, loss_action_cls: 0.0515, recall@thr=0.5: 0.8268, prec@thr=0.5: 0.8215, recall@top3: 0.9578, prec@top3: 0.3365, recall@top5: 0.9744, prec@top5: 0.2053, loss: 0.0515, grad_norm: 0.5438 2021-03-04 02:45:30,953 - mmaction - INFO - Epoch [10][840/874] lr: 5.652e-02, eta: 6:10:24, time: 2.810, data_time: 0.327, memory: 10329, loss_action_cls: 0.0469, recall@thr=0.5: 0.8288, prec@thr=0.5: 0.8299, recall@top3: 0.9625, prec@top3: 0.3363, recall@top5: 0.9752, prec@top5: 0.2044, loss: 0.0469, grad_norm: 0.4924 2021-03-04 02:46:24,144 - mmaction - INFO - Epoch [10][860/874] lr: 5.652e-02, eta: 6:09:36, time: 2.660, data_time: 1.616, memory: 10329, loss_action_cls: 0.0509, recall@thr=0.5: 0.8202, prec@thr=0.5: 0.8189, recall@top3: 0.9579, prec@top3: 0.3342, recall@top5: 0.9745, prec@top5: 0.2040, loss: 0.0509, grad_norm: 0.5447 2021-03-04 02:46:55,206 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-03-04 02:56:43,807 - mmaction - INFO - Evaluating mAP ... 2021-03-04 02:57:37,521 - mmaction - INFO - mAP@0.5IOU 0.3205 2021-03-04 02:57:37,575 - mmaction - INFO - Epoch(val) [10][874] mAP@0.5IOU: 0.3205 2021-03-04 02:58:57,729 - mmaction - INFO - Epoch [11][20/874] lr: 5.652e-03, eta: 6:08:04, time: 4.007, data_time: 2.967, memory: 10329, loss_action_cls: 0.0456, recall@thr=0.5: 0.8216, prec@thr=0.5: 0.8275, recall@top3: 0.9674, prec@top3: 0.3392, recall@top5: 0.9792, prec@top5: 0.2060, loss: 0.0456, grad_norm: 0.5571 2021-03-04 02:59:56,463 - mmaction - INFO - Epoch [11][40/874] lr: 5.652e-03, eta: 6:07:21, time: 2.937, data_time: 1.899, memory: 10329, loss_action_cls: 0.0404, recall@thr=0.5: 0.8622, prec@thr=0.5: 0.8645, recall@top3: 0.9717, prec@top3: 0.3409, recall@top5: 0.9831, prec@top5: 0.2069, loss: 0.0404, grad_norm: 0.4655 2021-03-04 03:00:53,529 - mmaction - INFO - Epoch [11][60/874] lr: 5.652e-03, eta: 6:06:37, time: 2.853, data_time: 1.808, memory: 10329, loss_action_cls: 0.0417, recall@thr=0.5: 0.8624, prec@thr=0.5: 0.8593, recall@top3: 0.9603, prec@top3: 0.3373, recall@top5: 0.9742, prec@top5: 0.2054, loss: 0.0417, grad_norm: 0.4701 2021-03-04 03:01:49,124 - mmaction - INFO - Epoch [11][80/874] lr: 5.652e-03, eta: 6:05:51, time: 2.780, data_time: 1.742, memory: 10329, loss_action_cls: 0.0355, recall@thr=0.5: 0.8781, prec@thr=0.5: 0.8690, recall@top3: 0.9685, prec@top3: 0.3376, recall@top5: 0.9829, prec@top5: 0.2055, loss: 0.0355, grad_norm: 0.4208 2021-03-04 03:02:46,264 - mmaction - INFO - Epoch [11][100/874] lr: 5.652e-03, eta: 6:05:07, time: 2.857, data_time: 1.812, memory: 10329, loss_action_cls: 0.0376, recall@thr=0.5: 0.8726, prec@thr=0.5: 0.8710, recall@top3: 0.9681, prec@top3: 0.3404, recall@top5: 0.9766, prec@top5: 0.2060, loss: 0.0376, grad_norm: 0.4313 2021-03-04 03:03:49,258 - mmaction - INFO - Epoch [11][120/874] lr: 5.652e-03, eta: 6:04:28, time: 3.150, data_time: 1.282, memory: 10329, loss_action_cls: 0.0402, recall@thr=0.5: 0.8548, prec@thr=0.5: 0.8573, recall@top3: 0.9683, prec@top3: 0.3389, recall@top5: 0.9850, prec@top5: 0.2070, loss: 0.0402, grad_norm: 0.4516 2021-03-04 03:04:57,486 - mmaction - INFO - Epoch [11][140/874] lr: 5.652e-03, eta: 6:03:54, time: 3.411, data_time: 0.740, memory: 10329, loss_action_cls: 0.0365, recall@thr=0.5: 0.8595, prec@thr=0.5: 0.8593, recall@top3: 0.9719, prec@top3: 0.3401, recall@top5: 0.9803, prec@top5: 0.2059, loss: 0.0365, grad_norm: 0.4276 2021-03-04 03:05:50,954 - mmaction - INFO - Epoch [11][160/874] lr: 5.652e-03, eta: 6:03:06, time: 2.674, data_time: 0.783, memory: 10329, loss_action_cls: 0.0393, recall@thr=0.5: 0.8689, prec@thr=0.5: 0.8687, recall@top3: 0.9591, prec@top3: 0.3356, recall@top5: 0.9745, prec@top5: 0.2046, loss: 0.0393, grad_norm: 0.4118 2021-03-04 03:06:51,164 - mmaction - INFO - Epoch [11][180/874] lr: 5.652e-03, eta: 6:02:24, time: 3.011, data_time: 0.754, memory: 10329, loss_action_cls: 0.0377, recall@thr=0.5: 0.8730, prec@thr=0.5: 0.8702, recall@top3: 0.9661, prec@top3: 0.3349, recall@top5: 0.9813, prec@top5: 0.2047, loss: 0.0377, grad_norm: 0.4141 2021-03-04 03:07:46,221 - mmaction - INFO - Epoch [11][200/874] lr: 5.652e-03, eta: 6:01:38, time: 2.753, data_time: 0.225, memory: 10329, loss_action_cls: 0.0358, recall@thr=0.5: 0.8748, prec@thr=0.5: 0.8742, recall@top3: 0.9707, prec@top3: 0.3354, recall@top5: 0.9802, prec@top5: 0.2034, loss: 0.0358, grad_norm: 0.4330 2021-03-04 03:08:55,731 - mmaction - INFO - Epoch [11][220/874] lr: 5.652e-03, eta: 6:01:05, time: 3.475, data_time: 0.013, memory: 10329, loss_action_cls: 0.0380, recall@thr=0.5: 0.8628, prec@thr=0.5: 0.8631, recall@top3: 0.9721, prec@top3: 0.3384, recall@top5: 0.9785, prec@top5: 0.2047, loss: 0.0380, grad_norm: 0.4639 2021-03-04 03:10:03,636 - mmaction - INFO - Epoch [11][240/874] lr: 5.652e-03, eta: 6:00:30, time: 3.395, data_time: 0.001, memory: 10329, loss_action_cls: 0.0352, recall@thr=0.5: 0.8836, prec@thr=0.5: 0.8837, recall@top3: 0.9668, prec@top3: 0.3382, recall@top5: 0.9782, prec@top5: 0.2058, loss: 0.0352, grad_norm: 0.4098 2021-03-04 03:11:05,035 - mmaction - INFO - Epoch [11][260/874] lr: 5.652e-03, eta: 5:59:49, time: 3.070, data_time: 0.001, memory: 10329, loss_action_cls: 0.0317, recall@thr=0.5: 0.8879, prec@thr=0.5: 0.8800, recall@top3: 0.9624, prec@top3: 0.3304, recall@top5: 0.9777, prec@top5: 0.2014, loss: 0.0317, grad_norm: 0.3938 2021-03-04 03:12:06,296 - mmaction - INFO - Epoch [11][280/874] lr: 5.652e-03, eta: 5:59:08, time: 3.063, data_time: 0.001, memory: 10329, loss_action_cls: 0.0383, recall@thr=0.5: 0.8601, prec@thr=0.5: 0.8641, recall@top3: 0.9670, prec@top3: 0.3407, recall@top5: 0.9789, prec@top5: 0.2069, loss: 0.0383, grad_norm: 0.4259 2021-03-04 03:13:01,520 - mmaction - INFO - Epoch [11][300/874] lr: 5.652e-03, eta: 5:58:21, time: 2.761, data_time: 0.001, memory: 10329, loss_action_cls: 0.0302, recall@thr=0.5: 0.9009, prec@thr=0.5: 0.8970, recall@top3: 0.9780, prec@top3: 0.3404, recall@top5: 0.9910, prec@top5: 0.2069, loss: 0.0302, grad_norm: 0.4336 2021-03-04 03:13:57,168 - mmaction - INFO - Epoch [11][320/874] lr: 5.652e-03, eta: 5:57:34, time: 2.782, data_time: 0.001, memory: 10329, loss_action_cls: 0.0356, recall@thr=0.5: 0.8661, prec@thr=0.5: 0.8684, recall@top3: 0.9656, prec@top3: 0.3394, recall@top5: 0.9767, prec@top5: 0.2060, loss: 0.0356, grad_norm: 0.4420 2021-03-04 03:14:57,261 - mmaction - INFO - Epoch [11][340/874] lr: 5.652e-03, eta: 5:56:52, time: 3.005, data_time: 0.001, memory: 10329, loss_action_cls: 0.0321, recall@thr=0.5: 0.8835, prec@thr=0.5: 0.8790, recall@top3: 0.9702, prec@top3: 0.3369, recall@top5: 0.9832, prec@top5: 0.2048, loss: 0.0321, grad_norm: 0.4065 2021-03-04 03:15:48,506 - mmaction - INFO - Epoch [11][360/874] lr: 5.652e-03, eta: 5:56:01, time: 2.562, data_time: 0.001, memory: 10329, loss_action_cls: 0.0354, recall@thr=0.5: 0.8762, prec@thr=0.5: 0.8749, recall@top3: 0.9746, prec@top3: 0.3391, recall@top5: 0.9841, prec@top5: 0.2057, loss: 0.0354, grad_norm: 0.4546 2021-03-04 03:16:44,776 - mmaction - INFO - Epoch [11][380/874] lr: 5.652e-03, eta: 5:55:15, time: 2.813, data_time: 0.064, memory: 10329, loss_action_cls: 0.0386, recall@thr=0.5: 0.8685, prec@thr=0.5: 0.8614, recall@top3: 0.9652, prec@top3: 0.3369, recall@top5: 0.9791, prec@top5: 0.2051, loss: 0.0386, grad_norm: 0.4760 2021-03-04 03:17:45,727 - mmaction - INFO - Epoch [11][400/874] lr: 5.652e-03, eta: 5:54:33, time: 3.048, data_time: 0.001, memory: 10329, loss_action_cls: 0.0382, recall@thr=0.5: 0.8589, prec@thr=0.5: 0.8564, recall@top3: 0.9683, prec@top3: 0.3377, recall@top5: 0.9779, prec@top5: 0.2045, loss: 0.0382, grad_norm: 0.4854 2021-03-04 03:18:39,175 - mmaction - INFO - Epoch [11][420/874] lr: 5.652e-03, eta: 5:53:44, time: 2.672, data_time: 0.194, memory: 10329, loss_action_cls: 0.0346, recall@thr=0.5: 0.8809, prec@thr=0.5: 0.8822, recall@top3: 0.9674, prec@top3: 0.3353, recall@top5: 0.9819, prec@top5: 0.2043, loss: 0.0346, grad_norm: 0.4921 2021-03-04 03:19:36,811 - mmaction - INFO - Epoch [11][440/874] lr: 5.652e-03, eta: 5:52:59, time: 2.880, data_time: 0.001, memory: 10329, loss_action_cls: 0.0368, recall@thr=0.5: 0.8747, prec@thr=0.5: 0.8716, recall@top3: 0.9729, prec@top3: 0.3417, recall@top5: 0.9850, prec@top5: 0.2075, loss: 0.0368, grad_norm: 0.4743 2021-03-04 03:20:30,215 - mmaction - INFO - Epoch [11][460/874] lr: 5.652e-03, eta: 5:52:10, time: 2.672, data_time: 0.002, memory: 10329, loss_action_cls: 0.0363, recall@thr=0.5: 0.8721, prec@thr=0.5: 0.8716, recall@top3: 0.9701, prec@top3: 0.3408, recall@top5: 0.9797, prec@top5: 0.2066, loss: 0.0363, grad_norm: 0.4602 2021-03-04 03:21:30,535 - mmaction - INFO - Epoch [11][480/874] lr: 5.652e-03, eta: 5:51:27, time: 3.016, data_time: 0.236, memory: 10329, loss_action_cls: 0.0337, recall@thr=0.5: 0.8795, prec@thr=0.5: 0.8811, recall@top3: 0.9699, prec@top3: 0.3439, recall@top5: 0.9803, prec@top5: 0.2085, loss: 0.0337, grad_norm: 0.4107 2021-03-04 03:22:25,117 - mmaction - INFO - Epoch [11][500/874] lr: 5.652e-03, eta: 5:50:39, time: 2.729, data_time: 0.001, memory: 10329, loss_action_cls: 0.0341, recall@thr=0.5: 0.8797, prec@thr=0.5: 0.8744, recall@top3: 0.9744, prec@top3: 0.3373, recall@top5: 0.9907, prec@top5: 0.2058, loss: 0.0341, grad_norm: 0.4429 2021-03-04 03:23:23,217 - mmaction - INFO - Epoch [11][520/874] lr: 5.652e-03, eta: 5:49:55, time: 2.905, data_time: 0.001, memory: 10329, loss_action_cls: 0.0373, recall@thr=0.5: 0.8613, prec@thr=0.5: 0.8554, recall@top3: 0.9727, prec@top3: 0.3461, recall@top5: 0.9846, prec@top5: 0.2103, loss: 0.0373, grad_norm: 0.4657 2021-03-04 03:24:20,847 - mmaction - INFO - Epoch [11][540/874] lr: 5.652e-03, eta: 5:49:09, time: 2.879, data_time: 0.001, memory: 10329, loss_action_cls: 0.0358, recall@thr=0.5: 0.8749, prec@thr=0.5: 0.8751, recall@top3: 0.9730, prec@top3: 0.3436, recall@top5: 0.9847, prec@top5: 0.2087, loss: 0.0358, grad_norm: 0.4422 2021-03-04 03:25:22,753 - mmaction - INFO - Epoch [11][560/874] lr: 5.652e-03, eta: 5:48:28, time: 3.097, data_time: 0.003, memory: 10329, loss_action_cls: 0.0370, recall@thr=0.5: 0.8706, prec@thr=0.5: 0.8629, recall@top3: 0.9667, prec@top3: 0.3348, recall@top5: 0.9774, prec@top5: 0.2033, loss: 0.0370, grad_norm: 0.4591 2021-03-04 03:26:22,711 - mmaction - INFO - Epoch [11][580/874] lr: 5.652e-03, eta: 5:47:44, time: 2.998, data_time: 0.001, memory: 10329, loss_action_cls: 0.0332, recall@thr=0.5: 0.8865, prec@thr=0.5: 0.8870, recall@top3: 0.9651, prec@top3: 0.3388, recall@top5: 0.9772, prec@top5: 0.2058, loss: 0.0332, grad_norm: 0.4286 2021-03-04 03:27:22,583 - mmaction - INFO - Epoch [11][600/874] lr: 5.652e-03, eta: 5:47:01, time: 2.994, data_time: 0.001, memory: 10329, loss_action_cls: 0.0386, recall@thr=0.5: 0.8689, prec@thr=0.5: 0.8667, recall@top3: 0.9615, prec@top3: 0.3370, recall@top5: 0.9738, prec@top5: 0.2049, loss: 0.0386, grad_norm: 0.4451 2021-03-04 03:28:25,003 - mmaction - INFO - Epoch [11][620/874] lr: 5.652e-03, eta: 5:46:19, time: 3.121, data_time: 0.001, memory: 10329, loss_action_cls: 0.0356, recall@thr=0.5: 0.8763, prec@thr=0.5: 0.8783, recall@top3: 0.9657, prec@top3: 0.3440, recall@top5: 0.9807, prec@top5: 0.2096, loss: 0.0356, grad_norm: 0.4723 2021-03-04 03:29:29,294 - mmaction - INFO - Epoch [11][640/874] lr: 5.652e-03, eta: 5:45:40, time: 3.215, data_time: 0.001, memory: 10329, loss_action_cls: 0.0336, recall@thr=0.5: 0.8825, prec@thr=0.5: 0.8752, recall@top3: 0.9746, prec@top3: 0.3394, recall@top5: 0.9845, prec@top5: 0.2058, loss: 0.0336, grad_norm: 0.4482 2021-03-04 03:30:25,402 - mmaction - INFO - Epoch [11][660/874] lr: 5.652e-03, eta: 5:44:53, time: 2.806, data_time: 0.396, memory: 10329, loss_action_cls: 0.0324, recall@thr=0.5: 0.8814, prec@thr=0.5: 0.8778, recall@top3: 0.9711, prec@top3: 0.3366, recall@top5: 0.9784, prec@top5: 0.2035, loss: 0.0324, grad_norm: 0.4190 2021-03-04 03:31:22,486 - mmaction - INFO - Epoch [11][680/874] lr: 5.652e-03, eta: 5:44:06, time: 2.854, data_time: 1.024, memory: 10329, loss_action_cls: 0.0361, recall@thr=0.5: 0.8802, prec@thr=0.5: 0.8740, recall@top3: 0.9668, prec@top3: 0.3392, recall@top5: 0.9813, prec@top5: 0.2065, loss: 0.0361, grad_norm: 0.4878 2021-03-04 03:32:19,135 - mmaction - INFO - Epoch [11][700/874] lr: 5.652e-03, eta: 5:43:20, time: 2.832, data_time: 0.050, memory: 10329, loss_action_cls: 0.0284, recall@thr=0.5: 0.8964, prec@thr=0.5: 0.8923, recall@top3: 0.9741, prec@top3: 0.3351, recall@top5: 0.9825, prec@top5: 0.2031, loss: 0.0284, grad_norm: 0.3905 2021-03-04 03:33:19,956 - mmaction - INFO - Epoch [11][720/874] lr: 5.652e-03, eta: 5:42:37, time: 3.040, data_time: 0.001, memory: 10329, loss_action_cls: 0.0320, recall@thr=0.5: 0.8917, prec@thr=0.5: 0.8949, recall@top3: 0.9689, prec@top3: 0.3391, recall@top5: 0.9826, prec@top5: 0.2062, loss: 0.0320, grad_norm: 0.4508 2021-03-04 03:34:20,117 - mmaction - INFO - Epoch [11][740/874] lr: 5.652e-03, eta: 5:41:53, time: 3.010, data_time: 0.458, memory: 10329, loss_action_cls: 0.0356, recall@thr=0.5: 0.8676, prec@thr=0.5: 0.8662, recall@top3: 0.9730, prec@top3: 0.3374, recall@top5: 0.9841, prec@top5: 0.2049, loss: 0.0356, grad_norm: 0.4978 2021-03-04 03:35:18,077 - mmaction - INFO - Epoch [11][760/874] lr: 5.652e-03, eta: 5:41:07, time: 2.898, data_time: 0.355, memory: 10329, loss_action_cls: 0.0392, recall@thr=0.5: 0.8674, prec@thr=0.5: 0.8654, recall@top3: 0.9627, prec@top3: 0.3407, recall@top5: 0.9807, prec@top5: 0.2081, loss: 0.0392, grad_norm: 0.4659 2021-03-04 03:36:27,040 - mmaction - INFO - Epoch [11][780/874] lr: 5.652e-03, eta: 5:40:31, time: 3.448, data_time: 1.260, memory: 10329, loss_action_cls: 0.0325, recall@thr=0.5: 0.8911, prec@thr=0.5: 0.8882, recall@top3: 0.9836, prec@top3: 0.3457, recall@top5: 0.9867, prec@top5: 0.2081, loss: 0.0325, grad_norm: 0.4636 2021-03-04 03:37:32,916 - mmaction - INFO - Epoch [11][800/874] lr: 5.652e-03, eta: 5:39:51, time: 3.294, data_time: 0.354, memory: 10329, loss_action_cls: 0.0328, recall@thr=0.5: 0.8745, prec@thr=0.5: 0.8744, recall@top3: 0.9686, prec@top3: 0.3354, recall@top5: 0.9768, prec@top5: 0.2029, loss: 0.0328, grad_norm: 0.4153 2021-03-04 03:38:27,304 - mmaction - INFO - Epoch [11][820/874] lr: 5.652e-03, eta: 5:39:03, time: 2.719, data_time: 0.001, memory: 10329, loss_action_cls: 0.0338, recall@thr=0.5: 0.8837, prec@thr=0.5: 0.8821, recall@top3: 0.9725, prec@top3: 0.3441, recall@top5: 0.9841, prec@top5: 0.2090, loss: 0.0338, grad_norm: 0.4365 2021-03-04 03:39:25,164 - mmaction - INFO - Epoch [11][840/874] lr: 5.652e-03, eta: 5:38:16, time: 2.891, data_time: 0.001, memory: 10329, loss_action_cls: 0.0381, recall@thr=0.5: 0.8716, prec@thr=0.5: 0.8634, recall@top3: 0.9709, prec@top3: 0.3417, recall@top5: 0.9810, prec@top5: 0.2073, loss: 0.0381, grad_norm: 0.4656 2021-03-04 03:40:22,714 - mmaction - INFO - Epoch [11][860/874] lr: 5.652e-03, eta: 5:37:30, time: 2.880, data_time: 0.035, memory: 10329, loss_action_cls: 0.0342, recall@thr=0.5: 0.8764, prec@thr=0.5: 0.8788, recall@top3: 0.9703, prec@top3: 0.3404, recall@top5: 0.9815, prec@top5: 0.2066, loss: 0.0342, grad_norm: 0.4667 2021-03-04 03:40:53,837 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-03-04 03:51:06,186 - mmaction - INFO - Evaluating mAP ... 2021-03-04 03:51:55,983 - mmaction - INFO - mAP@0.5IOU 0.3346 2021-03-04 03:51:56,046 - mmaction - INFO - Epoch(val) [11][874] mAP@0.5IOU: 0.3346 2021-03-04 03:53:22,339 - mmaction - INFO - Epoch [12][20/874] lr: 5.652e-03, eta: 5:36:02, time: 4.314, data_time: 3.273, memory: 10329, loss_action_cls: 0.0366, recall@thr=0.5: 0.8743, prec@thr=0.5: 0.8740, recall@top3: 0.9602, prec@top3: 0.3346, recall@top5: 0.9762, prec@top5: 0.2042, loss: 0.0366, grad_norm: 0.4375 2021-03-04 03:54:20,239 - mmaction - INFO - Epoch [12][40/874] lr: 5.652e-03, eta: 5:35:16, time: 2.895, data_time: 1.853, memory: 10329, loss_action_cls: 0.0336, recall@thr=0.5: 0.8834, prec@thr=0.5: 0.8817, recall@top3: 0.9724, prec@top3: 0.3413, recall@top5: 0.9855, prec@top5: 0.2074, loss: 0.0336, grad_norm: 0.4291 2021-03-04 03:55:20,616 - mmaction - INFO - Epoch [12][60/874] lr: 5.652e-03, eta: 5:34:32, time: 3.019, data_time: 1.975, memory: 10329, loss_action_cls: 0.0352, recall@thr=0.5: 0.8767, prec@thr=0.5: 0.8774, recall@top3: 0.9699, prec@top3: 0.3416, recall@top5: 0.9775, prec@top5: 0.2066, loss: 0.0352, grad_norm: 0.4375 2021-03-04 03:56:16,910 - mmaction - INFO - Epoch [12][80/874] lr: 5.652e-03, eta: 5:33:44, time: 2.815, data_time: 1.718, memory: 10329, loss_action_cls: 0.0322, recall@thr=0.5: 0.8903, prec@thr=0.5: 0.8944, recall@top3: 0.9788, prec@top3: 0.3427, recall@top5: 0.9866, prec@top5: 0.2074, loss: 0.0322, grad_norm: 0.4888 2021-03-04 03:57:16,603 - mmaction - INFO - Epoch [12][100/874] lr: 5.652e-03, eta: 5:32:59, time: 2.983, data_time: 1.900, memory: 10329, loss_action_cls: 0.0309, recall@thr=0.5: 0.8927, prec@thr=0.5: 0.8861, recall@top3: 0.9686, prec@top3: 0.3401, recall@top5: 0.9824, prec@top5: 0.2071, loss: 0.0309, grad_norm: 0.4367 2021-03-04 03:58:15,741 - mmaction - INFO - Epoch [12][120/874] lr: 5.652e-03, eta: 5:32:14, time: 2.957, data_time: 1.797, memory: 10329, loss_action_cls: 0.0314, recall@thr=0.5: 0.8793, prec@thr=0.5: 0.8798, recall@top3: 0.9727, prec@top3: 0.3408, recall@top5: 0.9854, prec@top5: 0.2074, loss: 0.0314, grad_norm: 0.4281 2021-03-04 03:59:12,143 - mmaction - INFO - Epoch [12][140/874] lr: 5.652e-03, eta: 5:31:26, time: 2.821, data_time: 0.155, memory: 10329, loss_action_cls: 0.0303, recall@thr=0.5: 0.8879, prec@thr=0.5: 0.8903, recall@top3: 0.9690, prec@top3: 0.3432, recall@top5: 0.9790, prec@top5: 0.2080, loss: 0.0303, grad_norm: 0.4090 2021-03-04 04:00:10,454 - mmaction - INFO - Epoch [12][160/874] lr: 5.652e-03, eta: 5:30:40, time: 2.916, data_time: 0.186, memory: 10329, loss_action_cls: 0.0285, recall@thr=0.5: 0.9060, prec@thr=0.5: 0.8987, recall@top3: 0.9824, prec@top3: 0.3449, recall@top5: 0.9912, prec@top5: 0.2090, loss: 0.0285, grad_norm: 0.4147 2021-03-04 04:01:12,038 - mmaction - INFO - Epoch [12][180/874] lr: 5.652e-03, eta: 5:29:57, time: 3.079, data_time: 0.169, memory: 10329, loss_action_cls: 0.0362, recall@thr=0.5: 0.8696, prec@thr=0.5: 0.8655, recall@top3: 0.9700, prec@top3: 0.3369, recall@top5: 0.9824, prec@top5: 0.2046, loss: 0.0362, grad_norm: 0.5262 2021-03-04 04:02:12,003 - mmaction - INFO - Epoch [12][200/874] lr: 5.652e-03, eta: 5:29:12, time: 2.998, data_time: 0.001, memory: 10329, loss_action_cls: 0.0315, recall@thr=0.5: 0.8874, prec@thr=0.5: 0.8865, recall@top3: 0.9727, prec@top3: 0.3398, recall@top5: 0.9840, prec@top5: 0.2062, loss: 0.0315, grad_norm: 0.4652 2021-03-04 04:03:12,903 - mmaction - INFO - Epoch [12][220/874] lr: 5.652e-03, eta: 5:28:28, time: 3.045, data_time: 0.001, memory: 10329, loss_action_cls: 0.0332, recall@thr=0.5: 0.8839, prec@thr=0.5: 0.8798, recall@top3: 0.9691, prec@top3: 0.3392, recall@top5: 0.9832, prec@top5: 0.2066, loss: 0.0332, grad_norm: 0.4603 2021-03-04 04:04:12,634 - mmaction - INFO - Epoch [12][240/874] lr: 5.652e-03, eta: 5:27:42, time: 2.987, data_time: 0.001, memory: 10329, loss_action_cls: 0.0347, recall@thr=0.5: 0.8791, prec@thr=0.5: 0.8837, recall@top3: 0.9640, prec@top3: 0.3406, recall@top5: 0.9780, prec@top5: 0.2072, loss: 0.0347, grad_norm: 0.4651 2021-03-04 04:05:13,593 - mmaction - INFO - Epoch [12][260/874] lr: 5.652e-03, eta: 5:26:58, time: 3.048, data_time: 0.001, memory: 10329, loss_action_cls: 0.0337, recall@thr=0.5: 0.8842, prec@thr=0.5: 0.8798, recall@top3: 0.9623, prec@top3: 0.3355, recall@top5: 0.9794, prec@top5: 0.2049, loss: 0.0337, grad_norm: 0.4551 2021-03-04 04:06:09,051 - mmaction - INFO - Epoch [12][280/874] lr: 5.652e-03, eta: 5:26:09, time: 2.773, data_time: 0.001, memory: 10329, loss_action_cls: 0.0300, recall@thr=0.5: 0.8983, prec@thr=0.5: 0.8919, recall@top3: 0.9728, prec@top3: 0.3371, recall@top5: 0.9826, prec@top5: 0.2046, loss: 0.0300, grad_norm: 0.4492 2021-03-04 04:07:04,073 - mmaction - INFO - Epoch [12][300/874] lr: 5.652e-03, eta: 5:25:20, time: 2.751, data_time: 0.696, memory: 10329, loss_action_cls: 0.0377, recall@thr=0.5: 0.8629, prec@thr=0.5: 0.8615, recall@top3: 0.9562, prec@top3: 0.3319, recall@top5: 0.9758, prec@top5: 0.2033, loss: 0.0377, grad_norm: 0.4784 2021-03-04 04:07:58,239 - mmaction - INFO - Epoch [12][320/874] lr: 5.652e-03, eta: 5:24:31, time: 2.707, data_time: 0.475, memory: 10329, loss_action_cls: 0.0307, recall@thr=0.5: 0.8896, prec@thr=0.5: 0.8914, recall@top3: 0.9768, prec@top3: 0.3461, recall@top5: 0.9866, prec@top5: 0.2097, loss: 0.0307, grad_norm: 0.3959 2021-03-04 04:08:58,083 - mmaction - INFO - Epoch [12][340/874] lr: 5.652e-03, eta: 5:23:45, time: 2.994, data_time: 0.446, memory: 10329, loss_action_cls: 0.0315, recall@thr=0.5: 0.8907, prec@thr=0.5: 0.8886, recall@top3: 0.9784, prec@top3: 0.3417, recall@top5: 0.9874, prec@top5: 0.2070, loss: 0.0315, grad_norm: 0.4122 2021-03-04 04:10:01,658 - mmaction - INFO - Epoch [12][360/874] lr: 5.652e-03, eta: 5:23:03, time: 3.179, data_time: 0.001, memory: 10329, loss_action_cls: 0.0339, recall@thr=0.5: 0.8831, prec@thr=0.5: 0.8891, recall@top3: 0.9710, prec@top3: 0.3434, recall@top5: 0.9795, prec@top5: 0.2079, loss: 0.0339, grad_norm: 0.4395 2021-03-04 04:11:05,583 - mmaction - INFO - Epoch [12][380/874] lr: 5.652e-03, eta: 5:22:20, time: 3.196, data_time: 0.799, memory: 10329, loss_action_cls: 0.0326, recall@thr=0.5: 0.8807, prec@thr=0.5: 0.8794, recall@top3: 0.9726, prec@top3: 0.3393, recall@top5: 0.9778, prec@top5: 0.2047, loss: 0.0326, grad_norm: 0.4077 2021-03-04 04:12:04,904 - mmaction - INFO - Epoch [12][400/874] lr: 5.652e-03, eta: 5:21:34, time: 2.966, data_time: 0.023, memory: 10329, loss_action_cls: 0.0329, recall@thr=0.5: 0.8813, prec@thr=0.5: 0.8794, recall@top3: 0.9685, prec@top3: 0.3382, recall@top5: 0.9765, prec@top5: 0.2046, loss: 0.0329, grad_norm: 0.4268 2021-03-04 04:13:04,874 - mmaction - INFO - Epoch [12][420/874] lr: 5.652e-03, eta: 5:20:49, time: 2.998, data_time: 0.520, memory: 10329, loss_action_cls: 0.0313, recall@thr=0.5: 0.8916, prec@thr=0.5: 0.8850, recall@top3: 0.9685, prec@top3: 0.3425, recall@top5: 0.9863, prec@top5: 0.2092, loss: 0.0313, grad_norm: 0.4632 2021-03-04 04:14:04,063 - mmaction - INFO - Epoch [12][440/874] lr: 5.652e-03, eta: 5:20:03, time: 2.960, data_time: 0.226, memory: 10329, loss_action_cls: 0.0303, recall@thr=0.5: 0.8924, prec@thr=0.5: 0.8868, recall@top3: 0.9774, prec@top3: 0.3417, recall@top5: 0.9850, prec@top5: 0.2066, loss: 0.0303, grad_norm: 0.4304 2021-03-04 04:14:58,329 - mmaction - INFO - Epoch [12][460/874] lr: 5.652e-03, eta: 5:19:13, time: 2.713, data_time: 0.481, memory: 10329, loss_action_cls: 0.0327, recall@thr=0.5: 0.8854, prec@thr=0.5: 0.8814, recall@top3: 0.9697, prec@top3: 0.3422, recall@top5: 0.9809, prec@top5: 0.2076, loss: 0.0327, grad_norm: 0.4628 2021-03-04 04:15:52,430 - mmaction - INFO - Epoch [12][480/874] lr: 5.652e-03, eta: 5:18:23, time: 2.705, data_time: 0.590, memory: 10329, loss_action_cls: 0.0325, recall@thr=0.5: 0.8722, prec@thr=0.5: 0.8693, recall@top3: 0.9707, prec@top3: 0.3350, recall@top5: 0.9832, prec@top5: 0.2036, loss: 0.0325, grad_norm: 0.4191 2021-03-04 04:16:53,338 - mmaction - INFO - Epoch [12][500/874] lr: 5.652e-03, eta: 5:17:38, time: 3.046, data_time: 1.007, memory: 10329, loss_action_cls: 0.0301, recall@thr=0.5: 0.8939, prec@thr=0.5: 0.8869, recall@top3: 0.9724, prec@top3: 0.3386, recall@top5: 0.9812, prec@top5: 0.2050, loss: 0.0301, grad_norm: 0.4398 2021-03-04 04:17:53,822 - mmaction - INFO - Epoch [12][520/874] lr: 5.652e-03, eta: 5:16:52, time: 3.024, data_time: 0.591, memory: 10329, loss_action_cls: 0.0352, recall@thr=0.5: 0.8719, prec@thr=0.5: 0.8685, recall@top3: 0.9700, prec@top3: 0.3363, recall@top5: 0.9830, prec@top5: 0.2046, loss: 0.0352, grad_norm: 0.4866 2021-03-04 04:18:55,046 - mmaction - INFO - Epoch [12][540/874] lr: 5.652e-03, eta: 5:16:07, time: 3.062, data_time: 0.001, memory: 10329, loss_action_cls: 0.0330, recall@thr=0.5: 0.8831, prec@thr=0.5: 0.8786, recall@top3: 0.9706, prec@top3: 0.3423, recall@top5: 0.9829, prec@top5: 0.2080, loss: 0.0330, grad_norm: 0.4777 2021-03-04 04:19:50,091 - mmaction - INFO - Epoch [12][560/874] lr: 5.652e-03, eta: 5:15:18, time: 2.753, data_time: 0.001, memory: 10329, loss_action_cls: 0.0309, recall@thr=0.5: 0.8833, prec@thr=0.5: 0.8870, recall@top3: 0.9700, prec@top3: 0.3433, recall@top5: 0.9798, prec@top5: 0.2082, loss: 0.0309, grad_norm: 0.4668 2021-03-04 04:20:44,773 - mmaction - INFO - Epoch [12][580/874] lr: 5.652e-03, eta: 5:14:28, time: 2.734, data_time: 0.001, memory: 10329, loss_action_cls: 0.0307, recall@thr=0.5: 0.8949, prec@thr=0.5: 0.8935, recall@top3: 0.9717, prec@top3: 0.3394, recall@top5: 0.9837, prec@top5: 0.2062, loss: 0.0307, grad_norm: 0.4113 2021-03-04 04:21:36,869 - mmaction - INFO - Epoch [12][600/874] lr: 5.652e-03, eta: 5:13:37, time: 2.605, data_time: 0.020, memory: 10329, loss_action_cls: 0.0359, recall@thr=0.5: 0.8762, prec@thr=0.5: 0.8709, recall@top3: 0.9649, prec@top3: 0.3335, recall@top5: 0.9753, prec@top5: 0.2024, loss: 0.0359, grad_norm: 0.4849 2021-03-04 04:22:28,883 - mmaction - INFO - Epoch [12][620/874] lr: 5.652e-03, eta: 5:12:45, time: 2.601, data_time: 1.305, memory: 10329, loss_action_cls: 0.0309, recall@thr=0.5: 0.8936, prec@thr=0.5: 0.8941, recall@top3: 0.9765, prec@top3: 0.3399, recall@top5: 0.9842, prec@top5: 0.2058, loss: 0.0309, grad_norm: 0.4349 2021-03-04 04:23:26,818 - mmaction - INFO - Epoch [12][640/874] lr: 5.652e-03, eta: 5:11:58, time: 2.897, data_time: 1.470, memory: 10329, loss_action_cls: 0.0372, recall@thr=0.5: 0.8722, prec@thr=0.5: 0.8642, recall@top3: 0.9609, prec@top3: 0.3372, recall@top5: 0.9797, prec@top5: 0.2062, loss: 0.0372, grad_norm: 0.5219 2021-03-04 04:24:31,797 - mmaction - INFO - Epoch [12][660/874] lr: 5.652e-03, eta: 5:11:15, time: 3.249, data_time: 0.060, memory: 10329, loss_action_cls: 0.0346, recall@thr=0.5: 0.8791, prec@thr=0.5: 0.8771, recall@top3: 0.9692, prec@top3: 0.3421, recall@top5: 0.9758, prec@top5: 0.2068, loss: 0.0346, grad_norm: 0.4348 2021-03-04 04:25:33,202 - mmaction - INFO - Epoch [12][680/874] lr: 5.652e-03, eta: 5:10:30, time: 3.070, data_time: 0.001, memory: 10329, loss_action_cls: 0.0342, recall@thr=0.5: 0.8808, prec@thr=0.5: 0.8772, recall@top3: 0.9713, prec@top3: 0.3355, recall@top5: 0.9817, prec@top5: 0.2036, loss: 0.0342, grad_norm: 0.4533 2021-03-04 04:26:33,969 - mmaction - INFO - Epoch [12][700/874] lr: 5.652e-03, eta: 5:09:44, time: 3.038, data_time: 0.001, memory: 10329, loss_action_cls: 0.0321, recall@thr=0.5: 0.8887, prec@thr=0.5: 0.8866, recall@top3: 0.9760, prec@top3: 0.3410, recall@top5: 0.9814, prec@top5: 0.2058, loss: 0.0321, grad_norm: 0.4537 2021-03-04 04:27:18,863 - mmaction - INFO - Epoch [12][720/874] lr: 5.652e-03, eta: 5:08:47, time: 2.245, data_time: 0.002, memory: 10329, loss_action_cls: 0.0391, recall@thr=0.5: 0.8598, prec@thr=0.5: 0.8615, recall@top3: 0.9610, prec@top3: 0.3366, recall@top5: 0.9764, prec@top5: 0.2052, loss: 0.0391, grad_norm: 0.4971 2021-03-04 04:28:05,869 - mmaction - INFO - Epoch [12][740/874] lr: 5.652e-03, eta: 5:07:52, time: 2.350, data_time: 0.001, memory: 10329, loss_action_cls: 0.0281, recall@thr=0.5: 0.9047, prec@thr=0.5: 0.9053, recall@top3: 0.9801, prec@top3: 0.3441, recall@top5: 0.9852, prec@top5: 0.2076, loss: 0.0281, grad_norm: 0.4146 2021-03-04 04:28:50,820 - mmaction - INFO - Epoch [12][760/874] lr: 5.652e-03, eta: 5:06:56, time: 2.247, data_time: 0.263, memory: 10329, loss_action_cls: 0.0338, recall@thr=0.5: 0.8884, prec@thr=0.5: 0.8865, recall@top3: 0.9587, prec@top3: 0.3345, recall@top5: 0.9715, prec@top5: 0.2033, loss: 0.0338, grad_norm: 0.4403 2021-03-04 04:29:35,031 - mmaction - INFO - Epoch [12][780/874] lr: 5.652e-03, eta: 5:05:59, time: 2.211, data_time: 0.537, memory: 10329, loss_action_cls: 0.0356, recall@thr=0.5: 0.8779, prec@thr=0.5: 0.8741, recall@top3: 0.9677, prec@top3: 0.3392, recall@top5: 0.9765, prec@top5: 0.2055, loss: 0.0356, grad_norm: 0.4491 2021-03-04 04:30:20,895 - mmaction - INFO - Epoch [12][800/874] lr: 5.652e-03, eta: 5:05:03, time: 2.292, data_time: 0.957, memory: 10329, loss_action_cls: 0.0318, recall@thr=0.5: 0.8841, prec@thr=0.5: 0.8841, recall@top3: 0.9728, prec@top3: 0.3361, recall@top5: 0.9830, prec@top5: 0.2041, loss: 0.0318, grad_norm: 0.4046 2021-03-04 04:31:08,802 - mmaction - INFO - Epoch [12][820/874] lr: 5.652e-03, eta: 5:04:08, time: 2.396, data_time: 1.313, memory: 10329, loss_action_cls: 0.0288, recall@thr=0.5: 0.9016, prec@thr=0.5: 0.9043, recall@top3: 0.9728, prec@top3: 0.3425, recall@top5: 0.9802, prec@top5: 0.2070, loss: 0.0288, grad_norm: 0.3656 2021-03-04 04:31:54,569 - mmaction - INFO - Epoch [12][840/874] lr: 5.652e-03, eta: 5:03:12, time: 2.288, data_time: 1.245, memory: 10329, loss_action_cls: 0.0282, recall@thr=0.5: 0.8971, prec@thr=0.5: 0.8958, recall@top3: 0.9749, prec@top3: 0.3403, recall@top5: 0.9824, prec@top5: 0.2057, loss: 0.0282, grad_norm: 0.4052 2021-03-04 04:32:42,651 - mmaction - INFO - Epoch [12][860/874] lr: 5.652e-03, eta: 5:02:18, time: 2.404, data_time: 1.138, memory: 10329, loss_action_cls: 0.0348, recall@thr=0.5: 0.8710, prec@thr=0.5: 0.8731, recall@top3: 0.9641, prec@top3: 0.3404, recall@top5: 0.9778, prec@top5: 0.2070, loss: 0.0348, grad_norm: 0.5030 2021-03-04 04:33:07,272 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-03-04 04:41:24,669 - mmaction - INFO - Evaluating mAP ... 2021-03-04 04:42:04,962 - mmaction - INFO - mAP@0.5IOU 0.3359 2021-03-04 04:42:05,005 - mmaction - INFO - Epoch(val) [12][874] mAP@0.5IOU: 0.3359 2021-03-04 04:43:08,660 - mmaction - INFO - Epoch [13][20/874] lr: 5.652e-03, eta: 5:00:34, time: 3.182, data_time: 2.099, memory: 10329, loss_action_cls: 0.0349, recall@thr=0.5: 0.8810, prec@thr=0.5: 0.8781, recall@top3: 0.9609, prec@top3: 0.3344, recall@top5: 0.9723, prec@top5: 0.2031, loss: 0.0349, grad_norm: 0.4515 2021-03-04 04:43:57,524 - mmaction - INFO - Epoch [13][40/874] lr: 5.652e-03, eta: 4:59:40, time: 2.443, data_time: 1.401, memory: 10329, loss_action_cls: 0.0306, recall@thr=0.5: 0.9007, prec@thr=0.5: 0.8966, recall@top3: 0.9764, prec@top3: 0.3412, recall@top5: 0.9833, prec@top5: 0.2064, loss: 0.0306, grad_norm: 0.4614 2021-03-04 04:44:45,756 - mmaction - INFO - Epoch [13][60/874] lr: 5.652e-03, eta: 4:58:46, time: 2.412, data_time: 1.368, memory: 10329, loss_action_cls: 0.0256, recall@thr=0.5: 0.9075, prec@thr=0.5: 0.9049, recall@top3: 0.9757, prec@top3: 0.3370, recall@top5: 0.9844, prec@top5: 0.2040, loss: 0.0256, grad_norm: 0.3699 2021-03-04 04:45:29,005 - mmaction - INFO - Epoch [13][80/874] lr: 5.652e-03, eta: 4:57:49, time: 2.163, data_time: 1.129, memory: 10329, loss_action_cls: 0.0269, recall@thr=0.5: 0.9018, prec@thr=0.5: 0.9037, recall@top3: 0.9750, prec@top3: 0.3414, recall@top5: 0.9809, prec@top5: 0.2062, loss: 0.0269, grad_norm: 0.3697 2021-03-04 04:46:17,411 - mmaction - INFO - Epoch [13][100/874] lr: 5.652e-03, eta: 4:56:55, time: 2.420, data_time: 1.362, memory: 10329, loss_action_cls: 0.0292, recall@thr=0.5: 0.8991, prec@thr=0.5: 0.8939, recall@top3: 0.9732, prec@top3: 0.3403, recall@top5: 0.9816, prec@top5: 0.2060, loss: 0.0292, grad_norm: 0.4299 2021-03-04 04:47:06,211 - mmaction - INFO - Epoch [13][120/874] lr: 5.652e-03, eta: 4:56:02, time: 2.440, data_time: 1.390, memory: 10329, loss_action_cls: 0.0271, recall@thr=0.5: 0.9079, prec@thr=0.5: 0.9060, recall@top3: 0.9718, prec@top3: 0.3409, recall@top5: 0.9825, prec@top5: 0.2067, loss: 0.0271, grad_norm: 0.4114 2021-03-04 04:47:50,927 - mmaction - INFO - Epoch [13][140/874] lr: 5.652e-03, eta: 4:55:05, time: 2.236, data_time: 1.193, memory: 10329, loss_action_cls: 0.0307, recall@thr=0.5: 0.8872, prec@thr=0.5: 0.8877, recall@top3: 0.9723, prec@top3: 0.3403, recall@top5: 0.9785, prec@top5: 0.2054, loss: 0.0307, grad_norm: 0.4568 2021-03-04 04:48:39,474 - mmaction - INFO - Epoch [13][160/874] lr: 5.652e-03, eta: 4:54:12, time: 2.427, data_time: 1.381, memory: 10329, loss_action_cls: 0.0303, recall@thr=0.5: 0.9002, prec@thr=0.5: 0.8952, recall@top3: 0.9678, prec@top3: 0.3395, recall@top5: 0.9802, prec@top5: 0.2063, loss: 0.0303, grad_norm: 0.4706 2021-03-04 04:49:30,292 - mmaction - INFO - Epoch [13][180/874] lr: 5.652e-03, eta: 4:53:20, time: 2.541, data_time: 1.498, memory: 10329, loss_action_cls: 0.0279, recall@thr=0.5: 0.8998, prec@thr=0.5: 0.8946, recall@top3: 0.9730, prec@top3: 0.3376, recall@top5: 0.9824, prec@top5: 0.2047, loss: 0.0279, grad_norm: 0.4203 2021-03-04 04:50:14,339 - mmaction - INFO - Epoch [13][200/874] lr: 5.652e-03, eta: 4:52:23, time: 2.202, data_time: 1.160, memory: 10329, loss_action_cls: 0.0315, recall@thr=0.5: 0.8860, prec@thr=0.5: 0.8877, recall@top3: 0.9675, prec@top3: 0.3423, recall@top5: 0.9746, prec@top5: 0.2069, loss: 0.0315, grad_norm: 0.4766 2021-03-04 04:50:59,329 - mmaction - INFO - Epoch [13][220/874] lr: 5.652e-03, eta: 4:51:27, time: 2.250, data_time: 1.180, memory: 10329, loss_action_cls: 0.0321, recall@thr=0.5: 0.8860, prec@thr=0.5: 0.8855, recall@top3: 0.9691, prec@top3: 0.3372, recall@top5: 0.9799, prec@top5: 0.2046, loss: 0.0321, grad_norm: 0.4643 2021-03-04 04:51:49,035 - mmaction - INFO - Epoch [13][240/874] lr: 5.652e-03, eta: 4:50:34, time: 2.485, data_time: 1.070, memory: 10329, loss_action_cls: 0.0299, recall@thr=0.5: 0.8933, prec@thr=0.5: 0.8882, recall@top3: 0.9679, prec@top3: 0.3369, recall@top5: 0.9812, prec@top5: 0.2050, loss: 0.0299, grad_norm: 0.4191 2021-03-04 04:52:33,904 - mmaction - INFO - Epoch [13][260/874] lr: 5.652e-03, eta: 4:49:38, time: 2.241, data_time: 0.699, memory: 10329, loss_action_cls: 0.0366, recall@thr=0.5: 0.8769, prec@thr=0.5: 0.8750, recall@top3: 0.9634, prec@top3: 0.3311, recall@top5: 0.9774, prec@top5: 0.2016, loss: 0.0366, grad_norm: 0.4846 2021-03-04 04:53:22,694 - mmaction - INFO - Epoch [13][280/874] lr: 5.652e-03, eta: 4:48:45, time: 2.442, data_time: 0.238, memory: 10329, loss_action_cls: 0.0300, recall@thr=0.5: 0.8879, prec@thr=0.5: 0.8837, recall@top3: 0.9714, prec@top3: 0.3385, recall@top5: 0.9796, prec@top5: 0.2049, loss: 0.0300, grad_norm: 0.4283 2021-03-04 04:54:07,621 - mmaction - INFO - Epoch [13][300/874] lr: 5.652e-03, eta: 4:47:49, time: 2.247, data_time: 0.001, memory: 10329, loss_action_cls: 0.0287, recall@thr=0.5: 0.9038, prec@thr=0.5: 0.9048, recall@top3: 0.9717, prec@top3: 0.3438, recall@top5: 0.9799, prec@top5: 0.2081, loss: 0.0287, grad_norm: 0.4324 2021-03-04 04:54:54,949 - mmaction - INFO - Epoch [13][320/874] lr: 5.652e-03, eta: 4:46:55, time: 2.363, data_time: 0.001, memory: 10329, loss_action_cls: 0.0305, recall@thr=0.5: 0.8925, prec@thr=0.5: 0.8897, recall@top3: 0.9690, prec@top3: 0.3378, recall@top5: 0.9809, prec@top5: 0.2053, loss: 0.0305, grad_norm: 0.4504 2021-03-04 04:55:39,427 - mmaction - INFO - Epoch [13][340/874] lr: 5.652e-03, eta: 4:45:59, time: 2.227, data_time: 0.004, memory: 10329, loss_action_cls: 0.0310, recall@thr=0.5: 0.8949, prec@thr=0.5: 0.8884, recall@top3: 0.9733, prec@top3: 0.3399, recall@top5: 0.9835, prec@top5: 0.2063, loss: 0.0310, grad_norm: 0.4346 2021-03-04 04:56:25,611 - mmaction - INFO - Epoch [13][360/874] lr: 5.652e-03, eta: 4:45:04, time: 2.309, data_time: 0.001, memory: 10329, loss_action_cls: 0.0274, recall@thr=0.5: 0.9100, prec@thr=0.5: 0.9047, recall@top3: 0.9779, prec@top3: 0.3424, recall@top5: 0.9829, prec@top5: 0.2065, loss: 0.0274, grad_norm: 0.4431 2021-03-04 04:57:12,139 - mmaction - INFO - Epoch [13][380/874] lr: 5.652e-03, eta: 4:44:09, time: 2.326, data_time: 0.001, memory: 10329, loss_action_cls: 0.0308, recall@thr=0.5: 0.8935, prec@thr=0.5: 0.8945, recall@top3: 0.9687, prec@top3: 0.3396, recall@top5: 0.9834, prec@top5: 0.2067, loss: 0.0308, grad_norm: 0.4406 2021-03-04 04:58:02,050 - mmaction - INFO - Epoch [13][400/874] lr: 5.652e-03, eta: 4:43:17, time: 2.495, data_time: 0.046, memory: 10329, loss_action_cls: 0.0299, recall@thr=0.5: 0.8889, prec@thr=0.5: 0.8892, recall@top3: 0.9746, prec@top3: 0.3411, recall@top5: 0.9835, prec@top5: 0.2068, loss: 0.0299, grad_norm: 0.4145 2021-03-04 04:58:47,901 - mmaction - INFO - Epoch [13][420/874] lr: 5.652e-03, eta: 4:42:22, time: 2.293, data_time: 0.096, memory: 10329, loss_action_cls: 0.0299, recall@thr=0.5: 0.8923, prec@thr=0.5: 0.8882, recall@top3: 0.9675, prec@top3: 0.3381, recall@top5: 0.9800, prec@top5: 0.2054, loss: 0.0299, grad_norm: 0.4135 2021-03-04 04:59:32,895 - mmaction - INFO - Epoch [13][440/874] lr: 5.652e-03, eta: 4:41:26, time: 2.250, data_time: 0.303, memory: 10329, loss_action_cls: 0.0251, recall@thr=0.5: 0.9133, prec@thr=0.5: 0.9156, recall@top3: 0.9814, prec@top3: 0.3458, recall@top5: 0.9876, prec@top5: 0.2087, loss: 0.0251, grad_norm: 0.4453 2021-03-04 05:00:21,689 - mmaction - INFO - Epoch [13][460/874] lr: 5.652e-03, eta: 4:40:33, time: 2.440, data_time: 0.097, memory: 10329, loss_action_cls: 0.0301, recall@thr=0.5: 0.8923, prec@thr=0.5: 0.8913, recall@top3: 0.9698, prec@top3: 0.3400, recall@top5: 0.9831, prec@top5: 0.2068, loss: 0.0301, grad_norm: 0.4449 2021-03-04 05:01:07,662 - mmaction - INFO - Epoch [13][480/874] lr: 5.652e-03, eta: 4:39:38, time: 2.298, data_time: 0.001, memory: 10329, loss_action_cls: 0.0330, recall@thr=0.5: 0.8800, prec@thr=0.5: 0.8820, recall@top3: 0.9625, prec@top3: 0.3386, recall@top5: 0.9789, prec@top5: 0.2066, loss: 0.0330, grad_norm: 0.4704 2021-03-04 05:01:52,218 - mmaction - INFO - Epoch [13][500/874] lr: 5.652e-03, eta: 4:38:43, time: 2.229, data_time: 0.002, memory: 10329, loss_action_cls: 0.0311, recall@thr=0.5: 0.8908, prec@thr=0.5: 0.8895, recall@top3: 0.9719, prec@top3: 0.3361, recall@top5: 0.9839, prec@top5: 0.2040, loss: 0.0311, grad_norm: 0.5232 2021-03-04 05:02:36,792 - mmaction - INFO - Epoch [13][520/874] lr: 5.652e-03, eta: 4:37:47, time: 2.229, data_time: 0.639, memory: 10329, loss_action_cls: 0.0334, recall@thr=0.5: 0.8930, prec@thr=0.5: 0.8924, recall@top3: 0.9693, prec@top3: 0.3444, recall@top5: 0.9745, prec@top5: 0.2078, loss: 0.0334, grad_norm: 0.4556 2021-03-04 05:03:27,869 - mmaction - INFO - Epoch [13][540/874] lr: 5.652e-03, eta: 4:36:55, time: 2.552, data_time: 1.326, memory: 10329, loss_action_cls: 0.0347, recall@thr=0.5: 0.8631, prec@thr=0.5: 0.8651, recall@top3: 0.9613, prec@top3: 0.3325, recall@top5: 0.9719, prec@top5: 0.2020, loss: 0.0347, grad_norm: 0.3945 2021-03-04 05:04:16,040 - mmaction - INFO - Epoch [13][560/874] lr: 5.652e-03, eta: 4:36:02, time: 2.408, data_time: 0.160, memory: 10329, loss_action_cls: 0.0259, recall@thr=0.5: 0.9052, prec@thr=0.5: 0.9034, recall@top3: 0.9726, prec@top3: 0.3401, recall@top5: 0.9864, prec@top5: 0.2070, loss: 0.0259, grad_norm: 0.4008 2021-03-04 05:05:04,203 - mmaction - INFO - Epoch [13][580/874] lr: 5.652e-03, eta: 4:35:08, time: 2.411, data_time: 0.003, memory: 10329, loss_action_cls: 0.0308, recall@thr=0.5: 0.8879, prec@thr=0.5: 0.8868, recall@top3: 0.9715, prec@top3: 0.3392, recall@top5: 0.9798, prec@top5: 0.2056, loss: 0.0308, grad_norm: 0.4334 2021-03-04 05:05:48,619 - mmaction - INFO - Epoch [13][600/874] lr: 5.652e-03, eta: 4:34:13, time: 2.221, data_time: 0.001, memory: 10329, loss_action_cls: 0.0348, recall@thr=0.5: 0.8794, prec@thr=0.5: 0.8762, recall@top3: 0.9653, prec@top3: 0.3361, recall@top5: 0.9764, prec@top5: 0.2041, loss: 0.0348, grad_norm: 0.4632 2021-03-04 05:06:37,251 - mmaction - INFO - Epoch [13][620/874] lr: 5.652e-03, eta: 4:33:20, time: 2.432, data_time: 0.632, memory: 10329, loss_action_cls: 0.0332, recall@thr=0.5: 0.8783, prec@thr=0.5: 0.8770, recall@top3: 0.9649, prec@top3: 0.3350, recall@top5: 0.9764, prec@top5: 0.2034, loss: 0.0332, grad_norm: 0.4097 2021-03-04 05:07:23,269 - mmaction - INFO - Epoch [13][640/874] lr: 5.652e-03, eta: 4:32:25, time: 2.301, data_time: 0.001, memory: 10329, loss_action_cls: 0.0327, recall@thr=0.5: 0.8841, prec@thr=0.5: 0.8891, recall@top3: 0.9706, prec@top3: 0.3420, recall@top5: 0.9795, prec@top5: 0.2071, loss: 0.0327, grad_norm: 0.4406 2021-03-04 05:08:11,606 - mmaction - INFO - Epoch [13][660/874] lr: 5.652e-03, eta: 4:31:32, time: 2.416, data_time: 0.001, memory: 10329, loss_action_cls: 0.0333, recall@thr=0.5: 0.8866, prec@thr=0.5: 0.8843, recall@top3: 0.9722, prec@top3: 0.3406, recall@top5: 0.9822, prec@top5: 0.2064, loss: 0.0333, grad_norm: 0.4879 2021-03-04 05:08:56,028 - mmaction - INFO - Epoch [13][680/874] lr: 5.652e-03, eta: 4:30:36, time: 2.221, data_time: 0.001, memory: 10329, loss_action_cls: 0.0322, recall@thr=0.5: 0.8828, prec@thr=0.5: 0.8814, recall@top3: 0.9696, prec@top3: 0.3395, recall@top5: 0.9808, prec@top5: 0.2060, loss: 0.0322, grad_norm: 0.4574 2021-03-04 05:09:38,298 - mmaction - INFO - Epoch [13][700/874] lr: 5.652e-03, eta: 4:29:40, time: 2.114, data_time: 0.001, memory: 10329, loss_action_cls: 0.0320, recall@thr=0.5: 0.8900, prec@thr=0.5: 0.8869, recall@top3: 0.9635, prec@top3: 0.3347, recall@top5: 0.9778, prec@top5: 0.2041, loss: 0.0320, grad_norm: 0.4458 2021-03-04 05:10:25,255 - mmaction - INFO - Epoch [13][720/874] lr: 5.652e-03, eta: 4:28:46, time: 2.348, data_time: 0.182, memory: 10329, loss_action_cls: 0.0272, recall@thr=0.5: 0.8968, prec@thr=0.5: 0.8916, recall@top3: 0.9720, prec@top3: 0.3371, recall@top5: 0.9830, prec@top5: 0.2045, loss: 0.0272, grad_norm: 0.4323 2021-03-04 05:11:15,892 - mmaction - INFO - Epoch [13][740/874] lr: 5.652e-03, eta: 4:27:54, time: 2.532, data_time: 1.092, memory: 10329, loss_action_cls: 0.0335, recall@thr=0.5: 0.8765, prec@thr=0.5: 0.8763, recall@top3: 0.9672, prec@top3: 0.3355, recall@top5: 0.9810, prec@top5: 0.2042, loss: 0.0335, grad_norm: 0.4808 2021-03-04 05:12:02,950 - mmaction - INFO - Epoch [13][760/874] lr: 5.652e-03, eta: 4:27:00, time: 2.353, data_time: 1.150, memory: 10329, loss_action_cls: 0.0300, recall@thr=0.5: 0.8894, prec@thr=0.5: 0.8893, recall@top3: 0.9758, prec@top3: 0.3440, recall@top5: 0.9837, prec@top5: 0.2080, loss: 0.0300, grad_norm: 0.4581 2021-03-04 05:12:49,538 - mmaction - INFO - Epoch [13][780/874] lr: 5.652e-03, eta: 4:26:06, time: 2.329, data_time: 1.292, memory: 10329, loss_action_cls: 0.0283, recall@thr=0.5: 0.8933, prec@thr=0.5: 0.8924, recall@top3: 0.9766, prec@top3: 0.3483, recall@top5: 0.9837, prec@top5: 0.2104, loss: 0.0283, grad_norm: 0.4324 2021-03-04 05:13:34,786 - mmaction - INFO - Epoch [13][800/874] lr: 5.652e-03, eta: 4:25:11, time: 2.262, data_time: 0.935, memory: 10329, loss_action_cls: 0.0302, recall@thr=0.5: 0.8951, prec@thr=0.5: 0.8928, recall@top3: 0.9684, prec@top3: 0.3405, recall@top5: 0.9865, prec@top5: 0.2081, loss: 0.0302, grad_norm: 0.4567 2021-03-04 05:14:20,395 - mmaction - INFO - Epoch [13][820/874] lr: 5.652e-03, eta: 4:24:17, time: 2.280, data_time: 1.235, memory: 10329, loss_action_cls: 0.0309, recall@thr=0.5: 0.8890, prec@thr=0.5: 0.8924, recall@top3: 0.9786, prec@top3: 0.3452, recall@top5: 0.9856, prec@top5: 0.2088, loss: 0.0309, grad_norm: 0.4655 2021-03-04 05:15:04,630 - mmaction - INFO - Epoch [13][840/874] lr: 5.652e-03, eta: 4:23:22, time: 2.210, data_time: 0.950, memory: 10329, loss_action_cls: 0.0329, recall@thr=0.5: 0.8963, prec@thr=0.5: 0.8947, recall@top3: 0.9614, prec@top3: 0.3349, recall@top5: 0.9795, prec@top5: 0.2048, loss: 0.0329, grad_norm: 0.4628 2021-03-04 05:15:50,525 - mmaction - INFO - Epoch [13][860/874] lr: 5.652e-03, eta: 4:22:27, time: 2.297, data_time: 1.247, memory: 10329, loss_action_cls: 0.0301, recall@thr=0.5: 0.9033, prec@thr=0.5: 0.9014, recall@top3: 0.9712, prec@top3: 0.3410, recall@top5: 0.9856, prec@top5: 0.2077, loss: 0.0301, grad_norm: 0.3917 2021-03-04 05:16:15,105 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-03-04 05:24:18,736 - mmaction - INFO - Evaluating mAP ... 2021-03-04 05:24:55,389 - mmaction - INFO - mAP@0.5IOU 0.3363 2021-03-04 05:24:55,432 - mmaction - INFO - Epoch(val) [13][874] mAP@0.5IOU: 0.3363 2021-03-04 05:25:53,771 - mmaction - INFO - Epoch [14][20/874] lr: 5.652e-03, eta: 4:20:44, time: 2.917, data_time: 1.876, memory: 10329, loss_action_cls: 0.0325, recall@thr=0.5: 0.8837, prec@thr=0.5: 0.8819, recall@top3: 0.9634, prec@top3: 0.3373, recall@top5: 0.9747, prec@top5: 0.2047, loss: 0.0325, grad_norm: 0.4454 2021-03-04 05:26:40,427 - mmaction - INFO - Epoch [14][40/874] lr: 5.652e-03, eta: 4:19:51, time: 2.329, data_time: 1.278, memory: 10329, loss_action_cls: 0.0274, recall@thr=0.5: 0.8988, prec@thr=0.5: 0.8977, recall@top3: 0.9760, prec@top3: 0.3419, recall@top5: 0.9844, prec@top5: 0.2068, loss: 0.0274, grad_norm: 0.3776 2021-03-04 05:27:25,541 - mmaction - INFO - Epoch [14][60/874] lr: 5.652e-03, eta: 4:18:56, time: 2.259, data_time: 1.044, memory: 10329, loss_action_cls: 0.0294, recall@thr=0.5: 0.8967, prec@thr=0.5: 0.8947, recall@top3: 0.9686, prec@top3: 0.3369, recall@top5: 0.9854, prec@top5: 0.2056, loss: 0.0294, grad_norm: 0.3992 2021-03-04 05:28:10,025 - mmaction - INFO - Epoch [14][80/874] lr: 5.652e-03, eta: 4:18:01, time: 2.224, data_time: 0.949, memory: 10329, loss_action_cls: 0.0291, recall@thr=0.5: 0.9053, prec@thr=0.5: 0.9035, recall@top3: 0.9717, prec@top3: 0.3441, recall@top5: 0.9838, prec@top5: 0.2089, loss: 0.0291, grad_norm: 0.4331 2021-03-04 05:28:56,909 - mmaction - INFO - Epoch [14][100/874] lr: 5.652e-03, eta: 4:17:07, time: 2.344, data_time: 0.608, memory: 10329, loss_action_cls: 0.0276, recall@thr=0.5: 0.9000, prec@thr=0.5: 0.8945, recall@top3: 0.9732, prec@top3: 0.3402, recall@top5: 0.9835, prec@top5: 0.2063, loss: 0.0276, grad_norm: 0.4184 2021-03-04 05:29:41,315 - mmaction - INFO - Epoch [14][120/874] lr: 5.652e-03, eta: 4:16:13, time: 2.220, data_time: 0.731, memory: 10329, loss_action_cls: 0.0258, recall@thr=0.5: 0.9069, prec@thr=0.5: 0.9055, recall@top3: 0.9795, prec@top3: 0.3417, recall@top5: 0.9848, prec@top5: 0.2061, loss: 0.0258, grad_norm: 0.3929 2021-03-04 05:30:26,044 - mmaction - INFO - Epoch [14][140/874] lr: 5.652e-03, eta: 4:15:18, time: 2.237, data_time: 1.189, memory: 10329, loss_action_cls: 0.0248, recall@thr=0.5: 0.9202, prec@thr=0.5: 0.9155, recall@top3: 0.9746, prec@top3: 0.3426, recall@top5: 0.9809, prec@top5: 0.2069, loss: 0.0248, grad_norm: 0.3971 2021-03-04 05:31:09,763 - mmaction - INFO - Epoch [14][160/874] lr: 5.652e-03, eta: 4:14:23, time: 2.186, data_time: 1.145, memory: 10329, loss_action_cls: 0.0248, recall@thr=0.5: 0.9129, prec@thr=0.5: 0.9124, recall@top3: 0.9748, prec@top3: 0.3364, recall@top5: 0.9820, prec@top5: 0.2033, loss: 0.0248, grad_norm: 0.4101 2021-03-04 05:31:53,483 - mmaction - INFO - Epoch [14][180/874] lr: 5.652e-03, eta: 4:13:28, time: 2.186, data_time: 1.135, memory: 10329, loss_action_cls: 0.0268, recall@thr=0.5: 0.8984, prec@thr=0.5: 0.9010, recall@top3: 0.9666, prec@top3: 0.3401, recall@top5: 0.9752, prec@top5: 0.2061, loss: 0.0268, grad_norm: 0.3608 2021-03-04 05:32:40,404 - mmaction - INFO - Epoch [14][200/874] lr: 5.652e-03, eta: 4:12:34, time: 2.346, data_time: 1.301, memory: 10329, loss_action_cls: 0.0284, recall@thr=0.5: 0.9027, prec@thr=0.5: 0.8971, recall@top3: 0.9752, prec@top3: 0.3413, recall@top5: 0.9816, prec@top5: 0.2062, loss: 0.0284, grad_norm: 0.4553 2021-03-04 05:33:24,364 - mmaction - INFO - Epoch [14][220/874] lr: 5.652e-03, eta: 4:11:39, time: 2.198, data_time: 1.156, memory: 10329, loss_action_cls: 0.0344, recall@thr=0.5: 0.8778, prec@thr=0.5: 0.8790, recall@top3: 0.9687, prec@top3: 0.3397, recall@top5: 0.9789, prec@top5: 0.2059, loss: 0.0344, grad_norm: 0.4664 2021-03-04 05:34:10,134 - mmaction - INFO - Epoch [14][240/874] lr: 5.652e-03, eta: 4:10:45, time: 2.288, data_time: 1.244, memory: 10329, loss_action_cls: 0.0282, recall@thr=0.5: 0.9022, prec@thr=0.5: 0.9013, recall@top3: 0.9699, prec@top3: 0.3388, recall@top5: 0.9818, prec@top5: 0.2056, loss: 0.0282, grad_norm: 0.4606 2021-03-04 05:34:55,750 - mmaction - INFO - Epoch [14][260/874] lr: 5.652e-03, eta: 4:09:51, time: 2.279, data_time: 1.161, memory: 10329, loss_action_cls: 0.0294, recall@thr=0.5: 0.8943, prec@thr=0.5: 0.8940, recall@top3: 0.9714, prec@top3: 0.3399, recall@top5: 0.9816, prec@top5: 0.2063, loss: 0.0294, grad_norm: 0.4158 2021-03-04 05:35:40,916 - mmaction - INFO - Epoch [14][280/874] lr: 5.652e-03, eta: 4:08:57, time: 2.260, data_time: 0.696, memory: 10329, loss_action_cls: 0.0298, recall@thr=0.5: 0.9007, prec@thr=0.5: 0.9058, recall@top3: 0.9619, prec@top3: 0.3367, recall@top5: 0.9776, prec@top5: 0.2054, loss: 0.0298, grad_norm: 0.4047 2021-03-04 05:36:24,739 - mmaction - INFO - Epoch [14][300/874] lr: 5.652e-03, eta: 4:08:02, time: 2.191, data_time: 0.309, memory: 10329, loss_action_cls: 0.0321, recall@thr=0.5: 0.8955, prec@thr=0.5: 0.8904, recall@top3: 0.9632, prec@top3: 0.3350, recall@top5: 0.9739, prec@top5: 0.2031, loss: 0.0321, grad_norm: 0.4605 2021-03-04 05:37:10,197 - mmaction - INFO - Epoch [14][320/874] lr: 5.652e-03, eta: 4:07:08, time: 2.271, data_time: 0.598, memory: 10329, loss_action_cls: 0.0298, recall@thr=0.5: 0.8916, prec@thr=0.5: 0.8939, recall@top3: 0.9727, prec@top3: 0.3430, recall@top5: 0.9786, prec@top5: 0.2071, loss: 0.0298, grad_norm: 0.4578 2021-03-04 05:37:58,707 - mmaction - INFO - Epoch [14][340/874] lr: 5.652e-03, eta: 4:06:16, time: 2.428, data_time: 0.215, memory: 10329, loss_action_cls: 0.0269, recall@thr=0.5: 0.9057, prec@thr=0.5: 0.8986, recall@top3: 0.9768, prec@top3: 0.3401, recall@top5: 0.9865, prec@top5: 0.2062, loss: 0.0269, grad_norm: 0.4126 2021-03-04 05:38:44,310 - mmaction - INFO - Epoch [14][360/874] lr: 5.652e-03, eta: 4:05:22, time: 2.280, data_time: 0.715, memory: 10329, loss_action_cls: 0.0320, recall@thr=0.5: 0.8873, prec@thr=0.5: 0.8843, recall@top3: 0.9688, prec@top3: 0.3368, recall@top5: 0.9786, prec@top5: 0.2042, loss: 0.0320, grad_norm: 0.4480 2021-03-04 05:39:29,279 - mmaction - INFO - Epoch [14][380/874] lr: 5.652e-03, eta: 4:04:28, time: 2.248, data_time: 0.341, memory: 10329, loss_action_cls: 0.0313, recall@thr=0.5: 0.8885, prec@thr=0.5: 0.8919, recall@top3: 0.9670, prec@top3: 0.3433, recall@top5: 0.9712, prec@top5: 0.2069, loss: 0.0313, grad_norm: 0.4553 2021-03-04 05:40:13,563 - mmaction - INFO - Epoch [14][400/874] lr: 5.652e-03, eta: 4:03:33, time: 2.214, data_time: 0.260, memory: 10329, loss_action_cls: 0.0257, recall@thr=0.5: 0.9109, prec@thr=0.5: 0.9101, recall@top3: 0.9784, prec@top3: 0.3419, recall@top5: 0.9863, prec@top5: 0.2068, loss: 0.0257, grad_norm: 0.4192 2021-03-04 05:40:56,095 - mmaction - INFO - Epoch [14][420/874] lr: 5.652e-03, eta: 4:02:38, time: 2.127, data_time: 0.001, memory: 10329, loss_action_cls: 0.0270, recall@thr=0.5: 0.9035, prec@thr=0.5: 0.9011, recall@top3: 0.9803, prec@top3: 0.3362, recall@top5: 0.9863, prec@top5: 0.2031, loss: 0.0270, grad_norm: 0.4355 2021-03-04 05:41:40,234 - mmaction - INFO - Epoch [14][440/874] lr: 5.652e-03, eta: 4:01:44, time: 2.207, data_time: 0.115, memory: 10329, loss_action_cls: 0.0284, recall@thr=0.5: 0.9029, prec@thr=0.5: 0.9010, recall@top3: 0.9722, prec@top3: 0.3406, recall@top5: 0.9849, prec@top5: 0.2071, loss: 0.0284, grad_norm: 0.4123 2021-03-04 05:42:25,224 - mmaction - INFO - Epoch [14][460/874] lr: 5.652e-03, eta: 4:00:50, time: 2.249, data_time: 0.001, memory: 10329, loss_action_cls: 0.0268, recall@thr=0.5: 0.9119, prec@thr=0.5: 0.9084, recall@top3: 0.9725, prec@top3: 0.3383, recall@top5: 0.9832, prec@top5: 0.2053, loss: 0.0268, grad_norm: 0.3992 2021-03-04 05:43:15,479 - mmaction - INFO - Epoch [14][480/874] lr: 5.652e-03, eta: 3:59:58, time: 2.513, data_time: 0.001, memory: 10329, loss_action_cls: 0.0268, recall@thr=0.5: 0.9018, prec@thr=0.5: 0.8991, recall@top3: 0.9711, prec@top3: 0.3404, recall@top5: 0.9824, prec@top5: 0.2068, loss: 0.0268, grad_norm: 0.4558 2021-03-04 05:43:57,393 - mmaction - INFO - Epoch [14][500/874] lr: 5.652e-03, eta: 3:59:03, time: 2.096, data_time: 0.001, memory: 10329, loss_action_cls: 0.0287, recall@thr=0.5: 0.8988, prec@thr=0.5: 0.8910, recall@top3: 0.9764, prec@top3: 0.3384, recall@top5: 0.9815, prec@top5: 0.2043, loss: 0.0287, grad_norm: 0.4784 2021-03-04 05:44:39,931 - mmaction - INFO - Epoch [14][520/874] lr: 5.652e-03, eta: 3:58:08, time: 2.126, data_time: 0.008, memory: 10329, loss_action_cls: 0.0321, recall@thr=0.5: 0.8902, prec@thr=0.5: 0.8888, recall@top3: 0.9643, prec@top3: 0.3382, recall@top5: 0.9799, prec@top5: 0.2063, loss: 0.0321, grad_norm: 0.4645 2021-03-04 05:45:22,669 - mmaction - INFO - Epoch [14][540/874] lr: 5.652e-03, eta: 3:57:13, time: 2.137, data_time: 0.006, memory: 10329, loss_action_cls: 0.0305, recall@thr=0.5: 0.8947, prec@thr=0.5: 0.8887, recall@top3: 0.9671, prec@top3: 0.3372, recall@top5: 0.9775, prec@top5: 0.2045, loss: 0.0305, grad_norm: 0.4622 2021-03-04 05:46:09,003 - mmaction - INFO - Epoch [14][560/874] lr: 5.652e-03, eta: 3:56:20, time: 2.317, data_time: 0.001, memory: 10329, loss_action_cls: 0.0287, recall@thr=0.5: 0.8918, prec@thr=0.5: 0.8918, recall@top3: 0.9722, prec@top3: 0.3423, recall@top5: 0.9853, prec@top5: 0.2081, loss: 0.0287, grad_norm: 0.4746 2021-03-04 05:46:53,808 - mmaction - INFO - Epoch [14][580/874] lr: 5.652e-03, eta: 3:55:26, time: 2.240, data_time: 0.001, memory: 10329, loss_action_cls: 0.0316, recall@thr=0.5: 0.8844, prec@thr=0.5: 0.8802, recall@top3: 0.9679, prec@top3: 0.3379, recall@top5: 0.9767, prec@top5: 0.2046, loss: 0.0316, grad_norm: 0.4562 2021-03-04 05:47:40,042 - mmaction - INFO - Epoch [14][600/874] lr: 5.652e-03, eta: 3:54:32, time: 2.312, data_time: 0.256, memory: 10329, loss_action_cls: 0.0256, recall@thr=0.5: 0.9085, prec@thr=0.5: 0.9058, recall@top3: 0.9738, prec@top3: 0.3421, recall@top5: 0.9842, prec@top5: 0.2073, loss: 0.0256, grad_norm: 0.4398 2021-03-04 05:48:27,480 - mmaction - INFO - Epoch [14][620/874] lr: 5.652e-03, eta: 3:53:40, time: 2.372, data_time: 1.171, memory: 10329, loss_action_cls: 0.0276, recall@thr=0.5: 0.9013, prec@thr=0.5: 0.8999, recall@top3: 0.9777, prec@top3: 0.3406, recall@top5: 0.9880, prec@top5: 0.2064, loss: 0.0276, grad_norm: 0.4139 2021-03-04 05:49:09,996 - mmaction - INFO - Epoch [14][640/874] lr: 5.652e-03, eta: 3:52:45, time: 2.126, data_time: 0.900, memory: 10329, loss_action_cls: 0.0253, recall@thr=0.5: 0.9120, prec@thr=0.5: 0.9066, recall@top3: 0.9780, prec@top3: 0.3443, recall@top5: 0.9863, prec@top5: 0.2085, loss: 0.0253, grad_norm: 0.4132 2021-03-04 05:49:54,729 - mmaction - INFO - Epoch [14][660/874] lr: 5.652e-03, eta: 3:51:51, time: 2.237, data_time: 1.083, memory: 10329, loss_action_cls: 0.0350, recall@thr=0.5: 0.8783, prec@thr=0.5: 0.8730, recall@top3: 0.9628, prec@top3: 0.3363, recall@top5: 0.9739, prec@top5: 0.2042, loss: 0.0350, grad_norm: 0.5071 2021-03-04 05:50:40,664 - mmaction - INFO - Epoch [14][680/874] lr: 5.652e-03, eta: 3:50:58, time: 2.297, data_time: 0.079, memory: 10329, loss_action_cls: 0.0320, recall@thr=0.5: 0.8782, prec@thr=0.5: 0.8833, recall@top3: 0.9705, prec@top3: 0.3379, recall@top5: 0.9783, prec@top5: 0.2046, loss: 0.0320, grad_norm: 0.4928 2021-03-04 05:51:24,357 - mmaction - INFO - Epoch [14][700/874] lr: 5.652e-03, eta: 3:50:04, time: 2.184, data_time: 0.001, memory: 10329, loss_action_cls: 0.0312, recall@thr=0.5: 0.8847, prec@thr=0.5: 0.8849, recall@top3: 0.9774, prec@top3: 0.3421, recall@top5: 0.9842, prec@top5: 0.2067, loss: 0.0312, grad_norm: 0.4864 2021-03-04 05:52:10,543 - mmaction - INFO - Epoch [14][720/874] lr: 5.652e-03, eta: 3:49:11, time: 2.310, data_time: 0.366, memory: 10329, loss_action_cls: 0.0319, recall@thr=0.5: 0.8942, prec@thr=0.5: 0.8946, recall@top3: 0.9643, prec@top3: 0.3400, recall@top5: 0.9784, prec@top5: 0.2068, loss: 0.0319, grad_norm: 0.4451 2021-03-04 05:52:56,019 - mmaction - INFO - Epoch [14][740/874] lr: 5.652e-03, eta: 3:48:17, time: 2.274, data_time: 0.397, memory: 10329, loss_action_cls: 0.0305, recall@thr=0.5: 0.8995, prec@thr=0.5: 0.8970, recall@top3: 0.9672, prec@top3: 0.3402, recall@top5: 0.9787, prec@top5: 0.2065, loss: 0.0305, grad_norm: 0.4358 2021-03-04 05:53:39,638 - mmaction - INFO - Epoch [14][760/874] lr: 5.652e-03, eta: 3:47:23, time: 2.181, data_time: 0.001, memory: 10329, loss_action_cls: 0.0279, recall@thr=0.5: 0.9053, prec@thr=0.5: 0.8998, recall@top3: 0.9689, prec@top3: 0.3397, recall@top5: 0.9797, prec@top5: 0.2061, loss: 0.0279, grad_norm: 0.3864 2021-03-04 05:54:25,555 - mmaction - INFO - Epoch [14][780/874] lr: 5.652e-03, eta: 3:46:30, time: 2.296, data_time: 0.001, memory: 10329, loss_action_cls: 0.0305, recall@thr=0.5: 0.8934, prec@thr=0.5: 0.8911, recall@top3: 0.9699, prec@top3: 0.3388, recall@top5: 0.9816, prec@top5: 0.2057, loss: 0.0305, grad_norm: 0.4615 2021-03-04 05:55:08,688 - mmaction - INFO - Epoch [14][800/874] lr: 5.652e-03, eta: 3:45:36, time: 2.157, data_time: 0.001, memory: 10329, loss_action_cls: 0.0276, recall@thr=0.5: 0.9071, prec@thr=0.5: 0.9045, recall@top3: 0.9719, prec@top3: 0.3391, recall@top5: 0.9796, prec@top5: 0.2051, loss: 0.0276, grad_norm: 0.4485 2021-03-04 05:55:57,213 - mmaction - INFO - Epoch [14][820/874] lr: 5.652e-03, eta: 3:44:44, time: 2.426, data_time: 0.001, memory: 10329, loss_action_cls: 0.0288, recall@thr=0.5: 0.8977, prec@thr=0.5: 0.8950, recall@top3: 0.9686, prec@top3: 0.3381, recall@top5: 0.9791, prec@top5: 0.2052, loss: 0.0288, grad_norm: 0.4307 2021-03-04 05:56:41,279 - mmaction - INFO - Epoch [14][840/874] lr: 5.652e-03, eta: 3:43:50, time: 2.203, data_time: 0.001, memory: 10329, loss_action_cls: 0.0257, recall@thr=0.5: 0.9059, prec@thr=0.5: 0.9143, recall@top3: 0.9773, prec@top3: 0.3453, recall@top5: 0.9846, prec@top5: 0.2087, loss: 0.0257, grad_norm: 0.4054 2021-03-04 05:57:27,405 - mmaction - INFO - Epoch [14][860/874] lr: 5.652e-03, eta: 3:42:57, time: 2.306, data_time: 0.499, memory: 10329, loss_action_cls: 0.0278, recall@thr=0.5: 0.9032, prec@thr=0.5: 0.9054, recall@top3: 0.9681, prec@top3: 0.3363, recall@top5: 0.9760, prec@top5: 0.2035, loss: 0.0278, grad_norm: 0.4184 2021-03-04 05:57:52,513 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-03-04 06:05:56,553 - mmaction - INFO - Evaluating mAP ... 2021-03-04 06:06:34,974 - mmaction - INFO - mAP@0.5IOU 0.3377 2021-03-04 06:06:35,018 - mmaction - INFO - Epoch(val) [14][874] mAP@0.5IOU: 0.3377 2021-03-04 06:07:37,438 - mmaction - INFO - Epoch [15][20/874] lr: 5.652e-03, eta: 3:41:20, time: 3.121, data_time: 2.086, memory: 10329, loss_action_cls: 0.0269, recall@thr=0.5: 0.9102, prec@thr=0.5: 0.9092, recall@top3: 0.9673, prec@top3: 0.3389, recall@top5: 0.9808, prec@top5: 0.2062, loss: 0.0269, grad_norm: 0.3551 2021-03-04 06:08:19,253 - mmaction - INFO - Epoch [15][40/874] lr: 5.652e-03, eta: 3:40:25, time: 2.091, data_time: 1.049, memory: 10329, loss_action_cls: 0.0270, recall@thr=0.5: 0.9072, prec@thr=0.5: 0.9002, recall@top3: 0.9754, prec@top3: 0.3374, recall@top5: 0.9829, prec@top5: 0.2039, loss: 0.0270, grad_norm: 0.4008 2021-03-04 06:09:09,371 - mmaction - INFO - Epoch [15][60/874] lr: 5.652e-03, eta: 3:39:34, time: 2.506, data_time: 1.217, memory: 10329, loss_action_cls: 0.0307, recall@thr=0.5: 0.8930, prec@thr=0.5: 0.8962, recall@top3: 0.9666, prec@top3: 0.3389, recall@top5: 0.9751, prec@top5: 0.2052, loss: 0.0307, grad_norm: 0.4292 2021-03-04 06:09:57,874 - mmaction - INFO - Epoch [15][80/874] lr: 5.652e-03, eta: 3:38:42, time: 2.425, data_time: 0.282, memory: 10329, loss_action_cls: 0.0279, recall@thr=0.5: 0.9022, prec@thr=0.5: 0.8994, recall@top3: 0.9732, prec@top3: 0.3434, recall@top5: 0.9826, prec@top5: 0.2081, loss: 0.0279, grad_norm: 0.4697 2021-03-04 06:10:38,200 - mmaction - INFO - Epoch [15][100/874] lr: 5.652e-03, eta: 3:37:47, time: 2.017, data_time: 0.271, memory: 10329, loss_action_cls: 0.0265, recall@thr=0.5: 0.8974, prec@thr=0.5: 0.8968, recall@top3: 0.9714, prec@top3: 0.3359, recall@top5: 0.9847, prec@top5: 0.2044, loss: 0.0265, grad_norm: 0.3964 2021-03-04 06:11:25,062 - mmaction - INFO - Epoch [15][120/874] lr: 5.652e-03, eta: 3:36:55, time: 2.343, data_time: 0.997, memory: 10329, loss_action_cls: 0.0250, recall@thr=0.5: 0.9135, prec@thr=0.5: 0.9034, recall@top3: 0.9789, prec@top3: 0.3395, recall@top5: 0.9855, prec@top5: 0.2051, loss: 0.0250, grad_norm: 0.4178 2021-03-04 06:12:09,388 - mmaction - INFO - Epoch [15][140/874] lr: 5.652e-03, eta: 3:36:01, time: 2.216, data_time: 1.143, memory: 10329, loss_action_cls: 0.0302, recall@thr=0.5: 0.8910, prec@thr=0.5: 0.8929, recall@top3: 0.9641, prec@top3: 0.3402, recall@top5: 0.9791, prec@top5: 0.2072, loss: 0.0302, grad_norm: 0.4886 2021-03-04 06:12:55,200 - mmaction - INFO - Epoch [15][160/874] lr: 5.652e-03, eta: 3:35:08, time: 2.291, data_time: 0.781, memory: 10329, loss_action_cls: 0.0269, recall@thr=0.5: 0.9081, prec@thr=0.5: 0.9019, recall@top3: 0.9773, prec@top3: 0.3401, recall@top5: 0.9821, prec@top5: 0.2051, loss: 0.0269, grad_norm: 0.4593 2021-03-04 06:13:40,748 - mmaction - INFO - Epoch [15][180/874] lr: 5.652e-03, eta: 3:34:16, time: 2.276, data_time: 0.887, memory: 10329, loss_action_cls: 0.0308, recall@thr=0.5: 0.8948, prec@thr=0.5: 0.8940, recall@top3: 0.9686, prec@top3: 0.3400, recall@top5: 0.9775, prec@top5: 0.2058, loss: 0.0308, grad_norm: 0.5013 2021-03-04 06:14:27,530 - mmaction - INFO - Epoch [15][200/874] lr: 5.652e-03, eta: 3:33:23, time: 2.341, data_time: 1.305, memory: 10329, loss_action_cls: 0.0289, recall@thr=0.5: 0.8972, prec@thr=0.5: 0.8937, recall@top3: 0.9736, prec@top3: 0.3368, recall@top5: 0.9794, prec@top5: 0.2033, loss: 0.0289, grad_norm: 0.4804 2021-03-04 06:15:08,936 - mmaction - INFO - Epoch [15][220/874] lr: 5.652e-03, eta: 3:32:29, time: 2.070, data_time: 1.012, memory: 10329, loss_action_cls: 0.0307, recall@thr=0.5: 0.8890, prec@thr=0.5: 0.8913, recall@top3: 0.9643, prec@top3: 0.3376, recall@top5: 0.9770, prec@top5: 0.2052, loss: 0.0307, grad_norm: 0.4974 2021-03-04 06:15:56,340 - mmaction - INFO - Epoch [15][240/874] lr: 5.652e-03, eta: 3:31:37, time: 2.370, data_time: 1.247, memory: 10329, loss_action_cls: 0.0248, recall@thr=0.5: 0.9097, prec@thr=0.5: 0.9107, recall@top3: 0.9819, prec@top3: 0.3434, recall@top5: 0.9907, prec@top5: 0.2080, loss: 0.0248, grad_norm: 0.4719 2021-03-04 06:16:42,155 - mmaction - INFO - Epoch [15][260/874] lr: 5.652e-03, eta: 3:30:44, time: 2.291, data_time: 1.242, memory: 10329, loss_action_cls: 0.0255, recall@thr=0.5: 0.9072, prec@thr=0.5: 0.9035, recall@top3: 0.9790, prec@top3: 0.3447, recall@top5: 0.9876, prec@top5: 0.2088, loss: 0.0255, grad_norm: 0.4227 2021-03-04 06:17:23,611 - mmaction - INFO - Epoch [15][280/874] lr: 5.652e-03, eta: 3:29:49, time: 2.072, data_time: 1.032, memory: 10329, loss_action_cls: 0.0294, recall@thr=0.5: 0.8931, prec@thr=0.5: 0.8912, recall@top3: 0.9708, prec@top3: 0.3401, recall@top5: 0.9797, prec@top5: 0.2061, loss: 0.0294, grad_norm: 0.4510 2021-03-04 06:18:10,390 - mmaction - INFO - Epoch [15][300/874] lr: 5.652e-03, eta: 3:28:57, time: 2.340, data_time: 0.901, memory: 10329, loss_action_cls: 0.0269, recall@thr=0.5: 0.9038, prec@thr=0.5: 0.9024, recall@top3: 0.9739, prec@top3: 0.3463, recall@top5: 0.9844, prec@top5: 0.2100, loss: 0.0269, grad_norm: 0.4028 2021-03-04 06:18:56,834 - mmaction - INFO - Epoch [15][320/874] lr: 5.652e-03, eta: 3:28:05, time: 2.322, data_time: 0.802, memory: 10329, loss_action_cls: 0.0245, recall@thr=0.5: 0.9100, prec@thr=0.5: 0.9069, recall@top3: 0.9760, prec@top3: 0.3375, recall@top5: 0.9831, prec@top5: 0.2039, loss: 0.0245, grad_norm: 0.4214 2021-03-04 06:19:39,950 - mmaction - INFO - Epoch [15][340/874] lr: 5.652e-03, eta: 3:27:11, time: 2.156, data_time: 0.121, memory: 10329, loss_action_cls: 0.0269, recall@thr=0.5: 0.9053, prec@thr=0.5: 0.9009, recall@top3: 0.9760, prec@top3: 0.3447, recall@top5: 0.9821, prec@top5: 0.2081, loss: 0.0269, grad_norm: 0.4479 2021-03-04 06:20:24,645 - mmaction - INFO - Epoch [15][360/874] lr: 5.652e-03, eta: 3:26:18, time: 2.235, data_time: 0.565, memory: 10329, loss_action_cls: 0.0256, recall@thr=0.5: 0.9075, prec@thr=0.5: 0.9026, recall@top3: 0.9743, prec@top3: 0.3376, recall@top5: 0.9834, prec@top5: 0.2047, loss: 0.0256, grad_norm: 0.4152 2021-03-04 06:21:10,502 - mmaction - INFO - Epoch [15][380/874] lr: 5.652e-03, eta: 3:25:25, time: 2.292, data_time: 0.491, memory: 10329, loss_action_cls: 0.0260, recall@thr=0.5: 0.9145, prec@thr=0.5: 0.9071, recall@top3: 0.9780, prec@top3: 0.3425, recall@top5: 0.9874, prec@top5: 0.2075, loss: 0.0260, grad_norm: 0.4621 2021-03-04 06:21:53,651 - mmaction - INFO - Epoch [15][400/874] lr: 5.652e-03, eta: 3:24:32, time: 2.158, data_time: 0.367, memory: 10329, loss_action_cls: 0.0271, recall@thr=0.5: 0.9069, prec@thr=0.5: 0.9043, recall@top3: 0.9676, prec@top3: 0.3413, recall@top5: 0.9774, prec@top5: 0.2068, loss: 0.0271, grad_norm: 0.4186 2021-03-04 06:22:36,733 - mmaction - INFO - Epoch [15][420/874] lr: 5.652e-03, eta: 3:23:38, time: 2.154, data_time: 1.113, memory: 10329, loss_action_cls: 0.0277, recall@thr=0.5: 0.8998, prec@thr=0.5: 0.9003, recall@top3: 0.9726, prec@top3: 0.3418, recall@top5: 0.9819, prec@top5: 0.2073, loss: 0.0277, grad_norm: 0.4444 2021-03-04 06:23:24,042 - mmaction - INFO - Epoch [15][440/874] lr: 5.652e-03, eta: 3:22:46, time: 2.365, data_time: 1.317, memory: 10329, loss_action_cls: 0.0321, recall@thr=0.5: 0.8921, prec@thr=0.5: 0.8863, recall@top3: 0.9679, prec@top3: 0.3397, recall@top5: 0.9785, prec@top5: 0.2061, loss: 0.0321, grad_norm: 0.5501 2021-03-04 06:24:08,429 - mmaction - INFO - Epoch [15][460/874] lr: 5.652e-03, eta: 3:21:53, time: 2.219, data_time: 0.993, memory: 10329, loss_action_cls: 0.0298, recall@thr=0.5: 0.8893, prec@thr=0.5: 0.8909, recall@top3: 0.9721, prec@top3: 0.3407, recall@top5: 0.9763, prec@top5: 0.2053, loss: 0.0298, grad_norm: 0.4835 2021-03-04 06:24:56,083 - mmaction - INFO - Epoch [15][480/874] lr: 5.652e-03, eta: 3:21:02, time: 2.383, data_time: 1.295, memory: 10329, loss_action_cls: 0.0312, recall@thr=0.5: 0.8934, prec@thr=0.5: 0.8920, recall@top3: 0.9694, prec@top3: 0.3361, recall@top5: 0.9793, prec@top5: 0.2037, loss: 0.0312, grad_norm: 0.4353 2021-03-04 06:25:41,323 - mmaction - INFO - Epoch [15][500/874] lr: 5.652e-03, eta: 3:20:09, time: 2.262, data_time: 0.253, memory: 10329, loss_action_cls: 0.0249, recall@thr=0.5: 0.9161, prec@thr=0.5: 0.9122, recall@top3: 0.9708, prec@top3: 0.3369, recall@top5: 0.9792, prec@top5: 0.2039, loss: 0.0249, grad_norm: 0.3869 2021-03-04 06:26:26,454 - mmaction - INFO - Epoch [15][520/874] lr: 5.652e-03, eta: 3:19:16, time: 2.257, data_time: 0.759, memory: 10329, loss_action_cls: 0.0276, recall@thr=0.5: 0.9002, prec@thr=0.5: 0.9029, recall@top3: 0.9765, prec@top3: 0.3445, recall@top5: 0.9842, prec@top5: 0.2084, loss: 0.0276, grad_norm: 0.4297 2021-03-04 06:27:08,614 - mmaction - INFO - Epoch [15][540/874] lr: 5.652e-03, eta: 3:18:23, time: 2.107, data_time: 0.666, memory: 10329, loss_action_cls: 0.0268, recall@thr=0.5: 0.9077, prec@thr=0.5: 0.9011, recall@top3: 0.9860, prec@top3: 0.3412, recall@top5: 0.9896, prec@top5: 0.2055, loss: 0.0268, grad_norm: 0.4889 2021-03-04 06:27:56,686 - mmaction - INFO - Epoch [15][560/874] lr: 5.652e-03, eta: 3:17:31, time: 2.404, data_time: 0.830, memory: 10329, loss_action_cls: 0.0272, recall@thr=0.5: 0.9014, prec@thr=0.5: 0.8953, recall@top3: 0.9687, prec@top3: 0.3364, recall@top5: 0.9772, prec@top5: 0.2036, loss: 0.0272, grad_norm: 0.4440 2021-03-04 06:28:43,205 - mmaction - INFO - Epoch [15][580/874] lr: 5.652e-03, eta: 3:16:39, time: 2.326, data_time: 0.097, memory: 10329, loss_action_cls: 0.0316, recall@thr=0.5: 0.8809, prec@thr=0.5: 0.8756, recall@top3: 0.9703, prec@top3: 0.3376, recall@top5: 0.9811, prec@top5: 0.2049, loss: 0.0316, grad_norm: 0.4769 2021-03-04 06:29:26,606 - mmaction - INFO - Epoch [15][600/874] lr: 5.652e-03, eta: 3:15:46, time: 2.170, data_time: 0.424, memory: 10329, loss_action_cls: 0.0311, recall@thr=0.5: 0.8882, prec@thr=0.5: 0.8892, recall@top3: 0.9726, prec@top3: 0.3408, recall@top5: 0.9802, prec@top5: 0.2061, loss: 0.0311, grad_norm: 0.4583 2021-03-04 06:30:12,697 - mmaction - INFO - Epoch [15][620/874] lr: 5.652e-03, eta: 3:14:54, time: 2.305, data_time: 0.033, memory: 10329, loss_action_cls: 0.0289, recall@thr=0.5: 0.8942, prec@thr=0.5: 0.8977, recall@top3: 0.9764, prec@top3: 0.3451, recall@top5: 0.9826, prec@top5: 0.2083, loss: 0.0289, grad_norm: 0.4147 2021-03-04 06:30:55,864 - mmaction - INFO - Epoch [15][640/874] lr: 5.652e-03, eta: 3:14:00, time: 2.158, data_time: 0.001, memory: 10329, loss_action_cls: 0.0283, recall@thr=0.5: 0.9011, prec@thr=0.5: 0.8952, recall@top3: 0.9712, prec@top3: 0.3415, recall@top5: 0.9759, prec@top5: 0.2058, loss: 0.0283, grad_norm: 0.4609 2021-03-04 06:31:39,859 - mmaction - INFO - Epoch [15][660/874] lr: 5.652e-03, eta: 3:13:07, time: 2.200, data_time: 0.264, memory: 10329, loss_action_cls: 0.0273, recall@thr=0.5: 0.9000, prec@thr=0.5: 0.8967, recall@top3: 0.9736, prec@top3: 0.3410, recall@top5: 0.9844, prec@top5: 0.2067, loss: 0.0273, grad_norm: 0.4036 2021-03-04 06:32:26,174 - mmaction - INFO - Epoch [15][680/874] lr: 5.652e-03, eta: 3:12:15, time: 2.316, data_time: 0.694, memory: 10329, loss_action_cls: 0.0314, recall@thr=0.5: 0.8914, prec@thr=0.5: 0.8936, recall@top3: 0.9649, prec@top3: 0.3383, recall@top5: 0.9773, prec@top5: 0.2056, loss: 0.0314, grad_norm: 0.4302 2021-03-04 06:33:13,215 - mmaction - INFO - Epoch [15][700/874] lr: 5.652e-03, eta: 3:11:24, time: 2.352, data_time: 0.097, memory: 10329, loss_action_cls: 0.0260, recall@thr=0.5: 0.9056, prec@thr=0.5: 0.9026, recall@top3: 0.9747, prec@top3: 0.3383, recall@top5: 0.9824, prec@top5: 0.2045, loss: 0.0260, grad_norm: 0.4893 2021-03-04 06:33:55,160 - mmaction - INFO - Epoch [15][720/874] lr: 5.652e-03, eta: 3:10:30, time: 2.097, data_time: 0.001, memory: 10329, loss_action_cls: 0.0287, recall@thr=0.5: 0.8860, prec@thr=0.5: 0.8913, recall@top3: 0.9658, prec@top3: 0.3356, recall@top5: 0.9787, prec@top5: 0.2040, loss: 0.0287, grad_norm: 0.4706 2021-03-04 06:34:38,606 - mmaction - INFO - Epoch [15][740/874] lr: 5.652e-03, eta: 3:09:37, time: 2.172, data_time: 0.291, memory: 10329, loss_action_cls: 0.0275, recall@thr=0.5: 0.9042, prec@thr=0.5: 0.9074, recall@top3: 0.9753, prec@top3: 0.3411, recall@top5: 0.9852, prec@top5: 0.2067, loss: 0.0275, grad_norm: 0.4417 2021-03-04 06:35:24,614 - mmaction - INFO - Epoch [15][760/874] lr: 5.652e-03, eta: 3:08:45, time: 2.300, data_time: 1.260, memory: 10329, loss_action_cls: 0.0281, recall@thr=0.5: 0.9093, prec@thr=0.5: 0.9033, recall@top3: 0.9771, prec@top3: 0.3429, recall@top5: 0.9827, prec@top5: 0.2071, loss: 0.0281, grad_norm: 0.4912 2021-03-04 06:36:12,102 - mmaction - INFO - Epoch [15][780/874] lr: 5.652e-03, eta: 3:07:53, time: 2.371, data_time: 1.171, memory: 10329, loss_action_cls: 0.0273, recall@thr=0.5: 0.8968, prec@thr=0.5: 0.8951, recall@top3: 0.9705, prec@top3: 0.3408, recall@top5: 0.9821, prec@top5: 0.2069, loss: 0.0273, grad_norm: 0.4074 2021-03-04 06:36:57,648 - mmaction - INFO - Epoch [15][800/874] lr: 5.652e-03, eta: 3:07:01, time: 2.278, data_time: 1.164, memory: 10329, loss_action_cls: 0.0287, recall@thr=0.5: 0.9036, prec@thr=0.5: 0.9064, recall@top3: 0.9733, prec@top3: 0.3489, recall@top5: 0.9818, prec@top5: 0.2113, loss: 0.0287, grad_norm: 0.4151 2021-03-04 06:37:41,227 - mmaction - INFO - Epoch [15][820/874] lr: 5.652e-03, eta: 3:06:08, time: 2.181, data_time: 0.833, memory: 10329, loss_action_cls: 0.0256, recall@thr=0.5: 0.9154, prec@thr=0.5: 0.9101, recall@top3: 0.9790, prec@top3: 0.3357, recall@top5: 0.9845, prec@top5: 0.2026, loss: 0.0256, grad_norm: 0.4184 2021-03-04 06:38:30,078 - mmaction - INFO - Epoch [15][840/874] lr: 5.652e-03, eta: 3:05:17, time: 2.443, data_time: 1.309, memory: 10329, loss_action_cls: 0.0278, recall@thr=0.5: 0.8952, prec@thr=0.5: 0.8947, recall@top3: 0.9723, prec@top3: 0.3393, recall@top5: 0.9805, prec@top5: 0.2053, loss: 0.0278, grad_norm: 0.4517 2021-03-04 06:39:11,829 - mmaction - INFO - Epoch [15][860/874] lr: 5.652e-03, eta: 3:04:24, time: 2.088, data_time: 0.862, memory: 10329, loss_action_cls: 0.0280, recall@thr=0.5: 0.8961, prec@thr=0.5: 0.8867, recall@top3: 0.9767, prec@top3: 0.3441, recall@top5: 0.9881, prec@top5: 0.2088, loss: 0.0280, grad_norm: 0.4709 2021-03-04 06:39:37,346 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-03-04 06:47:38,567 - mmaction - INFO - Evaluating mAP ... 2021-03-04 06:48:19,989 - mmaction - INFO - mAP@0.5IOU 0.3349 2021-03-04 06:48:20,033 - mmaction - INFO - Epoch(val) [15][874] mAP@0.5IOU: 0.3349 2021-03-04 06:49:20,897 - mmaction - INFO - Epoch [16][20/874] lr: 5.652e-04, eta: 3:02:50, time: 3.043, data_time: 2.009, memory: 10329, loss_action_cls: 0.0261, recall@thr=0.5: 0.9039, prec@thr=0.5: 0.9060, recall@top3: 0.9758, prec@top3: 0.3456, recall@top5: 0.9864, prec@top5: 0.2096, loss: 0.0261, grad_norm: 0.4527 2021-03-04 06:50:06,904 - mmaction - INFO - Epoch [16][40/874] lr: 5.652e-04, eta: 3:01:58, time: 2.300, data_time: 1.261, memory: 10329, loss_action_cls: 0.0316, recall@thr=0.5: 0.8871, prec@thr=0.5: 0.8914, recall@top3: 0.9652, prec@top3: 0.3401, recall@top5: 0.9787, prec@top5: 0.2069, loss: 0.0316, grad_norm: 0.4392 2021-03-04 06:50:52,341 - mmaction - INFO - Epoch [16][60/874] lr: 5.652e-04, eta: 3:01:06, time: 2.272, data_time: 1.233, memory: 10329, loss_action_cls: 0.0248, recall@thr=0.5: 0.9024, prec@thr=0.5: 0.8994, recall@top3: 0.9740, prec@top3: 0.3377, recall@top5: 0.9822, prec@top5: 0.2043, loss: 0.0248, grad_norm: 0.4272 2021-03-04 06:51:40,291 - mmaction - INFO - Epoch [16][80/874] lr: 5.652e-04, eta: 3:00:15, time: 2.397, data_time: 1.248, memory: 10329, loss_action_cls: 0.0284, recall@thr=0.5: 0.8925, prec@thr=0.5: 0.8963, recall@top3: 0.9742, prec@top3: 0.3425, recall@top5: 0.9850, prec@top5: 0.2078, loss: 0.0284, grad_norm: 0.4390 2021-03-04 06:52:25,559 - mmaction - INFO - Epoch [16][100/874] lr: 5.652e-04, eta: 2:59:23, time: 2.264, data_time: 1.067, memory: 10329, loss_action_cls: 0.0253, recall@thr=0.5: 0.9099, prec@thr=0.5: 0.9106, recall@top3: 0.9716, prec@top3: 0.3404, recall@top5: 0.9798, prec@top5: 0.2059, loss: 0.0253, grad_norm: 0.3876 2021-03-04 06:53:10,287 - mmaction - INFO - Epoch [16][120/874] lr: 5.652e-04, eta: 2:58:30, time: 2.236, data_time: 1.191, memory: 10329, loss_action_cls: 0.0273, recall@thr=0.5: 0.9059, prec@thr=0.5: 0.9051, recall@top3: 0.9724, prec@top3: 0.3420, recall@top5: 0.9792, prec@top5: 0.2068, loss: 0.0273, grad_norm: 0.4377 2021-03-04 06:53:55,144 - mmaction - INFO - Epoch [16][140/874] lr: 5.652e-04, eta: 2:57:38, time: 2.242, data_time: 1.154, memory: 10329, loss_action_cls: 0.0234, recall@thr=0.5: 0.9120, prec@thr=0.5: 0.9110, recall@top3: 0.9778, prec@top3: 0.3411, recall@top5: 0.9872, prec@top5: 0.2066, loss: 0.0234, grad_norm: 0.4187 2021-03-04 06:54:39,181 - mmaction - INFO - Epoch [16][160/874] lr: 5.652e-04, eta: 2:56:46, time: 2.202, data_time: 1.139, memory: 10329, loss_action_cls: 0.0283, recall@thr=0.5: 0.9087, prec@thr=0.5: 0.8997, recall@top3: 0.9720, prec@top3: 0.3388, recall@top5: 0.9807, prec@top5: 0.2052, loss: 0.0283, grad_norm: 0.4252 2021-03-04 06:55:22,295 - mmaction - INFO - Epoch [16][180/874] lr: 5.652e-04, eta: 2:55:53, time: 2.155, data_time: 0.637, memory: 10329, loss_action_cls: 0.0276, recall@thr=0.5: 0.8981, prec@thr=0.5: 0.8997, recall@top3: 0.9713, prec@top3: 0.3398, recall@top5: 0.9811, prec@top5: 0.2062, loss: 0.0276, grad_norm: 0.4064 2021-03-04 06:56:15,119 - mmaction - INFO - Epoch [16][200/874] lr: 5.652e-04, eta: 2:55:03, time: 2.642, data_time: 1.331, memory: 10329, loss_action_cls: 0.0294, recall@thr=0.5: 0.8906, prec@thr=0.5: 0.8876, recall@top3: 0.9675, prec@top3: 0.3349, recall@top5: 0.9784, prec@top5: 0.2033, loss: 0.0294, grad_norm: 0.4053 2021-03-04 06:56:59,082 - mmaction - INFO - Epoch [16][220/874] lr: 5.652e-04, eta: 2:54:11, time: 2.198, data_time: 1.154, memory: 10329, loss_action_cls: 0.0267, recall@thr=0.5: 0.9051, prec@thr=0.5: 0.9029, recall@top3: 0.9785, prec@top3: 0.3437, recall@top5: 0.9892, prec@top5: 0.2085, loss: 0.0267, grad_norm: 0.4418 2021-03-04 06:57:44,555 - mmaction - INFO - Epoch [16][240/874] lr: 5.652e-04, eta: 2:53:19, time: 2.273, data_time: 1.227, memory: 10329, loss_action_cls: 0.0286, recall@thr=0.5: 0.8934, prec@thr=0.5: 0.8903, recall@top3: 0.9664, prec@top3: 0.3406, recall@top5: 0.9774, prec@top5: 0.2066, loss: 0.0286, grad_norm: 0.4606 2021-03-04 06:58:26,961 - mmaction - INFO - Epoch [16][260/874] lr: 5.652e-04, eta: 2:52:26, time: 2.120, data_time: 1.078, memory: 10329, loss_action_cls: 0.0244, recall@thr=0.5: 0.9165, prec@thr=0.5: 0.9150, recall@top3: 0.9750, prec@top3: 0.3433, recall@top5: 0.9881, prec@top5: 0.2086, loss: 0.0244, grad_norm: 0.3597 2021-03-04 06:59:16,368 - mmaction - INFO - Epoch [16][280/874] lr: 5.652e-04, eta: 2:51:36, time: 2.468, data_time: 1.427, memory: 10329, loss_action_cls: 0.0273, recall@thr=0.5: 0.9107, prec@thr=0.5: 0.9096, recall@top3: 0.9778, prec@top3: 0.3390, recall@top5: 0.9847, prec@top5: 0.2049, loss: 0.0273, grad_norm: 0.4215 2021-03-04 06:59:54,713 - mmaction - INFO - Epoch [16][300/874] lr: 5.652e-04, eta: 2:50:42, time: 1.919, data_time: 0.879, memory: 10329, loss_action_cls: 0.0308, recall@thr=0.5: 0.8888, prec@thr=0.5: 0.8832, recall@top3: 0.9691, prec@top3: 0.3409, recall@top5: 0.9796, prec@top5: 0.2068, loss: 0.0308, grad_norm: 0.5109 2021-03-04 07:00:37,973 - mmaction - INFO - Epoch [16][320/874] lr: 5.652e-04, eta: 2:49:49, time: 2.163, data_time: 0.771, memory: 10329, loss_action_cls: 0.0246, recall@thr=0.5: 0.9110, prec@thr=0.5: 0.9148, recall@top3: 0.9772, prec@top3: 0.3441, recall@top5: 0.9832, prec@top5: 0.2079, loss: 0.0246, grad_norm: 0.4086 2021-03-04 07:01:22,552 - mmaction - INFO - Epoch [16][340/874] lr: 5.652e-04, eta: 2:48:57, time: 2.228, data_time: 1.091, memory: 10329, loss_action_cls: 0.0256, recall@thr=0.5: 0.9143, prec@thr=0.5: 0.9144, recall@top3: 0.9738, prec@top3: 0.3458, recall@top5: 0.9833, prec@top5: 0.2097, loss: 0.0256, grad_norm: 0.4299 2021-03-04 07:02:09,068 - mmaction - INFO - Epoch [16][360/874] lr: 5.652e-04, eta: 2:48:06, time: 2.327, data_time: 0.762, memory: 10329, loss_action_cls: 0.0268, recall@thr=0.5: 0.9005, prec@thr=0.5: 0.9018, recall@top3: 0.9696, prec@top3: 0.3377, recall@top5: 0.9777, prec@top5: 0.2045, loss: 0.0268, grad_norm: 0.4450 2021-03-04 07:02:55,419 - mmaction - INFO - Epoch [16][380/874] lr: 5.652e-04, eta: 2:47:14, time: 2.317, data_time: 0.329, memory: 10329, loss_action_cls: 0.0273, recall@thr=0.5: 0.9120, prec@thr=0.5: 0.9107, recall@top3: 0.9704, prec@top3: 0.3392, recall@top5: 0.9803, prec@top5: 0.2057, loss: 0.0273, grad_norm: 0.3906 2021-03-04 07:03:41,441 - mmaction - INFO - Epoch [16][400/874] lr: 5.652e-04, eta: 2:46:23, time: 2.301, data_time: 0.575, memory: 10329, loss_action_cls: 0.0271, recall@thr=0.5: 0.9042, prec@thr=0.5: 0.9039, recall@top3: 0.9671, prec@top3: 0.3412, recall@top5: 0.9784, prec@top5: 0.2071, loss: 0.0271, grad_norm: 0.4044 2021-03-04 07:04:27,710 - mmaction - INFO - Epoch [16][420/874] lr: 5.652e-04, eta: 2:45:31, time: 2.313, data_time: 0.411, memory: 10329, loss_action_cls: 0.0273, recall@thr=0.5: 0.9006, prec@thr=0.5: 0.8994, recall@top3: 0.9678, prec@top3: 0.3383, recall@top5: 0.9751, prec@top5: 0.2046, loss: 0.0273, grad_norm: 0.4074 2021-03-04 07:05:18,550 - mmaction - INFO - Epoch [16][440/874] lr: 5.652e-04, eta: 2:44:41, time: 2.542, data_time: 0.032, memory: 10329, loss_action_cls: 0.0258, recall@thr=0.5: 0.9058, prec@thr=0.5: 0.8993, recall@top3: 0.9688, prec@top3: 0.3368, recall@top5: 0.9790, prec@top5: 0.2041, loss: 0.0258, grad_norm: 0.4112 2021-03-04 07:05:59,913 - mmaction - INFO - Epoch [16][460/874] lr: 5.652e-04, eta: 2:43:48, time: 2.066, data_time: 0.001, memory: 10329, loss_action_cls: 0.0250, recall@thr=0.5: 0.9103, prec@thr=0.5: 0.9064, recall@top3: 0.9751, prec@top3: 0.3366, recall@top5: 0.9840, prec@top5: 0.2038, loss: 0.0250, grad_norm: 0.3739 2021-03-04 07:06:45,534 - mmaction - INFO - Epoch [16][480/874] lr: 5.652e-04, eta: 2:42:57, time: 2.284, data_time: 0.036, memory: 10329, loss_action_cls: 0.0237, recall@thr=0.5: 0.9128, prec@thr=0.5: 0.9143, recall@top3: 0.9751, prec@top3: 0.3470, recall@top5: 0.9895, prec@top5: 0.2111, loss: 0.0237, grad_norm: 0.3980 2021-03-04 07:07:28,036 - mmaction - INFO - Epoch [16][500/874] lr: 5.652e-04, eta: 2:42:04, time: 2.125, data_time: 0.331, memory: 10329, loss_action_cls: 0.0293, recall@thr=0.5: 0.8983, prec@thr=0.5: 0.8934, recall@top3: 0.9651, prec@top3: 0.3346, recall@top5: 0.9809, prec@top5: 0.2042, loss: 0.0293, grad_norm: 0.4590 2021-03-04 07:08:10,824 - mmaction - INFO - Epoch [16][520/874] lr: 5.652e-04, eta: 2:41:12, time: 2.138, data_time: 0.254, memory: 10329, loss_action_cls: 0.0258, recall@thr=0.5: 0.9107, prec@thr=0.5: 0.9118, recall@top3: 0.9742, prec@top3: 0.3428, recall@top5: 0.9806, prec@top5: 0.2072, loss: 0.0258, grad_norm: 0.4210 2021-03-04 07:08:56,597 - mmaction - INFO - Epoch [16][540/874] lr: 5.652e-04, eta: 2:40:20, time: 2.290, data_time: 0.162, memory: 10329, loss_action_cls: 0.0281, recall@thr=0.5: 0.8998, prec@thr=0.5: 0.9028, recall@top3: 0.9711, prec@top3: 0.3460, recall@top5: 0.9821, prec@top5: 0.2099, loss: 0.0281, grad_norm: 0.4398 2021-03-04 07:09:42,372 - mmaction - INFO - Epoch [16][560/874] lr: 5.652e-04, eta: 2:39:29, time: 2.289, data_time: 0.001, memory: 10329, loss_action_cls: 0.0255, recall@thr=0.5: 0.9129, prec@thr=0.5: 0.9093, recall@top3: 0.9705, prec@top3: 0.3402, recall@top5: 0.9782, prec@top5: 0.2058, loss: 0.0255, grad_norm: 0.4064 2021-03-04 07:10:25,897 - mmaction - INFO - Epoch [16][580/874] lr: 5.652e-04, eta: 2:38:37, time: 2.176, data_time: 0.001, memory: 10329, loss_action_cls: 0.0253, recall@thr=0.5: 0.9137, prec@thr=0.5: 0.9120, recall@top3: 0.9738, prec@top3: 0.3390, recall@top5: 0.9824, prec@top5: 0.2053, loss: 0.0253, grad_norm: 0.4018 2021-03-04 07:11:10,472 - mmaction - INFO - Epoch [16][600/874] lr: 5.652e-04, eta: 2:37:45, time: 2.229, data_time: 0.001, memory: 10329, loss_action_cls: 0.0272, recall@thr=0.5: 0.8952, prec@thr=0.5: 0.8974, recall@top3: 0.9685, prec@top3: 0.3390, recall@top5: 0.9807, prec@top5: 0.2061, loss: 0.0272, grad_norm: 0.4111 2021-03-04 07:11:54,758 - mmaction - INFO - Epoch [16][620/874] lr: 5.652e-04, eta: 2:36:53, time: 2.214, data_time: 0.001, memory: 10331, loss_action_cls: 0.0286, recall@thr=0.5: 0.9003, prec@thr=0.5: 0.9020, recall@top3: 0.9738, prec@top3: 0.3432, recall@top5: 0.9861, prec@top5: 0.2085, loss: 0.0286, grad_norm: 0.4700 2021-03-04 07:12:37,746 - mmaction - INFO - Epoch [16][640/874] lr: 5.652e-04, eta: 2:36:01, time: 2.150, data_time: 0.073, memory: 10331, loss_action_cls: 0.0245, recall@thr=0.5: 0.9120, prec@thr=0.5: 0.9090, recall@top3: 0.9721, prec@top3: 0.3386, recall@top5: 0.9819, prec@top5: 0.2052, loss: 0.0245, grad_norm: 0.4338 2021-03-04 07:13:25,282 - mmaction - INFO - Epoch [16][660/874] lr: 5.652e-04, eta: 2:35:10, time: 2.377, data_time: 0.001, memory: 10331, loss_action_cls: 0.0241, recall@thr=0.5: 0.9146, prec@thr=0.5: 0.9125, recall@top3: 0.9820, prec@top3: 0.3407, recall@top5: 0.9886, prec@top5: 0.2058, loss: 0.0241, grad_norm: 0.3869 2021-03-04 07:14:10,359 - mmaction - INFO - Epoch [16][680/874] lr: 5.652e-04, eta: 2:34:18, time: 2.253, data_time: 0.035, memory: 10331, loss_action_cls: 0.0240, recall@thr=0.5: 0.9192, prec@thr=0.5: 0.9126, recall@top3: 0.9743, prec@top3: 0.3398, recall@top5: 0.9836, prec@top5: 0.2059, loss: 0.0240, grad_norm: 0.4174 2021-03-04 07:14:53,907 - mmaction - INFO - Epoch [16][700/874] lr: 5.652e-04, eta: 2:33:27, time: 2.178, data_time: 0.351, memory: 10331, loss_action_cls: 0.0272, recall@thr=0.5: 0.9076, prec@thr=0.5: 0.9035, recall@top3: 0.9715, prec@top3: 0.3381, recall@top5: 0.9855, prec@top5: 0.2058, loss: 0.0272, grad_norm: 0.4538 2021-03-04 07:15:37,985 - mmaction - INFO - Epoch [16][720/874] lr: 5.652e-04, eta: 2:32:35, time: 2.204, data_time: 0.435, memory: 10331, loss_action_cls: 0.0249, recall@thr=0.5: 0.9094, prec@thr=0.5: 0.9095, recall@top3: 0.9755, prec@top3: 0.3391, recall@top5: 0.9840, prec@top5: 0.2052, loss: 0.0249, grad_norm: 0.3540 2021-03-04 07:16:24,492 - mmaction - INFO - Epoch [16][740/874] lr: 5.652e-04, eta: 2:31:44, time: 2.325, data_time: 0.087, memory: 10331, loss_action_cls: 0.0303, recall@thr=0.5: 0.8850, prec@thr=0.5: 0.8850, recall@top3: 0.9629, prec@top3: 0.3327, recall@top5: 0.9734, prec@top5: 0.2018, loss: 0.0303, grad_norm: 0.4547 2021-03-04 07:17:11,385 - mmaction - INFO - Epoch [16][760/874] lr: 5.652e-04, eta: 2:30:53, time: 2.345, data_time: 0.513, memory: 10331, loss_action_cls: 0.0259, recall@thr=0.5: 0.9125, prec@thr=0.5: 0.9094, recall@top3: 0.9679, prec@top3: 0.3369, recall@top5: 0.9839, prec@top5: 0.2054, loss: 0.0259, grad_norm: 0.3793 2021-03-04 07:17:55,093 - mmaction - INFO - Epoch [16][780/874] lr: 5.652e-04, eta: 2:30:01, time: 2.185, data_time: 1.137, memory: 10331, loss_action_cls: 0.0262, recall@thr=0.5: 0.8950, prec@thr=0.5: 0.8954, recall@top3: 0.9765, prec@top3: 0.3392, recall@top5: 0.9827, prec@top5: 0.2048, loss: 0.0262, grad_norm: 0.4581 2021-03-04 07:18:40,010 - mmaction - INFO - Epoch [16][800/874] lr: 5.652e-04, eta: 2:29:09, time: 2.246, data_time: 1.058, memory: 10331, loss_action_cls: 0.0285, recall@thr=0.5: 0.8910, prec@thr=0.5: 0.8860, recall@top3: 0.9672, prec@top3: 0.3370, recall@top5: 0.9771, prec@top5: 0.2042, loss: 0.0285, grad_norm: 0.4468 2021-03-04 07:19:26,522 - mmaction - INFO - Epoch [16][820/874] lr: 5.652e-04, eta: 2:28:18, time: 2.326, data_time: 1.243, memory: 10331, loss_action_cls: 0.0239, recall@thr=0.5: 0.9108, prec@thr=0.5: 0.9087, recall@top3: 0.9780, prec@top3: 0.3406, recall@top5: 0.9876, prec@top5: 0.2065, loss: 0.0239, grad_norm: 0.4026 2021-03-04 07:20:07,069 - mmaction - INFO - Epoch [16][840/874] lr: 5.652e-04, eta: 2:27:26, time: 2.027, data_time: 0.784, memory: 10331, loss_action_cls: 0.0285, recall@thr=0.5: 0.8960, prec@thr=0.5: 0.8940, recall@top3: 0.9682, prec@top3: 0.3413, recall@top5: 0.9797, prec@top5: 0.2073, loss: 0.0285, grad_norm: 0.4470 2021-03-04 07:20:56,181 - mmaction - INFO - Epoch [16][860/874] lr: 5.652e-04, eta: 2:26:35, time: 2.456, data_time: 1.091, memory: 10331, loss_action_cls: 0.0230, recall@thr=0.5: 0.9249, prec@thr=0.5: 0.9229, recall@top3: 0.9760, prec@top3: 0.3411, recall@top5: 0.9882, prec@top5: 0.2072, loss: 0.0230, grad_norm: 0.4472 2021-03-04 07:21:18,929 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-03-04 07:29:25,126 - mmaction - INFO - Evaluating mAP ... 2021-03-04 07:30:04,679 - mmaction - INFO - mAP@0.5IOU 0.3340 2021-03-04 07:30:04,722 - mmaction - INFO - Epoch(val) [16][874] mAP@0.5IOU: 0.3340 2021-03-04 07:31:02,517 - mmaction - INFO - Epoch [17][20/874] lr: 5.652e-04, eta: 2:25:03, time: 2.889, data_time: 1.850, memory: 10331, loss_action_cls: 0.0251, recall@thr=0.5: 0.9052, prec@thr=0.5: 0.9032, recall@top3: 0.9756, prec@top3: 0.3457, recall@top5: 0.9828, prec@top5: 0.2089, loss: 0.0251, grad_norm: 0.4488 2021-03-04 07:31:49,431 - mmaction - INFO - Epoch [17][40/874] lr: 5.652e-04, eta: 2:24:12, time: 2.346, data_time: 0.962, memory: 10331, loss_action_cls: 0.0244, recall@thr=0.5: 0.9147, prec@thr=0.5: 0.9127, recall@top3: 0.9739, prec@top3: 0.3399, recall@top5: 0.9814, prec@top5: 0.2055, loss: 0.0244, grad_norm: 0.4063 2021-03-04 07:32:34,946 - mmaction - INFO - Epoch [17][60/874] lr: 5.652e-04, eta: 2:23:21, time: 2.273, data_time: 1.238, memory: 10331, loss_action_cls: 0.0275, recall@thr=0.5: 0.8993, prec@thr=0.5: 0.8964, recall@top3: 0.9698, prec@top3: 0.3431, recall@top5: 0.9846, prec@top5: 0.2090, loss: 0.0275, grad_norm: 0.4117 2021-03-04 07:33:23,342 - mmaction - INFO - Epoch [17][80/874] lr: 5.652e-04, eta: 2:22:31, time: 2.420, data_time: 1.318, memory: 10331, loss_action_cls: 0.0301, recall@thr=0.5: 0.9031, prec@thr=0.5: 0.8999, recall@top3: 0.9645, prec@top3: 0.3379, recall@top5: 0.9770, prec@top5: 0.2056, loss: 0.0301, grad_norm: 0.4568 2021-03-04 07:34:06,067 - mmaction - INFO - Epoch [17][100/874] lr: 5.652e-04, eta: 2:21:39, time: 2.138, data_time: 0.977, memory: 10331, loss_action_cls: 0.0252, recall@thr=0.5: 0.9055, prec@thr=0.5: 0.9027, recall@top3: 0.9683, prec@top3: 0.3406, recall@top5: 0.9795, prec@top5: 0.2066, loss: 0.0252, grad_norm: 0.3768 2021-03-04 07:34:49,388 - mmaction - INFO - Epoch [17][120/874] lr: 5.652e-04, eta: 2:20:47, time: 2.167, data_time: 1.127, memory: 10331, loss_action_cls: 0.0229, recall@thr=0.5: 0.9229, prec@thr=0.5: 0.9173, recall@top3: 0.9755, prec@top3: 0.3407, recall@top5: 0.9841, prec@top5: 0.2062, loss: 0.0229, grad_norm: 0.3895 2021-03-04 07:35:36,234 - mmaction - INFO - Epoch [17][140/874] lr: 5.652e-04, eta: 2:19:56, time: 2.342, data_time: 1.257, memory: 10331, loss_action_cls: 0.0285, recall@thr=0.5: 0.9050, prec@thr=0.5: 0.8957, recall@top3: 0.9697, prec@top3: 0.3392, recall@top5: 0.9810, prec@top5: 0.2062, loss: 0.0285, grad_norm: 0.4430 2021-03-04 07:36:23,156 - mmaction - INFO - Epoch [17][160/874] lr: 5.652e-04, eta: 2:19:06, time: 2.346, data_time: 0.929, memory: 10331, loss_action_cls: 0.0264, recall@thr=0.5: 0.9106, prec@thr=0.5: 0.9116, recall@top3: 0.9741, prec@top3: 0.3456, recall@top5: 0.9832, prec@top5: 0.2093, loss: 0.0264, grad_norm: 0.4285 2021-03-04 07:37:05,117 - mmaction - INFO - Epoch [17][180/874] lr: 5.652e-04, eta: 2:18:14, time: 2.098, data_time: 0.469, memory: 10331, loss_action_cls: 0.0281, recall@thr=0.5: 0.8986, prec@thr=0.5: 0.8950, recall@top3: 0.9647, prec@top3: 0.3364, recall@top5: 0.9756, prec@top5: 0.2041, loss: 0.0281, grad_norm: 0.4323 2021-03-04 07:37:50,344 - mmaction - INFO - Epoch [17][200/874] lr: 5.652e-04, eta: 2:17:23, time: 2.260, data_time: 0.429, memory: 10331, loss_action_cls: 0.0273, recall@thr=0.5: 0.9033, prec@thr=0.5: 0.9030, recall@top3: 0.9691, prec@top3: 0.3409, recall@top5: 0.9767, prec@top5: 0.2061, loss: 0.0273, grad_norm: 0.4286 2021-03-04 07:38:34,962 - mmaction - INFO - Epoch [17][220/874] lr: 5.652e-04, eta: 2:16:31, time: 2.232, data_time: 0.002, memory: 10331, loss_action_cls: 0.0273, recall@thr=0.5: 0.8986, prec@thr=0.5: 0.8926, recall@top3: 0.9702, prec@top3: 0.3326, recall@top5: 0.9788, prec@top5: 0.2014, loss: 0.0273, grad_norm: 0.4129 2021-03-04 07:39:18,867 - mmaction - INFO - Epoch [17][240/874] lr: 5.652e-04, eta: 2:15:40, time: 2.196, data_time: 0.001, memory: 10331, loss_action_cls: 0.0214, recall@thr=0.5: 0.9210, prec@thr=0.5: 0.9171, recall@top3: 0.9797, prec@top3: 0.3451, recall@top5: 0.9875, prec@top5: 0.2087, loss: 0.0214, grad_norm: 0.4126 2021-03-04 07:40:03,706 - mmaction - INFO - Epoch [17][260/874] lr: 5.652e-04, eta: 2:14:49, time: 2.242, data_time: 0.145, memory: 10331, loss_action_cls: 0.0275, recall@thr=0.5: 0.9007, prec@thr=0.5: 0.9021, recall@top3: 0.9703, prec@top3: 0.3406, recall@top5: 0.9826, prec@top5: 0.2072, loss: 0.0275, grad_norm: 0.4665 2021-03-04 07:40:49,385 - mmaction - INFO - Epoch [17][280/874] lr: 5.652e-04, eta: 2:13:58, time: 2.284, data_time: 0.394, memory: 10331, loss_action_cls: 0.0275, recall@thr=0.5: 0.9020, prec@thr=0.5: 0.9036, recall@top3: 0.9724, prec@top3: 0.3405, recall@top5: 0.9837, prec@top5: 0.2068, loss: 0.0275, grad_norm: 0.4448 2021-03-04 07:41:34,281 - mmaction - INFO - Epoch [17][300/874] lr: 5.652e-04, eta: 2:13:07, time: 2.245, data_time: 0.009, memory: 10331, loss_action_cls: 0.0253, recall@thr=0.5: 0.9041, prec@thr=0.5: 0.9001, recall@top3: 0.9780, prec@top3: 0.3420, recall@top5: 0.9810, prec@top5: 0.2058, loss: 0.0253, grad_norm: 0.4284 2021-03-04 07:42:21,477 - mmaction - INFO - Epoch [17][320/874] lr: 5.652e-04, eta: 2:12:16, time: 2.360, data_time: 0.132, memory: 10331, loss_action_cls: 0.0266, recall@thr=0.5: 0.9094, prec@thr=0.5: 0.9049, recall@top3: 0.9699, prec@top3: 0.3362, recall@top5: 0.9768, prec@top5: 0.2031, loss: 0.0266, grad_norm: 0.4613 2021-03-04 07:43:04,256 - mmaction - INFO - Epoch [17][340/874] lr: 5.652e-04, eta: 2:11:25, time: 2.139, data_time: 0.001, memory: 10331, loss_action_cls: 0.0252, recall@thr=0.5: 0.9034, prec@thr=0.5: 0.9041, recall@top3: 0.9789, prec@top3: 0.3434, recall@top5: 0.9860, prec@top5: 0.2076, loss: 0.0252, grad_norm: 0.4653 2021-03-04 07:43:53,204 - mmaction - INFO - Epoch [17][360/874] lr: 5.652e-04, eta: 2:10:34, time: 2.447, data_time: 0.001, memory: 10331, loss_action_cls: 0.0306, recall@thr=0.5: 0.8883, prec@thr=0.5: 0.8897, recall@top3: 0.9717, prec@top3: 0.3405, recall@top5: 0.9797, prec@top5: 0.2059, loss: 0.0306, grad_norm: 0.4324 2021-03-04 07:44:36,614 - mmaction - INFO - Epoch [17][380/874] lr: 5.652e-04, eta: 2:09:43, time: 2.170, data_time: 0.001, memory: 10331, loss_action_cls: 0.0263, recall@thr=0.5: 0.9046, prec@thr=0.5: 0.9046, recall@top3: 0.9751, prec@top3: 0.3416, recall@top5: 0.9810, prec@top5: 0.2061, loss: 0.0263, grad_norm: 0.4259 2021-03-04 07:45:21,901 - mmaction - INFO - Epoch [17][400/874] lr: 5.652e-04, eta: 2:08:52, time: 2.264, data_time: 0.001, memory: 10331, loss_action_cls: 0.0297, recall@thr=0.5: 0.8891, prec@thr=0.5: 0.8865, recall@top3: 0.9549, prec@top3: 0.3358, recall@top5: 0.9668, prec@top5: 0.2040, loss: 0.0297, grad_norm: 0.4757 2021-03-04 07:46:03,704 - mmaction - INFO - Epoch [17][420/874] lr: 5.652e-04, eta: 2:08:00, time: 2.089, data_time: 0.001, memory: 10331, loss_action_cls: 0.0291, recall@thr=0.5: 0.9065, prec@thr=0.5: 0.9000, recall@top3: 0.9756, prec@top3: 0.3428, recall@top5: 0.9845, prec@top5: 0.2075, loss: 0.0291, grad_norm: 0.4893 2021-03-04 07:46:47,326 - mmaction - INFO - Epoch [17][440/874] lr: 5.652e-04, eta: 2:07:09, time: 2.183, data_time: 0.002, memory: 10331, loss_action_cls: 0.0240, recall@thr=0.5: 0.9106, prec@thr=0.5: 0.9055, recall@top3: 0.9827, prec@top3: 0.3424, recall@top5: 0.9885, prec@top5: 0.2069, loss: 0.0240, grad_norm: 0.4415 2021-03-04 07:47:33,061 - mmaction - INFO - Epoch [17][460/874] lr: 5.652e-04, eta: 2:06:18, time: 2.286, data_time: 0.001, memory: 10331, loss_action_cls: 0.0270, recall@thr=0.5: 0.8998, prec@thr=0.5: 0.9051, recall@top3: 0.9743, prec@top3: 0.3408, recall@top5: 0.9842, prec@top5: 0.2066, loss: 0.0270, grad_norm: 0.4321 2021-03-04 07:48:22,345 - mmaction - INFO - Epoch [17][480/874] lr: 5.652e-04, eta: 2:05:28, time: 2.465, data_time: 0.002, memory: 10331, loss_action_cls: 0.0252, recall@thr=0.5: 0.9097, prec@thr=0.5: 0.9035, recall@top3: 0.9751, prec@top3: 0.3406, recall@top5: 0.9847, prec@top5: 0.2063, loss: 0.0252, grad_norm: 0.4083 2021-03-04 07:49:09,925 - mmaction - INFO - Epoch [17][500/874] lr: 5.652e-04, eta: 2:04:38, time: 2.379, data_time: 0.001, memory: 10331, loss_action_cls: 0.0252, recall@thr=0.5: 0.9070, prec@thr=0.5: 0.9076, recall@top3: 0.9811, prec@top3: 0.3445, recall@top5: 0.9878, prec@top5: 0.2081, loss: 0.0252, grad_norm: 0.4304 2021-03-04 07:49:53,767 - mmaction - INFO - Epoch [17][520/874] lr: 5.652e-04, eta: 2:03:47, time: 2.192, data_time: 0.001, memory: 10331, loss_action_cls: 0.0233, recall@thr=0.5: 0.9172, prec@thr=0.5: 0.9189, recall@top3: 0.9728, prec@top3: 0.3348, recall@top5: 0.9858, prec@top5: 0.2037, loss: 0.0233, grad_norm: 0.3911 2021-03-04 07:50:36,743 - mmaction - INFO - Epoch [17][540/874] lr: 5.652e-04, eta: 2:02:55, time: 2.149, data_time: 0.274, memory: 10331, loss_action_cls: 0.0285, recall@thr=0.5: 0.8944, prec@thr=0.5: 0.8971, recall@top3: 0.9766, prec@top3: 0.3424, recall@top5: 0.9833, prec@top5: 0.2069, loss: 0.0285, grad_norm: 0.4773 2021-03-04 07:51:21,176 - mmaction - INFO - Epoch [17][560/874] lr: 5.652e-04, eta: 2:02:04, time: 2.222, data_time: 0.290, memory: 10331, loss_action_cls: 0.0243, recall@thr=0.5: 0.9156, prec@thr=0.5: 0.9185, recall@top3: 0.9771, prec@top3: 0.3451, recall@top5: 0.9836, prec@top5: 0.2083, loss: 0.0243, grad_norm: 0.4112 2021-03-04 07:52:10,068 - mmaction - INFO - Epoch [17][580/874] lr: 5.652e-04, eta: 2:01:14, time: 2.445, data_time: 1.072, memory: 10331, loss_action_cls: 0.0257, recall@thr=0.5: 0.9148, prec@thr=0.5: 0.9110, recall@top3: 0.9729, prec@top3: 0.3433, recall@top5: 0.9817, prec@top5: 0.2078, loss: 0.0257, grad_norm: 0.4482 2021-03-04 07:52:55,209 - mmaction - INFO - Epoch [17][600/874] lr: 5.652e-04, eta: 2:00:23, time: 2.257, data_time: 0.647, memory: 10331, loss_action_cls: 0.0284, recall@thr=0.5: 0.9026, prec@thr=0.5: 0.9007, recall@top3: 0.9713, prec@top3: 0.3405, recall@top5: 0.9836, prec@top5: 0.2068, loss: 0.0284, grad_norm: 0.4202 2021-03-04 07:53:40,210 - mmaction - INFO - Epoch [17][620/874] lr: 5.652e-04, eta: 1:59:32, time: 2.250, data_time: 1.154, memory: 10331, loss_action_cls: 0.0234, recall@thr=0.5: 0.9132, prec@thr=0.5: 0.9133, recall@top3: 0.9729, prec@top3: 0.3409, recall@top5: 0.9791, prec@top5: 0.2059, loss: 0.0234, grad_norm: 0.4078 2021-03-04 07:54:26,017 - mmaction - INFO - Epoch [17][640/874] lr: 5.652e-04, eta: 1:58:42, time: 2.291, data_time: 1.248, memory: 10331, loss_action_cls: 0.0235, recall@thr=0.5: 0.9147, prec@thr=0.5: 0.9114, recall@top3: 0.9751, prec@top3: 0.3413, recall@top5: 0.9822, prec@top5: 0.2063, loss: 0.0235, grad_norm: 0.3933 2021-03-04 07:55:07,589 - mmaction - INFO - Epoch [17][660/874] lr: 5.652e-04, eta: 1:57:50, time: 2.078, data_time: 1.036, memory: 10331, loss_action_cls: 0.0237, recall@thr=0.5: 0.9127, prec@thr=0.5: 0.9161, recall@top3: 0.9733, prec@top3: 0.3400, recall@top5: 0.9842, prec@top5: 0.2063, loss: 0.0237, grad_norm: 0.3898 2021-03-04 07:55:53,870 - mmaction - INFO - Epoch [17][680/874] lr: 5.652e-04, eta: 1:57:00, time: 2.315, data_time: 0.300, memory: 10331, loss_action_cls: 0.0247, recall@thr=0.5: 0.9126, prec@thr=0.5: 0.9095, recall@top3: 0.9770, prec@top3: 0.3401, recall@top5: 0.9890, prec@top5: 0.2065, loss: 0.0247, grad_norm: 0.3847 2021-03-04 07:56:39,217 - mmaction - INFO - Epoch [17][700/874] lr: 5.652e-04, eta: 1:56:09, time: 2.267, data_time: 0.001, memory: 10331, loss_action_cls: 0.0244, recall@thr=0.5: 0.9063, prec@thr=0.5: 0.9011, recall@top3: 0.9797, prec@top3: 0.3405, recall@top5: 0.9877, prec@top5: 0.2060, loss: 0.0244, grad_norm: 0.4103 2021-03-04 07:57:21,088 - mmaction - INFO - Epoch [17][720/874] lr: 5.652e-04, eta: 1:55:18, time: 2.093, data_time: 0.038, memory: 10331, loss_action_cls: 0.0250, recall@thr=0.5: 0.9152, prec@thr=0.5: 0.9188, recall@top3: 0.9776, prec@top3: 0.3455, recall@top5: 0.9858, prec@top5: 0.2090, loss: 0.0250, grad_norm: 0.4104 2021-03-04 07:58:06,859 - mmaction - INFO - Epoch [17][740/874] lr: 5.652e-04, eta: 1:54:27, time: 2.289, data_time: 0.001, memory: 10331, loss_action_cls: 0.0280, recall@thr=0.5: 0.8968, prec@thr=0.5: 0.8986, recall@top3: 0.9676, prec@top3: 0.3403, recall@top5: 0.9809, prec@top5: 0.2070, loss: 0.0280, grad_norm: 0.4401 2021-03-04 07:58:51,948 - mmaction - INFO - Epoch [17][760/874] lr: 5.652e-04, eta: 1:53:36, time: 2.254, data_time: 0.001, memory: 10331, loss_action_cls: 0.0222, recall@thr=0.5: 0.9264, prec@thr=0.5: 0.9191, recall@top3: 0.9788, prec@top3: 0.3387, recall@top5: 0.9846, prec@top5: 0.2045, loss: 0.0222, grad_norm: 0.4433 2021-03-04 07:59:36,911 - mmaction - INFO - Epoch [17][780/874] lr: 5.652e-04, eta: 1:52:46, time: 2.248, data_time: 0.001, memory: 10331, loss_action_cls: 0.0259, recall@thr=0.5: 0.9095, prec@thr=0.5: 0.9054, recall@top3: 0.9752, prec@top3: 0.3397, recall@top5: 0.9832, prec@top5: 0.2055, loss: 0.0259, grad_norm: 0.4446 2021-03-04 08:00:24,193 - mmaction - INFO - Epoch [17][800/874] lr: 5.652e-04, eta: 1:51:55, time: 2.364, data_time: 0.089, memory: 10331, loss_action_cls: 0.0269, recall@thr=0.5: 0.9040, prec@thr=0.5: 0.9005, recall@top3: 0.9722, prec@top3: 0.3366, recall@top5: 0.9817, prec@top5: 0.2040, loss: 0.0269, grad_norm: 0.4319 2021-03-04 08:01:05,900 - mmaction - INFO - Epoch [17][820/874] lr: 5.652e-04, eta: 1:51:04, time: 2.085, data_time: 0.032, memory: 10331, loss_action_cls: 0.0238, recall@thr=0.5: 0.9222, prec@thr=0.5: 0.9132, recall@top3: 0.9762, prec@top3: 0.3386, recall@top5: 0.9839, prec@top5: 0.2047, loss: 0.0238, grad_norm: 0.4181 2021-03-04 08:01:53,175 - mmaction - INFO - Epoch [17][840/874] lr: 5.652e-04, eta: 1:50:14, time: 2.363, data_time: 0.001, memory: 10331, loss_action_cls: 0.0237, recall@thr=0.5: 0.9077, prec@thr=0.5: 0.9065, recall@top3: 0.9768, prec@top3: 0.3407, recall@top5: 0.9845, prec@top5: 0.2060, loss: 0.0237, grad_norm: 0.4441 2021-03-04 08:02:36,668 - mmaction - INFO - Epoch [17][860/874] lr: 5.652e-04, eta: 1:49:23, time: 2.172, data_time: 0.130, memory: 10331, loss_action_cls: 0.0265, recall@thr=0.5: 0.9122, prec@thr=0.5: 0.9035, recall@top3: 0.9740, prec@top3: 0.3401, recall@top5: 0.9839, prec@top5: 0.2062, loss: 0.0265, grad_norm: 0.4242 2021-03-04 08:03:01,094 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-03-04 08:11:03,883 - mmaction - INFO - Evaluating mAP ... 2021-03-04 08:11:40,323 - mmaction - INFO - mAP@0.5IOU 0.3323 2021-03-04 08:11:40,367 - mmaction - INFO - Epoch(val) [17][874] mAP@0.5IOU: 0.3323 2021-03-04 08:12:38,592 - mmaction - INFO - Epoch [18][20/874] lr: 5.652e-04, eta: 1:47:54, time: 2.911, data_time: 1.776, memory: 10331, loss_action_cls: 0.0265, recall@thr=0.5: 0.9068, prec@thr=0.5: 0.9020, recall@top3: 0.9747, prec@top3: 0.3369, recall@top5: 0.9877, prec@top5: 0.2048, loss: 0.0265, grad_norm: 0.4395 2021-03-04 08:13:29,213 - mmaction - INFO - Epoch [18][40/874] lr: 5.652e-04, eta: 1:47:04, time: 2.531, data_time: 0.237, memory: 10331, loss_action_cls: 0.0280, recall@thr=0.5: 0.8960, prec@thr=0.5: 0.8958, recall@top3: 0.9657, prec@top3: 0.3382, recall@top5: 0.9753, prec@top5: 0.2049, loss: 0.0280, grad_norm: 0.4089 2021-03-04 08:14:12,935 - mmaction - INFO - Epoch [18][60/874] lr: 5.652e-04, eta: 1:46:13, time: 2.186, data_time: 0.001, memory: 10331, loss_action_cls: 0.0282, recall@thr=0.5: 0.9085, prec@thr=0.5: 0.9029, recall@top3: 0.9704, prec@top3: 0.3367, recall@top5: 0.9794, prec@top5: 0.2041, loss: 0.0282, grad_norm: 0.4319 2021-03-04 08:14:56,518 - mmaction - INFO - Epoch [18][80/874] lr: 5.652e-04, eta: 1:45:22, time: 2.179, data_time: 0.001, memory: 10331, loss_action_cls: 0.0273, recall@thr=0.5: 0.8988, prec@thr=0.5: 0.8996, recall@top3: 0.9689, prec@top3: 0.3418, recall@top5: 0.9819, prec@top5: 0.2078, loss: 0.0273, grad_norm: 0.4411 2021-03-04 08:15:40,883 - mmaction - INFO - Epoch [18][100/874] lr: 5.652e-04, eta: 1:44:32, time: 2.218, data_time: 0.001, memory: 10331, loss_action_cls: 0.0262, recall@thr=0.5: 0.9120, prec@thr=0.5: 0.9073, recall@top3: 0.9689, prec@top3: 0.3392, recall@top5: 0.9771, prec@top5: 0.2052, loss: 0.0262, grad_norm: 0.3852 2021-03-04 08:16:27,672 - mmaction - INFO - Epoch [18][120/874] lr: 5.652e-04, eta: 1:43:41, time: 2.339, data_time: 0.001, memory: 10331, loss_action_cls: 0.0312, recall@thr=0.5: 0.8969, prec@thr=0.5: 0.8958, recall@top3: 0.9711, prec@top3: 0.3396, recall@top5: 0.9843, prec@top5: 0.2065, loss: 0.0312, grad_norm: 0.4539 2021-03-04 08:17:09,500 - mmaction - INFO - Epoch [18][140/874] lr: 5.652e-04, eta: 1:42:50, time: 2.091, data_time: 0.113, memory: 10331, loss_action_cls: 0.0252, recall@thr=0.5: 0.9030, prec@thr=0.5: 0.9042, recall@top3: 0.9771, prec@top3: 0.3424, recall@top5: 0.9810, prec@top5: 0.2062, loss: 0.0252, grad_norm: 0.4201 2021-03-04 08:17:57,585 - mmaction - INFO - Epoch [18][160/874] lr: 5.652e-04, eta: 1:42:00, time: 2.406, data_time: 0.011, memory: 10331, loss_action_cls: 0.0221, recall@thr=0.5: 0.9186, prec@thr=0.5: 0.9165, recall@top3: 0.9783, prec@top3: 0.3403, recall@top5: 0.9863, prec@top5: 0.2059, loss: 0.0221, grad_norm: 0.3544 2021-03-04 08:18:43,453 - mmaction - INFO - Epoch [18][180/874] lr: 5.652e-04, eta: 1:41:10, time: 2.293, data_time: 0.001, memory: 10331, loss_action_cls: 0.0302, recall@thr=0.5: 0.8885, prec@thr=0.5: 0.8848, recall@top3: 0.9754, prec@top3: 0.3430, recall@top5: 0.9840, prec@top5: 0.2079, loss: 0.0302, grad_norm: 0.5107 2021-03-04 08:19:29,108 - mmaction - INFO - Epoch [18][200/874] lr: 5.652e-04, eta: 1:40:20, time: 2.283, data_time: 0.001, memory: 10331, loss_action_cls: 0.0307, recall@thr=0.5: 0.8975, prec@thr=0.5: 0.8921, recall@top3: 0.9634, prec@top3: 0.3398, recall@top5: 0.9803, prec@top5: 0.2074, loss: 0.0307, grad_norm: 0.4983 2021-03-04 08:20:16,986 - mmaction - INFO - Epoch [18][220/874] lr: 5.652e-04, eta: 1:39:30, time: 2.394, data_time: 0.001, memory: 10331, loss_action_cls: 0.0268, recall@thr=0.5: 0.8960, prec@thr=0.5: 0.8996, recall@top3: 0.9690, prec@top3: 0.3372, recall@top5: 0.9823, prec@top5: 0.2050, loss: 0.0268, grad_norm: 0.4002 2021-03-04 08:20:58,881 - mmaction - INFO - Epoch [18][240/874] lr: 5.652e-04, eta: 1:38:39, time: 2.095, data_time: 0.001, memory: 10331, loss_action_cls: 0.0273, recall@thr=0.5: 0.9027, prec@thr=0.5: 0.8978, recall@top3: 0.9800, prec@top3: 0.3436, recall@top5: 0.9849, prec@top5: 0.2071, loss: 0.0273, grad_norm: 0.4480 2021-03-04 08:21:44,549 - mmaction - INFO - Epoch [18][260/874] lr: 5.652e-04, eta: 1:37:48, time: 2.283, data_time: 0.001, memory: 10331, loss_action_cls: 0.0274, recall@thr=0.5: 0.9034, prec@thr=0.5: 0.8990, recall@top3: 0.9699, prec@top3: 0.3453, recall@top5: 0.9829, prec@top5: 0.2099, loss: 0.0274, grad_norm: 0.4867 2021-03-04 08:22:30,158 - mmaction - INFO - Epoch [18][280/874] lr: 5.652e-04, eta: 1:36:58, time: 2.280, data_time: 0.001, memory: 10331, loss_action_cls: 0.0270, recall@thr=0.5: 0.9004, prec@thr=0.5: 0.9022, recall@top3: 0.9748, prec@top3: 0.3476, recall@top5: 0.9867, prec@top5: 0.2110, loss: 0.0270, grad_norm: 0.4356 2021-03-04 08:23:13,585 - mmaction - INFO - Epoch [18][300/874] lr: 5.652e-04, eta: 1:36:07, time: 2.171, data_time: 0.001, memory: 10331, loss_action_cls: 0.0236, recall@thr=0.5: 0.9177, prec@thr=0.5: 0.9193, recall@top3: 0.9711, prec@top3: 0.3386, recall@top5: 0.9821, prec@top5: 0.2055, loss: 0.0236, grad_norm: 0.3597 2021-03-04 08:24:00,866 - mmaction - INFO - Epoch [18][320/874] lr: 5.652e-04, eta: 1:35:17, time: 2.363, data_time: 0.001, memory: 10331, loss_action_cls: 0.0221, recall@thr=0.5: 0.9190, prec@thr=0.5: 0.9175, recall@top3: 0.9759, prec@top3: 0.3351, recall@top5: 0.9827, prec@top5: 0.2026, loss: 0.0221, grad_norm: 0.3683 2021-03-04 08:24:45,229 - mmaction - INFO - Epoch [18][340/874] lr: 5.652e-04, eta: 1:34:27, time: 2.219, data_time: 0.001, memory: 10331, loss_action_cls: 0.0300, recall@thr=0.5: 0.8919, prec@thr=0.5: 0.8928, recall@top3: 0.9653, prec@top3: 0.3360, recall@top5: 0.9786, prec@top5: 0.2044, loss: 0.0300, grad_norm: 0.4417 2021-03-04 08:25:31,621 - mmaction - INFO - Epoch [18][360/874] lr: 5.652e-04, eta: 1:33:37, time: 2.320, data_time: 0.001, memory: 10331, loss_action_cls: 0.0274, recall@thr=0.5: 0.8942, prec@thr=0.5: 0.8934, recall@top3: 0.9715, prec@top3: 0.3372, recall@top5: 0.9825, prec@top5: 0.2047, loss: 0.0274, grad_norm: 0.4224 2021-03-04 08:26:19,058 - mmaction - INFO - Epoch [18][380/874] lr: 5.652e-04, eta: 1:32:47, time: 2.371, data_time: 0.217, memory: 10331, loss_action_cls: 0.0228, recall@thr=0.5: 0.9166, prec@thr=0.5: 0.9111, recall@top3: 0.9792, prec@top3: 0.3405, recall@top5: 0.9877, prec@top5: 0.2060, loss: 0.0228, grad_norm: 0.4244 2021-03-04 08:27:02,136 - mmaction - INFO - Epoch [18][400/874] lr: 5.652e-04, eta: 1:31:56, time: 2.154, data_time: 0.001, memory: 10331, loss_action_cls: 0.0290, recall@thr=0.5: 0.8940, prec@thr=0.5: 0.8943, recall@top3: 0.9750, prec@top3: 0.3394, recall@top5: 0.9853, prec@top5: 0.2059, loss: 0.0290, grad_norm: 0.4919 2021-03-04 08:27:47,524 - mmaction - INFO - Epoch [18][420/874] lr: 5.652e-04, eta: 1:31:06, time: 2.267, data_time: 0.001, memory: 10331, loss_action_cls: 0.0270, recall@thr=0.5: 0.9103, prec@thr=0.5: 0.9059, recall@top3: 0.9669, prec@top3: 0.3357, recall@top5: 0.9766, prec@top5: 0.2033, loss: 0.0270, grad_norm: 0.4006 2021-03-04 08:28:35,190 - mmaction - INFO - Epoch [18][440/874] lr: 5.652e-04, eta: 1:30:16, time: 2.383, data_time: 0.003, memory: 10331, loss_action_cls: 0.0239, recall@thr=0.5: 0.9104, prec@thr=0.5: 0.9107, recall@top3: 0.9764, prec@top3: 0.3462, recall@top5: 0.9859, prec@top5: 0.2099, loss: 0.0239, grad_norm: 0.3838 2021-03-04 08:29:16,444 - mmaction - INFO - Epoch [18][460/874] lr: 5.652e-04, eta: 1:29:25, time: 2.065, data_time: 0.003, memory: 10331, loss_action_cls: 0.0252, recall@thr=0.5: 0.9168, prec@thr=0.5: 0.9132, recall@top3: 0.9788, prec@top3: 0.3450, recall@top5: 0.9859, prec@top5: 0.2087, loss: 0.0252, grad_norm: 0.4195 2021-03-04 08:30:01,631 - mmaction - INFO - Epoch [18][480/874] lr: 5.652e-04, eta: 1:28:35, time: 2.259, data_time: 0.001, memory: 10331, loss_action_cls: 0.0247, recall@thr=0.5: 0.9092, prec@thr=0.5: 0.9082, recall@top3: 0.9772, prec@top3: 0.3385, recall@top5: 0.9819, prec@top5: 0.2043, loss: 0.0247, grad_norm: 0.4005 2021-03-04 08:30:45,656 - mmaction - INFO - Epoch [18][500/874] lr: 5.652e-04, eta: 1:27:44, time: 2.202, data_time: 0.684, memory: 10331, loss_action_cls: 0.0253, recall@thr=0.5: 0.9147, prec@thr=0.5: 0.9086, recall@top3: 0.9751, prec@top3: 0.3405, recall@top5: 0.9854, prec@top5: 0.2063, loss: 0.0253, grad_norm: 0.4339 2021-03-04 08:31:29,422 - mmaction - INFO - Epoch [18][520/874] lr: 5.652e-04, eta: 1:26:54, time: 2.188, data_time: 1.085, memory: 10331, loss_action_cls: 0.0262, recall@thr=0.5: 0.9071, prec@thr=0.5: 0.9044, recall@top3: 0.9663, prec@top3: 0.3407, recall@top5: 0.9791, prec@top5: 0.2073, loss: 0.0262, grad_norm: 0.3955 2021-03-04 08:32:16,209 - mmaction - INFO - Epoch [18][540/874] lr: 5.652e-04, eta: 1:26:04, time: 2.339, data_time: 0.631, memory: 10331, loss_action_cls: 0.0237, recall@thr=0.5: 0.9165, prec@thr=0.5: 0.9166, recall@top3: 0.9712, prec@top3: 0.3378, recall@top5: 0.9828, prec@top5: 0.2055, loss: 0.0237, grad_norm: 0.3878 2021-03-04 08:33:00,834 - mmaction - INFO - Epoch [18][560/874] lr: 5.652e-04, eta: 1:25:14, time: 2.231, data_time: 0.089, memory: 10331, loss_action_cls: 0.0233, recall@thr=0.5: 0.9198, prec@thr=0.5: 0.9162, recall@top3: 0.9812, prec@top3: 0.3476, recall@top5: 0.9925, prec@top5: 0.2109, loss: 0.0233, grad_norm: 0.4469 2021-03-04 08:33:43,737 - mmaction - INFO - Epoch [18][580/874] lr: 5.652e-04, eta: 1:24:23, time: 2.145, data_time: 0.489, memory: 10331, loss_action_cls: 0.0255, recall@thr=0.5: 0.9194, prec@thr=0.5: 0.9134, recall@top3: 0.9707, prec@top3: 0.3401, recall@top5: 0.9800, prec@top5: 0.2060, loss: 0.0255, grad_norm: 0.4050 2021-03-04 08:34:31,189 - mmaction - INFO - Epoch [18][600/874] lr: 5.652e-04, eta: 1:23:33, time: 2.373, data_time: 0.001, memory: 10331, loss_action_cls: 0.0319, recall@thr=0.5: 0.8853, prec@thr=0.5: 0.8849, recall@top3: 0.9674, prec@top3: 0.3375, recall@top5: 0.9811, prec@top5: 0.2054, loss: 0.0319, grad_norm: 0.5213 2021-03-04 08:35:16,480 - mmaction - INFO - Epoch [18][620/874] lr: 5.652e-04, eta: 1:22:43, time: 2.263, data_time: 0.001, memory: 10331, loss_action_cls: 0.0244, recall@thr=0.5: 0.9213, prec@thr=0.5: 0.9186, recall@top3: 0.9731, prec@top3: 0.3408, recall@top5: 0.9850, prec@top5: 0.2069, loss: 0.0244, grad_norm: 0.4184 2021-03-04 08:36:01,904 - mmaction - INFO - Epoch [18][640/874] lr: 5.652e-04, eta: 1:21:53, time: 2.272, data_time: 0.002, memory: 10331, loss_action_cls: 0.0256, recall@thr=0.5: 0.9097, prec@thr=0.5: 0.9067, recall@top3: 0.9757, prec@top3: 0.3414, recall@top5: 0.9823, prec@top5: 0.2062, loss: 0.0256, grad_norm: 0.4271 2021-03-04 08:36:48,897 - mmaction - INFO - Epoch [18][660/874] lr: 5.652e-04, eta: 1:21:03, time: 2.350, data_time: 0.001, memory: 10331, loss_action_cls: 0.0255, recall@thr=0.5: 0.9030, prec@thr=0.5: 0.9039, recall@top3: 0.9737, prec@top3: 0.3397, recall@top5: 0.9808, prec@top5: 0.2053, loss: 0.0255, grad_norm: 0.4494 2021-03-04 08:37:29,023 - mmaction - INFO - Epoch [18][680/874] lr: 5.652e-04, eta: 1:20:12, time: 2.007, data_time: 0.001, memory: 10331, loss_action_cls: 0.0254, recall@thr=0.5: 0.9057, prec@thr=0.5: 0.9054, recall@top3: 0.9758, prec@top3: 0.3418, recall@top5: 0.9805, prec@top5: 0.2060, loss: 0.0254, grad_norm: 0.4215 2021-03-04 08:38:14,662 - mmaction - INFO - Epoch [18][700/874] lr: 5.652e-04, eta: 1:19:22, time: 2.282, data_time: 0.001, memory: 10331, loss_action_cls: 0.0231, recall@thr=0.5: 0.9135, prec@thr=0.5: 0.9116, recall@top3: 0.9696, prec@top3: 0.3372, recall@top5: 0.9817, prec@top5: 0.2050, loss: 0.0231, grad_norm: 0.4081 2021-03-04 08:39:01,017 - mmaction - INFO - Epoch [18][720/874] lr: 5.652e-04, eta: 1:18:32, time: 2.318, data_time: 0.001, memory: 10331, loss_action_cls: 0.0273, recall@thr=0.5: 0.9027, prec@thr=0.5: 0.9010, recall@top3: 0.9692, prec@top3: 0.3354, recall@top5: 0.9794, prec@top5: 0.2034, loss: 0.0273, grad_norm: 0.4267 2021-03-04 08:39:43,688 - mmaction - INFO - Epoch [18][740/874] lr: 5.652e-04, eta: 1:17:42, time: 2.133, data_time: 0.001, memory: 10331, loss_action_cls: 0.0236, recall@thr=0.5: 0.9135, prec@thr=0.5: 0.9119, recall@top3: 0.9796, prec@top3: 0.3433, recall@top5: 0.9864, prec@top5: 0.2077, loss: 0.0236, grad_norm: 0.4180 2021-03-04 08:40:32,015 - mmaction - INFO - Epoch [18][760/874] lr: 5.652e-04, eta: 1:16:52, time: 2.417, data_time: 0.001, memory: 10331, loss_action_cls: 0.0279, recall@thr=0.5: 0.9038, prec@thr=0.5: 0.9028, recall@top3: 0.9721, prec@top3: 0.3427, recall@top5: 0.9806, prec@top5: 0.2076, loss: 0.0279, grad_norm: 0.4248 2021-03-04 08:41:13,901 - mmaction - INFO - Epoch [18][780/874] lr: 5.652e-04, eta: 1:16:02, time: 2.094, data_time: 0.001, memory: 10331, loss_action_cls: 0.0227, recall@thr=0.5: 0.9158, prec@thr=0.5: 0.9136, recall@top3: 0.9783, prec@top3: 0.3382, recall@top5: 0.9856, prec@top5: 0.2045, loss: 0.0227, grad_norm: 0.3375 2021-03-04 08:42:02,818 - mmaction - INFO - Epoch [18][800/874] lr: 5.652e-04, eta: 1:15:12, time: 2.446, data_time: 0.949, memory: 10331, loss_action_cls: 0.0295, recall@thr=0.5: 0.8917, prec@thr=0.5: 0.8935, recall@top3: 0.9665, prec@top3: 0.3394, recall@top5: 0.9788, prec@top5: 0.2061, loss: 0.0295, grad_norm: 0.4741 2021-03-04 08:42:47,319 - mmaction - INFO - Epoch [18][820/874] lr: 5.652e-04, eta: 1:14:22, time: 2.225, data_time: 1.135, memory: 10331, loss_action_cls: 0.0264, recall@thr=0.5: 0.9060, prec@thr=0.5: 0.9021, recall@top3: 0.9683, prec@top3: 0.3358, recall@top5: 0.9799, prec@top5: 0.2040, loss: 0.0264, grad_norm: 0.4205 2021-03-04 08:43:38,114 - mmaction - INFO - Epoch [18][840/874] lr: 5.652e-04, eta: 1:13:33, time: 2.540, data_time: 0.616, memory: 10331, loss_action_cls: 0.0277, recall@thr=0.5: 0.9058, prec@thr=0.5: 0.9055, recall@top3: 0.9670, prec@top3: 0.3356, recall@top5: 0.9753, prec@top5: 0.2031, loss: 0.0277, grad_norm: 0.4202 2021-03-04 08:44:33,406 - mmaction - INFO - Epoch [18][860/874] lr: 5.652e-04, eta: 1:12:44, time: 2.764, data_time: 0.538, memory: 10331, loss_action_cls: 0.0296, recall@thr=0.5: 0.9010, prec@thr=0.5: 0.8997, recall@top3: 0.9724, prec@top3: 0.3463, recall@top5: 0.9783, prec@top5: 0.2092, loss: 0.0296, grad_norm: 0.4752 2021-03-04 08:45:01,276 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-03-04 08:54:28,973 - mmaction - INFO - Evaluating mAP ... 2021-03-04 08:55:15,060 - mmaction - INFO - mAP@0.5IOU 0.3323 2021-03-04 08:55:15,109 - mmaction - INFO - Epoch(val) [18][874] mAP@0.5IOU: 0.3323 2021-03-04 08:56:32,289 - mmaction - INFO - Epoch [19][20/874] lr: 5.652e-04, eta: 1:11:19, time: 3.859, data_time: 1.891, memory: 10331, loss_action_cls: 0.0284, recall@thr=0.5: 0.9012, prec@thr=0.5: 0.9016, recall@top3: 0.9712, prec@top3: 0.3403, recall@top5: 0.9779, prec@top5: 0.2056, loss: 0.0284, grad_norm: 0.3800 2021-03-04 08:57:32,476 - mmaction - INFO - Epoch [19][40/874] lr: 5.652e-04, eta: 1:10:31, time: 3.009, data_time: 0.001, memory: 10331, loss_action_cls: 0.0277, recall@thr=0.5: 0.9017, prec@thr=0.5: 0.9001, recall@top3: 0.9714, prec@top3: 0.3371, recall@top5: 0.9835, prec@top5: 0.2048, loss: 0.0277, grad_norm: 0.4424 2021-03-04 08:58:26,374 - mmaction - INFO - Epoch [19][60/874] lr: 5.652e-04, eta: 1:09:41, time: 2.695, data_time: 0.001, memory: 10331, loss_action_cls: 0.0255, recall@thr=0.5: 0.9139, prec@thr=0.5: 0.9159, recall@top3: 0.9650, prec@top3: 0.3449, recall@top5: 0.9753, prec@top5: 0.2096, loss: 0.0255, grad_norm: 0.3383 2021-03-04 08:59:23,131 - mmaction - INFO - Epoch [19][80/874] lr: 5.652e-04, eta: 1:08:53, time: 2.838, data_time: 0.004, memory: 10331, loss_action_cls: 0.0291, recall@thr=0.5: 0.8952, prec@thr=0.5: 0.8880, recall@top3: 0.9649, prec@top3: 0.3357, recall@top5: 0.9809, prec@top5: 0.2048, loss: 0.0291, grad_norm: 0.4551 2021-03-04 09:00:22,679 - mmaction - INFO - Epoch [19][100/874] lr: 5.652e-04, eta: 1:08:04, time: 2.977, data_time: 1.308, memory: 10331, loss_action_cls: 0.0273, recall@thr=0.5: 0.8972, prec@thr=0.5: 0.8974, recall@top3: 0.9722, prec@top3: 0.3349, recall@top5: 0.9847, prec@top5: 0.2035, loss: 0.0273, grad_norm: 0.4511 2021-03-04 09:01:25,111 - mmaction - INFO - Epoch [19][120/874] lr: 5.652e-04, eta: 1:07:16, time: 3.121, data_time: 2.074, memory: 10331, loss_action_cls: 0.0280, recall@thr=0.5: 0.9005, prec@thr=0.5: 0.8991, recall@top3: 0.9730, prec@top3: 0.3375, recall@top5: 0.9790, prec@top5: 0.2037, loss: 0.0280, grad_norm: 0.4414 2021-03-04 09:02:20,752 - mmaction - INFO - Epoch [19][140/874] lr: 5.652e-04, eta: 1:06:27, time: 2.783, data_time: 1.739, memory: 10331, loss_action_cls: 0.0308, recall@thr=0.5: 0.8833, prec@thr=0.5: 0.8824, recall@top3: 0.9647, prec@top3: 0.3383, recall@top5: 0.9778, prec@top5: 0.2057, loss: 0.0308, grad_norm: 0.4650 2021-03-04 09:03:18,882 - mmaction - INFO - Epoch [19][160/874] lr: 5.652e-04, eta: 1:05:38, time: 2.906, data_time: 1.869, memory: 10331, loss_action_cls: 0.0263, recall@thr=0.5: 0.9112, prec@thr=0.5: 0.9112, recall@top3: 0.9671, prec@top3: 0.3391, recall@top5: 0.9810, prec@top5: 0.2063, loss: 0.0263, grad_norm: 0.4383 2021-03-04 09:04:08,388 - mmaction - INFO - Epoch [19][180/874] lr: 5.652e-04, eta: 1:04:49, time: 2.475, data_time: 0.946, memory: 10331, loss_action_cls: 0.0253, recall@thr=0.5: 0.9003, prec@thr=0.5: 0.9030, recall@top3: 0.9739, prec@top3: 0.3437, recall@top5: 0.9831, prec@top5: 0.2082, loss: 0.0253, grad_norm: 0.4113 2021-03-04 09:05:05,886 - mmaction - INFO - Epoch [19][200/874] lr: 5.652e-04, eta: 1:04:00, time: 2.875, data_time: 1.030, memory: 10331, loss_action_cls: 0.0249, recall@thr=0.5: 0.9124, prec@thr=0.5: 0.9088, recall@top3: 0.9754, prec@top3: 0.3398, recall@top5: 0.9812, prec@top5: 0.2052, loss: 0.0249, grad_norm: 0.4149 2021-03-04 09:05:59,466 - mmaction - INFO - Epoch [19][220/874] lr: 5.652e-04, eta: 1:03:10, time: 2.678, data_time: 0.702, memory: 10331, loss_action_cls: 0.0289, recall@thr=0.5: 0.9032, prec@thr=0.5: 0.9021, recall@top3: 0.9688, prec@top3: 0.3401, recall@top5: 0.9783, prec@top5: 0.2061, loss: 0.0289, grad_norm: 0.4445 2021-03-04 09:06:56,946 - mmaction - INFO - Epoch [19][240/874] lr: 5.652e-04, eta: 1:02:22, time: 2.875, data_time: 0.272, memory: 10331, loss_action_cls: 0.0233, recall@thr=0.5: 0.9157, prec@thr=0.5: 0.9154, recall@top3: 0.9758, prec@top3: 0.3380, recall@top5: 0.9846, prec@top5: 0.2047, loss: 0.0233, grad_norm: 0.3777 2021-03-04 09:07:55,168 - mmaction - INFO - Epoch [19][260/874] lr: 5.652e-04, eta: 1:01:33, time: 2.909, data_time: 0.001, memory: 10331, loss_action_cls: 0.0246, recall@thr=0.5: 0.9163, prec@thr=0.5: 0.9141, recall@top3: 0.9757, prec@top3: 0.3420, recall@top5: 0.9844, prec@top5: 0.2069, loss: 0.0246, grad_norm: 0.4495 2021-03-04 09:08:52,878 - mmaction - INFO - Epoch [19][280/874] lr: 5.652e-04, eta: 1:00:44, time: 2.887, data_time: 0.003, memory: 10331, loss_action_cls: 0.0260, recall@thr=0.5: 0.9099, prec@thr=0.5: 0.9034, recall@top3: 0.9796, prec@top3: 0.3401, recall@top5: 0.9850, prec@top5: 0.2052, loss: 0.0260, grad_norm: 0.4524 2021-03-04 09:09:47,596 - mmaction - INFO - Epoch [19][300/874] lr: 5.652e-04, eta: 0:59:55, time: 2.737, data_time: 0.002, memory: 10331, loss_action_cls: 0.0280, recall@thr=0.5: 0.8992, prec@thr=0.5: 0.8977, recall@top3: 0.9704, prec@top3: 0.3405, recall@top5: 0.9810, prec@top5: 0.2065, loss: 0.0280, grad_norm: 0.4155 2021-03-04 09:10:44,036 - mmaction - INFO - Epoch [19][320/874] lr: 5.652e-04, eta: 0:59:06, time: 2.822, data_time: 0.001, memory: 10331, loss_action_cls: 0.0245, recall@thr=0.5: 0.9126, prec@thr=0.5: 0.9108, recall@top3: 0.9733, prec@top3: 0.3398, recall@top5: 0.9821, prec@top5: 0.2058, loss: 0.0245, grad_norm: 0.3905 2021-03-04 09:11:42,011 - mmaction - INFO - Epoch [19][340/874] lr: 5.652e-04, eta: 0:58:17, time: 2.898, data_time: 0.001, memory: 10331, loss_action_cls: 0.0275, recall@thr=0.5: 0.9042, prec@thr=0.5: 0.9028, recall@top3: 0.9670, prec@top3: 0.3379, recall@top5: 0.9769, prec@top5: 0.2048, loss: 0.0275, grad_norm: 0.3879 2021-03-04 09:12:44,984 - mmaction - INFO - Epoch [19][360/874] lr: 5.652e-04, eta: 0:57:28, time: 3.149, data_time: 0.001, memory: 10331, loss_action_cls: 0.0324, recall@thr=0.5: 0.8861, prec@thr=0.5: 0.8836, recall@top3: 0.9579, prec@top3: 0.3342, recall@top5: 0.9700, prec@top5: 0.2033, loss: 0.0324, grad_norm: 0.4688 2021-03-04 09:13:38,961 - mmaction - INFO - Epoch [19][380/874] lr: 5.652e-04, eta: 0:56:39, time: 2.699, data_time: 0.001, memory: 10331, loss_action_cls: 0.0253, recall@thr=0.5: 0.9020, prec@thr=0.5: 0.8947, recall@top3: 0.9780, prec@top3: 0.3408, recall@top5: 0.9853, prec@top5: 0.2060, loss: 0.0253, grad_norm: 0.3922 2021-03-04 09:14:32,168 - mmaction - INFO - Epoch [19][400/874] lr: 5.652e-04, eta: 0:55:49, time: 2.660, data_time: 0.001, memory: 10331, loss_action_cls: 0.0238, recall@thr=0.5: 0.9212, prec@thr=0.5: 0.9123, recall@top3: 0.9744, prec@top3: 0.3389, recall@top5: 0.9883, prec@top5: 0.2061, loss: 0.0238, grad_norm: 0.4338 2021-03-04 09:15:30,527 - mmaction - INFO - Epoch [19][420/874] lr: 5.652e-04, eta: 0:55:00, time: 2.918, data_time: 0.001, memory: 10331, loss_action_cls: 0.0248, recall@thr=0.5: 0.9133, prec@thr=0.5: 0.9103, recall@top3: 0.9746, prec@top3: 0.3414, recall@top5: 0.9816, prec@top5: 0.2062, loss: 0.0248, grad_norm: 0.4183 2021-03-04 09:16:28,752 - mmaction - INFO - Epoch [19][440/874] lr: 5.652e-04, eta: 0:54:11, time: 2.911, data_time: 0.001, memory: 10331, loss_action_cls: 0.0304, recall@thr=0.5: 0.8955, prec@thr=0.5: 0.8943, recall@top3: 0.9643, prec@top3: 0.3358, recall@top5: 0.9810, prec@top5: 0.2053, loss: 0.0304, grad_norm: 0.4561 2021-03-04 09:17:26,122 - mmaction - INFO - Epoch [19][460/874] lr: 5.652e-04, eta: 0:53:22, time: 2.869, data_time: 0.001, memory: 10331, loss_action_cls: 0.0288, recall@thr=0.5: 0.8979, prec@thr=0.5: 0.8970, recall@top3: 0.9776, prec@top3: 0.3414, recall@top5: 0.9855, prec@top5: 0.2065, loss: 0.0288, grad_norm: 0.4611 2021-03-04 09:18:18,175 - mmaction - INFO - Epoch [19][480/874] lr: 5.652e-04, eta: 0:52:33, time: 2.601, data_time: 0.001, memory: 10331, loss_action_cls: 0.0281, recall@thr=0.5: 0.9024, prec@thr=0.5: 0.8999, recall@top3: 0.9703, prec@top3: 0.3357, recall@top5: 0.9845, prec@top5: 0.2044, loss: 0.0281, grad_norm: 0.4645 2021-03-04 09:19:12,463 - mmaction - INFO - Epoch [19][500/874] lr: 5.652e-04, eta: 0:51:43, time: 2.716, data_time: 0.002, memory: 10331, loss_action_cls: 0.0287, recall@thr=0.5: 0.9011, prec@thr=0.5: 0.8953, recall@top3: 0.9677, prec@top3: 0.3386, recall@top5: 0.9782, prec@top5: 0.2055, loss: 0.0287, grad_norm: 0.4285 2021-03-04 09:19:56,114 - mmaction - INFO - Epoch [19][520/874] lr: 5.652e-04, eta: 0:50:53, time: 2.183, data_time: 0.001, memory: 10331, loss_action_cls: 0.0238, recall@thr=0.5: 0.9167, prec@thr=0.5: 0.9163, recall@top3: 0.9761, prec@top3: 0.3427, recall@top5: 0.9869, prec@top5: 0.2078, loss: 0.0238, grad_norm: 0.4011 2021-03-04 09:20:39,523 - mmaction - INFO - Epoch [19][540/874] lr: 5.652e-04, eta: 0:50:03, time: 2.170, data_time: 0.001, memory: 10331, loss_action_cls: 0.0248, recall@thr=0.5: 0.9078, prec@thr=0.5: 0.9057, recall@top3: 0.9791, prec@top3: 0.3397, recall@top5: 0.9867, prec@top5: 0.2055, loss: 0.0248, grad_norm: 0.4321 2021-03-04 09:21:30,047 - mmaction - INFO - Epoch [19][560/874] lr: 5.652e-04, eta: 0:49:13, time: 2.526, data_time: 0.001, memory: 10331, loss_action_cls: 0.0263, recall@thr=0.5: 0.9011, prec@thr=0.5: 0.8966, recall@top3: 0.9674, prec@top3: 0.3361, recall@top5: 0.9785, prec@top5: 0.2040, loss: 0.0263, grad_norm: 0.4199 2021-03-04 09:22:13,123 - mmaction - INFO - Epoch [19][580/874] lr: 5.652e-04, eta: 0:48:23, time: 2.154, data_time: 0.001, memory: 10331, loss_action_cls: 0.0245, recall@thr=0.5: 0.9143, prec@thr=0.5: 0.9075, recall@top3: 0.9701, prec@top3: 0.3395, recall@top5: 0.9771, prec@top5: 0.2054, loss: 0.0245, grad_norm: 0.4006 2021-03-04 09:23:01,192 - mmaction - INFO - Epoch [19][600/874] lr: 5.652e-04, eta: 0:47:33, time: 2.401, data_time: 0.001, memory: 10331, loss_action_cls: 0.0247, recall@thr=0.5: 0.9109, prec@thr=0.5: 0.9052, recall@top3: 0.9717, prec@top3: 0.3391, recall@top5: 0.9810, prec@top5: 0.2053, loss: 0.0247, grad_norm: 0.4083 2021-03-04 09:23:48,485 - mmaction - INFO - Epoch [19][620/874] lr: 5.652e-04, eta: 0:46:43, time: 2.366, data_time: 0.003, memory: 10331, loss_action_cls: 0.0258, recall@thr=0.5: 0.9101, prec@thr=0.5: 0.9109, recall@top3: 0.9708, prec@top3: 0.3400, recall@top5: 0.9800, prec@top5: 0.2058, loss: 0.0258, grad_norm: 0.4355 2021-03-04 09:24:32,954 - mmaction - INFO - Epoch [19][640/874] lr: 5.652e-04, eta: 0:45:53, time: 2.225, data_time: 0.002, memory: 10331, loss_action_cls: 0.0297, recall@thr=0.5: 0.8927, prec@thr=0.5: 0.8947, recall@top3: 0.9725, prec@top3: 0.3418, recall@top5: 0.9835, prec@top5: 0.2074, loss: 0.0297, grad_norm: 0.4774 2021-03-04 09:25:20,213 - mmaction - INFO - Epoch [19][660/874] lr: 5.652e-04, eta: 0:45:03, time: 2.363, data_time: 0.001, memory: 10331, loss_action_cls: 0.0255, recall@thr=0.5: 0.9085, prec@thr=0.5: 0.8996, recall@top3: 0.9754, prec@top3: 0.3395, recall@top5: 0.9811, prec@top5: 0.2048, loss: 0.0255, grad_norm: 0.4455 2021-03-04 09:26:03,558 - mmaction - INFO - Epoch [19][680/874] lr: 5.652e-04, eta: 0:44:13, time: 2.167, data_time: 0.001, memory: 10331, loss_action_cls: 0.0276, recall@thr=0.5: 0.9052, prec@thr=0.5: 0.9076, recall@top3: 0.9742, prec@top3: 0.3425, recall@top5: 0.9856, prec@top5: 0.2078, loss: 0.0276, grad_norm: 0.4452 2021-03-04 09:26:51,210 - mmaction - INFO - Epoch [19][700/874] lr: 5.652e-04, eta: 0:43:23, time: 2.383, data_time: 0.007, memory: 10331, loss_action_cls: 0.0287, recall@thr=0.5: 0.8923, prec@thr=0.5: 0.8917, recall@top3: 0.9683, prec@top3: 0.3373, recall@top5: 0.9806, prec@top5: 0.2049, loss: 0.0287, grad_norm: 0.4629 2021-03-04 09:27:34,511 - mmaction - INFO - Epoch [19][720/874] lr: 5.652e-04, eta: 0:42:33, time: 2.165, data_time: 0.349, memory: 10331, loss_action_cls: 0.0250, recall@thr=0.5: 0.9059, prec@thr=0.5: 0.9062, recall@top3: 0.9764, prec@top3: 0.3452, recall@top5: 0.9877, prec@top5: 0.2095, loss: 0.0250, grad_norm: 0.4355 2021-03-04 09:28:21,232 - mmaction - INFO - Epoch [19][740/874] lr: 5.652e-04, eta: 0:41:44, time: 2.337, data_time: 1.113, memory: 10331, loss_action_cls: 0.0219, recall@thr=0.5: 0.9186, prec@thr=0.5: 0.9173, recall@top3: 0.9821, prec@top3: 0.3441, recall@top5: 0.9862, prec@top5: 0.2073, loss: 0.0219, grad_norm: 0.3594 2021-03-04 09:29:09,079 - mmaction - INFO - Epoch [19][760/874] lr: 5.652e-04, eta: 0:40:54, time: 2.392, data_time: 1.347, memory: 10331, loss_action_cls: 0.0231, recall@thr=0.5: 0.9180, prec@thr=0.5: 0.9215, recall@top3: 0.9727, prec@top3: 0.3462, recall@top5: 0.9864, prec@top5: 0.2108, loss: 0.0231, grad_norm: 0.3601 2021-03-04 09:29:54,897 - mmaction - INFO - Epoch [19][780/874] lr: 5.652e-04, eta: 0:40:04, time: 2.291, data_time: 1.162, memory: 10331, loss_action_cls: 0.0231, recall@thr=0.5: 0.9255, prec@thr=0.5: 0.9230, recall@top3: 0.9731, prec@top3: 0.3426, recall@top5: 0.9856, prec@top5: 0.2084, loss: 0.0231, grad_norm: 0.4385 2021-03-04 09:30:38,594 - mmaction - INFO - Epoch [19][800/874] lr: 5.652e-04, eta: 0:39:14, time: 2.185, data_time: 0.021, memory: 10331, loss_action_cls: 0.0264, recall@thr=0.5: 0.9055, prec@thr=0.5: 0.9089, recall@top3: 0.9743, prec@top3: 0.3458, recall@top5: 0.9836, prec@top5: 0.2097, loss: 0.0264, grad_norm: 0.4670 2021-03-04 09:31:26,702 - mmaction - INFO - Epoch [19][820/874] lr: 5.652e-04, eta: 0:38:24, time: 2.406, data_time: 0.287, memory: 10331, loss_action_cls: 0.0261, recall@thr=0.5: 0.9016, prec@thr=0.5: 0.9024, recall@top3: 0.9648, prec@top3: 0.3396, recall@top5: 0.9741, prec@top5: 0.2056, loss: 0.0261, grad_norm: 0.3884 2021-03-04 09:32:09,895 - mmaction - INFO - Epoch [19][840/874] lr: 5.652e-04, eta: 0:37:34, time: 2.160, data_time: 0.833, memory: 10331, loss_action_cls: 0.0288, recall@thr=0.5: 0.8948, prec@thr=0.5: 0.8923, recall@top3: 0.9689, prec@top3: 0.3407, recall@top5: 0.9794, prec@top5: 0.2067, loss: 0.0288, grad_norm: 0.4791 2021-03-04 09:32:54,728 - mmaction - INFO - Epoch [19][860/874] lr: 5.652e-04, eta: 0:36:44, time: 2.242, data_time: 0.402, memory: 10331, loss_action_cls: 0.0295, recall@thr=0.5: 0.9030, prec@thr=0.5: 0.9006, recall@top3: 0.9719, prec@top3: 0.3429, recall@top5: 0.9792, prec@top5: 0.2073, loss: 0.0295, grad_norm: 0.5024 2021-03-04 09:33:20,402 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-03-04 09:41:29,061 - mmaction - INFO - Evaluating mAP ... 2021-03-04 09:42:05,938 - mmaction - INFO - mAP@0.5IOU 0.3342 2021-03-04 09:42:05,982 - mmaction - INFO - Epoch(val) [19][874] mAP@0.5IOU: 0.3342 2021-03-04 09:43:07,212 - mmaction - INFO - Epoch [20][20/874] lr: 5.652e-04, eta: 0:35:19, time: 3.061, data_time: 2.019, memory: 10331, loss_action_cls: 0.0274, recall@thr=0.5: 0.9021, prec@thr=0.5: 0.9000, recall@top3: 0.9726, prec@top3: 0.3413, recall@top5: 0.9829, prec@top5: 0.2069, loss: 0.0274, grad_norm: 0.4862 2021-03-04 09:43:51,861 - mmaction - INFO - Epoch [20][40/874] lr: 5.652e-04, eta: 0:34:29, time: 2.233, data_time: 1.189, memory: 10331, loss_action_cls: 0.0257, recall@thr=0.5: 0.9041, prec@thr=0.5: 0.9010, recall@top3: 0.9699, prec@top3: 0.3369, recall@top5: 0.9796, prec@top5: 0.2041, loss: 0.0257, grad_norm: 0.4140 2021-03-04 09:44:37,863 - mmaction - INFO - Epoch [20][60/874] lr: 5.652e-04, eta: 0:33:39, time: 2.300, data_time: 1.221, memory: 10331, loss_action_cls: 0.0226, recall@thr=0.5: 0.9235, prec@thr=0.5: 0.9224, recall@top3: 0.9815, prec@top3: 0.3452, recall@top5: 0.9864, prec@top5: 0.2081, loss: 0.0226, grad_norm: 0.3985 2021-03-04 09:45:24,265 - mmaction - INFO - Epoch [20][80/874] lr: 5.652e-04, eta: 0:32:49, time: 2.321, data_time: 1.199, memory: 10331, loss_action_cls: 0.0287, recall@thr=0.5: 0.8878, prec@thr=0.5: 0.8906, recall@top3: 0.9637, prec@top3: 0.3418, recall@top5: 0.9804, prec@top5: 0.2086, loss: 0.0287, grad_norm: 0.4008 2021-03-04 09:46:10,834 - mmaction - INFO - Epoch [20][100/874] lr: 5.652e-04, eta: 0:31:59, time: 2.328, data_time: 1.269, memory: 10331, loss_action_cls: 0.0250, recall@thr=0.5: 0.9112, prec@thr=0.5: 0.9091, recall@top3: 0.9744, prec@top3: 0.3403, recall@top5: 0.9816, prec@top5: 0.2058, loss: 0.0250, grad_norm: 0.4459 2021-03-04 09:46:54,101 - mmaction - INFO - Epoch [20][120/874] lr: 5.652e-04, eta: 0:31:09, time: 2.163, data_time: 1.121, memory: 10331, loss_action_cls: 0.0254, recall@thr=0.5: 0.9048, prec@thr=0.5: 0.9044, recall@top3: 0.9740, prec@top3: 0.3411, recall@top5: 0.9823, prec@top5: 0.2064, loss: 0.0254, grad_norm: 0.4539 2021-03-04 09:47:41,819 - mmaction - INFO - Epoch [20][140/874] lr: 5.652e-04, eta: 0:30:20, time: 2.386, data_time: 1.019, memory: 10331, loss_action_cls: 0.0313, recall@thr=0.5: 0.8866, prec@thr=0.5: 0.8877, recall@top3: 0.9673, prec@top3: 0.3339, recall@top5: 0.9793, prec@top5: 0.2030, loss: 0.0313, grad_norm: 0.4744 2021-03-04 09:48:24,322 - mmaction - INFO - Epoch [20][160/874] lr: 5.652e-04, eta: 0:29:30, time: 2.125, data_time: 1.075, memory: 10331, loss_action_cls: 0.0257, recall@thr=0.5: 0.9115, prec@thr=0.5: 0.9087, recall@top3: 0.9641, prec@top3: 0.3318, recall@top5: 0.9775, prec@top5: 0.2018, loss: 0.0257, grad_norm: 0.3988 2021-03-04 09:49:11,116 - mmaction - INFO - Epoch [20][180/874] lr: 5.652e-04, eta: 0:28:40, time: 2.339, data_time: 1.200, memory: 10331, loss_action_cls: 0.0244, recall@thr=0.5: 0.9139, prec@thr=0.5: 0.9103, recall@top3: 0.9713, prec@top3: 0.3362, recall@top5: 0.9857, prec@top5: 0.2048, loss: 0.0244, grad_norm: 0.4187 2021-03-04 09:49:57,591 - mmaction - INFO - Epoch [20][200/874] lr: 5.652e-04, eta: 0:27:50, time: 2.324, data_time: 1.105, memory: 10331, loss_action_cls: 0.0235, recall@thr=0.5: 0.9236, prec@thr=0.5: 0.9160, recall@top3: 0.9826, prec@top3: 0.3411, recall@top5: 0.9938, prec@top5: 0.2070, loss: 0.0235, grad_norm: 0.3979 2021-03-04 09:50:41,854 - mmaction - INFO - Epoch [20][220/874] lr: 5.652e-04, eta: 0:27:01, time: 2.213, data_time: 0.001, memory: 10331, loss_action_cls: 0.0248, recall@thr=0.5: 0.9023, prec@thr=0.5: 0.9045, recall@top3: 0.9760, prec@top3: 0.3453, recall@top5: 0.9846, prec@top5: 0.2091, loss: 0.0248, grad_norm: 0.4348 2021-03-04 09:51:27,350 - mmaction - INFO - Epoch [20][240/874] lr: 5.652e-04, eta: 0:26:11, time: 2.274, data_time: 0.001, memory: 10331, loss_action_cls: 0.0257, recall@thr=0.5: 0.9114, prec@thr=0.5: 0.9069, recall@top3: 0.9753, prec@top3: 0.3441, recall@top5: 0.9843, prec@top5: 0.2084, loss: 0.0257, grad_norm: 0.4414 2021-03-04 09:52:10,121 - mmaction - INFO - Epoch [20][260/874] lr: 5.652e-04, eta: 0:25:21, time: 2.139, data_time: 0.001, memory: 10331, loss_action_cls: 0.0221, recall@thr=0.5: 0.9199, prec@thr=0.5: 0.9185, recall@top3: 0.9777, prec@top3: 0.3361, recall@top5: 0.9866, prec@top5: 0.2035, loss: 0.0221, grad_norm: 0.3904 2021-03-04 09:52:58,220 - mmaction - INFO - Epoch [20][280/874] lr: 5.652e-04, eta: 0:24:31, time: 2.405, data_time: 0.001, memory: 10331, loss_action_cls: 0.0269, recall@thr=0.5: 0.8940, prec@thr=0.5: 0.8955, recall@top3: 0.9699, prec@top3: 0.3393, recall@top5: 0.9807, prec@top5: 0.2057, loss: 0.0269, grad_norm: 0.4276 2021-03-04 09:53:44,781 - mmaction - INFO - Epoch [20][300/874] lr: 5.652e-04, eta: 0:23:42, time: 2.328, data_time: 0.001, memory: 10331, loss_action_cls: 0.0229, recall@thr=0.5: 0.9148, prec@thr=0.5: 0.9125, recall@top3: 0.9772, prec@top3: 0.3399, recall@top5: 0.9839, prec@top5: 0.2053, loss: 0.0229, grad_norm: 0.3831 2021-03-04 09:54:28,951 - mmaction - INFO - Epoch [20][320/874] lr: 5.652e-04, eta: 0:22:52, time: 2.208, data_time: 0.001, memory: 10331, loss_action_cls: 0.0225, recall@thr=0.5: 0.9215, prec@thr=0.5: 0.9191, recall@top3: 0.9773, prec@top3: 0.3439, recall@top5: 0.9884, prec@top5: 0.2087, loss: 0.0225, grad_norm: 0.4249 2021-03-04 09:55:11,236 - mmaction - INFO - Epoch [20][340/874] lr: 5.652e-04, eta: 0:22:02, time: 2.114, data_time: 0.001, memory: 10331, loss_action_cls: 0.0228, recall@thr=0.5: 0.9200, prec@thr=0.5: 0.9190, recall@top3: 0.9791, prec@top3: 0.3400, recall@top5: 0.9859, prec@top5: 0.2054, loss: 0.0228, grad_norm: 0.3758 2021-03-04 09:55:56,149 - mmaction - INFO - Epoch [20][360/874] lr: 5.652e-04, eta: 0:21:13, time: 2.245, data_time: 0.001, memory: 10331, loss_action_cls: 0.0273, recall@thr=0.5: 0.9046, prec@thr=0.5: 0.9017, recall@top3: 0.9716, prec@top3: 0.3432, recall@top5: 0.9804, prec@top5: 0.2077, loss: 0.0273, grad_norm: 0.4685 2021-03-04 09:56:39,824 - mmaction - INFO - Epoch [20][380/874] lr: 5.652e-04, eta: 0:20:23, time: 2.184, data_time: 0.001, memory: 10331, loss_action_cls: 0.0280, recall@thr=0.5: 0.8995, prec@thr=0.5: 0.8996, recall@top3: 0.9705, prec@top3: 0.3416, recall@top5: 0.9806, prec@top5: 0.2071, loss: 0.0280, grad_norm: 0.4225 2021-03-04 09:57:26,174 - mmaction - INFO - Epoch [20][400/874] lr: 5.652e-04, eta: 0:19:33, time: 2.318, data_time: 0.001, memory: 10331, loss_action_cls: 0.0251, recall@thr=0.5: 0.9117, prec@thr=0.5: 0.9086, recall@top3: 0.9780, prec@top3: 0.3430, recall@top5: 0.9870, prec@top5: 0.2077, loss: 0.0251, grad_norm: 0.3947 2021-03-04 09:58:10,584 - mmaction - INFO - Epoch [20][420/874] lr: 5.652e-04, eta: 0:18:44, time: 2.220, data_time: 0.001, memory: 10331, loss_action_cls: 0.0304, recall@thr=0.5: 0.8939, prec@thr=0.5: 0.8959, recall@top3: 0.9620, prec@top3: 0.3354, recall@top5: 0.9692, prec@top5: 0.2027, loss: 0.0304, grad_norm: 0.4641 2021-03-04 09:58:59,177 - mmaction - INFO - Epoch [20][440/874] lr: 5.652e-04, eta: 0:17:54, time: 2.430, data_time: 0.001, memory: 10331, loss_action_cls: 0.0243, recall@thr=0.5: 0.9054, prec@thr=0.5: 0.9100, recall@top3: 0.9731, prec@top3: 0.3405, recall@top5: 0.9796, prec@top5: 0.2060, loss: 0.0243, grad_norm: 0.4341 2021-03-04 09:59:41,825 - mmaction - INFO - Epoch [20][460/874] lr: 5.652e-04, eta: 0:17:04, time: 2.133, data_time: 0.001, memory: 10331, loss_action_cls: 0.0235, recall@thr=0.5: 0.9123, prec@thr=0.5: 0.9122, recall@top3: 0.9792, prec@top3: 0.3429, recall@top5: 0.9854, prec@top5: 0.2072, loss: 0.0235, grad_norm: 0.4453 2021-03-04 10:00:25,610 - mmaction - INFO - Epoch [20][480/874] lr: 5.652e-04, eta: 0:16:15, time: 2.189, data_time: 0.145, memory: 10331, loss_action_cls: 0.0250, recall@thr=0.5: 0.9221, prec@thr=0.5: 0.9148, recall@top3: 0.9702, prec@top3: 0.3415, recall@top5: 0.9766, prec@top5: 0.2063, loss: 0.0250, grad_norm: 0.4220 2021-03-04 10:01:16,198 - mmaction - INFO - Epoch [20][500/874] lr: 5.652e-04, eta: 0:15:25, time: 2.529, data_time: 0.001, memory: 10331, loss_action_cls: 0.0259, recall@thr=0.5: 0.9036, prec@thr=0.5: 0.8984, recall@top3: 0.9765, prec@top3: 0.3409, recall@top5: 0.9860, prec@top5: 0.2067, loss: 0.0259, grad_norm: 0.4659 2021-03-04 10:01:58,392 - mmaction - INFO - Epoch [20][520/874] lr: 5.652e-04, eta: 0:14:36, time: 2.110, data_time: 0.001, memory: 10331, loss_action_cls: 0.0249, recall@thr=0.5: 0.9115, prec@thr=0.5: 0.9097, recall@top3: 0.9693, prec@top3: 0.3377, recall@top5: 0.9808, prec@top5: 0.2049, loss: 0.0249, grad_norm: 0.4101 2021-03-04 10:02:43,376 - mmaction - INFO - Epoch [20][540/874] lr: 5.652e-04, eta: 0:13:46, time: 2.249, data_time: 0.001, memory: 10331, loss_action_cls: 0.0272, recall@thr=0.5: 0.9005, prec@thr=0.5: 0.8971, recall@top3: 0.9745, prec@top3: 0.3378, recall@top5: 0.9825, prec@top5: 0.2043, loss: 0.0272, grad_norm: 0.4434 2021-03-04 10:03:32,563 - mmaction - INFO - Epoch [20][560/874] lr: 5.652e-04, eta: 0:12:57, time: 2.459, data_time: 0.001, memory: 10331, loss_action_cls: 0.0306, recall@thr=0.5: 0.8927, prec@thr=0.5: 0.8984, recall@top3: 0.9651, prec@top3: 0.3418, recall@top5: 0.9782, prec@top5: 0.2078, loss: 0.0306, grad_norm: 0.4658 2021-03-04 10:04:14,376 - mmaction - INFO - Epoch [20][580/874] lr: 5.652e-04, eta: 0:12:07, time: 2.090, data_time: 0.001, memory: 10331, loss_action_cls: 0.0245, recall@thr=0.5: 0.9101, prec@thr=0.5: 0.9100, recall@top3: 0.9755, prec@top3: 0.3440, recall@top5: 0.9864, prec@top5: 0.2087, loss: 0.0245, grad_norm: 0.4729 2021-03-04 10:04:57,241 - mmaction - INFO - Epoch [20][600/874] lr: 5.652e-04, eta: 0:11:17, time: 2.143, data_time: 0.001, memory: 10331, loss_action_cls: 0.0257, recall@thr=0.5: 0.9114, prec@thr=0.5: 0.9068, recall@top3: 0.9797, prec@top3: 0.3472, recall@top5: 0.9845, prec@top5: 0.2093, loss: 0.0257, grad_norm: 0.4623 2021-03-04 10:05:47,548 - mmaction - INFO - Epoch [20][620/874] lr: 5.652e-04, eta: 0:10:28, time: 2.516, data_time: 0.001, memory: 10331, loss_action_cls: 0.0291, recall@thr=0.5: 0.8937, prec@thr=0.5: 0.8840, recall@top3: 0.9716, prec@top3: 0.3381, recall@top5: 0.9809, prec@top5: 0.2049, loss: 0.0291, grad_norm: 0.4882 2021-03-04 10:06:30,968 - mmaction - INFO - Epoch [20][640/874] lr: 5.652e-04, eta: 0:09:38, time: 2.171, data_time: 0.001, memory: 10331, loss_action_cls: 0.0248, recall@thr=0.5: 0.9206, prec@thr=0.5: 0.9160, recall@top3: 0.9732, prec@top3: 0.3428, recall@top5: 0.9819, prec@top5: 0.2075, loss: 0.0248, grad_norm: 0.4045 2021-03-04 10:07:16,580 - mmaction - INFO - Epoch [20][660/874] lr: 5.652e-04, eta: 0:08:49, time: 2.280, data_time: 0.001, memory: 10331, loss_action_cls: 0.0248, recall@thr=0.5: 0.9130, prec@thr=0.5: 0.9129, recall@top3: 0.9724, prec@top3: 0.3392, recall@top5: 0.9807, prec@top5: 0.2053, loss: 0.0248, grad_norm: 0.3730 2021-03-04 10:08:00,045 - mmaction - INFO - Epoch [20][680/874] lr: 5.652e-04, eta: 0:07:59, time: 2.174, data_time: 0.001, memory: 10331, loss_action_cls: 0.0238, recall@thr=0.5: 0.9129, prec@thr=0.5: 0.9150, recall@top3: 0.9731, prec@top3: 0.3384, recall@top5: 0.9816, prec@top5: 0.2047, loss: 0.0238, grad_norm: 0.4046 2021-03-04 10:08:47,902 - mmaction - INFO - Epoch [20][700/874] lr: 5.652e-04, eta: 0:07:10, time: 2.392, data_time: 0.243, memory: 10331, loss_action_cls: 0.0267, recall@thr=0.5: 0.9043, prec@thr=0.5: 0.9020, recall@top3: 0.9727, prec@top3: 0.3387, recall@top5: 0.9820, prec@top5: 0.2051, loss: 0.0267, grad_norm: 0.4888 2021-03-04 10:09:30,697 - mmaction - INFO - Epoch [20][720/874] lr: 5.652e-04, eta: 0:06:20, time: 2.140, data_time: 0.131, memory: 10331, loss_action_cls: 0.0261, recall@thr=0.5: 0.9166, prec@thr=0.5: 0.9085, recall@top3: 0.9726, prec@top3: 0.3377, recall@top5: 0.9841, prec@top5: 0.2049, loss: 0.0261, grad_norm: 0.4745 2021-03-04 10:10:16,817 - mmaction - INFO - Epoch [20][740/874] lr: 5.652e-04, eta: 0:05:31, time: 2.306, data_time: 0.001, memory: 10331, loss_action_cls: 0.0253, recall@thr=0.5: 0.9065, prec@thr=0.5: 0.9070, recall@top3: 0.9782, prec@top3: 0.3420, recall@top5: 0.9844, prec@top5: 0.2066, loss: 0.0253, grad_norm: 0.4430 2021-03-04 10:11:01,788 - mmaction - INFO - Epoch [20][760/874] lr: 5.652e-04, eta: 0:04:41, time: 2.249, data_time: 0.001, memory: 10331, loss_action_cls: 0.0273, recall@thr=0.5: 0.9054, prec@thr=0.5: 0.9096, recall@top3: 0.9699, prec@top3: 0.3459, recall@top5: 0.9817, prec@top5: 0.2101, loss: 0.0273, grad_norm: 0.4768 2021-03-04 10:11:48,059 - mmaction - INFO - Epoch [20][780/874] lr: 5.652e-04, eta: 0:03:52, time: 2.314, data_time: 0.001, memory: 10331, loss_action_cls: 0.0252, recall@thr=0.5: 0.9034, prec@thr=0.5: 0.9007, recall@top3: 0.9753, prec@top3: 0.3360, recall@top5: 0.9843, prec@top5: 0.2036, loss: 0.0252, grad_norm: 0.4153 2021-03-04 10:12:33,034 - mmaction - INFO - Epoch [20][800/874] lr: 5.652e-04, eta: 0:03:02, time: 2.249, data_time: 0.001, memory: 10331, loss_action_cls: 0.0285, recall@thr=0.5: 0.8928, prec@thr=0.5: 0.8940, recall@top3: 0.9744, prec@top3: 0.3415, recall@top5: 0.9799, prec@top5: 0.2060, loss: 0.0285, grad_norm: 0.4974 2021-03-04 10:13:17,436 - mmaction - INFO - Epoch [20][820/874] lr: 5.652e-04, eta: 0:02:13, time: 2.220, data_time: 0.001, memory: 10331, loss_action_cls: 0.0269, recall@thr=0.5: 0.9006, prec@thr=0.5: 0.9003, recall@top3: 0.9745, prec@top3: 0.3448, recall@top5: 0.9839, prec@top5: 0.2088, loss: 0.0269, grad_norm: 0.4354 2021-03-04 10:14:03,711 - mmaction - INFO - Epoch [20][840/874] lr: 5.652e-04, eta: 0:01:24, time: 2.314, data_time: 0.001, memory: 10331, loss_action_cls: 0.0286, recall@thr=0.5: 0.8957, prec@thr=0.5: 0.8936, recall@top3: 0.9735, prec@top3: 0.3392, recall@top5: 0.9856, prec@top5: 0.2065, loss: 0.0286, grad_norm: 0.4742 2021-03-04 10:14:52,190 - mmaction - INFO - Epoch [20][860/874] lr: 5.652e-04, eta: 0:00:34, time: 2.424, data_time: 0.001, memory: 10331, loss_action_cls: 0.0250, recall@thr=0.5: 0.9133, prec@thr=0.5: 0.9107, recall@top3: 0.9795, prec@top3: 0.3418, recall@top5: 0.9845, prec@top5: 0.2062, loss: 0.0250, grad_norm: 0.4723 2021-03-04 10:15:17,361 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-03-04 10:23:30,683 - mmaction - INFO - Evaluating mAP ... 2021-03-04 10:23:58,934 - mmaction - INFO - mAP@0.5IOU 0.3334 2021-03-04 10:23:58,976 - mmaction - INFO - Epoch(val) [20][874] mAP@0.5IOU: 0.3334