2020-11-25 15:45:08,761 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.6 (default, Jan 8 2020, 19:59:22) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: TITAN Xp CUDA_HOME: /mnt/lustre/share/polaris/dep/cuda-9.0-cudnn7.6.5 NVCC: Cuda compilation tools, release 9.0, V9.0.176 GCC: gcc (GCC) 5.4.0 PyTorch: 1.5.0 PyTorch compiling details: PyTorch built with: - GCC 5.4 - C++ Version: 201402 - Intel(R) Math Kernel Library Version 2020.0.1 Product Build 20200208 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.21.1 (Git Hash 912ce228837d1ce28e1a61806118835de03f5751) - OpenMP 201307 (a.k.a. OpenMP 4.0) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 9.0 - NVCC architecture flags: -gencode;arch=compute_52,code=sm_52;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_70,code=compute_70 - CuDNN 7.6.5 - Magma 2.5.0 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -DNDEBUG -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DUSE_INTERNAL_THREADPOOL_IMPL -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, USE_CUDA=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=ON, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_STATIC_DISPATCH=OFF, TorchVision: 0.6.0 OpenCV: 4.2.0 MMCV: 1.2.0 MMCV Compiler: GCC 5.3 MMCV CUDA Compiler: 9.0 MMAction2: 0.8.0+1faedc0 ------------------------------------------------------------ 2020-11-25 15:45:08,775 - mmaction - INFO - Distributed training: True 2020-11-25 15:45:08,775 - mmaction - INFO - Config: /mnt/lustre/duanhaodong1/mmaction2/configs/ava/ava_so4x16.py model = dict( type='FastRCNN', backbone=dict( type='ResNet3dSlowOnly', depth=50, pretrained=None, pretrained2d=False, lateral=False, num_stages=4, conv1_kernel=(1, 7, 7), conv1_stride_t=1, pool1_stride_t=1, spatial_strides=(1, 2, 2, 1), temporal_strides=(1, 1, 1, 1), dilations=(1, 1, 1, 1), inflate=(0, 0, 1, 1), norm_eval=False), # OK to add temporal pool, since there is only a classifier left behind bbox_roi_extractor=dict( type='SingleRoIStraight3DExtractor', roi_layer_type='RoIAlign', output_size=8, with_temporal_pool=True), dropout_ratio=0.5, bbox_head=dict( type='BBoxHead', in_channels=2048, num_classes=81, multilabel=True)) train_cfg = dict( person_det_score_thr=0.9, # proposals used for training rcnn=dict( assigner=dict( type='MaxIoUAssigner', pos_iou_thr=0.9, # proposals with IoU > thr are positive neg_iou_thr=0.9, # proposals with IoU < thr are negative (loss not calculated) min_pos_iou=0.9), # minimum acceptable IoU (to ensure each gt is assigned to a proposal) sampler=dict( type='RandomSampler', num=32, # #proposals for each Image pos_fraction=1, # positive fraction neg_pos_ub=-1, # neg / pos upper_bound, -1 means no upperbound add_gt_as_proposals=True), pos_weight=1.0, debug=False)) test_cfg = dict( person_det_score_thr=0.9, # proposals used for testing rcnn=dict(action_thr=0.00)) dataset_type = 'AVADataset' data_root = '/mnt/lustre21/DATAshare2/duanhaodong/ava/frames' anno_root = '/mnt/lustre21/DATAshare2/duanhaodong/ava/annotations' ann_file_train = f'{anno_root}/ava_train_v2.1.csv' ann_file_val = f'{anno_root}/ava_val_v2.1.csv' exclude_file_train = f'{anno_root}/ava_train_excluded_timestamps_v2.1.csv' exclude_file_val = f'{anno_root}/ava_val_excluded_timestamps_v2.1.csv' label_file = f'{anno_root}/ava_action_list_v2.1_for_activitynet_2018.pbtxt' proposal_file_train = f'{anno_root}/train_fair.pkl' proposal_file_val = f'{anno_root}/val_fair.pkl' mc_cfg = dict( server_list_cfg='/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3') img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) train_pipeline = [ dict(type='SampleAVAFrames', clip_len=4, frame_interval=16), dict(type='RawFrameDecode'), dict(type='RandomRescale', scale_range=(256, 320)), dict(type='RandomCrop', size=256), dict(type='Flip', flip_ratio=0.5), dict(type='Normalize', **img_norm_cfg), dict(type='EntityBoxPad'), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'proposals', 'entity_boxes', 'labels'], meta_keys=['scores', 'entity_ids']), dict(type='ToTensor', keys=['imgs', 'proposals', 'entity_boxes', 'labels']) ] # The testing is w/o. any cropping / flipping val_pipeline = [ dict(type='SampleAVAFrames', clip_len=4, frame_interval=16), dict(type='RawFrameDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='Normalize', **img_norm_cfg), dict(type='EntityBoxPad'), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'proposals'], meta_keys=['scores', 'img_shape']), dict(type='ToTensor', keys=['imgs', 'proposals']) ] data = dict( videos_per_gpu=16, val_videos_per_gpu=1, workers_per_gpu=4, train=dict( type=dataset_type, ann_file=ann_file_train, exclude_file=exclude_file_train, pipeline=train_pipeline, label_file=label_file, proposal_file=proposal_file_train, data_prefix=data_root), val=dict( type=dataset_type, ann_file=ann_file_val, exclude_file=exclude_file_val, pipeline=val_pipeline, label_file=label_file, proposal_file=proposal_file_val, data_prefix=data_root)) data['test'] = data['val'] # optimizer optimizer = dict( type='SGD', lr=0.2, momentum=0.9, weight_decay=0.00001) # this lr is used for 8 gpus optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) # learning policy lr_config = dict( policy='step', step=[10, 15], warmup='linear', warmup_by_epoch=True, warmup_iters=5, warmup_ratio=0.1) total_epochs = 20 checkpoint_config = dict(interval=1) workflow = [('train', 1)] evaluation = dict(interval=1) log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), ]) dist_params = dict(backend='nccl') log_level = 'INFO' work_dir = './work_dirs/ava/ava_so4x16' load_from = None resume_from = './work_dirs/ava/ava_so4x16/latest.pth' find_unused_parameters = False 2020-11-25 15:45:43,167 - mmaction - INFO - 184378 out of 184378 frames are valid. 2020-11-25 15:45:55,100 - mmaction - INFO - load checkpoint from ./work_dirs/ava/ava_so4x16/latest.pth 2020-11-25 15:45:55,754 - mmaction - INFO - resumed epoch 2, iter 2882 2020-11-25 15:45:55,756 - mmaction - INFO - Start running, host: duanhaodong1@SH-IDC2-172-20-21-29, work_dir: /mnt/lustre/duanhaodong1/mmaction2/work_dirs/ava/ava_so4x16 2020-11-25 15:45:55,756 - mmaction - INFO - workflow: [('train', 1)], max: 20 epochs 2020-11-25 15:47:02,219 - mmaction - INFO - Epoch [3][20/1441] lr: 9.247e-02, eta: 23:54:59, time: 3.322, data_time: 2.297, memory: 10785, loss_action_cls: 0.0753, recall@thr=0.5: 0.5611, prec@thr=0.5: 0.6631, recall@top3: 0.7060, prec@top3: 0.5861, recall@top5: 0.8845, prec@top5: 0.4486, loss: 0.0753, grad_norm: 0.1394 2020-11-25 15:47:21,106 - mmaction - INFO - Epoch [3][40/1441] lr: 9.297e-02, eta: 15:20:53, time: 0.945, data_time: 0.003, memory: 10785, loss_action_cls: 0.0713, recall@thr=0.5: 0.5763, prec@thr=0.5: 0.6731, recall@top3: 0.7236, prec@top3: 0.5934, recall@top5: 0.8906, prec@top5: 0.4471, loss: 0.0713, grad_norm: 0.1318 2020-11-25 15:47:40,064 - mmaction - INFO - Epoch [3][60/1441] lr: 9.347e-02, eta: 12:29:43, time: 0.948, data_time: 0.000, memory: 10785, loss_action_cls: 0.0722, recall@thr=0.5: 0.5508, prec@thr=0.5: 0.6640, recall@top3: 0.7222, prec@top3: 0.5900, recall@top5: 0.8785, prec@top5: 0.4407, loss: 0.0722, grad_norm: 0.1417 2020-11-25 15:47:59,060 - mmaction - INFO - Epoch [3][80/1441] lr: 9.397e-02, eta: 11:04:10, time: 0.950, data_time: 0.001, memory: 10785, loss_action_cls: 0.0750, recall@thr=0.5: 0.5685, prec@thr=0.5: 0.6638, recall@top3: 0.7186, prec@top3: 0.5943, recall@top5: 0.8772, prec@top5: 0.4462, loss: 0.0750, grad_norm: 0.1515 2020-11-25 15:48:18,141 - mmaction - INFO - Epoch [3][100/1441] lr: 9.447e-02, eta: 10:13:06, time: 0.954, data_time: 0.001, memory: 10785, loss_action_cls: 0.0697, recall@thr=0.5: 0.5529, prec@thr=0.5: 0.6834, recall@top3: 0.7261, prec@top3: 0.5906, recall@top5: 0.8873, prec@top5: 0.4429, loss: 0.0697, grad_norm: 0.1341 2020-11-25 15:48:37,208 - mmaction - INFO - Epoch [3][120/1441] lr: 9.497e-02, eta: 9:38:53, time: 0.953, data_time: 0.000, memory: 10785, loss_action_cls: 0.0728, recall@thr=0.5: 0.5527, prec@thr=0.5: 0.6644, recall@top3: 0.7163, prec@top3: 0.5790, recall@top5: 0.8849, prec@top5: 0.4394, loss: 0.0728, grad_norm: 0.1328 2020-11-25 15:48:56,252 - mmaction - INFO - Epoch [3][140/1441] lr: 9.547e-02, eta: 9:14:17, time: 0.952, data_time: 0.001, memory: 10785, loss_action_cls: 0.0709, recall@thr=0.5: 0.5643, prec@thr=0.5: 0.6793, recall@top3: 0.7235, prec@top3: 0.6037, recall@top5: 0.8853, prec@top5: 0.4515, loss: 0.0709, grad_norm: 0.1304 2020-11-25 15:49:15,336 - mmaction - INFO - Epoch [3][160/1441] lr: 9.597e-02, eta: 8:55:53, time: 0.954, data_time: 0.001, memory: 10785, loss_action_cls: 0.0690, recall@thr=0.5: 0.5653, prec@thr=0.5: 0.6738, recall@top3: 0.7126, prec@top3: 0.5926, recall@top5: 0.8800, prec@top5: 0.4495, loss: 0.0690, grad_norm: 0.1359 2020-11-25 15:49:34,436 - mmaction - INFO - Epoch [3][180/1441] lr: 9.647e-02, eta: 8:41:31, time: 0.955, data_time: 0.000, memory: 10785, loss_action_cls: 0.0694, recall@thr=0.5: 0.5622, prec@thr=0.5: 0.6737, recall@top3: 0.7119, prec@top3: 0.5879, recall@top5: 0.8816, prec@top5: 0.4453, loss: 0.0694, grad_norm: 0.1321 2020-11-25 15:49:53,555 - mmaction - INFO - Epoch [3][200/1441] lr: 9.697e-02, eta: 8:30:01, time: 0.956, data_time: 0.001, memory: 10785, loss_action_cls: 0.0697, recall@thr=0.5: 0.5480, prec@thr=0.5: 0.6638, recall@top3: 0.7107, prec@top3: 0.5779, recall@top5: 0.8837, prec@top5: 0.4403, loss: 0.0697, grad_norm: 0.1358 2020-11-25 15:50:12,724 - mmaction - INFO - Epoch [3][220/1441] lr: 9.747e-02, eta: 8:20:37, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0692, recall@thr=0.5: 0.5695, prec@thr=0.5: 0.6820, recall@top3: 0.7257, prec@top3: 0.5969, recall@top5: 0.8810, prec@top5: 0.4453, loss: 0.0692, grad_norm: 0.1303 2020-11-25 15:50:31,823 - mmaction - INFO - Epoch [3][240/1441] lr: 9.797e-02, eta: 8:12:38, time: 0.955, data_time: 0.001, memory: 10785, loss_action_cls: 0.0687, recall@thr=0.5: 0.5569, prec@thr=0.5: 0.6654, recall@top3: 0.7205, prec@top3: 0.5821, recall@top5: 0.8856, prec@top5: 0.4389, loss: 0.0687, grad_norm: 0.1451 2020-11-25 15:50:50,911 - mmaction - INFO - Epoch [3][260/1441] lr: 9.847e-02, eta: 8:05:48, time: 0.954, data_time: 0.001, memory: 10785, loss_action_cls: 0.0701, recall@thr=0.5: 0.5663, prec@thr=0.5: 0.6723, recall@top3: 0.7237, prec@top3: 0.5921, recall@top5: 0.8888, prec@top5: 0.4448, loss: 0.0701, grad_norm: 0.1369 2020-11-25 15:51:10,013 - mmaction - INFO - Epoch [3][280/1441] lr: 9.897e-02, eta: 7:59:56, time: 0.955, data_time: 0.000, memory: 10785, loss_action_cls: 0.0721, recall@thr=0.5: 0.5541, prec@thr=0.5: 0.6682, recall@top3: 0.7164, prec@top3: 0.5857, recall@top5: 0.8734, prec@top5: 0.4385, loss: 0.0721, grad_norm: 0.1310 2020-11-25 15:51:29,195 - mmaction - INFO - Epoch [3][300/1441] lr: 9.947e-02, eta: 7:54:54, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0721, recall@thr=0.5: 0.5778, prec@thr=0.5: 0.6941, recall@top3: 0.7256, prec@top3: 0.6112, recall@top5: 0.8904, prec@top5: 0.4570, loss: 0.0721, grad_norm: 0.1340 2020-11-25 15:51:48,309 - mmaction - INFO - Epoch [3][320/1441] lr: 9.997e-02, eta: 7:50:22, time: 0.955, data_time: 0.000, memory: 10785, loss_action_cls: 0.0728, recall@thr=0.5: 0.5466, prec@thr=0.5: 0.6613, recall@top3: 0.7112, prec@top3: 0.5752, recall@top5: 0.8709, prec@top5: 0.4324, loss: 0.0728, grad_norm: 0.1368 2020-11-25 15:52:07,467 - mmaction - INFO - Epoch [3][340/1441] lr: 1.005e-01, eta: 7:46:24, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0699, recall@thr=0.5: 0.5714, prec@thr=0.5: 0.6772, recall@top3: 0.7242, prec@top3: 0.6019, recall@top5: 0.8859, prec@top5: 0.4492, loss: 0.0699, grad_norm: 0.1388 2020-11-25 15:52:26,588 - mmaction - INFO - Epoch [3][360/1441] lr: 1.010e-01, eta: 7:42:47, time: 0.956, data_time: 0.000, memory: 10785, loss_action_cls: 0.0679, recall@thr=0.5: 0.5632, prec@thr=0.5: 0.6791, recall@top3: 0.7220, prec@top3: 0.5869, recall@top5: 0.8912, prec@top5: 0.4410, loss: 0.0679, grad_norm: 0.1380 2020-11-25 15:52:45,755 - mmaction - INFO - Epoch [3][380/1441] lr: 1.015e-01, eta: 7:39:34, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0705, recall@thr=0.5: 0.5740, prec@thr=0.5: 0.6929, recall@top3: 0.7241, prec@top3: 0.5981, recall@top5: 0.8841, prec@top5: 0.4456, loss: 0.0705, grad_norm: 0.1297 2020-11-25 15:53:04,927 - mmaction - INFO - Epoch [3][400/1441] lr: 1.020e-01, eta: 7:36:39, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0708, recall@thr=0.5: 0.5706, prec@thr=0.5: 0.6656, recall@top3: 0.7189, prec@top3: 0.5966, recall@top5: 0.8859, prec@top5: 0.4493, loss: 0.0708, grad_norm: 0.1436 2020-11-25 15:53:24,070 - mmaction - INFO - Epoch [3][420/1441] lr: 1.025e-01, eta: 7:33:57, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0683, recall@thr=0.5: 0.5781, prec@thr=0.5: 0.6780, recall@top3: 0.7256, prec@top3: 0.5955, recall@top5: 0.8872, prec@top5: 0.4493, loss: 0.0683, grad_norm: 0.1458 2020-11-25 15:53:43,137 - mmaction - INFO - Epoch [3][440/1441] lr: 1.030e-01, eta: 7:31:24, time: 0.953, data_time: 0.000, memory: 10785, loss_action_cls: 0.0716, recall@thr=0.5: 0.5819, prec@thr=0.5: 0.6807, recall@top3: 0.7224, prec@top3: 0.6006, recall@top5: 0.8813, prec@top5: 0.4500, loss: 0.0716, grad_norm: 0.1360 2020-11-25 15:54:02,256 - mmaction - INFO - Epoch [3][460/1441] lr: 1.035e-01, eta: 7:29:05, time: 0.956, data_time: 0.000, memory: 10785, loss_action_cls: 0.0721, recall@thr=0.5: 0.5465, prec@thr=0.5: 0.6536, recall@top3: 0.7016, prec@top3: 0.5816, recall@top5: 0.8723, prec@top5: 0.4411, loss: 0.0721, grad_norm: 0.1432 2020-11-25 15:54:21,372 - mmaction - INFO - Epoch [3][480/1441] lr: 1.040e-01, eta: 7:26:55, time: 0.956, data_time: 0.000, memory: 10785, loss_action_cls: 0.0688, recall@thr=0.5: 0.5851, prec@thr=0.5: 0.6800, recall@top3: 0.7295, prec@top3: 0.6016, recall@top5: 0.8939, prec@top5: 0.4526, loss: 0.0688, grad_norm: 0.1501 2020-11-25 15:54:40,566 - mmaction - INFO - Epoch [3][500/1441] lr: 1.045e-01, eta: 7:24:59, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0708, recall@thr=0.5: 0.5754, prec@thr=0.5: 0.6829, recall@top3: 0.7304, prec@top3: 0.5992, recall@top5: 0.8836, prec@top5: 0.4443, loss: 0.0708, grad_norm: 0.1361 2020-11-25 15:54:59,822 - mmaction - INFO - Epoch [3][520/1441] lr: 1.050e-01, eta: 7:23:13, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0744, recall@thr=0.5: 0.5560, prec@thr=0.5: 0.6604, recall@top3: 0.7190, prec@top3: 0.5798, recall@top5: 0.8847, prec@top5: 0.4383, loss: 0.0744, grad_norm: 0.1297 2020-11-25 15:55:18,941 - mmaction - INFO - Epoch [3][540/1441] lr: 1.055e-01, eta: 7:21:27, time: 0.956, data_time: 0.001, memory: 10785, loss_action_cls: 0.0720, recall@thr=0.5: 0.5895, prec@thr=0.5: 0.6821, recall@top3: 0.7328, prec@top3: 0.6126, recall@top5: 0.8881, prec@top5: 0.4564, loss: 0.0720, grad_norm: 0.1280 2020-11-25 15:55:38,078 - mmaction - INFO - Epoch [3][560/1441] lr: 1.060e-01, eta: 7:19:48, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0662, recall@thr=0.5: 0.5765, prec@thr=0.5: 0.6692, recall@top3: 0.7268, prec@top3: 0.5960, recall@top5: 0.8919, prec@top5: 0.4479, loss: 0.0662, grad_norm: 0.1361 2020-11-25 15:55:57,219 - mmaction - INFO - Epoch [3][580/1441] lr: 1.065e-01, eta: 7:18:15, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0704, recall@thr=0.5: 0.5498, prec@thr=0.5: 0.6614, recall@top3: 0.7114, prec@top3: 0.5856, recall@top5: 0.8827, prec@top5: 0.4437, loss: 0.0704, grad_norm: 0.1435 2020-11-25 15:56:16,387 - mmaction - INFO - Epoch [3][600/1441] lr: 1.070e-01, eta: 7:16:48, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0688, recall@thr=0.5: 0.5687, prec@thr=0.5: 0.6828, recall@top3: 0.7320, prec@top3: 0.5964, recall@top5: 0.8942, prec@top5: 0.4462, loss: 0.0688, grad_norm: 0.1365 2020-11-25 15:56:35,533 - mmaction - INFO - Epoch [3][620/1441] lr: 1.075e-01, eta: 7:15:25, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0702, recall@thr=0.5: 0.5830, prec@thr=0.5: 0.6762, recall@top3: 0.7183, prec@top3: 0.5951, recall@top5: 0.8876, prec@top5: 0.4494, loss: 0.0702, grad_norm: 0.1396 2020-11-25 15:56:54,674 - mmaction - INFO - Epoch [3][640/1441] lr: 1.080e-01, eta: 7:14:05, time: 0.957, data_time: 0.000, memory: 10785, loss_action_cls: 0.0717, recall@thr=0.5: 0.5617, prec@thr=0.5: 0.6633, recall@top3: 0.7148, prec@top3: 0.5992, recall@top5: 0.8840, prec@top5: 0.4527, loss: 0.0717, grad_norm: 0.1395 2020-11-25 15:57:13,779 - mmaction - INFO - Epoch [3][660/1441] lr: 1.085e-01, eta: 7:12:47, time: 0.955, data_time: 0.000, memory: 10785, loss_action_cls: 0.0715, recall@thr=0.5: 0.5718, prec@thr=0.5: 0.6747, recall@top3: 0.7244, prec@top3: 0.5979, recall@top5: 0.8896, prec@top5: 0.4514, loss: 0.0715, grad_norm: 0.1341 2020-11-25 15:57:32,971 - mmaction - INFO - Epoch [3][680/1441] lr: 1.090e-01, eta: 7:11:36, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0742, recall@thr=0.5: 0.5515, prec@thr=0.5: 0.6574, recall@top3: 0.7091, prec@top3: 0.5847, recall@top5: 0.8777, prec@top5: 0.4437, loss: 0.0742, grad_norm: 0.1356 2020-11-25 15:57:52,105 - mmaction - INFO - Epoch [3][700/1441] lr: 1.095e-01, eta: 7:10:26, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0689, recall@thr=0.5: 0.5838, prec@thr=0.5: 0.6943, recall@top3: 0.7217, prec@top3: 0.6059, recall@top5: 0.8839, prec@top5: 0.4536, loss: 0.0689, grad_norm: 0.1322 2020-11-25 15:58:11,200 - mmaction - INFO - Epoch [3][720/1441] lr: 1.100e-01, eta: 7:09:18, time: 0.955, data_time: 0.001, memory: 10785, loss_action_cls: 0.0734, recall@thr=0.5: 0.5749, prec@thr=0.5: 0.6696, recall@top3: 0.7183, prec@top3: 0.6007, recall@top5: 0.8751, prec@top5: 0.4473, loss: 0.0734, grad_norm: 0.1337 2020-11-25 15:58:30,411 - mmaction - INFO - Epoch [3][740/1441] lr: 1.105e-01, eta: 7:08:16, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0682, recall@thr=0.5: 0.5649, prec@thr=0.5: 0.6685, recall@top3: 0.7263, prec@top3: 0.5961, recall@top5: 0.8854, prec@top5: 0.4441, loss: 0.0682, grad_norm: 0.1338 2020-11-25 15:58:49,588 - mmaction - INFO - Epoch [3][760/1441] lr: 1.110e-01, eta: 7:07:15, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0674, recall@thr=0.5: 0.5583, prec@thr=0.5: 0.6668, recall@top3: 0.7131, prec@top3: 0.5923, recall@top5: 0.8876, prec@top5: 0.4497, loss: 0.0674, grad_norm: 0.1419 2020-11-25 15:59:08,746 - mmaction - INFO - Epoch [3][780/1441] lr: 1.115e-01, eta: 7:06:16, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0677, recall@thr=0.5: 0.5666, prec@thr=0.5: 0.6796, recall@top3: 0.7264, prec@top3: 0.5914, recall@top5: 0.8861, prec@top5: 0.4413, loss: 0.0677, grad_norm: 0.1342 2020-11-25 15:59:27,918 - mmaction - INFO - Epoch [3][800/1441] lr: 1.120e-01, eta: 7:05:19, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0660, recall@thr=0.5: 0.5946, prec@thr=0.5: 0.6864, recall@top3: 0.7275, prec@top3: 0.6037, recall@top5: 0.8882, prec@top5: 0.4532, loss: 0.0660, grad_norm: 0.1345 2020-11-25 15:59:47,047 - mmaction - INFO - Epoch [3][820/1441] lr: 1.125e-01, eta: 7:04:23, time: 0.956, data_time: 0.000, memory: 10785, loss_action_cls: 0.0686, recall@thr=0.5: 0.5749, prec@thr=0.5: 0.6833, recall@top3: 0.7320, prec@top3: 0.6035, recall@top5: 0.8893, prec@top5: 0.4500, loss: 0.0686, grad_norm: 0.1261 2020-11-25 16:00:06,217 - mmaction - INFO - Epoch [3][840/1441] lr: 1.130e-01, eta: 7:03:30, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0703, recall@thr=0.5: 0.5680, prec@thr=0.5: 0.6742, recall@top3: 0.7051, prec@top3: 0.5930, recall@top5: 0.8786, prec@top5: 0.4521, loss: 0.0703, grad_norm: 0.1339 2020-11-25 16:00:25,359 - mmaction - INFO - Epoch [3][860/1441] lr: 1.135e-01, eta: 7:02:37, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0702, recall@thr=0.5: 0.5840, prec@thr=0.5: 0.6816, recall@top3: 0.7251, prec@top3: 0.5992, recall@top5: 0.8864, prec@top5: 0.4459, loss: 0.0702, grad_norm: 0.1303 2020-11-25 16:00:44,530 - mmaction - INFO - Epoch [3][880/1441] lr: 1.140e-01, eta: 7:01:47, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0679, recall@thr=0.5: 0.5464, prec@thr=0.5: 0.6582, recall@top3: 0.7118, prec@top3: 0.5820, recall@top5: 0.8811, prec@top5: 0.4394, loss: 0.0679, grad_norm: 0.1342 2020-11-25 16:01:03,628 - mmaction - INFO - Epoch [3][900/1441] lr: 1.145e-01, eta: 7:00:56, time: 0.955, data_time: 0.001, memory: 10785, loss_action_cls: 0.0694, recall@thr=0.5: 0.5489, prec@thr=0.5: 0.6675, recall@top3: 0.7143, prec@top3: 0.5753, recall@top5: 0.8867, prec@top5: 0.4388, loss: 0.0694, grad_norm: 0.1427 2020-11-25 16:01:22,725 - mmaction - INFO - Epoch [3][920/1441] lr: 1.150e-01, eta: 7:00:07, time: 0.955, data_time: 0.000, memory: 10785, loss_action_cls: 0.0696, recall@thr=0.5: 0.5789, prec@thr=0.5: 0.6848, recall@top3: 0.7224, prec@top3: 0.5975, recall@top5: 0.8851, prec@top5: 0.4485, loss: 0.0696, grad_norm: 0.1264 2020-11-25 16:01:41,904 - mmaction - INFO - Epoch [3][940/1441] lr: 1.155e-01, eta: 6:59:21, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0686, recall@thr=0.5: 0.5639, prec@thr=0.5: 0.6880, recall@top3: 0.7309, prec@top3: 0.5990, recall@top5: 0.8945, prec@top5: 0.4485, loss: 0.0686, grad_norm: 0.1329 2020-11-25 16:02:01,125 - mmaction - INFO - Epoch [3][960/1441] lr: 1.160e-01, eta: 6:58:37, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0682, recall@thr=0.5: 0.5785, prec@thr=0.5: 0.6808, recall@top3: 0.7401, prec@top3: 0.5986, recall@top5: 0.8920, prec@top5: 0.4426, loss: 0.0682, grad_norm: 0.1273 2020-11-25 16:02:20,177 - mmaction - INFO - Epoch [3][980/1441] lr: 1.165e-01, eta: 6:57:50, time: 0.952, data_time: 0.000, memory: 10785, loss_action_cls: 0.0680, recall@thr=0.5: 0.5738, prec@thr=0.5: 0.6657, recall@top3: 0.7215, prec@top3: 0.6010, recall@top5: 0.8899, prec@top5: 0.4531, loss: 0.0680, grad_norm: 0.1354 2020-11-25 16:02:39,380 - mmaction - INFO - Epoch [3][1000/1441] lr: 1.170e-01, eta: 6:57:08, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0702, recall@thr=0.5: 0.5584, prec@thr=0.5: 0.6692, recall@top3: 0.7106, prec@top3: 0.5874, recall@top5: 0.8782, prec@top5: 0.4445, loss: 0.0702, grad_norm: 0.1305 2020-11-25 16:02:58,520 - mmaction - INFO - Epoch [3][1020/1441] lr: 1.175e-01, eta: 6:56:25, time: 0.957, data_time: 0.000, memory: 10785, loss_action_cls: 0.0671, recall@thr=0.5: 0.5739, prec@thr=0.5: 0.6702, recall@top3: 0.7262, prec@top3: 0.5967, recall@top5: 0.8902, prec@top5: 0.4481, loss: 0.0671, grad_norm: 0.1306 2020-11-25 16:03:17,670 - mmaction - INFO - Epoch [3][1040/1441] lr: 1.180e-01, eta: 6:55:43, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0724, recall@thr=0.5: 0.5486, prec@thr=0.5: 0.6575, recall@top3: 0.7087, prec@top3: 0.5876, recall@top5: 0.8678, prec@top5: 0.4412, loss: 0.0724, grad_norm: 0.1401 2020-11-25 16:03:36,861 - mmaction - INFO - Epoch [3][1060/1441] lr: 1.185e-01, eta: 6:55:03, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0650, recall@thr=0.5: 0.5655, prec@thr=0.5: 0.6699, recall@top3: 0.7097, prec@top3: 0.5866, recall@top5: 0.8798, prec@top5: 0.4436, loss: 0.0650, grad_norm: 0.1366 2020-11-25 16:03:56,090 - mmaction - INFO - Epoch [3][1080/1441] lr: 1.190e-01, eta: 6:54:25, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0687, recall@thr=0.5: 0.5728, prec@thr=0.5: 0.6770, recall@top3: 0.7170, prec@top3: 0.5978, recall@top5: 0.8854, prec@top5: 0.4518, loss: 0.0687, grad_norm: 0.1327 2020-11-25 16:04:15,292 - mmaction - INFO - Epoch [3][1100/1441] lr: 1.195e-01, eta: 6:53:47, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0677, recall@thr=0.5: 0.5786, prec@thr=0.5: 0.6718, recall@top3: 0.7157, prec@top3: 0.5950, recall@top5: 0.8823, prec@top5: 0.4468, loss: 0.0677, grad_norm: 0.1314 2020-11-25 16:04:34,373 - mmaction - INFO - Epoch [3][1120/1441] lr: 1.200e-01, eta: 6:53:07, time: 0.954, data_time: 0.001, memory: 10785, loss_action_cls: 0.0663, recall@thr=0.5: 0.5723, prec@thr=0.5: 0.6770, recall@top3: 0.7347, prec@top3: 0.5966, recall@top5: 0.8972, prec@top5: 0.4464, loss: 0.0663, grad_norm: 0.1274 2020-11-25 16:04:53,425 - mmaction - INFO - Epoch [3][1140/1441] lr: 1.205e-01, eta: 6:52:26, time: 0.953, data_time: 0.000, memory: 10785, loss_action_cls: 0.0618, recall@thr=0.5: 0.5856, prec@thr=0.5: 0.6731, recall@top3: 0.7337, prec@top3: 0.5964, recall@top5: 0.8889, prec@top5: 0.4439, loss: 0.0618, grad_norm: 0.1390 2020-11-25 16:05:12,457 - mmaction - INFO - Epoch [3][1160/1441] lr: 1.210e-01, eta: 6:51:46, time: 0.951, data_time: 0.000, memory: 10785, loss_action_cls: 0.0668, recall@thr=0.5: 0.5778, prec@thr=0.5: 0.6761, recall@top3: 0.7240, prec@top3: 0.6023, recall@top5: 0.8894, prec@top5: 0.4542, loss: 0.0668, grad_norm: 0.1344 2020-11-25 16:05:31,649 - mmaction - INFO - Epoch [3][1180/1441] lr: 1.215e-01, eta: 6:51:11, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0669, recall@thr=0.5: 0.5754, prec@thr=0.5: 0.6845, recall@top3: 0.7317, prec@top3: 0.5938, recall@top5: 0.8965, prec@top5: 0.4477, loss: 0.0669, grad_norm: 0.1234 2020-11-25 16:05:50,782 - mmaction - INFO - Epoch [3][1200/1441] lr: 1.220e-01, eta: 6:50:35, time: 0.956, data_time: 0.001, memory: 10785, loss_action_cls: 0.0625, recall@thr=0.5: 0.5837, prec@thr=0.5: 0.6822, recall@top3: 0.7293, prec@top3: 0.5901, recall@top5: 0.8886, prec@top5: 0.4430, loss: 0.0625, grad_norm: 0.1267 2020-11-25 16:06:09,859 - mmaction - INFO - Epoch [3][1220/1441] lr: 1.225e-01, eta: 6:49:58, time: 0.954, data_time: 0.001, memory: 10785, loss_action_cls: 0.0652, recall@thr=0.5: 0.5894, prec@thr=0.5: 0.6848, recall@top3: 0.7293, prec@top3: 0.6118, recall@top5: 0.8895, prec@top5: 0.4555, loss: 0.0652, grad_norm: 0.1327 2020-11-25 16:06:28,985 - mmaction - INFO - Epoch [3][1240/1441] lr: 1.230e-01, eta: 6:49:22, time: 0.956, data_time: 0.000, memory: 10785, loss_action_cls: 0.0706, recall@thr=0.5: 0.5624, prec@thr=0.5: 0.6622, recall@top3: 0.7152, prec@top3: 0.5914, recall@top5: 0.8882, prec@top5: 0.4500, loss: 0.0706, grad_norm: 0.1241 2020-11-25 16:06:48,043 - mmaction - INFO - Epoch [3][1260/1441] lr: 1.235e-01, eta: 6:48:46, time: 0.953, data_time: 0.000, memory: 10785, loss_action_cls: 0.0656, recall@thr=0.5: 0.5870, prec@thr=0.5: 0.6947, recall@top3: 0.7277, prec@top3: 0.5957, recall@top5: 0.8902, prec@top5: 0.4491, loss: 0.0656, grad_norm: 0.1289 2020-11-25 16:07:07,193 - mmaction - INFO - Epoch [3][1280/1441] lr: 1.240e-01, eta: 6:48:12, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0610, recall@thr=0.5: 0.5835, prec@thr=0.5: 0.6932, recall@top3: 0.7284, prec@top3: 0.5972, recall@top5: 0.8934, prec@top5: 0.4496, loss: 0.0610, grad_norm: 0.1274 2020-11-25 16:07:26,335 - mmaction - INFO - Epoch [3][1300/1441] lr: 1.245e-01, eta: 6:47:39, time: 0.957, data_time: 0.000, memory: 10785, loss_action_cls: 0.0644, recall@thr=0.5: 0.5851, prec@thr=0.5: 0.6893, recall@top3: 0.7347, prec@top3: 0.6052, recall@top5: 0.8843, prec@top5: 0.4460, loss: 0.0644, grad_norm: 0.1265 2020-11-25 16:07:45,510 - mmaction - INFO - Epoch [3][1320/1441] lr: 1.250e-01, eta: 6:47:06, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0644, recall@thr=0.5: 0.5771, prec@thr=0.5: 0.6875, recall@top3: 0.7290, prec@top3: 0.6017, recall@top5: 0.9004, prec@top5: 0.4512, loss: 0.0644, grad_norm: 0.1288 2020-11-25 16:08:04,644 - mmaction - INFO - Epoch [3][1340/1441] lr: 1.255e-01, eta: 6:46:33, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0687, recall@thr=0.5: 0.5756, prec@thr=0.5: 0.6829, recall@top3: 0.7286, prec@top3: 0.5959, recall@top5: 0.8881, prec@top5: 0.4453, loss: 0.0687, grad_norm: 0.1231 2020-11-25 16:08:23,736 - mmaction - INFO - Epoch [3][1360/1441] lr: 1.260e-01, eta: 6:46:00, time: 0.954, data_time: 0.001, memory: 10785, loss_action_cls: 0.0701, recall@thr=0.5: 0.5700, prec@thr=0.5: 0.6753, recall@top3: 0.7212, prec@top3: 0.5959, recall@top5: 0.8804, prec@top5: 0.4451, loss: 0.0701, grad_norm: 0.1267 2020-11-25 16:08:43,242 - mmaction - INFO - Epoch [3][1380/1441] lr: 1.265e-01, eta: 6:45:35, time: 0.976, data_time: 0.001, memory: 10785, loss_action_cls: 0.0640, recall@thr=0.5: 0.5780, prec@thr=0.5: 0.6817, recall@top3: 0.7223, prec@top3: 0.5946, recall@top5: 0.8824, prec@top5: 0.4457, loss: 0.0640, grad_norm: 0.1346 2020-11-25 16:09:02,732 - mmaction - INFO - Epoch [3][1400/1441] lr: 1.270e-01, eta: 6:45:09, time: 0.974, data_time: 0.002, memory: 10785, loss_action_cls: 0.0664, recall@thr=0.5: 0.5685, prec@thr=0.5: 0.6595, recall@top3: 0.7280, prec@top3: 0.5939, recall@top5: 0.8827, prec@top5: 0.4426, loss: 0.0664, grad_norm: 0.1295 2020-11-25 16:09:21,845 - mmaction - INFO - Epoch [3][1420/1441] lr: 1.275e-01, eta: 6:44:37, time: 0.956, data_time: 0.001, memory: 10785, loss_action_cls: 0.0653, recall@thr=0.5: 0.5770, prec@thr=0.5: 0.6823, recall@top3: 0.7248, prec@top3: 0.5963, recall@top5: 0.8884, prec@top5: 0.4486, loss: 0.0653, grad_norm: 0.1277 2020-11-25 16:09:40,896 - mmaction - INFO - Epoch [3][1440/1441] lr: 1.280e-01, eta: 6:44:04, time: 0.953, data_time: 0.001, memory: 10785, loss_action_cls: 0.0665, recall@thr=0.5: 0.5687, prec@thr=0.5: 0.6704, recall@top3: 0.7249, prec@top3: 0.5899, recall@top5: 0.8882, prec@top5: 0.4433, loss: 0.0665, grad_norm: 0.1283 2020-11-25 16:09:43,695 - mmaction - INFO - Saving checkpoint at 3 epochs 2020-11-25 16:49:52,346 - mmaction - INFO - Evaluating proposal ... 2020-11-25 16:51:03,787 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-25 16:51:03,788 - mmaction - INFO - Evaluating bbox ... 2020-11-25 16:58:04,689 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.1736 2020-11-25 16:58:06,194 - mmaction - INFO - Epoch(val) [3][1441] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.1736 2020-11-25 16:59:47,863 - mmaction - INFO - Epoch [4][20/1441] lr: 1.285e-01, eta: 7:06:00, time: 5.027, data_time: 2.412, memory: 10785, loss_action_cls: 0.0666, recall@thr=0.5: 0.5815, prec@thr=0.5: 0.6869, recall@top3: 0.7330, prec@top3: 0.6073, recall@top5: 0.8890, prec@top5: 0.4494, loss: 0.0666, grad_norm: 0.1329 2020-11-25 17:00:09,545 - mmaction - INFO - Epoch [4][40/1441] lr: 1.290e-01, eta: 7:06:09, time: 1.134, data_time: 0.051, memory: 10785, loss_action_cls: 0.0666, recall@thr=0.5: 0.5723, prec@thr=0.5: 0.6869, recall@top3: 0.7144, prec@top3: 0.5933, recall@top5: 0.8774, prec@top5: 0.4466, loss: 0.0666, grad_norm: 0.1360 2020-11-25 17:00:28,730 - mmaction - INFO - Epoch [4][60/1441] lr: 1.295e-01, eta: 7:05:20, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0663, recall@thr=0.5: 0.5815, prec@thr=0.5: 0.6924, recall@top3: 0.7326, prec@top3: 0.6012, recall@top5: 0.8836, prec@top5: 0.4439, loss: 0.0663, grad_norm: 0.1307 2020-11-25 17:00:48,086 - mmaction - INFO - Epoch [4][80/1441] lr: 1.300e-01, eta: 7:04:34, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0640, recall@thr=0.5: 0.5971, prec@thr=0.5: 0.6942, recall@top3: 0.7284, prec@top3: 0.6014, recall@top5: 0.8888, prec@top5: 0.4492, loss: 0.0640, grad_norm: 0.1295 2020-11-25 17:01:07,447 - mmaction - INFO - Epoch [4][100/1441] lr: 1.305e-01, eta: 7:03:49, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0632, recall@thr=0.5: 0.5973, prec@thr=0.5: 0.7050, recall@top3: 0.7401, prec@top3: 0.6112, recall@top5: 0.8945, prec@top5: 0.4527, loss: 0.0632, grad_norm: 0.1250 2020-11-25 17:01:26,653 - mmaction - INFO - Epoch [4][120/1441] lr: 1.310e-01, eta: 7:03:03, time: 0.961, data_time: 0.002, memory: 10785, loss_action_cls: 0.0607, recall@thr=0.5: 0.5900, prec@thr=0.5: 0.6969, recall@top3: 0.7423, prec@top3: 0.6061, recall@top5: 0.8960, prec@top5: 0.4507, loss: 0.0607, grad_norm: 0.1284 2020-11-25 17:01:45,902 - mmaction - INFO - Epoch [4][140/1441] lr: 1.315e-01, eta: 7:02:18, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0670, recall@thr=0.5: 0.5763, prec@thr=0.5: 0.6835, recall@top3: 0.7273, prec@top3: 0.5959, recall@top5: 0.8915, prec@top5: 0.4448, loss: 0.0670, grad_norm: 0.1250 2020-11-25 17:02:05,214 - mmaction - INFO - Epoch [4][160/1441] lr: 1.320e-01, eta: 7:01:34, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0623, recall@thr=0.5: 0.5996, prec@thr=0.5: 0.6814, recall@top3: 0.7398, prec@top3: 0.6136, recall@top5: 0.8973, prec@top5: 0.4570, loss: 0.0623, grad_norm: 0.1309 2020-11-25 17:02:24,500 - mmaction - INFO - Epoch [4][180/1441] lr: 1.325e-01, eta: 7:00:51, time: 0.964, data_time: 0.000, memory: 10785, loss_action_cls: 0.0642, recall@thr=0.5: 0.5905, prec@thr=0.5: 0.6933, recall@top3: 0.7411, prec@top3: 0.6105, recall@top5: 0.8993, prec@top5: 0.4539, loss: 0.0642, grad_norm: 0.1300 2020-11-25 17:02:43,858 - mmaction - INFO - Epoch [4][200/1441] lr: 1.330e-01, eta: 7:00:09, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0677, recall@thr=0.5: 0.5767, prec@thr=0.5: 0.6952, recall@top3: 0.7285, prec@top3: 0.5948, recall@top5: 0.8816, prec@top5: 0.4417, loss: 0.0677, grad_norm: 0.1273 2020-11-25 17:03:03,152 - mmaction - INFO - Epoch [4][220/1441] lr: 1.335e-01, eta: 6:59:27, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0624, recall@thr=0.5: 0.5862, prec@thr=0.5: 0.6826, recall@top3: 0.7298, prec@top3: 0.6057, recall@top5: 0.8876, prec@top5: 0.4502, loss: 0.0624, grad_norm: 0.1242 2020-11-25 17:03:22,413 - mmaction - INFO - Epoch [4][240/1441] lr: 1.340e-01, eta: 6:58:45, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0631, recall@thr=0.5: 0.5812, prec@thr=0.5: 0.6870, recall@top3: 0.7353, prec@top3: 0.6034, recall@top5: 0.8922, prec@top5: 0.4488, loss: 0.0631, grad_norm: 0.1312 2020-11-25 17:03:41,886 - mmaction - INFO - Epoch [4][260/1441] lr: 1.345e-01, eta: 6:58:07, time: 0.974, data_time: 0.001, memory: 10785, loss_action_cls: 0.0618, recall@thr=0.5: 0.5901, prec@thr=0.5: 0.6882, recall@top3: 0.7294, prec@top3: 0.6018, recall@top5: 0.8916, prec@top5: 0.4504, loss: 0.0618, grad_norm: 0.1286 2020-11-25 17:04:01,213 - mmaction - INFO - Epoch [4][280/1441] lr: 1.350e-01, eta: 6:57:27, time: 0.966, data_time: 0.000, memory: 10785, loss_action_cls: 0.0655, recall@thr=0.5: 0.5798, prec@thr=0.5: 0.6728, recall@top3: 0.7249, prec@top3: 0.5857, recall@top5: 0.8867, prec@top5: 0.4404, loss: 0.0655, grad_norm: 0.1387 2020-11-25 17:04:20,485 - mmaction - INFO - Epoch [4][300/1441] lr: 1.355e-01, eta: 6:56:47, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0603, recall@thr=0.5: 0.5956, prec@thr=0.5: 0.6997, recall@top3: 0.7397, prec@top3: 0.5988, recall@top5: 0.8950, prec@top5: 0.4463, loss: 0.0603, grad_norm: 0.1303 2020-11-25 17:04:39,830 - mmaction - INFO - Epoch [4][320/1441] lr: 1.360e-01, eta: 6:56:08, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0609, recall@thr=0.5: 0.5919, prec@thr=0.5: 0.6892, recall@top3: 0.7334, prec@top3: 0.6016, recall@top5: 0.8961, prec@top5: 0.4491, loss: 0.0609, grad_norm: 0.1255 2020-11-25 17:04:59,139 - mmaction - INFO - Epoch [4][340/1441] lr: 1.365e-01, eta: 6:55:29, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0643, recall@thr=0.5: 0.5833, prec@thr=0.5: 0.6997, recall@top3: 0.7368, prec@top3: 0.5945, recall@top5: 0.8874, prec@top5: 0.4399, loss: 0.0643, grad_norm: 0.1299 2020-11-25 17:05:18,523 - mmaction - INFO - Epoch [4][360/1441] lr: 1.370e-01, eta: 6:54:51, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0650, recall@thr=0.5: 0.5723, prec@thr=0.5: 0.6733, recall@top3: 0.7161, prec@top3: 0.5860, recall@top5: 0.8799, prec@top5: 0.4426, loss: 0.0650, grad_norm: 0.1350 2020-11-25 17:05:37,876 - mmaction - INFO - Epoch [4][380/1441] lr: 1.375e-01, eta: 6:54:14, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0659, recall@thr=0.5: 0.5677, prec@thr=0.5: 0.6828, recall@top3: 0.7292, prec@top3: 0.5940, recall@top5: 0.8860, prec@top5: 0.4423, loss: 0.0659, grad_norm: 0.1341 2020-11-25 17:05:57,168 - mmaction - INFO - Epoch [4][400/1441] lr: 1.380e-01, eta: 6:53:36, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0641, recall@thr=0.5: 0.5986, prec@thr=0.5: 0.6946, recall@top3: 0.7290, prec@top3: 0.6019, recall@top5: 0.8933, prec@top5: 0.4529, loss: 0.0641, grad_norm: 0.1286 2020-11-25 17:06:16,496 - mmaction - INFO - Epoch [4][420/1441] lr: 1.385e-01, eta: 6:52:59, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0637, recall@thr=0.5: 0.5778, prec@thr=0.5: 0.6715, recall@top3: 0.7209, prec@top3: 0.5860, recall@top5: 0.8896, prec@top5: 0.4437, loss: 0.0637, grad_norm: 0.1254 2020-11-25 17:06:35,797 - mmaction - INFO - Epoch [4][440/1441] lr: 1.390e-01, eta: 6:52:22, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0604, recall@thr=0.5: 0.5892, prec@thr=0.5: 0.6971, recall@top3: 0.7361, prec@top3: 0.6169, recall@top5: 0.8939, prec@top5: 0.4574, loss: 0.0604, grad_norm: 0.1205 2020-11-25 17:06:55,146 - mmaction - INFO - Epoch [4][460/1441] lr: 1.395e-01, eta: 6:51:46, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0657, recall@thr=0.5: 0.5863, prec@thr=0.5: 0.6871, recall@top3: 0.7251, prec@top3: 0.6069, recall@top5: 0.8813, prec@top5: 0.4519, loss: 0.0657, grad_norm: 0.1260 2020-11-25 17:07:14,520 - mmaction - INFO - Epoch [4][480/1441] lr: 1.400e-01, eta: 6:51:11, time: 0.969, data_time: 0.000, memory: 10785, loss_action_cls: 0.0609, recall@thr=0.5: 0.5916, prec@thr=0.5: 0.6875, recall@top3: 0.7379, prec@top3: 0.6028, recall@top5: 0.8910, prec@top5: 0.4462, loss: 0.0609, grad_norm: 0.1185 2020-11-25 17:07:33,925 - mmaction - INFO - Epoch [4][500/1441] lr: 1.405e-01, eta: 6:50:36, time: 0.970, data_time: 0.001, memory: 10785, loss_action_cls: 0.0621, recall@thr=0.5: 0.5963, prec@thr=0.5: 0.6952, recall@top3: 0.7428, prec@top3: 0.6055, recall@top5: 0.8959, prec@top5: 0.4465, loss: 0.0621, grad_norm: 0.1201 2020-11-25 17:07:53,403 - mmaction - INFO - Epoch [4][520/1441] lr: 1.410e-01, eta: 6:50:02, time: 0.974, data_time: 0.001, memory: 10785, loss_action_cls: 0.0610, recall@thr=0.5: 0.5826, prec@thr=0.5: 0.6813, recall@top3: 0.7422, prec@top3: 0.6030, recall@top5: 0.8958, prec@top5: 0.4478, loss: 0.0610, grad_norm: 0.1212 2020-11-25 17:08:12,702 - mmaction - INFO - Epoch [4][540/1441] lr: 1.415e-01, eta: 6:49:27, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0644, recall@thr=0.5: 0.5882, prec@thr=0.5: 0.6879, recall@top3: 0.7318, prec@top3: 0.6049, recall@top5: 0.8920, prec@top5: 0.4516, loss: 0.0644, grad_norm: 0.1257 2020-11-25 17:08:32,075 - mmaction - INFO - Epoch [4][560/1441] lr: 1.420e-01, eta: 6:48:53, time: 0.969, data_time: 0.000, memory: 10785, loss_action_cls: 0.0615, recall@thr=0.5: 0.5955, prec@thr=0.5: 0.6888, recall@top3: 0.7316, prec@top3: 0.6112, recall@top5: 0.8930, prec@top5: 0.4571, loss: 0.0615, grad_norm: 0.1267 2020-11-25 17:08:51,474 - mmaction - INFO - Epoch [4][580/1441] lr: 1.425e-01, eta: 6:48:20, time: 0.970, data_time: 0.001, memory: 10785, loss_action_cls: 0.0651, recall@thr=0.5: 0.5787, prec@thr=0.5: 0.6824, recall@top3: 0.7211, prec@top3: 0.5914, recall@top5: 0.8878, prec@top5: 0.4465, loss: 0.0651, grad_norm: 0.1287 2020-11-25 17:09:10,976 - mmaction - INFO - Epoch [4][600/1441] lr: 1.430e-01, eta: 6:47:48, time: 0.975, data_time: 0.001, memory: 10785, loss_action_cls: 0.0589, recall@thr=0.5: 0.6070, prec@thr=0.5: 0.7088, recall@top3: 0.7528, prec@top3: 0.6175, recall@top5: 0.9016, prec@top5: 0.4549, loss: 0.0589, grad_norm: 0.1170 2020-11-25 17:09:30,296 - mmaction - INFO - Epoch [4][620/1441] lr: 1.435e-01, eta: 6:47:14, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0633, recall@thr=0.5: 0.6044, prec@thr=0.5: 0.7023, recall@top3: 0.7414, prec@top3: 0.6139, recall@top5: 0.8915, prec@top5: 0.4539, loss: 0.0633, grad_norm: 0.1252 2020-11-25 17:09:49,677 - mmaction - INFO - Epoch [4][640/1441] lr: 1.440e-01, eta: 6:46:41, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0629, recall@thr=0.5: 0.5771, prec@thr=0.5: 0.6791, recall@top3: 0.7337, prec@top3: 0.5977, recall@top5: 0.8924, prec@top5: 0.4466, loss: 0.0629, grad_norm: 0.1340 2020-11-25 17:10:09,037 - mmaction - INFO - Epoch [4][660/1441] lr: 1.445e-01, eta: 6:46:08, time: 0.968, data_time: 0.000, memory: 10785, loss_action_cls: 0.0617, recall@thr=0.5: 0.5972, prec@thr=0.5: 0.6937, recall@top3: 0.7478, prec@top3: 0.6124, recall@top5: 0.9033, prec@top5: 0.4534, loss: 0.0617, grad_norm: 0.1312 2020-11-25 17:10:28,477 - mmaction - INFO - Epoch [4][680/1441] lr: 1.450e-01, eta: 6:45:36, time: 0.972, data_time: 0.001, memory: 10785, loss_action_cls: 0.0649, recall@thr=0.5: 0.5897, prec@thr=0.5: 0.6848, recall@top3: 0.7323, prec@top3: 0.6086, recall@top5: 0.8850, prec@top5: 0.4515, loss: 0.0649, grad_norm: 0.1315 2020-11-25 17:10:48,054 - mmaction - INFO - Epoch [4][700/1441] lr: 1.455e-01, eta: 6:45:06, time: 0.979, data_time: 0.000, memory: 10785, loss_action_cls: 0.0621, recall@thr=0.5: 0.5794, prec@thr=0.5: 0.6840, recall@top3: 0.7434, prec@top3: 0.5987, recall@top5: 0.8981, prec@top5: 0.4427, loss: 0.0621, grad_norm: 0.1257 2020-11-25 17:11:07,409 - mmaction - INFO - Epoch [4][720/1441] lr: 1.460e-01, eta: 6:44:34, time: 0.967, data_time: 0.000, memory: 10785, loss_action_cls: 0.0626, recall@thr=0.5: 0.5996, prec@thr=0.5: 0.6896, recall@top3: 0.7384, prec@top3: 0.6173, recall@top5: 0.8936, prec@top5: 0.4559, loss: 0.0626, grad_norm: 0.1261 2020-11-25 17:11:26,894 - mmaction - INFO - Epoch [4][740/1441] lr: 1.465e-01, eta: 6:44:03, time: 0.974, data_time: 0.001, memory: 10785, loss_action_cls: 0.0634, recall@thr=0.5: 0.5699, prec@thr=0.5: 0.6714, recall@top3: 0.7256, prec@top3: 0.5936, recall@top5: 0.8889, prec@top5: 0.4445, loss: 0.0634, grad_norm: 0.1348 2020-11-25 17:11:46,253 - mmaction - INFO - Epoch [4][760/1441] lr: 1.470e-01, eta: 6:43:32, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0629, recall@thr=0.5: 0.5893, prec@thr=0.5: 0.6844, recall@top3: 0.7287, prec@top3: 0.5928, recall@top5: 0.8932, prec@top5: 0.4424, loss: 0.0629, grad_norm: 0.1206 2020-11-25 17:12:05,654 - mmaction - INFO - Epoch [4][780/1441] lr: 1.475e-01, eta: 6:43:00, time: 0.970, data_time: 0.001, memory: 10785, loss_action_cls: 0.0587, recall@thr=0.5: 0.6039, prec@thr=0.5: 0.6970, recall@top3: 0.7380, prec@top3: 0.6197, recall@top5: 0.8968, prec@top5: 0.4589, loss: 0.0587, grad_norm: 0.1285 2020-11-25 17:12:25,077 - mmaction - INFO - Epoch [4][800/1441] lr: 1.480e-01, eta: 6:42:30, time: 0.971, data_time: 0.001, memory: 10785, loss_action_cls: 0.0592, recall@thr=0.5: 0.5808, prec@thr=0.5: 0.6916, recall@top3: 0.7378, prec@top3: 0.5985, recall@top5: 0.8889, prec@top5: 0.4429, loss: 0.0592, grad_norm: 0.1180 2020-11-25 17:12:44,476 - mmaction - INFO - Epoch [4][820/1441] lr: 1.485e-01, eta: 6:41:59, time: 0.970, data_time: 0.001, memory: 10785, loss_action_cls: 0.0611, recall@thr=0.5: 0.5848, prec@thr=0.5: 0.6756, recall@top3: 0.7242, prec@top3: 0.5980, recall@top5: 0.8878, prec@top5: 0.4478, loss: 0.0611, grad_norm: 0.1319 2020-11-25 17:13:03,821 - mmaction - INFO - Epoch [4][840/1441] lr: 1.490e-01, eta: 6:41:28, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0637, recall@thr=0.5: 0.5857, prec@thr=0.5: 0.6917, recall@top3: 0.7397, prec@top3: 0.6041, recall@top5: 0.8895, prec@top5: 0.4448, loss: 0.0637, grad_norm: 0.1254 2020-11-25 17:13:23,178 - mmaction - INFO - Epoch [4][860/1441] lr: 1.495e-01, eta: 6:40:57, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0603, recall@thr=0.5: 0.6089, prec@thr=0.5: 0.6901, recall@top3: 0.7411, prec@top3: 0.6119, recall@top5: 0.8978, prec@top5: 0.4556, loss: 0.0603, grad_norm: 0.1215 2020-11-25 17:13:42,512 - mmaction - INFO - Epoch [4][880/1441] lr: 1.500e-01, eta: 6:40:27, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0601, recall@thr=0.5: 0.6066, prec@thr=0.5: 0.6981, recall@top3: 0.7471, prec@top3: 0.6109, recall@top5: 0.8932, prec@top5: 0.4479, loss: 0.0601, grad_norm: 0.1225 2020-11-25 17:14:01,897 - mmaction - INFO - Epoch [4][900/1441] lr: 1.505e-01, eta: 6:39:57, time: 0.969, data_time: 0.000, memory: 10785, loss_action_cls: 0.0585, recall@thr=0.5: 0.6128, prec@thr=0.5: 0.7081, recall@top3: 0.7492, prec@top3: 0.6235, recall@top5: 0.9028, prec@top5: 0.4600, loss: 0.0585, grad_norm: 0.1254 2020-11-25 17:14:21,303 - mmaction - INFO - Epoch [4][920/1441] lr: 1.510e-01, eta: 6:39:27, time: 0.970, data_time: 0.001, memory: 10785, loss_action_cls: 0.0617, recall@thr=0.5: 0.5933, prec@thr=0.5: 0.6888, recall@top3: 0.7289, prec@top3: 0.5938, recall@top5: 0.8867, prec@top5: 0.4460, loss: 0.0617, grad_norm: 0.1289 2020-11-25 17:14:40,707 - mmaction - INFO - Epoch [4][940/1441] lr: 1.515e-01, eta: 6:38:57, time: 0.970, data_time: 0.001, memory: 10785, loss_action_cls: 0.0633, recall@thr=0.5: 0.5862, prec@thr=0.5: 0.6783, recall@top3: 0.7343, prec@top3: 0.6010, recall@top5: 0.8946, prec@top5: 0.4506, loss: 0.0633, grad_norm: 0.1246 2020-11-25 17:15:00,199 - mmaction - INFO - Epoch [4][960/1441] lr: 1.520e-01, eta: 6:38:29, time: 0.974, data_time: 0.001, memory: 10785, loss_action_cls: 0.0580, recall@thr=0.5: 0.6127, prec@thr=0.5: 0.7138, recall@top3: 0.7488, prec@top3: 0.6100, recall@top5: 0.9037, prec@top5: 0.4512, loss: 0.0580, grad_norm: 0.1241 2020-11-25 17:15:19,756 - mmaction - INFO - Epoch [4][980/1441] lr: 1.525e-01, eta: 6:38:01, time: 0.978, data_time: 0.001, memory: 10785, loss_action_cls: 0.0624, recall@thr=0.5: 0.5747, prec@thr=0.5: 0.6874, recall@top3: 0.7314, prec@top3: 0.5983, recall@top5: 0.8856, prec@top5: 0.4453, loss: 0.0624, grad_norm: 0.1267 2020-11-25 17:15:39,315 - mmaction - INFO - Epoch [4][1000/1441] lr: 1.530e-01, eta: 6:37:34, time: 0.978, data_time: 0.001, memory: 10785, loss_action_cls: 0.0624, recall@thr=0.5: 0.5836, prec@thr=0.5: 0.6713, recall@top3: 0.7301, prec@top3: 0.5990, recall@top5: 0.8879, prec@top5: 0.4456, loss: 0.0624, grad_norm: 0.1212 2020-11-25 17:15:58,718 - mmaction - INFO - Epoch [4][1020/1441] lr: 1.535e-01, eta: 6:37:05, time: 0.970, data_time: 0.001, memory: 10785, loss_action_cls: 0.0621, recall@thr=0.5: 0.5806, prec@thr=0.5: 0.6808, recall@top3: 0.7247, prec@top3: 0.5911, recall@top5: 0.8860, prec@top5: 0.4438, loss: 0.0621, grad_norm: 0.1246 2020-11-25 17:16:18,014 - mmaction - INFO - Epoch [4][1040/1441] lr: 1.540e-01, eta: 6:36:35, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0593, recall@thr=0.5: 0.5839, prec@thr=0.5: 0.6971, recall@top3: 0.7373, prec@top3: 0.5982, recall@top5: 0.8911, prec@top5: 0.4433, loss: 0.0593, grad_norm: 0.1248 2020-11-25 17:16:37,580 - mmaction - INFO - Epoch [4][1060/1441] lr: 1.545e-01, eta: 6:36:08, time: 0.978, data_time: 0.001, memory: 10785, loss_action_cls: 0.0603, recall@thr=0.5: 0.6032, prec@thr=0.5: 0.6938, recall@top3: 0.7415, prec@top3: 0.6047, recall@top5: 0.9009, prec@top5: 0.4482, loss: 0.0603, grad_norm: 0.1260 2020-11-25 17:16:56,889 - mmaction - INFO - Epoch [4][1080/1441] lr: 1.550e-01, eta: 6:35:39, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0589, recall@thr=0.5: 0.6006, prec@thr=0.5: 0.6990, recall@top3: 0.7405, prec@top3: 0.6000, recall@top5: 0.8914, prec@top5: 0.4444, loss: 0.0589, grad_norm: 0.1237 2020-11-25 17:17:16,326 - mmaction - INFO - Epoch [4][1100/1441] lr: 1.555e-01, eta: 6:35:11, time: 0.972, data_time: 0.001, memory: 10785, loss_action_cls: 0.0603, recall@thr=0.5: 0.6100, prec@thr=0.5: 0.7047, recall@top3: 0.7519, prec@top3: 0.6175, recall@top5: 0.8894, prec@top5: 0.4491, loss: 0.0603, grad_norm: 0.1252 2020-11-25 17:17:35,779 - mmaction - INFO - Epoch [4][1120/1441] lr: 1.560e-01, eta: 6:34:43, time: 0.973, data_time: 0.001, memory: 10785, loss_action_cls: 0.0578, recall@thr=0.5: 0.5948, prec@thr=0.5: 0.6926, recall@top3: 0.7398, prec@top3: 0.6090, recall@top5: 0.8973, prec@top5: 0.4517, loss: 0.0578, grad_norm: 0.1242 2020-11-25 17:17:55,309 - mmaction - INFO - Epoch [4][1140/1441] lr: 1.565e-01, eta: 6:34:16, time: 0.976, data_time: 0.001, memory: 10785, loss_action_cls: 0.0592, recall@thr=0.5: 0.5825, prec@thr=0.5: 0.6819, recall@top3: 0.7362, prec@top3: 0.6063, recall@top5: 0.8949, prec@top5: 0.4495, loss: 0.0592, grad_norm: 0.1270 2020-11-25 17:18:14,661 - mmaction - INFO - Epoch [4][1160/1441] lr: 1.570e-01, eta: 6:33:48, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0595, recall@thr=0.5: 0.5975, prec@thr=0.5: 0.7111, recall@top3: 0.7441, prec@top3: 0.6068, recall@top5: 0.8939, prec@top5: 0.4463, loss: 0.0595, grad_norm: 0.1185 2020-11-25 17:18:34,170 - mmaction - INFO - Epoch [4][1180/1441] lr: 1.575e-01, eta: 6:33:21, time: 0.976, data_time: 0.001, memory: 10785, loss_action_cls: 0.0592, recall@thr=0.5: 0.5784, prec@thr=0.5: 0.6901, recall@top3: 0.7254, prec@top3: 0.5938, recall@top5: 0.8826, prec@top5: 0.4433, loss: 0.0592, grad_norm: 0.1246 2020-11-25 17:18:53,566 - mmaction - INFO - Epoch [4][1200/1441] lr: 1.580e-01, eta: 6:32:53, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0650, recall@thr=0.5: 0.5812, prec@thr=0.5: 0.6880, recall@top3: 0.7219, prec@top3: 0.6064, recall@top5: 0.8825, prec@top5: 0.4522, loss: 0.0650, grad_norm: 0.1211 2020-11-25 17:19:13,106 - mmaction - INFO - Epoch [4][1220/1441] lr: 1.585e-01, eta: 6:32:27, time: 0.977, data_time: 0.001, memory: 10785, loss_action_cls: 0.0621, recall@thr=0.5: 0.5838, prec@thr=0.5: 0.6849, recall@top3: 0.7367, prec@top3: 0.6045, recall@top5: 0.8955, prec@top5: 0.4490, loss: 0.0621, grad_norm: 0.1190 2020-11-25 17:19:32,587 - mmaction - INFO - Epoch [4][1240/1441] lr: 1.590e-01, eta: 6:32:00, time: 0.975, data_time: 0.001, memory: 10785, loss_action_cls: 0.0586, recall@thr=0.5: 0.5859, prec@thr=0.5: 0.6896, recall@top3: 0.7332, prec@top3: 0.6021, recall@top5: 0.8888, prec@top5: 0.4469, loss: 0.0586, grad_norm: 0.1243 2020-11-25 17:19:52,010 - mmaction - INFO - Epoch [4][1260/1441] lr: 1.595e-01, eta: 6:31:33, time: 0.971, data_time: 0.001, memory: 10785, loss_action_cls: 0.0584, recall@thr=0.5: 0.5938, prec@thr=0.5: 0.6956, recall@top3: 0.7349, prec@top3: 0.6095, recall@top5: 0.8962, prec@top5: 0.4530, loss: 0.0584, grad_norm: 0.1263 2020-11-25 17:20:11,516 - mmaction - INFO - Epoch [4][1280/1441] lr: 1.600e-01, eta: 6:31:07, time: 0.976, data_time: 0.001, memory: 10785, loss_action_cls: 0.0610, recall@thr=0.5: 0.5991, prec@thr=0.5: 0.6974, recall@top3: 0.7381, prec@top3: 0.6065, recall@top5: 0.9030, prec@top5: 0.4556, loss: 0.0610, grad_norm: 0.1163 2020-11-25 17:20:30,954 - mmaction - INFO - Epoch [4][1300/1441] lr: 1.605e-01, eta: 6:30:40, time: 0.972, data_time: 0.001, memory: 10785, loss_action_cls: 0.0627, recall@thr=0.5: 0.5857, prec@thr=0.5: 0.6750, recall@top3: 0.7244, prec@top3: 0.5998, recall@top5: 0.8852, prec@top5: 0.4487, loss: 0.0627, grad_norm: 0.1307 2020-11-25 17:20:50,435 - mmaction - INFO - Epoch [4][1320/1441] lr: 1.610e-01, eta: 6:30:13, time: 0.974, data_time: 0.001, memory: 10785, loss_action_cls: 0.0568, recall@thr=0.5: 0.6104, prec@thr=0.5: 0.7064, recall@top3: 0.7446, prec@top3: 0.6179, recall@top5: 0.9012, prec@top5: 0.4600, loss: 0.0568, grad_norm: 0.1162 2020-11-25 17:21:09,760 - mmaction - INFO - Epoch [4][1340/1441] lr: 1.615e-01, eta: 6:29:46, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0599, recall@thr=0.5: 0.6128, prec@thr=0.5: 0.6943, recall@top3: 0.7372, prec@top3: 0.6102, recall@top5: 0.8932, prec@top5: 0.4531, loss: 0.0599, grad_norm: 0.1199 2020-11-25 17:21:29,087 - mmaction - INFO - Epoch [4][1360/1441] lr: 1.620e-01, eta: 6:29:18, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0587, recall@thr=0.5: 0.5787, prec@thr=0.5: 0.6794, recall@top3: 0.7310, prec@top3: 0.5984, recall@top5: 0.8947, prec@top5: 0.4490, loss: 0.0587, grad_norm: 0.1223 2020-11-25 17:21:48,470 - mmaction - INFO - Epoch [4][1380/1441] lr: 1.625e-01, eta: 6:28:52, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0604, recall@thr=0.5: 0.5780, prec@thr=0.5: 0.6893, recall@top3: 0.7245, prec@top3: 0.5888, recall@top5: 0.8810, prec@top5: 0.4391, loss: 0.0604, grad_norm: 0.1193 2020-11-25 17:22:07,805 - mmaction - INFO - Epoch [4][1400/1441] lr: 1.630e-01, eta: 6:28:25, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0609, recall@thr=0.5: 0.5886, prec@thr=0.5: 0.6902, recall@top3: 0.7291, prec@top3: 0.5989, recall@top5: 0.8883, prec@top5: 0.4473, loss: 0.0609, grad_norm: 0.1232 2020-11-25 17:22:27,325 - mmaction - INFO - Epoch [4][1420/1441] lr: 1.635e-01, eta: 6:27:59, time: 0.976, data_time: 0.001, memory: 10785, loss_action_cls: 0.0601, recall@thr=0.5: 0.5751, prec@thr=0.5: 0.6820, recall@top3: 0.7352, prec@top3: 0.6022, recall@top5: 0.8837, prec@top5: 0.4440, loss: 0.0601, grad_norm: 0.1221 2020-11-25 17:22:46,554 - mmaction - INFO - Epoch [4][1440/1441] lr: 1.640e-01, eta: 6:27:31, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0577, recall@thr=0.5: 0.6093, prec@thr=0.5: 0.7048, recall@top3: 0.7463, prec@top3: 0.6172, recall@top5: 0.8981, prec@top5: 0.4577, loss: 0.0577, grad_norm: 0.1163 2020-11-25 17:22:50,475 - mmaction - INFO - Saving checkpoint at 4 epochs 2020-11-25 18:00:38,717 - mmaction - INFO - Evaluating proposal ... 2020-11-25 18:01:44,312 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-25 18:01:44,314 - mmaction - INFO - Evaluating bbox ... 2020-11-25 18:09:20,900 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.1841 2020-11-25 18:09:24,331 - mmaction - INFO - Epoch(val) [4][1441] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.1841 2020-11-26 11:29:21,111 - mmaction - INFO - Epoch [5][20/1441] lr: 1.645e-01, eta: 21:57:17, time: 3.431, data_time: 2.282, memory: 10785, loss_action_cls: 0.0588, recall@thr=0.5: 0.6044, prec@thr=0.5: 0.7003, recall@top3: 0.7456, prec@top3: 0.6162, recall@top5: 0.9039, prec@top5: 0.4553, loss: 0.0588, grad_norm: 0.1165 2020-11-26 11:29:40,186 - mmaction - INFO - Epoch [5][40/1441] lr: 1.650e-01, eta: 14:00:58, time: 0.954, data_time: 0.001, memory: 10785, loss_action_cls: 0.0589, recall@thr=0.5: 0.5863, prec@thr=0.5: 0.6965, recall@top3: 0.7428, prec@top3: 0.5993, recall@top5: 0.8982, prec@top5: 0.4457, loss: 0.0589, grad_norm: 0.1256 2020-11-26 11:29:59,352 - mmaction - INFO - Epoch [5][60/1441] lr: 1.655e-01, eta: 11:22:38, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0582, recall@thr=0.5: 0.6041, prec@thr=0.5: 0.6943, recall@top3: 0.7488, prec@top3: 0.6091, recall@top5: 0.9090, prec@top5: 0.4540, loss: 0.0582, grad_norm: 0.1207 2020-11-26 11:30:18,514 - mmaction - INFO - Epoch [5][80/1441] lr: 1.660e-01, eta: 10:03:15, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0585, recall@thr=0.5: 0.5845, prec@thr=0.5: 0.6782, recall@top3: 0.7308, prec@top3: 0.5986, recall@top5: 0.8985, prec@top5: 0.4488, loss: 0.0585, grad_norm: 0.1242 2020-11-26 11:30:37,537 - mmaction - INFO - Epoch [5][100/1441] lr: 1.665e-01, eta: 9:14:57, time: 0.951, data_time: 0.001, memory: 10785, loss_action_cls: 0.0564, recall@thr=0.5: 0.6106, prec@thr=0.5: 0.7055, recall@top3: 0.7443, prec@top3: 0.6113, recall@top5: 0.8997, prec@top5: 0.4523, loss: 0.0564, grad_norm: 0.1258 2020-11-26 11:30:56,962 - mmaction - INFO - Epoch [5][120/1441] lr: 1.670e-01, eta: 8:43:55, time: 0.971, data_time: 0.001, memory: 10785, loss_action_cls: 0.0596, recall@thr=0.5: 0.5940, prec@thr=0.5: 0.6967, recall@top3: 0.7449, prec@top3: 0.6070, recall@top5: 0.8924, prec@top5: 0.4462, loss: 0.0596, grad_norm: 0.1219 2020-11-26 11:31:16,284 - mmaction - INFO - Epoch [5][140/1441] lr: 1.675e-01, eta: 8:21:23, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0610, recall@thr=0.5: 0.5996, prec@thr=0.5: 0.6949, recall@top3: 0.7401, prec@top3: 0.6076, recall@top5: 0.8918, prec@top5: 0.4494, loss: 0.0610, grad_norm: 0.1166 2020-11-26 11:31:35,699 - mmaction - INFO - Epoch [5][160/1441] lr: 1.680e-01, eta: 8:04:39, time: 0.971, data_time: 0.001, memory: 10785, loss_action_cls: 0.0578, recall@thr=0.5: 0.5871, prec@thr=0.5: 0.6900, recall@top3: 0.7399, prec@top3: 0.5990, recall@top5: 0.8897, prec@top5: 0.4427, loss: 0.0578, grad_norm: 0.1281 2020-11-26 11:31:54,945 - mmaction - INFO - Epoch [5][180/1441] lr: 1.685e-01, eta: 7:51:12, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0594, recall@thr=0.5: 0.6100, prec@thr=0.5: 0.6945, recall@top3: 0.7462, prec@top3: 0.6187, recall@top5: 0.9020, prec@top5: 0.4583, loss: 0.0594, grad_norm: 0.1231 2020-11-26 11:32:14,170 - mmaction - INFO - Epoch [5][200/1441] lr: 1.690e-01, eta: 7:40:19, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0601, recall@thr=0.5: 0.5906, prec@thr=0.5: 0.6834, recall@top3: 0.7362, prec@top3: 0.6004, recall@top5: 0.8965, prec@top5: 0.4481, loss: 0.0601, grad_norm: 0.1253 2020-11-26 11:32:33,449 - mmaction - INFO - Epoch [5][220/1441] lr: 1.695e-01, eta: 7:31:27, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0553, recall@thr=0.5: 0.5820, prec@thr=0.5: 0.6869, recall@top3: 0.7421, prec@top3: 0.6016, recall@top5: 0.8964, prec@top5: 0.4468, loss: 0.0553, grad_norm: 0.1220 2020-11-26 11:32:52,646 - mmaction - INFO - Epoch [5][240/1441] lr: 1.700e-01, eta: 7:23:53, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0570, recall@thr=0.5: 0.6058, prec@thr=0.5: 0.6914, recall@top3: 0.7402, prec@top3: 0.6019, recall@top5: 0.8987, prec@top5: 0.4481, loss: 0.0570, grad_norm: 0.1237 2020-11-26 11:33:11,973 - mmaction - INFO - Epoch [5][260/1441] lr: 1.705e-01, eta: 7:17:37, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0580, recall@thr=0.5: 0.5941, prec@thr=0.5: 0.7070, recall@top3: 0.7487, prec@top3: 0.6124, recall@top5: 0.8994, prec@top5: 0.4513, loss: 0.0580, grad_norm: 0.1133 2020-11-26 11:33:31,303 - mmaction - INFO - Epoch [5][280/1441] lr: 1.710e-01, eta: 7:12:13, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0560, recall@thr=0.5: 0.6245, prec@thr=0.5: 0.7082, recall@top3: 0.7531, prec@top3: 0.6202, recall@top5: 0.9041, prec@top5: 0.4587, loss: 0.0560, grad_norm: 0.1305 2020-11-26 11:33:50,491 - mmaction - INFO - Epoch [5][300/1441] lr: 1.715e-01, eta: 7:07:18, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0573, recall@thr=0.5: 0.5955, prec@thr=0.5: 0.7065, recall@top3: 0.7482, prec@top3: 0.6077, recall@top5: 0.8960, prec@top5: 0.4456, loss: 0.0573, grad_norm: 0.1238 2020-11-26 11:34:09,663 - mmaction - INFO - Epoch [5][320/1441] lr: 1.720e-01, eta: 7:02:57, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0569, recall@thr=0.5: 0.6007, prec@thr=0.5: 0.6867, recall@top3: 0.7383, prec@top3: 0.6084, recall@top5: 0.8951, prec@top5: 0.4525, loss: 0.0569, grad_norm: 0.1259 2020-11-26 11:34:28,966 - mmaction - INFO - Epoch [5][340/1441] lr: 1.725e-01, eta: 6:59:13, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0598, recall@thr=0.5: 0.5910, prec@thr=0.5: 0.6971, recall@top3: 0.7423, prec@top3: 0.6100, recall@top5: 0.8960, prec@top5: 0.4520, loss: 0.0598, grad_norm: 0.1222 2020-11-26 11:34:48,094 - mmaction - INFO - Epoch [5][360/1441] lr: 1.730e-01, eta: 6:55:40, time: 0.956, data_time: 0.000, memory: 10785, loss_action_cls: 0.0562, recall@thr=0.5: 0.6291, prec@thr=0.5: 0.7235, recall@top3: 0.7534, prec@top3: 0.6333, recall@top5: 0.9061, prec@top5: 0.4676, loss: 0.0562, grad_norm: 0.1176 2020-11-26 11:35:07,354 - mmaction - INFO - Epoch [5][380/1441] lr: 1.735e-01, eta: 6:52:36, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0595, recall@thr=0.5: 0.6108, prec@thr=0.5: 0.7150, recall@top3: 0.7478, prec@top3: 0.6113, recall@top5: 0.9032, prec@top5: 0.4504, loss: 0.0595, grad_norm: 0.1188 2020-11-26 11:35:26,664 - mmaction - INFO - Epoch [5][400/1441] lr: 1.740e-01, eta: 6:49:51, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0566, recall@thr=0.5: 0.6099, prec@thr=0.5: 0.7021, recall@top3: 0.7441, prec@top3: 0.6094, recall@top5: 0.8920, prec@top5: 0.4490, loss: 0.0566, grad_norm: 0.1247 2020-11-26 11:35:45,916 - mmaction - INFO - Epoch [5][420/1441] lr: 1.745e-01, eta: 6:47:17, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0569, recall@thr=0.5: 0.6037, prec@thr=0.5: 0.7141, recall@top3: 0.7506, prec@top3: 0.6143, recall@top5: 0.9005, prec@top5: 0.4537, loss: 0.0569, grad_norm: 0.1212 2020-11-26 11:36:05,174 - mmaction - INFO - Epoch [5][440/1441] lr: 1.750e-01, eta: 6:44:55, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0606, recall@thr=0.5: 0.5923, prec@thr=0.5: 0.6928, recall@top3: 0.7391, prec@top3: 0.6073, recall@top5: 0.8965, prec@top5: 0.4517, loss: 0.0606, grad_norm: 0.1225 2020-11-26 11:36:24,351 - mmaction - INFO - Epoch [5][460/1441] lr: 1.755e-01, eta: 6:42:41, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0602, recall@thr=0.5: 0.6081, prec@thr=0.5: 0.6859, recall@top3: 0.7424, prec@top3: 0.6048, recall@top5: 0.8990, prec@top5: 0.4492, loss: 0.0602, grad_norm: 0.1190 2020-11-26 11:36:43,584 - mmaction - INFO - Epoch [5][480/1441] lr: 1.760e-01, eta: 6:40:38, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0551, recall@thr=0.5: 0.6052, prec@thr=0.5: 0.7096, recall@top3: 0.7572, prec@top3: 0.6204, recall@top5: 0.9046, prec@top5: 0.4544, loss: 0.0551, grad_norm: 0.1122 2020-11-26 11:37:02,909 - mmaction - INFO - Epoch [5][500/1441] lr: 1.765e-01, eta: 6:38:48, time: 0.966, data_time: 0.000, memory: 10785, loss_action_cls: 0.0569, recall@thr=0.5: 0.5929, prec@thr=0.5: 0.6930, recall@top3: 0.7446, prec@top3: 0.6123, recall@top5: 0.8945, prec@top5: 0.4506, loss: 0.0569, grad_norm: 0.1270 2020-11-26 11:37:22,229 - mmaction - INFO - Epoch [5][520/1441] lr: 1.770e-01, eta: 6:37:04, time: 0.966, data_time: 0.000, memory: 10785, loss_action_cls: 0.0568, recall@thr=0.5: 0.5934, prec@thr=0.5: 0.7054, recall@top3: 0.7507, prec@top3: 0.6043, recall@top5: 0.9001, prec@top5: 0.4449, loss: 0.0568, grad_norm: 0.1200 2020-11-26 11:37:41,442 - mmaction - INFO - Epoch [5][540/1441] lr: 1.775e-01, eta: 6:35:23, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0553, recall@thr=0.5: 0.6054, prec@thr=0.5: 0.7003, recall@top3: 0.7478, prec@top3: 0.6033, recall@top5: 0.9031, prec@top5: 0.4465, loss: 0.0553, grad_norm: 0.1226 2020-11-26 11:38:00,578 - mmaction - INFO - Epoch [5][560/1441] lr: 1.780e-01, eta: 6:33:44, time: 0.957, data_time: 0.000, memory: 10785, loss_action_cls: 0.0596, recall@thr=0.5: 0.5893, prec@thr=0.5: 0.6862, recall@top3: 0.7420, prec@top3: 0.5976, recall@top5: 0.8893, prec@top5: 0.4398, loss: 0.0596, grad_norm: 0.1218 2020-11-26 11:38:19,768 - mmaction - INFO - Epoch [5][580/1441] lr: 1.785e-01, eta: 6:32:13, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0572, recall@thr=0.5: 0.5849, prec@thr=0.5: 0.6951, recall@top3: 0.7403, prec@top3: 0.5984, recall@top5: 0.8924, prec@top5: 0.4413, loss: 0.0572, grad_norm: 0.1131 2020-11-26 11:38:39,024 - mmaction - INFO - Epoch [5][600/1441] lr: 1.790e-01, eta: 6:30:49, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0581, recall@thr=0.5: 0.6056, prec@thr=0.5: 0.6962, recall@top3: 0.7336, prec@top3: 0.6072, recall@top5: 0.8967, prec@top5: 0.4548, loss: 0.0581, grad_norm: 0.1231 2020-11-26 11:38:58,284 - mmaction - INFO - Epoch [5][620/1441] lr: 1.795e-01, eta: 6:29:29, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0597, recall@thr=0.5: 0.5796, prec@thr=0.5: 0.6873, recall@top3: 0.7355, prec@top3: 0.5950, recall@top5: 0.8849, prec@top5: 0.4395, loss: 0.0597, grad_norm: 0.1207 2020-11-26 11:39:17,505 - mmaction - INFO - Epoch [5][640/1441] lr: 1.800e-01, eta: 6:28:12, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0575, recall@thr=0.5: 0.5914, prec@thr=0.5: 0.7015, recall@top3: 0.7490, prec@top3: 0.6070, recall@top5: 0.8993, prec@top5: 0.4463, loss: 0.0575, grad_norm: 0.1189 2020-11-26 11:39:36,774 - mmaction - INFO - Epoch [5][660/1441] lr: 1.805e-01, eta: 6:27:00, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0582, recall@thr=0.5: 0.6036, prec@thr=0.5: 0.7014, recall@top3: 0.7446, prec@top3: 0.6206, recall@top5: 0.8901, prec@top5: 0.4550, loss: 0.0582, grad_norm: 0.1204 2020-11-26 11:39:56,138 - mmaction - INFO - Epoch [5][680/1441] lr: 1.810e-01, eta: 6:25:54, time: 0.968, data_time: 0.000, memory: 10785, loss_action_cls: 0.0575, recall@thr=0.5: 0.5903, prec@thr=0.5: 0.6947, recall@top3: 0.7407, prec@top3: 0.6004, recall@top5: 0.9007, prec@top5: 0.4497, loss: 0.0575, grad_norm: 0.1178 2020-11-26 11:40:15,358 - mmaction - INFO - Epoch [5][700/1441] lr: 1.815e-01, eta: 6:24:46, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0572, recall@thr=0.5: 0.5909, prec@thr=0.5: 0.6802, recall@top3: 0.7388, prec@top3: 0.6049, recall@top5: 0.8923, prec@top5: 0.4483, loss: 0.0572, grad_norm: 0.1226 2020-11-26 11:40:34,571 - mmaction - INFO - Epoch [5][720/1441] lr: 1.820e-01, eta: 6:23:41, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0597, recall@thr=0.5: 0.5964, prec@thr=0.5: 0.7071, recall@top3: 0.7438, prec@top3: 0.6140, recall@top5: 0.8976, prec@top5: 0.4545, loss: 0.0597, grad_norm: 0.1187 2020-11-26 11:40:53,895 - mmaction - INFO - Epoch [5][740/1441] lr: 1.825e-01, eta: 6:22:41, time: 0.966, data_time: 0.000, memory: 10785, loss_action_cls: 0.0590, recall@thr=0.5: 0.5955, prec@thr=0.5: 0.7002, recall@top3: 0.7369, prec@top3: 0.6028, recall@top5: 0.8961, prec@top5: 0.4504, loss: 0.0590, grad_norm: 0.1271 2020-11-26 11:41:13,187 - mmaction - INFO - Epoch [5][760/1441] lr: 1.830e-01, eta: 6:21:43, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0565, recall@thr=0.5: 0.5957, prec@thr=0.5: 0.6981, recall@top3: 0.7454, prec@top3: 0.6095, recall@top5: 0.8969, prec@top5: 0.4490, loss: 0.0565, grad_norm: 0.1171 2020-11-26 11:41:32,470 - mmaction - INFO - Epoch [5][780/1441] lr: 1.835e-01, eta: 6:20:46, time: 0.964, data_time: 0.000, memory: 10785, loss_action_cls: 0.0557, recall@thr=0.5: 0.6261, prec@thr=0.5: 0.7141, recall@top3: 0.7558, prec@top3: 0.6223, recall@top5: 0.9005, prec@top5: 0.4547, loss: 0.0557, grad_norm: 0.1195 2020-11-26 11:41:51,750 - mmaction - INFO - Epoch [5][800/1441] lr: 1.840e-01, eta: 6:19:51, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0568, recall@thr=0.5: 0.6066, prec@thr=0.5: 0.7058, recall@top3: 0.7386, prec@top3: 0.6167, recall@top5: 0.8975, prec@top5: 0.4572, loss: 0.0568, grad_norm: 0.1180 2020-11-26 11:42:11,064 - mmaction - INFO - Epoch [5][820/1441] lr: 1.845e-01, eta: 6:18:59, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0568, recall@thr=0.5: 0.6041, prec@thr=0.5: 0.7090, recall@top3: 0.7440, prec@top3: 0.6160, recall@top5: 0.9077, prec@top5: 0.4594, loss: 0.0568, grad_norm: 0.1214 2020-11-26 11:42:30,366 - mmaction - INFO - Epoch [5][840/1441] lr: 1.850e-01, eta: 6:18:08, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0563, recall@thr=0.5: 0.6049, prec@thr=0.5: 0.7029, recall@top3: 0.7355, prec@top3: 0.6097, recall@top5: 0.8939, prec@top5: 0.4525, loss: 0.0563, grad_norm: 0.1294 2020-11-26 11:42:49,835 - mmaction - INFO - Epoch [5][860/1441] lr: 1.855e-01, eta: 6:17:23, time: 0.973, data_time: 0.000, memory: 10785, loss_action_cls: 0.0564, recall@thr=0.5: 0.5868, prec@thr=0.5: 0.6878, recall@top3: 0.7517, prec@top3: 0.6025, recall@top5: 0.9068, prec@top5: 0.4441, loss: 0.0564, grad_norm: 0.1230 2020-11-26 11:43:09,235 - mmaction - INFO - Epoch [5][880/1441] lr: 1.860e-01, eta: 6:16:37, time: 0.970, data_time: 0.000, memory: 10785, loss_action_cls: 0.0573, recall@thr=0.5: 0.5953, prec@thr=0.5: 0.7057, recall@top3: 0.7341, prec@top3: 0.6124, recall@top5: 0.8875, prec@top5: 0.4543, loss: 0.0573, grad_norm: 0.1196 2020-11-26 11:43:28,508 - mmaction - INFO - Epoch [5][900/1441] lr: 1.865e-01, eta: 6:15:50, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0564, recall@thr=0.5: 0.6144, prec@thr=0.5: 0.7195, recall@top3: 0.7509, prec@top3: 0.6153, recall@top5: 0.9020, prec@top5: 0.4524, loss: 0.0564, grad_norm: 0.1169 2020-11-26 11:43:47,803 - mmaction - INFO - Epoch [5][920/1441] lr: 1.870e-01, eta: 6:15:04, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0545, recall@thr=0.5: 0.6134, prec@thr=0.5: 0.7055, recall@top3: 0.7528, prec@top3: 0.6138, recall@top5: 0.9007, prec@top5: 0.4521, loss: 0.0545, grad_norm: 0.1169 2020-11-26 11:44:07,174 - mmaction - INFO - Epoch [5][940/1441] lr: 1.875e-01, eta: 6:14:21, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0581, recall@thr=0.5: 0.5960, prec@thr=0.5: 0.6982, recall@top3: 0.7366, prec@top3: 0.6077, recall@top5: 0.8928, prec@top5: 0.4524, loss: 0.0581, grad_norm: 0.1202 2020-11-26 11:44:26,494 - mmaction - INFO - Epoch [5][960/1441] lr: 1.880e-01, eta: 6:13:38, time: 0.966, data_time: 0.000, memory: 10785, loss_action_cls: 0.0554, recall@thr=0.5: 0.5956, prec@thr=0.5: 0.7015, recall@top3: 0.7465, prec@top3: 0.6099, recall@top5: 0.8940, prec@top5: 0.4464, loss: 0.0554, grad_norm: 0.1211 2020-11-26 11:44:45,974 - mmaction - INFO - Epoch [5][980/1441] lr: 1.885e-01, eta: 6:12:59, time: 0.974, data_time: 0.001, memory: 10785, loss_action_cls: 0.0549, recall@thr=0.5: 0.6141, prec@thr=0.5: 0.7095, recall@top3: 0.7588, prec@top3: 0.6126, recall@top5: 0.9044, prec@top5: 0.4483, loss: 0.0549, grad_norm: 0.1186 2020-11-26 11:45:05,538 - mmaction - INFO - Epoch [5][1000/1441] lr: 1.890e-01, eta: 6:12:23, time: 0.978, data_time: 0.000, memory: 10785, loss_action_cls: 0.0544, recall@thr=0.5: 0.6171, prec@thr=0.5: 0.7189, recall@top3: 0.7480, prec@top3: 0.6170, recall@top5: 0.8910, prec@top5: 0.4498, loss: 0.0544, grad_norm: 0.1190 2020-11-26 11:45:24,741 - mmaction - INFO - Epoch [5][1020/1441] lr: 1.895e-01, eta: 6:11:40, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0576, recall@thr=0.5: 0.6075, prec@thr=0.5: 0.6976, recall@top3: 0.7434, prec@top3: 0.6193, recall@top5: 0.8924, prec@top5: 0.4540, loss: 0.0576, grad_norm: 0.1102 2020-11-26 11:45:44,057 - mmaction - INFO - Epoch [5][1040/1441] lr: 1.900e-01, eta: 6:11:00, time: 0.966, data_time: 0.000, memory: 10785, loss_action_cls: 0.0545, recall@thr=0.5: 0.6279, prec@thr=0.5: 0.7262, recall@top3: 0.7592, prec@top3: 0.6189, recall@top5: 0.9032, prec@top5: 0.4527, loss: 0.0545, grad_norm: 0.1227 2020-11-26 11:46:03,383 - mmaction - INFO - Epoch [5][1060/1441] lr: 1.905e-01, eta: 6:10:21, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0557, recall@thr=0.5: 0.6017, prec@thr=0.5: 0.7112, recall@top3: 0.7463, prec@top3: 0.6026, recall@top5: 0.8964, prec@top5: 0.4450, loss: 0.0557, grad_norm: 0.1193 2020-11-26 11:46:22,683 - mmaction - INFO - Epoch [5][1080/1441] lr: 1.910e-01, eta: 6:09:43, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0551, recall@thr=0.5: 0.6088, prec@thr=0.5: 0.7029, recall@top3: 0.7513, prec@top3: 0.6178, recall@top5: 0.8921, prec@top5: 0.4511, loss: 0.0551, grad_norm: 0.1225 2020-11-26 11:46:42,161 - mmaction - INFO - Epoch [5][1100/1441] lr: 1.915e-01, eta: 6:09:08, time: 0.973, data_time: 0.000, memory: 10785, loss_action_cls: 0.0547, recall@thr=0.5: 0.6175, prec@thr=0.5: 0.7171, recall@top3: 0.7476, prec@top3: 0.6204, recall@top5: 0.8985, prec@top5: 0.4567, loss: 0.0547, grad_norm: 0.1159 2020-11-26 11:47:01,593 - mmaction - INFO - Epoch [5][1120/1441] lr: 1.920e-01, eta: 6:08:34, time: 0.972, data_time: 0.001, memory: 10785, loss_action_cls: 0.0557, recall@thr=0.5: 0.6174, prec@thr=0.5: 0.7031, recall@top3: 0.7391, prec@top3: 0.6066, recall@top5: 0.8998, prec@top5: 0.4529, loss: 0.0557, grad_norm: 0.1218 2020-11-26 11:47:20,904 - mmaction - INFO - Epoch [5][1140/1441] lr: 1.925e-01, eta: 6:07:57, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0567, recall@thr=0.5: 0.6029, prec@thr=0.5: 0.7077, recall@top3: 0.7437, prec@top3: 0.6126, recall@top5: 0.8964, prec@top5: 0.4532, loss: 0.0567, grad_norm: 0.1135 2020-11-26 11:47:40,255 - mmaction - INFO - Epoch [5][1160/1441] lr: 1.930e-01, eta: 6:07:22, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0549, recall@thr=0.5: 0.6006, prec@thr=0.5: 0.7129, recall@top3: 0.7469, prec@top3: 0.6099, recall@top5: 0.8878, prec@top5: 0.4467, loss: 0.0549, grad_norm: 0.1138 2020-11-26 11:47:59,658 - mmaction - INFO - Epoch [5][1180/1441] lr: 1.935e-01, eta: 6:06:48, time: 0.970, data_time: 0.000, memory: 10785, loss_action_cls: 0.0575, recall@thr=0.5: 0.6047, prec@thr=0.5: 0.6954, recall@top3: 0.7370, prec@top3: 0.6091, recall@top5: 0.8930, prec@top5: 0.4535, loss: 0.0575, grad_norm: 0.1176 2020-11-26 11:48:19,230 - mmaction - INFO - Epoch [5][1200/1441] lr: 1.940e-01, eta: 6:06:18, time: 0.979, data_time: 0.001, memory: 10785, loss_action_cls: 0.0557, recall@thr=0.5: 0.6092, prec@thr=0.5: 0.7023, recall@top3: 0.7487, prec@top3: 0.6202, recall@top5: 0.8965, prec@top5: 0.4555, loss: 0.0557, grad_norm: 0.1207 2020-11-26 11:48:38,540 - mmaction - INFO - Epoch [5][1220/1441] lr: 1.945e-01, eta: 6:05:44, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0539, recall@thr=0.5: 0.6273, prec@thr=0.5: 0.7215, recall@top3: 0.7630, prec@top3: 0.6186, recall@top5: 0.9006, prec@top5: 0.4482, loss: 0.0539, grad_norm: 0.1180 2020-11-26 11:48:57,846 - mmaction - INFO - Epoch [5][1240/1441] lr: 1.950e-01, eta: 6:05:10, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0569, recall@thr=0.5: 0.6047, prec@thr=0.5: 0.6987, recall@top3: 0.7447, prec@top3: 0.6175, recall@top5: 0.8942, prec@top5: 0.4531, loss: 0.0569, grad_norm: 0.1211 2020-11-26 11:49:17,113 - mmaction - INFO - Epoch [5][1260/1441] lr: 1.955e-01, eta: 6:04:35, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0539, recall@thr=0.5: 0.5941, prec@thr=0.5: 0.7077, recall@top3: 0.7548, prec@top3: 0.6128, recall@top5: 0.8996, prec@top5: 0.4463, loss: 0.0539, grad_norm: 0.1139 2020-11-26 11:49:36,379 - mmaction - INFO - Epoch [5][1280/1441] lr: 1.960e-01, eta: 6:04:02, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0550, recall@thr=0.5: 0.6151, prec@thr=0.5: 0.7074, recall@top3: 0.7437, prec@top3: 0.6035, recall@top5: 0.9013, prec@top5: 0.4475, loss: 0.0550, grad_norm: 0.1210 2020-11-26 11:49:55,640 - mmaction - INFO - Epoch [5][1300/1441] lr: 1.965e-01, eta: 6:03:28, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0554, recall@thr=0.5: 0.6147, prec@thr=0.5: 0.7076, recall@top3: 0.7500, prec@top3: 0.6148, recall@top5: 0.8985, prec@top5: 0.4535, loss: 0.0554, grad_norm: 0.1159 2020-11-26 11:50:14,979 - mmaction - INFO - Epoch [5][1320/1441] lr: 1.970e-01, eta: 6:02:56, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0554, recall@thr=0.5: 0.6046, prec@thr=0.5: 0.7065, recall@top3: 0.7443, prec@top3: 0.6210, recall@top5: 0.9057, prec@top5: 0.4608, loss: 0.0554, grad_norm: 0.1173 2020-11-26 11:50:34,383 - mmaction - INFO - Epoch [5][1340/1441] lr: 1.975e-01, eta: 6:02:26, time: 0.970, data_time: 0.001, memory: 10785, loss_action_cls: 0.0540, recall@thr=0.5: 0.6190, prec@thr=0.5: 0.7026, recall@top3: 0.7491, prec@top3: 0.6186, recall@top5: 0.8914, prec@top5: 0.4519, loss: 0.0540, grad_norm: 0.1151 2020-11-26 11:50:53,776 - mmaction - INFO - Epoch [5][1360/1441] lr: 1.980e-01, eta: 6:01:56, time: 0.969, data_time: 0.000, memory: 10785, loss_action_cls: 0.0538, recall@thr=0.5: 0.6158, prec@thr=0.5: 0.7165, recall@top3: 0.7458, prec@top3: 0.6178, recall@top5: 0.8978, prec@top5: 0.4560, loss: 0.0538, grad_norm: 0.1148 2020-11-26 11:51:13,046 - mmaction - INFO - Epoch [5][1380/1441] lr: 1.985e-01, eta: 6:01:24, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0561, recall@thr=0.5: 0.6024, prec@thr=0.5: 0.6783, recall@top3: 0.7346, prec@top3: 0.6067, recall@top5: 0.8983, prec@top5: 0.4554, loss: 0.0561, grad_norm: 0.1236 2020-11-26 11:51:32,287 - mmaction - INFO - Epoch [5][1400/1441] lr: 1.990e-01, eta: 6:00:52, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0543, recall@thr=0.5: 0.6192, prec@thr=0.5: 0.7277, recall@top3: 0.7506, prec@top3: 0.6134, recall@top5: 0.9018, prec@top5: 0.4520, loss: 0.0543, grad_norm: 0.1185 2020-11-26 11:51:51,639 - mmaction - INFO - Epoch [5][1420/1441] lr: 1.995e-01, eta: 6:00:22, time: 0.968, data_time: 0.000, memory: 10785, loss_action_cls: 0.0560, recall@thr=0.5: 0.5964, prec@thr=0.5: 0.6902, recall@top3: 0.7380, prec@top3: 0.6234, recall@top5: 0.8932, prec@top5: 0.4627, loss: 0.0560, grad_norm: 0.1182 2020-11-26 11:52:10,952 - mmaction - INFO - Epoch [5][1440/1441] lr: 2.000e-01, eta: 5:59:52, time: 0.966, data_time: 0.000, memory: 10785, loss_action_cls: 0.0542, recall@thr=0.5: 0.6160, prec@thr=0.5: 0.7075, recall@top3: 0.7481, prec@top3: 0.6119, recall@top5: 0.9059, prec@top5: 0.4559, loss: 0.0542, grad_norm: 0.1191 2020-11-26 11:52:14,410 - mmaction - INFO - Saving checkpoint at 5 epochs 2020-11-26 11:56:51,537 - mmaction - INFO - Evaluating proposal ... 2020-11-26 11:58:01,314 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-26 11:58:01,315 - mmaction - INFO - Evaluating bbox ... 2020-11-26 12:06:29,868 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.1858 2020-11-26 12:06:30,959 - mmaction - INFO - Epoch(val) [5][1441] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.1858 2020-11-26 12:07:35,747 - mmaction - INFO - Epoch [6][20/1441] lr: 2.000e-01, eta: 6:10:19, time: 3.238, data_time: 2.276, memory: 10785, loss_action_cls: 0.0550, recall@thr=0.5: 0.6064, prec@thr=0.5: 0.7097, recall@top3: 0.7456, prec@top3: 0.6089, recall@top5: 0.9019, prec@top5: 0.4534, loss: 0.0550, grad_norm: 0.1153 2020-11-26 12:07:55,065 - mmaction - INFO - Epoch [6][40/1441] lr: 2.000e-01, eta: 6:09:40, time: 0.965, data_time: 0.003, memory: 10785, loss_action_cls: 0.0535, recall@thr=0.5: 0.6233, prec@thr=0.5: 0.7090, recall@top3: 0.7528, prec@top3: 0.6177, recall@top5: 0.9001, prec@top5: 0.4519, loss: 0.0535, grad_norm: 0.1191 2020-11-26 12:08:14,407 - mmaction - INFO - Epoch [6][60/1441] lr: 2.000e-01, eta: 6:09:02, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0534, recall@thr=0.5: 0.6014, prec@thr=0.5: 0.7081, recall@top3: 0.7493, prec@top3: 0.6082, recall@top5: 0.9051, prec@top5: 0.4507, loss: 0.0534, grad_norm: 0.1191 2020-11-26 12:08:33,690 - mmaction - INFO - Epoch [6][80/1441] lr: 2.000e-01, eta: 6:08:23, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0548, recall@thr=0.5: 0.6054, prec@thr=0.5: 0.7009, recall@top3: 0.7431, prec@top3: 0.6103, recall@top5: 0.8961, prec@top5: 0.4511, loss: 0.0548, grad_norm: 0.1169 2020-11-26 12:08:53,100 - mmaction - INFO - Epoch [6][100/1441] lr: 2.000e-01, eta: 6:07:47, time: 0.970, data_time: 0.001, memory: 10785, loss_action_cls: 0.0538, recall@thr=0.5: 0.6224, prec@thr=0.5: 0.7179, recall@top3: 0.7559, prec@top3: 0.6148, recall@top5: 0.8967, prec@top5: 0.4487, loss: 0.0538, grad_norm: 0.1180 2020-11-26 12:09:12,516 - mmaction - INFO - Epoch [6][120/1441] lr: 2.000e-01, eta: 6:07:11, time: 0.971, data_time: 0.001, memory: 10785, loss_action_cls: 0.0546, recall@thr=0.5: 0.5905, prec@thr=0.5: 0.6895, recall@top3: 0.7425, prec@top3: 0.6084, recall@top5: 0.8923, prec@top5: 0.4511, loss: 0.0546, grad_norm: 0.1241 2020-11-26 12:09:31,981 - mmaction - INFO - Epoch [6][140/1441] lr: 2.000e-01, eta: 6:06:37, time: 0.973, data_time: 0.001, memory: 10785, loss_action_cls: 0.0556, recall@thr=0.5: 0.5977, prec@thr=0.5: 0.6916, recall@top3: 0.7380, prec@top3: 0.6018, recall@top5: 0.8934, prec@top5: 0.4470, loss: 0.0556, grad_norm: 0.1249 2020-11-26 12:09:51,374 - mmaction - INFO - Epoch [6][160/1441] lr: 2.000e-01, eta: 6:06:02, time: 0.970, data_time: 0.001, memory: 10785, loss_action_cls: 0.0552, recall@thr=0.5: 0.5926, prec@thr=0.5: 0.6980, recall@top3: 0.7379, prec@top3: 0.6086, recall@top5: 0.8908, prec@top5: 0.4498, loss: 0.0552, grad_norm: 0.1134 2020-11-26 12:10:10,853 - mmaction - INFO - Epoch [6][180/1441] lr: 2.000e-01, eta: 6:05:28, time: 0.974, data_time: 0.001, memory: 10785, loss_action_cls: 0.0545, recall@thr=0.5: 0.6161, prec@thr=0.5: 0.7159, recall@top3: 0.7610, prec@top3: 0.6136, recall@top5: 0.9043, prec@top5: 0.4481, loss: 0.0545, grad_norm: 0.1167 2020-11-26 12:10:30,225 - mmaction - INFO - Epoch [6][200/1441] lr: 2.000e-01, eta: 6:04:53, time: 0.968, data_time: 0.000, memory: 10785, loss_action_cls: 0.0536, recall@thr=0.5: 0.6068, prec@thr=0.5: 0.6994, recall@top3: 0.7524, prec@top3: 0.6075, recall@top5: 0.9025, prec@top5: 0.4472, loss: 0.0536, grad_norm: 0.1276 2020-11-26 12:10:49,623 - mmaction - INFO - Epoch [6][220/1441] lr: 2.000e-01, eta: 6:04:19, time: 0.970, data_time: 0.001, memory: 10785, loss_action_cls: 0.0538, recall@thr=0.5: 0.6183, prec@thr=0.5: 0.7162, recall@top3: 0.7552, prec@top3: 0.6155, recall@top5: 0.8989, prec@top5: 0.4497, loss: 0.0538, grad_norm: 0.1169 2020-11-26 12:11:09,092 - mmaction - INFO - Epoch [6][240/1441] lr: 2.000e-01, eta: 6:03:47, time: 0.973, data_time: 0.001, memory: 10785, loss_action_cls: 0.0531, recall@thr=0.5: 0.6148, prec@thr=0.5: 0.6974, recall@top3: 0.7386, prec@top3: 0.5991, recall@top5: 0.8991, prec@top5: 0.4487, loss: 0.0531, grad_norm: 0.1242 2020-11-26 12:11:28,510 - mmaction - INFO - Epoch [6][260/1441] lr: 2.000e-01, eta: 6:03:14, time: 0.971, data_time: 0.000, memory: 10785, loss_action_cls: 0.0557, recall@thr=0.5: 0.6256, prec@thr=0.5: 0.7234, recall@top3: 0.7573, prec@top3: 0.6347, recall@top5: 0.9018, prec@top5: 0.4630, loss: 0.0557, grad_norm: 0.1171 2020-11-26 12:11:47,861 - mmaction - INFO - Epoch [6][280/1441] lr: 2.000e-01, eta: 6:02:40, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0533, recall@thr=0.5: 0.6185, prec@thr=0.5: 0.7097, recall@top3: 0.7509, prec@top3: 0.6149, recall@top5: 0.9080, prec@top5: 0.4562, loss: 0.0533, grad_norm: 0.1212 2020-11-26 12:12:07,348 - mmaction - INFO - Epoch [6][300/1441] lr: 2.000e-01, eta: 6:02:09, time: 0.974, data_time: 0.001, memory: 10785, loss_action_cls: 0.0538, recall@thr=0.5: 0.6095, prec@thr=0.5: 0.6950, recall@top3: 0.7497, prec@top3: 0.6149, recall@top5: 0.8997, prec@top5: 0.4522, loss: 0.0538, grad_norm: 0.1160 2020-11-26 12:12:26,890 - mmaction - INFO - Epoch [6][320/1441] lr: 2.000e-01, eta: 6:01:38, time: 0.977, data_time: 0.001, memory: 10785, loss_action_cls: 0.0525, recall@thr=0.5: 0.6225, prec@thr=0.5: 0.7111, recall@top3: 0.7565, prec@top3: 0.6236, recall@top5: 0.9041, prec@top5: 0.4575, loss: 0.0525, grad_norm: 0.1207 2020-11-26 12:12:46,385 - mmaction - INFO - Epoch [6][340/1441] lr: 2.000e-01, eta: 6:01:07, time: 0.975, data_time: 0.001, memory: 10785, loss_action_cls: 0.0548, recall@thr=0.5: 0.6084, prec@thr=0.5: 0.7087, recall@top3: 0.7520, prec@top3: 0.6216, recall@top5: 0.9003, prec@top5: 0.4557, loss: 0.0548, grad_norm: 0.1143 2020-11-26 12:13:05,885 - mmaction - INFO - Epoch [6][360/1441] lr: 2.000e-01, eta: 6:00:36, time: 0.975, data_time: 0.001, memory: 10785, loss_action_cls: 0.0554, recall@thr=0.5: 0.5945, prec@thr=0.5: 0.6950, recall@top3: 0.7407, prec@top3: 0.6180, recall@top5: 0.8943, prec@top5: 0.4560, loss: 0.0554, grad_norm: 0.1185 2020-11-26 12:13:25,407 - mmaction - INFO - Epoch [6][380/1441] lr: 2.000e-01, eta: 6:00:06, time: 0.976, data_time: 0.001, memory: 10785, loss_action_cls: 0.0531, recall@thr=0.5: 0.6046, prec@thr=0.5: 0.6983, recall@top3: 0.7408, prec@top3: 0.6114, recall@top5: 0.9053, prec@top5: 0.4590, loss: 0.0531, grad_norm: 0.1195 2020-11-26 12:13:44,873 - mmaction - INFO - Epoch [6][400/1441] lr: 2.000e-01, eta: 5:59:36, time: 0.974, data_time: 0.001, memory: 10785, loss_action_cls: 0.0533, recall@thr=0.5: 0.6119, prec@thr=0.5: 0.7084, recall@top3: 0.7549, prec@top3: 0.6168, recall@top5: 0.9015, prec@top5: 0.4514, loss: 0.0533, grad_norm: 0.1195 2020-11-26 12:14:04,297 - mmaction - INFO - Epoch [6][420/1441] lr: 2.000e-01, eta: 5:59:05, time: 0.971, data_time: 0.000, memory: 10785, loss_action_cls: 0.0547, recall@thr=0.5: 0.6090, prec@thr=0.5: 0.7023, recall@top3: 0.7422, prec@top3: 0.6129, recall@top5: 0.8984, prec@top5: 0.4536, loss: 0.0547, grad_norm: 0.1178 2020-11-26 12:14:23,651 - mmaction - INFO - Epoch [6][440/1441] lr: 2.000e-01, eta: 5:58:34, time: 0.967, data_time: 0.000, memory: 10785, loss_action_cls: 0.0544, recall@thr=0.5: 0.5971, prec@thr=0.5: 0.6982, recall@top3: 0.7447, prec@top3: 0.6015, recall@top5: 0.8955, prec@top5: 0.4435, loss: 0.0544, grad_norm: 0.1170 2020-11-26 12:14:43,079 - mmaction - INFO - Epoch [6][460/1441] lr: 2.000e-01, eta: 5:58:03, time: 0.971, data_time: 0.001, memory: 10785, loss_action_cls: 0.0538, recall@thr=0.5: 0.6129, prec@thr=0.5: 0.7000, recall@top3: 0.7454, prec@top3: 0.6068, recall@top5: 0.8983, prec@top5: 0.4499, loss: 0.0538, grad_norm: 0.1162 2020-11-26 12:15:02,656 - mmaction - INFO - Epoch [6][480/1441] lr: 2.000e-01, eta: 5:57:35, time: 0.979, data_time: 0.001, memory: 10785, loss_action_cls: 0.0531, recall@thr=0.5: 0.6174, prec@thr=0.5: 0.7216, recall@top3: 0.7546, prec@top3: 0.6288, recall@top5: 0.9078, prec@top5: 0.4624, loss: 0.0531, grad_norm: 0.1142 2020-11-26 12:15:22,241 - mmaction - INFO - Epoch [6][500/1441] lr: 2.000e-01, eta: 5:57:07, time: 0.979, data_time: 0.001, memory: 10785, loss_action_cls: 0.0538, recall@thr=0.5: 0.6351, prec@thr=0.5: 0.7257, recall@top3: 0.7658, prec@top3: 0.6287, recall@top5: 0.9099, prec@top5: 0.4587, loss: 0.0538, grad_norm: 0.1143 2020-11-26 12:15:41,836 - mmaction - INFO - Epoch [6][520/1441] lr: 2.000e-01, eta: 5:56:39, time: 0.980, data_time: 0.001, memory: 10785, loss_action_cls: 0.0524, recall@thr=0.5: 0.6228, prec@thr=0.5: 0.7130, recall@top3: 0.7546, prec@top3: 0.6194, recall@top5: 0.9026, prec@top5: 0.4558, loss: 0.0524, grad_norm: 0.1217 2020-11-26 12:16:01,266 - mmaction - INFO - Epoch [6][540/1441] lr: 2.000e-01, eta: 5:56:10, time: 0.971, data_time: 0.000, memory: 10785, loss_action_cls: 0.0537, recall@thr=0.5: 0.6194, prec@thr=0.5: 0.7249, recall@top3: 0.7526, prec@top3: 0.6200, recall@top5: 0.8976, prec@top5: 0.4543, loss: 0.0537, grad_norm: 0.1182 2020-11-26 12:16:20,646 - mmaction - INFO - Epoch [6][560/1441] lr: 2.000e-01, eta: 5:55:40, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0535, recall@thr=0.5: 0.6186, prec@thr=0.5: 0.7114, recall@top3: 0.7543, prec@top3: 0.6164, recall@top5: 0.9062, prec@top5: 0.4549, loss: 0.0535, grad_norm: 0.1235 2020-11-26 12:16:40,167 - mmaction - INFO - Epoch [6][580/1441] lr: 2.000e-01, eta: 5:55:12, time: 0.977, data_time: 0.001, memory: 10785, loss_action_cls: 0.0528, recall@thr=0.5: 0.5992, prec@thr=0.5: 0.6970, recall@top3: 0.7535, prec@top3: 0.6059, recall@top5: 0.9022, prec@top5: 0.4465, loss: 0.0528, grad_norm: 0.1175 2020-11-26 12:16:59,813 - mmaction - INFO - Epoch [6][600/1441] lr: 2.000e-01, eta: 5:54:45, time: 0.982, data_time: 0.000, memory: 10785, loss_action_cls: 0.0544, recall@thr=0.5: 0.6123, prec@thr=0.5: 0.7051, recall@top3: 0.7478, prec@top3: 0.6192, recall@top5: 0.8977, prec@top5: 0.4545, loss: 0.0544, grad_norm: 0.1180 2020-11-26 12:17:19,252 - mmaction - INFO - Epoch [6][620/1441] lr: 2.000e-01, eta: 5:54:16, time: 0.972, data_time: 0.001, memory: 10785, loss_action_cls: 0.0524, recall@thr=0.5: 0.6180, prec@thr=0.5: 0.7188, recall@top3: 0.7581, prec@top3: 0.6221, recall@top5: 0.9033, prec@top5: 0.4546, loss: 0.0524, grad_norm: 0.1164 2020-11-26 12:17:38,853 - mmaction - INFO - Epoch [6][640/1441] lr: 2.000e-01, eta: 5:53:50, time: 0.980, data_time: 0.001, memory: 10785, loss_action_cls: 0.0514, recall@thr=0.5: 0.6272, prec@thr=0.5: 0.7173, recall@top3: 0.7590, prec@top3: 0.6255, recall@top5: 0.9015, prec@top5: 0.4568, loss: 0.0514, grad_norm: 0.1191 2020-11-26 12:17:58,329 - mmaction - INFO - Epoch [6][660/1441] lr: 2.000e-01, eta: 5:53:22, time: 0.974, data_time: 0.001, memory: 10785, loss_action_cls: 0.0543, recall@thr=0.5: 0.6150, prec@thr=0.5: 0.7034, recall@top3: 0.7458, prec@top3: 0.6176, recall@top5: 0.9032, prec@top5: 0.4589, loss: 0.0543, grad_norm: 0.1234 2020-11-26 12:18:17,757 - mmaction - INFO - Epoch [6][680/1441] lr: 2.000e-01, eta: 5:52:54, time: 0.972, data_time: 0.001, memory: 10785, loss_action_cls: 0.0523, recall@thr=0.5: 0.6105, prec@thr=0.5: 0.7112, recall@top3: 0.7506, prec@top3: 0.6187, recall@top5: 0.9088, prec@top5: 0.4598, loss: 0.0523, grad_norm: 0.1238 2020-11-26 12:18:37,384 - mmaction - INFO - Epoch [6][700/1441] lr: 2.000e-01, eta: 5:52:28, time: 0.981, data_time: 0.000, memory: 10785, loss_action_cls: 0.0543, recall@thr=0.5: 0.6097, prec@thr=0.5: 0.6975, recall@top3: 0.7522, prec@top3: 0.6105, recall@top5: 0.9004, prec@top5: 0.4472, loss: 0.0543, grad_norm: 0.1185 2020-11-26 12:18:56,931 - mmaction - INFO - Epoch [6][720/1441] lr: 2.000e-01, eta: 5:52:01, time: 0.977, data_time: 0.001, memory: 10785, loss_action_cls: 0.0526, recall@thr=0.5: 0.6401, prec@thr=0.5: 0.7347, recall@top3: 0.7621, prec@top3: 0.6242, recall@top5: 0.9078, prec@top5: 0.4581, loss: 0.0526, grad_norm: 0.1165 2020-11-26 12:19:16,459 - mmaction - INFO - Epoch [6][740/1441] lr: 2.000e-01, eta: 5:51:34, time: 0.977, data_time: 0.001, memory: 10785, loss_action_cls: 0.0526, recall@thr=0.5: 0.6092, prec@thr=0.5: 0.7089, recall@top3: 0.7625, prec@top3: 0.6194, recall@top5: 0.9005, prec@top5: 0.4466, loss: 0.0526, grad_norm: 0.1202 2020-11-26 12:19:35,873 - mmaction - INFO - Epoch [6][760/1441] lr: 2.000e-01, eta: 5:51:06, time: 0.971, data_time: 0.001, memory: 10785, loss_action_cls: 0.0532, recall@thr=0.5: 0.6254, prec@thr=0.5: 0.7203, recall@top3: 0.7502, prec@top3: 0.6223, recall@top5: 0.9014, prec@top5: 0.4579, loss: 0.0532, grad_norm: 0.1180 2020-11-26 12:19:55,469 - mmaction - INFO - Epoch [6][780/1441] lr: 2.000e-01, eta: 5:50:40, time: 0.979, data_time: 0.001, memory: 10785, loss_action_cls: 0.0531, recall@thr=0.5: 0.6165, prec@thr=0.5: 0.7124, recall@top3: 0.7514, prec@top3: 0.6133, recall@top5: 0.8991, prec@top5: 0.4501, loss: 0.0531, grad_norm: 0.1209 2020-11-26 12:20:14,971 - mmaction - INFO - Epoch [6][800/1441] lr: 2.000e-01, eta: 5:50:14, time: 0.975, data_time: 0.001, memory: 10785, loss_action_cls: 0.0545, recall@thr=0.5: 0.6168, prec@thr=0.5: 0.7109, recall@top3: 0.7533, prec@top3: 0.6169, recall@top5: 0.9017, prec@top5: 0.4525, loss: 0.0545, grad_norm: 0.1184 2020-11-26 12:20:34,479 - mmaction - INFO - Epoch [6][820/1441] lr: 2.000e-01, eta: 5:49:47, time: 0.976, data_time: 0.001, memory: 10785, loss_action_cls: 0.0536, recall@thr=0.5: 0.6236, prec@thr=0.5: 0.7165, recall@top3: 0.7588, prec@top3: 0.6206, recall@top5: 0.8995, prec@top5: 0.4517, loss: 0.0536, grad_norm: 0.1162 2020-11-26 12:20:53,843 - mmaction - INFO - Epoch [6][840/1441] lr: 2.000e-01, eta: 5:49:20, time: 0.968, data_time: 0.000, memory: 10785, loss_action_cls: 0.0525, recall@thr=0.5: 0.6148, prec@thr=0.5: 0.7181, recall@top3: 0.7544, prec@top3: 0.6201, recall@top5: 0.9025, prec@top5: 0.4548, loss: 0.0525, grad_norm: 0.1197 2020-11-26 12:21:13,309 - mmaction - INFO - Epoch [6][860/1441] lr: 2.000e-01, eta: 5:48:53, time: 0.973, data_time: 0.000, memory: 10785, loss_action_cls: 0.0546, recall@thr=0.5: 0.6136, prec@thr=0.5: 0.7028, recall@top3: 0.7476, prec@top3: 0.6086, recall@top5: 0.8986, prec@top5: 0.4503, loss: 0.0546, grad_norm: 0.1253 2020-11-26 12:21:32,622 - mmaction - INFO - Epoch [6][880/1441] lr: 2.000e-01, eta: 5:48:25, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0533, recall@thr=0.5: 0.6073, prec@thr=0.5: 0.7011, recall@top3: 0.7481, prec@top3: 0.6102, recall@top5: 0.8983, prec@top5: 0.4512, loss: 0.0533, grad_norm: 0.1121 2020-11-26 12:21:52,144 - mmaction - INFO - Epoch [6][900/1441] lr: 2.000e-01, eta: 5:47:59, time: 0.977, data_time: 0.001, memory: 10785, loss_action_cls: 0.0523, recall@thr=0.5: 0.6238, prec@thr=0.5: 0.7177, recall@top3: 0.7537, prec@top3: 0.6248, recall@top5: 0.9076, prec@top5: 0.4625, loss: 0.0523, grad_norm: 0.1202 2020-11-26 12:22:11,676 - mmaction - INFO - Epoch [6][920/1441] lr: 2.000e-01, eta: 5:47:33, time: 0.976, data_time: 0.000, memory: 10785, loss_action_cls: 0.0540, recall@thr=0.5: 0.6257, prec@thr=0.5: 0.7138, recall@top3: 0.7484, prec@top3: 0.6201, recall@top5: 0.8949, prec@top5: 0.4549, loss: 0.0540, grad_norm: 0.1161 2020-11-26 12:22:31,149 - mmaction - INFO - Epoch [6][940/1441] lr: 2.000e-01, eta: 5:47:07, time: 0.974, data_time: 0.001, memory: 10785, loss_action_cls: 0.0515, recall@thr=0.5: 0.6356, prec@thr=0.5: 0.7295, recall@top3: 0.7619, prec@top3: 0.6214, recall@top5: 0.9043, prec@top5: 0.4527, loss: 0.0515, grad_norm: 0.1201 2020-11-26 12:22:50,572 - mmaction - INFO - Epoch [6][960/1441] lr: 2.000e-01, eta: 5:46:41, time: 0.971, data_time: 0.001, memory: 10785, loss_action_cls: 0.0521, recall@thr=0.5: 0.6142, prec@thr=0.5: 0.7260, recall@top3: 0.7511, prec@top3: 0.6172, recall@top5: 0.9019, prec@top5: 0.4533, loss: 0.0521, grad_norm: 0.1195 2020-11-26 12:23:09,940 - mmaction - INFO - Epoch [6][980/1441] lr: 2.000e-01, eta: 5:46:14, time: 0.968, data_time: 0.000, memory: 10785, loss_action_cls: 0.0534, recall@thr=0.5: 0.6043, prec@thr=0.5: 0.7093, recall@top3: 0.7475, prec@top3: 0.6109, recall@top5: 0.9017, prec@top5: 0.4499, loss: 0.0534, grad_norm: 0.1237 2020-11-26 12:23:29,396 - mmaction - INFO - Epoch [6][1000/1441] lr: 2.000e-01, eta: 5:45:48, time: 0.972, data_time: 0.000, memory: 10785, loss_action_cls: 0.0543, recall@thr=0.5: 0.6142, prec@thr=0.5: 0.7180, recall@top3: 0.7488, prec@top3: 0.6155, recall@top5: 0.8961, prec@top5: 0.4538, loss: 0.0543, grad_norm: 0.1133 2020-11-26 12:23:48,890 - mmaction - INFO - Epoch [6][1020/1441] lr: 2.000e-01, eta: 5:45:23, time: 0.975, data_time: 0.001, memory: 10785, loss_action_cls: 0.0526, recall@thr=0.5: 0.6177, prec@thr=0.5: 0.7057, recall@top3: 0.7561, prec@top3: 0.6192, recall@top5: 0.9024, prec@top5: 0.4537, loss: 0.0526, grad_norm: 0.1204 2020-11-26 12:24:08,378 - mmaction - INFO - Epoch [6][1040/1441] lr: 2.000e-01, eta: 5:44:58, time: 0.975, data_time: 0.001, memory: 10785, loss_action_cls: 0.0501, recall@thr=0.5: 0.6076, prec@thr=0.5: 0.7146, recall@top3: 0.7583, prec@top3: 0.6113, recall@top5: 0.9095, prec@top5: 0.4489, loss: 0.0501, grad_norm: 0.1193 2020-11-26 12:24:27,781 - mmaction - INFO - Epoch [6][1060/1441] lr: 2.000e-01, eta: 5:44:32, time: 0.970, data_time: 0.000, memory: 10785, loss_action_cls: 0.0507, recall@thr=0.5: 0.6497, prec@thr=0.5: 0.7208, recall@top3: 0.7735, prec@top3: 0.6254, recall@top5: 0.9123, prec@top5: 0.4545, loss: 0.0507, grad_norm: 0.1168 2020-11-26 12:24:47,169 - mmaction - INFO - Epoch [6][1080/1441] lr: 2.000e-01, eta: 5:44:06, time: 0.970, data_time: 0.001, memory: 10785, loss_action_cls: 0.0524, recall@thr=0.5: 0.6215, prec@thr=0.5: 0.7084, recall@top3: 0.7612, prec@top3: 0.6281, recall@top5: 0.9077, prec@top5: 0.4589, loss: 0.0524, grad_norm: 0.1191 2020-11-26 12:25:06,625 - mmaction - INFO - Epoch [6][1100/1441] lr: 2.000e-01, eta: 5:43:40, time: 0.973, data_time: 0.001, memory: 10785, loss_action_cls: 0.0517, recall@thr=0.5: 0.6268, prec@thr=0.5: 0.7252, recall@top3: 0.7652, prec@top3: 0.6154, recall@top5: 0.9117, prec@top5: 0.4526, loss: 0.0517, grad_norm: 0.1125 2020-11-26 12:25:26,154 - mmaction - INFO - Epoch [6][1120/1441] lr: 2.000e-01, eta: 5:43:16, time: 0.976, data_time: 0.000, memory: 10785, loss_action_cls: 0.0511, recall@thr=0.5: 0.6392, prec@thr=0.5: 0.7199, recall@top3: 0.7547, prec@top3: 0.6267, recall@top5: 0.9006, prec@top5: 0.4583, loss: 0.0511, grad_norm: 0.1172 2020-11-26 12:25:45,757 - mmaction - INFO - Epoch [6][1140/1441] lr: 2.000e-01, eta: 5:42:51, time: 0.980, data_time: 0.000, memory: 10785, loss_action_cls: 0.0533, recall@thr=0.5: 0.6087, prec@thr=0.5: 0.7064, recall@top3: 0.7417, prec@top3: 0.6096, recall@top5: 0.8971, prec@top5: 0.4516, loss: 0.0533, grad_norm: 0.1208 2020-11-26 12:26:05,214 - mmaction - INFO - Epoch [6][1160/1441] lr: 2.000e-01, eta: 5:42:26, time: 0.973, data_time: 0.001, memory: 10785, loss_action_cls: 0.0508, recall@thr=0.5: 0.6272, prec@thr=0.5: 0.7213, recall@top3: 0.7632, prec@top3: 0.6260, recall@top5: 0.9085, prec@top5: 0.4590, loss: 0.0508, grad_norm: 0.1149 2020-11-26 12:26:24,521 - mmaction - INFO - Epoch [6][1180/1441] lr: 2.000e-01, eta: 5:42:00, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0509, recall@thr=0.5: 0.6241, prec@thr=0.5: 0.7053, recall@top3: 0.7557, prec@top3: 0.6194, recall@top5: 0.9040, prec@top5: 0.4558, loss: 0.0509, grad_norm: 0.1181 2020-11-26 12:26:43,961 - mmaction - INFO - Epoch [6][1200/1441] lr: 2.000e-01, eta: 5:41:35, time: 0.971, data_time: 0.000, memory: 10785, loss_action_cls: 0.0524, recall@thr=0.5: 0.6145, prec@thr=0.5: 0.7217, recall@top3: 0.7503, prec@top3: 0.6187, recall@top5: 0.8986, prec@top5: 0.4535, loss: 0.0524, grad_norm: 0.1127 2020-11-26 12:27:03,398 - mmaction - INFO - Epoch [6][1220/1441] lr: 2.000e-01, eta: 5:41:10, time: 0.972, data_time: 0.001, memory: 10785, loss_action_cls: 0.0513, recall@thr=0.5: 0.6246, prec@thr=0.5: 0.7202, recall@top3: 0.7449, prec@top3: 0.6222, recall@top5: 0.9004, prec@top5: 0.4608, loss: 0.0513, grad_norm: 0.1174 2020-11-26 12:27:22,876 - mmaction - INFO - Epoch [6][1240/1441] lr: 2.000e-01, eta: 5:40:46, time: 0.974, data_time: 0.001, memory: 10785, loss_action_cls: 0.0535, recall@thr=0.5: 0.6094, prec@thr=0.5: 0.7064, recall@top3: 0.7467, prec@top3: 0.6125, recall@top5: 0.8974, prec@top5: 0.4520, loss: 0.0535, grad_norm: 0.1147 2020-11-26 12:27:42,251 - mmaction - INFO - Epoch [6][1260/1441] lr: 2.000e-01, eta: 5:40:20, time: 0.968, data_time: 0.000, memory: 10785, loss_action_cls: 0.0532, recall@thr=0.5: 0.6179, prec@thr=0.5: 0.7137, recall@top3: 0.7500, prec@top3: 0.6121, recall@top5: 0.9019, prec@top5: 0.4520, loss: 0.0532, grad_norm: 0.1175 2020-11-26 12:28:01,661 - mmaction - INFO - Epoch [6][1280/1441] lr: 2.000e-01, eta: 5:39:55, time: 0.971, data_time: 0.001, memory: 10785, loss_action_cls: 0.0530, recall@thr=0.5: 0.6059, prec@thr=0.5: 0.7117, recall@top3: 0.7441, prec@top3: 0.6161, recall@top5: 0.8867, prec@top5: 0.4488, loss: 0.0530, grad_norm: 0.1188 2020-11-26 12:28:21,098 - mmaction - INFO - Epoch [6][1300/1441] lr: 2.000e-01, eta: 5:39:31, time: 0.972, data_time: 0.000, memory: 10785, loss_action_cls: 0.0525, recall@thr=0.5: 0.5994, prec@thr=0.5: 0.6878, recall@top3: 0.7525, prec@top3: 0.6106, recall@top5: 0.8973, prec@top5: 0.4450, loss: 0.0525, grad_norm: 0.1150 2020-11-26 12:28:40,599 - mmaction - INFO - Epoch [6][1320/1441] lr: 2.000e-01, eta: 5:39:06, time: 0.975, data_time: 0.001, memory: 10785, loss_action_cls: 0.0521, recall@thr=0.5: 0.6122, prec@thr=0.5: 0.7223, recall@top3: 0.7522, prec@top3: 0.6222, recall@top5: 0.9052, prec@top5: 0.4581, loss: 0.0521, grad_norm: 0.1202 2020-11-26 12:28:59,991 - mmaction - INFO - Epoch [6][1340/1441] lr: 2.000e-01, eta: 5:38:42, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0523, recall@thr=0.5: 0.6228, prec@thr=0.5: 0.7083, recall@top3: 0.7581, prec@top3: 0.6211, recall@top5: 0.8999, prec@top5: 0.4509, loss: 0.0523, grad_norm: 0.1179 2020-11-26 12:29:19,401 - mmaction - INFO - Epoch [6][1360/1441] lr: 2.000e-01, eta: 5:38:17, time: 0.971, data_time: 0.001, memory: 10785, loss_action_cls: 0.0512, recall@thr=0.5: 0.6336, prec@thr=0.5: 0.7258, recall@top3: 0.7587, prec@top3: 0.6188, recall@top5: 0.9041, prec@top5: 0.4517, loss: 0.0512, grad_norm: 0.1214 2020-11-26 12:29:38,917 - mmaction - INFO - Epoch [6][1380/1441] lr: 2.000e-01, eta: 5:37:53, time: 0.975, data_time: 0.001, memory: 10785, loss_action_cls: 0.0505, recall@thr=0.5: 0.6169, prec@thr=0.5: 0.7187, recall@top3: 0.7560, prec@top3: 0.6094, recall@top5: 0.9042, prec@top5: 0.4467, loss: 0.0505, grad_norm: 0.1134 2020-11-26 12:29:58,165 - mmaction - INFO - Epoch [6][1400/1441] lr: 2.000e-01, eta: 5:37:27, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0521, recall@thr=0.5: 0.6197, prec@thr=0.5: 0.7219, recall@top3: 0.7602, prec@top3: 0.6292, recall@top5: 0.9077, prec@top5: 0.4619, loss: 0.0521, grad_norm: 0.1191 2020-11-26 12:30:17,751 - mmaction - INFO - Epoch [6][1420/1441] lr: 2.000e-01, eta: 5:37:04, time: 0.979, data_time: 0.001, memory: 10785, loss_action_cls: 0.0513, recall@thr=0.5: 0.6312, prec@thr=0.5: 0.7192, recall@top3: 0.7616, prec@top3: 0.6222, recall@top5: 0.9042, prec@top5: 0.4545, loss: 0.0513, grad_norm: 0.1135 2020-11-26 12:30:37,006 - mmaction - INFO - Epoch [6][1440/1441] lr: 2.000e-01, eta: 5:36:39, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0510, recall@thr=0.5: 0.6357, prec@thr=0.5: 0.7356, recall@top3: 0.7614, prec@top3: 0.6253, recall@top5: 0.9070, prec@top5: 0.4588, loss: 0.0510, grad_norm: 0.1153 2020-11-26 12:30:39,944 - mmaction - INFO - Saving checkpoint at 6 epochs 2020-11-26 12:35:17,647 - mmaction - INFO - Evaluating proposal ... 2020-11-26 12:36:26,892 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-26 12:36:26,893 - mmaction - INFO - Evaluating bbox ... 2020-11-26 12:45:00,007 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.1911 2020-11-26 12:45:01,116 - mmaction - INFO - Epoch(val) [6][1441] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.1911 2020-11-26 12:46:03,746 - mmaction - INFO - Epoch [7][20/1441] lr: 2.000e-01, eta: 5:41:07, time: 3.131, data_time: 2.172, memory: 10785, loss_action_cls: 0.0496, recall@thr=0.5: 0.6219, prec@thr=0.5: 0.7231, recall@top3: 0.7734, prec@top3: 0.6226, recall@top5: 0.9069, prec@top5: 0.4494, loss: 0.0496, grad_norm: 0.1181 2020-11-26 12:46:22,992 - mmaction - INFO - Epoch [7][40/1441] lr: 2.000e-01, eta: 5:40:39, time: 0.961, data_time: 0.003, memory: 10785, loss_action_cls: 0.0512, recall@thr=0.5: 0.6155, prec@thr=0.5: 0.7180, recall@top3: 0.7592, prec@top3: 0.6091, recall@top5: 0.9094, prec@top5: 0.4485, loss: 0.0512, grad_norm: 0.1157 2020-11-26 12:46:42,153 - mmaction - INFO - Epoch [7][60/1441] lr: 2.000e-01, eta: 5:40:11, time: 0.959, data_time: 0.002, memory: 10785, loss_action_cls: 0.0506, recall@thr=0.5: 0.6438, prec@thr=0.5: 0.7398, recall@top3: 0.7619, prec@top3: 0.6324, recall@top5: 0.9108, prec@top5: 0.4646, loss: 0.0506, grad_norm: 0.1135 2020-11-26 12:47:01,411 - mmaction - INFO - Epoch [7][80/1441] lr: 2.000e-01, eta: 5:39:44, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0514, recall@thr=0.5: 0.6295, prec@thr=0.5: 0.7056, recall@top3: 0.7548, prec@top3: 0.6162, recall@top5: 0.8985, prec@top5: 0.4506, loss: 0.0514, grad_norm: 0.1166 2020-11-26 12:47:20,697 - mmaction - INFO - Epoch [7][100/1441] lr: 2.000e-01, eta: 5:39:16, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0523, recall@thr=0.5: 0.5890, prec@thr=0.5: 0.6918, recall@top3: 0.7472, prec@top3: 0.6038, recall@top5: 0.8991, prec@top5: 0.4457, loss: 0.0523, grad_norm: 0.1181 2020-11-26 12:47:39,913 - mmaction - INFO - Epoch [7][120/1441] lr: 2.000e-01, eta: 5:38:49, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0501, recall@thr=0.5: 0.6256, prec@thr=0.5: 0.7295, recall@top3: 0.7658, prec@top3: 0.6319, recall@top5: 0.9119, prec@top5: 0.4604, loss: 0.0501, grad_norm: 0.1135 2020-11-26 12:47:59,194 - mmaction - INFO - Epoch [7][140/1441] lr: 2.000e-01, eta: 5:38:22, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0471, recall@thr=0.5: 0.6539, prec@thr=0.5: 0.7271, recall@top3: 0.7756, prec@top3: 0.6235, recall@top5: 0.9140, prec@top5: 0.4516, loss: 0.0471, grad_norm: 0.1293 2020-11-26 12:48:18,445 - mmaction - INFO - Epoch [7][160/1441] lr: 2.000e-01, eta: 5:37:55, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0517, recall@thr=0.5: 0.6125, prec@thr=0.5: 0.7174, recall@top3: 0.7535, prec@top3: 0.6128, recall@top5: 0.9008, prec@top5: 0.4512, loss: 0.0517, grad_norm: 0.1248 2020-11-26 12:48:37,731 - mmaction - INFO - Epoch [7][180/1441] lr: 2.000e-01, eta: 5:37:29, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0517, recall@thr=0.5: 0.6239, prec@thr=0.5: 0.7156, recall@top3: 0.7582, prec@top3: 0.6218, recall@top5: 0.9041, prec@top5: 0.4534, loss: 0.0517, grad_norm: 0.1250 2020-11-26 12:48:56,968 - mmaction - INFO - Epoch [7][200/1441] lr: 2.000e-01, eta: 5:37:02, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0531, recall@thr=0.5: 0.6162, prec@thr=0.5: 0.7136, recall@top3: 0.7482, prec@top3: 0.6198, recall@top5: 0.9034, prec@top5: 0.4606, loss: 0.0531, grad_norm: 0.1144 2020-11-26 12:49:16,344 - mmaction - INFO - Epoch [7][220/1441] lr: 2.000e-01, eta: 5:36:36, time: 0.969, data_time: 0.000, memory: 10785, loss_action_cls: 0.0493, recall@thr=0.5: 0.6443, prec@thr=0.5: 0.7309, recall@top3: 0.7629, prec@top3: 0.6326, recall@top5: 0.9069, prec@top5: 0.4600, loss: 0.0493, grad_norm: 0.1177 2020-11-26 12:49:35,735 - mmaction - INFO - Epoch [7][240/1441] lr: 2.000e-01, eta: 5:36:10, time: 0.969, data_time: 0.000, memory: 10785, loss_action_cls: 0.0518, recall@thr=0.5: 0.6454, prec@thr=0.5: 0.7327, recall@top3: 0.7636, prec@top3: 0.6334, recall@top5: 0.9087, prec@top5: 0.4619, loss: 0.0518, grad_norm: 0.1147 2020-11-26 12:49:55,258 - mmaction - INFO - Epoch [7][260/1441] lr: 2.000e-01, eta: 5:35:45, time: 0.976, data_time: 0.001, memory: 10785, loss_action_cls: 0.0517, recall@thr=0.5: 0.6399, prec@thr=0.5: 0.7268, recall@top3: 0.7634, prec@top3: 0.6194, recall@top5: 0.9079, prec@top5: 0.4537, loss: 0.0517, grad_norm: 0.1195 2020-11-26 12:50:14,555 - mmaction - INFO - Epoch [7][280/1441] lr: 2.000e-01, eta: 5:35:19, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0532, recall@thr=0.5: 0.6216, prec@thr=0.5: 0.7188, recall@top3: 0.7544, prec@top3: 0.6269, recall@top5: 0.9004, prec@top5: 0.4586, loss: 0.0532, grad_norm: 0.1153 2020-11-26 12:50:33,855 - mmaction - INFO - Epoch [7][300/1441] lr: 2.000e-01, eta: 5:34:53, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0513, recall@thr=0.5: 0.6239, prec@thr=0.5: 0.7290, recall@top3: 0.7578, prec@top3: 0.6237, recall@top5: 0.9040, prec@top5: 0.4557, loss: 0.0513, grad_norm: 0.1173 2020-11-26 12:50:53,090 - mmaction - INFO - Epoch [7][320/1441] lr: 2.000e-01, eta: 5:34:27, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0523, recall@thr=0.5: 0.6422, prec@thr=0.5: 0.7288, recall@top3: 0.7598, prec@top3: 0.6292, recall@top5: 0.9060, prec@top5: 0.4604, loss: 0.0523, grad_norm: 0.1186 2020-11-26 12:51:12,310 - mmaction - INFO - Epoch [7][340/1441] lr: 2.000e-01, eta: 5:34:01, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0514, recall@thr=0.5: 0.6163, prec@thr=0.5: 0.7200, recall@top3: 0.7550, prec@top3: 0.6216, recall@top5: 0.9048, prec@top5: 0.4581, loss: 0.0514, grad_norm: 0.1234 2020-11-26 12:51:31,582 - mmaction - INFO - Epoch [7][360/1441] lr: 2.000e-01, eta: 5:33:35, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0507, recall@thr=0.5: 0.6386, prec@thr=0.5: 0.7184, recall@top3: 0.7576, prec@top3: 0.6193, recall@top5: 0.9044, prec@top5: 0.4527, loss: 0.0507, grad_norm: 0.1205 2020-11-26 12:51:50,848 - mmaction - INFO - Epoch [7][380/1441] lr: 2.000e-01, eta: 5:33:09, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0500, recall@thr=0.5: 0.6315, prec@thr=0.5: 0.7311, recall@top3: 0.7609, prec@top3: 0.6277, recall@top5: 0.8984, prec@top5: 0.4562, loss: 0.0500, grad_norm: 0.1209 2020-11-26 12:52:10,238 - mmaction - INFO - Epoch [7][400/1441] lr: 2.000e-01, eta: 5:32:44, time: 0.969, data_time: 0.000, memory: 10785, loss_action_cls: 0.0521, recall@thr=0.5: 0.6272, prec@thr=0.5: 0.7119, recall@top3: 0.7503, prec@top3: 0.6287, recall@top5: 0.8942, prec@top5: 0.4590, loss: 0.0521, grad_norm: 0.1196 2020-11-26 12:52:29,598 - mmaction - INFO - Epoch [7][420/1441] lr: 2.000e-01, eta: 5:32:19, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0516, recall@thr=0.5: 0.6417, prec@thr=0.5: 0.7183, recall@top3: 0.7603, prec@top3: 0.6284, recall@top5: 0.9075, prec@top5: 0.4599, loss: 0.0516, grad_norm: 0.1197 2020-11-26 12:52:49,022 - mmaction - INFO - Epoch [7][440/1441] lr: 2.000e-01, eta: 5:31:54, time: 0.971, data_time: 0.001, memory: 10785, loss_action_cls: 0.0502, recall@thr=0.5: 0.6314, prec@thr=0.5: 0.7250, recall@top3: 0.7626, prec@top3: 0.6207, recall@top5: 0.9046, prec@top5: 0.4537, loss: 0.0502, grad_norm: 0.1157 2020-11-26 12:53:08,341 - mmaction - INFO - Epoch [7][460/1441] lr: 2.000e-01, eta: 5:31:29, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0506, recall@thr=0.5: 0.6341, prec@thr=0.5: 0.7244, recall@top3: 0.7707, prec@top3: 0.6232, recall@top5: 0.9082, prec@top5: 0.4510, loss: 0.0506, grad_norm: 0.1168 2020-11-26 12:53:27,706 - mmaction - INFO - Epoch [7][480/1441] lr: 2.000e-01, eta: 5:31:04, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0492, recall@thr=0.5: 0.6279, prec@thr=0.5: 0.7195, recall@top3: 0.7639, prec@top3: 0.6156, recall@top5: 0.9146, prec@top5: 0.4514, loss: 0.0492, grad_norm: 0.1171 2020-11-26 12:53:47,049 - mmaction - INFO - Epoch [7][500/1441] lr: 2.000e-01, eta: 5:30:39, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0518, recall@thr=0.5: 0.6118, prec@thr=0.5: 0.7102, recall@top3: 0.7493, prec@top3: 0.6286, recall@top5: 0.9051, prec@top5: 0.4663, loss: 0.0518, grad_norm: 0.1170 2020-11-26 12:54:06,323 - mmaction - INFO - Epoch [7][520/1441] lr: 2.000e-01, eta: 5:30:13, time: 0.964, data_time: 0.000, memory: 10785, loss_action_cls: 0.0500, recall@thr=0.5: 0.6264, prec@thr=0.5: 0.7235, recall@top3: 0.7539, prec@top3: 0.6161, recall@top5: 0.9074, prec@top5: 0.4525, loss: 0.0500, grad_norm: 0.1139 2020-11-26 12:54:25,662 - mmaction - INFO - Epoch [7][540/1441] lr: 2.000e-01, eta: 5:29:48, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0500, recall@thr=0.5: 0.6211, prec@thr=0.5: 0.7212, recall@top3: 0.7590, prec@top3: 0.6169, recall@top5: 0.9086, prec@top5: 0.4525, loss: 0.0500, grad_norm: 0.1251 2020-11-26 12:54:44,966 - mmaction - INFO - Epoch [7][560/1441] lr: 2.000e-01, eta: 5:29:23, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0522, recall@thr=0.5: 0.6214, prec@thr=0.5: 0.7109, recall@top3: 0.7583, prec@top3: 0.6243, recall@top5: 0.9089, prec@top5: 0.4577, loss: 0.0522, grad_norm: 0.1128 2020-11-26 12:55:04,388 - mmaction - INFO - Epoch [7][580/1441] lr: 2.000e-01, eta: 5:28:59, time: 0.971, data_time: 0.001, memory: 10785, loss_action_cls: 0.0498, recall@thr=0.5: 0.6383, prec@thr=0.5: 0.7297, recall@top3: 0.7656, prec@top3: 0.6317, recall@top5: 0.9098, prec@top5: 0.4617, loss: 0.0498, grad_norm: 0.1169 2020-11-26 12:55:23,754 - mmaction - INFO - Epoch [7][600/1441] lr: 2.000e-01, eta: 5:28:35, time: 0.968, data_time: 0.000, memory: 10785, loss_action_cls: 0.0489, recall@thr=0.5: 0.6372, prec@thr=0.5: 0.7207, recall@top3: 0.7627, prec@top3: 0.6229, recall@top5: 0.9078, prec@top5: 0.4565, loss: 0.0489, grad_norm: 0.1139 2020-11-26 12:55:43,089 - mmaction - INFO - Epoch [7][620/1441] lr: 2.000e-01, eta: 5:28:10, time: 0.967, data_time: 0.000, memory: 10785, loss_action_cls: 0.0509, recall@thr=0.5: 0.6228, prec@thr=0.5: 0.7241, recall@top3: 0.7606, prec@top3: 0.6270, recall@top5: 0.9057, prec@top5: 0.4577, loss: 0.0509, grad_norm: 0.1166 2020-11-26 12:56:02,506 - mmaction - INFO - Epoch [7][640/1441] lr: 2.000e-01, eta: 5:27:46, time: 0.971, data_time: 0.001, memory: 10785, loss_action_cls: 0.0487, recall@thr=0.5: 0.6442, prec@thr=0.5: 0.7428, recall@top3: 0.7718, prec@top3: 0.6379, recall@top5: 0.9160, prec@top5: 0.4659, loss: 0.0487, grad_norm: 0.1221 2020-11-26 12:56:21,724 - mmaction - INFO - Epoch [7][660/1441] lr: 2.000e-01, eta: 5:27:21, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0511, recall@thr=0.5: 0.6280, prec@thr=0.5: 0.7143, recall@top3: 0.7581, prec@top3: 0.6177, recall@top5: 0.8985, prec@top5: 0.4502, loss: 0.0511, grad_norm: 0.1200 2020-11-26 12:56:41,051 - mmaction - INFO - Epoch [7][680/1441] lr: 2.000e-01, eta: 5:26:56, time: 0.966, data_time: 0.000, memory: 10785, loss_action_cls: 0.0486, recall@thr=0.5: 0.6391, prec@thr=0.5: 0.7291, recall@top3: 0.7658, prec@top3: 0.6306, recall@top5: 0.9190, prec@top5: 0.4618, loss: 0.0486, grad_norm: 0.1176 2020-11-26 12:57:00,499 - mmaction - INFO - Epoch [7][700/1441] lr: 2.000e-01, eta: 5:26:32, time: 0.973, data_time: 0.001, memory: 10785, loss_action_cls: 0.0523, recall@thr=0.5: 0.6137, prec@thr=0.5: 0.6982, recall@top3: 0.7535, prec@top3: 0.6144, recall@top5: 0.8903, prec@top5: 0.4460, loss: 0.0523, grad_norm: 0.1268 2020-11-26 12:57:19,755 - mmaction - INFO - Epoch [7][720/1441] lr: 2.000e-01, eta: 5:26:07, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0508, recall@thr=0.5: 0.6243, prec@thr=0.5: 0.7178, recall@top3: 0.7652, prec@top3: 0.6259, recall@top5: 0.9078, prec@top5: 0.4565, loss: 0.0508, grad_norm: 0.1214 2020-11-26 12:57:39,027 - mmaction - INFO - Epoch [7][740/1441] lr: 2.000e-01, eta: 5:25:43, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0495, recall@thr=0.5: 0.6489, prec@thr=0.5: 0.7287, recall@top3: 0.7672, prec@top3: 0.6331, recall@top5: 0.9139, prec@top5: 0.4615, loss: 0.0495, grad_norm: 0.1219 2020-11-26 12:57:58,323 - mmaction - INFO - Epoch [7][760/1441] lr: 2.000e-01, eta: 5:25:18, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0522, recall@thr=0.5: 0.6140, prec@thr=0.5: 0.7164, recall@top3: 0.7420, prec@top3: 0.6161, recall@top5: 0.8969, prec@top5: 0.4551, loss: 0.0522, grad_norm: 0.1189 2020-11-26 12:58:17,731 - mmaction - INFO - Epoch [7][780/1441] lr: 2.000e-01, eta: 5:24:54, time: 0.970, data_time: 0.000, memory: 10785, loss_action_cls: 0.0492, recall@thr=0.5: 0.6314, prec@thr=0.5: 0.7173, recall@top3: 0.7615, prec@top3: 0.6192, recall@top5: 0.9110, prec@top5: 0.4533, loss: 0.0492, grad_norm: 0.1182 2020-11-26 12:58:37,050 - mmaction - INFO - Epoch [7][800/1441] lr: 2.000e-01, eta: 5:24:30, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0507, recall@thr=0.5: 0.6098, prec@thr=0.5: 0.7082, recall@top3: 0.7554, prec@top3: 0.6148, recall@top5: 0.8950, prec@top5: 0.4470, loss: 0.0507, grad_norm: 0.1235 2020-11-26 12:58:56,322 - mmaction - INFO - Epoch [7][820/1441] lr: 2.000e-01, eta: 5:24:06, time: 0.964, data_time: 0.000, memory: 10785, loss_action_cls: 0.0496, recall@thr=0.5: 0.6185, prec@thr=0.5: 0.7221, recall@top3: 0.7650, prec@top3: 0.6325, recall@top5: 0.9110, prec@top5: 0.4614, loss: 0.0496, grad_norm: 0.1132 2020-11-26 12:59:15,783 - mmaction - INFO - Epoch [7][840/1441] lr: 2.000e-01, eta: 5:23:42, time: 0.973, data_time: 0.001, memory: 10785, loss_action_cls: 0.0515, recall@thr=0.5: 0.6307, prec@thr=0.5: 0.7184, recall@top3: 0.7586, prec@top3: 0.6303, recall@top5: 0.8962, prec@top5: 0.4579, loss: 0.0515, grad_norm: 0.1229 2020-11-26 12:59:35,135 - mmaction - INFO - Epoch [7][860/1441] lr: 2.000e-01, eta: 5:23:18, time: 0.967, data_time: 0.000, memory: 10785, loss_action_cls: 0.0503, recall@thr=0.5: 0.6166, prec@thr=0.5: 0.7152, recall@top3: 0.7576, prec@top3: 0.6230, recall@top5: 0.9035, prec@top5: 0.4554, loss: 0.0503, grad_norm: 0.1208 2020-11-26 12:59:54,509 - mmaction - INFO - Epoch [7][880/1441] lr: 2.000e-01, eta: 5:22:55, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0518, recall@thr=0.5: 0.5982, prec@thr=0.5: 0.7095, recall@top3: 0.7403, prec@top3: 0.6158, recall@top5: 0.8905, prec@top5: 0.4531, loss: 0.0518, grad_norm: 0.1233 2020-11-26 13:00:13,894 - mmaction - INFO - Epoch [7][900/1441] lr: 2.000e-01, eta: 5:22:31, time: 0.969, data_time: 0.000, memory: 10785, loss_action_cls: 0.0502, recall@thr=0.5: 0.6276, prec@thr=0.5: 0.7168, recall@top3: 0.7575, prec@top3: 0.6218, recall@top5: 0.9056, prec@top5: 0.4558, loss: 0.0502, grad_norm: 0.1171 2020-11-26 13:00:33,111 - mmaction - INFO - Epoch [7][920/1441] lr: 2.000e-01, eta: 5:22:07, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0502, recall@thr=0.5: 0.6343, prec@thr=0.5: 0.7292, recall@top3: 0.7616, prec@top3: 0.6293, recall@top5: 0.9071, prec@top5: 0.4600, loss: 0.0502, grad_norm: 0.1252 2020-11-26 13:00:52,376 - mmaction - INFO - Epoch [7][940/1441] lr: 2.000e-01, eta: 5:21:43, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0498, recall@thr=0.5: 0.6316, prec@thr=0.5: 0.7348, recall@top3: 0.7728, prec@top3: 0.6384, recall@top5: 0.9133, prec@top5: 0.4616, loss: 0.0498, grad_norm: 0.1178 2020-11-26 13:01:11,645 - mmaction - INFO - Epoch [7][960/1441] lr: 2.000e-01, eta: 5:21:18, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0508, recall@thr=0.5: 0.6246, prec@thr=0.5: 0.7231, recall@top3: 0.7552, prec@top3: 0.6238, recall@top5: 0.8988, prec@top5: 0.4565, loss: 0.0508, grad_norm: 0.1154 2020-11-26 13:01:30,954 - mmaction - INFO - Epoch [7][980/1441] lr: 2.000e-01, eta: 5:20:55, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0490, recall@thr=0.5: 0.6199, prec@thr=0.5: 0.7235, recall@top3: 0.7624, prec@top3: 0.6100, recall@top5: 0.9088, prec@top5: 0.4472, loss: 0.0490, grad_norm: 0.1187 2020-11-26 13:01:50,329 - mmaction - INFO - Epoch [7][1000/1441] lr: 2.000e-01, eta: 5:20:31, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0484, recall@thr=0.5: 0.6461, prec@thr=0.5: 0.7420, recall@top3: 0.7775, prec@top3: 0.6468, recall@top5: 0.9185, prec@top5: 0.4693, loss: 0.0484, grad_norm: 0.1205 2020-11-26 13:02:09,596 - mmaction - INFO - Epoch [7][1020/1441] lr: 2.000e-01, eta: 5:20:07, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0484, recall@thr=0.5: 0.6489, prec@thr=0.5: 0.7449, recall@top3: 0.7773, prec@top3: 0.6297, recall@top5: 0.9138, prec@top5: 0.4536, loss: 0.0484, grad_norm: 0.1246 2020-11-26 13:02:28,927 - mmaction - INFO - Epoch [7][1040/1441] lr: 2.000e-01, eta: 5:19:44, time: 0.967, data_time: 0.002, memory: 10785, loss_action_cls: 0.0498, recall@thr=0.5: 0.6397, prec@thr=0.5: 0.7266, recall@top3: 0.7655, prec@top3: 0.6357, recall@top5: 0.9138, prec@top5: 0.4655, loss: 0.0498, grad_norm: 0.1245 2020-11-26 13:02:48,207 - mmaction - INFO - Epoch [7][1060/1441] lr: 2.000e-01, eta: 5:19:20, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0486, recall@thr=0.5: 0.6368, prec@thr=0.5: 0.7294, recall@top3: 0.7749, prec@top3: 0.6279, recall@top5: 0.9138, prec@top5: 0.4531, loss: 0.0486, grad_norm: 0.1197 2020-11-26 13:03:07,603 - mmaction - INFO - Epoch [7][1080/1441] lr: 2.000e-01, eta: 5:18:57, time: 0.970, data_time: 0.000, memory: 10785, loss_action_cls: 0.0491, recall@thr=0.5: 0.6337, prec@thr=0.5: 0.7175, recall@top3: 0.7603, prec@top3: 0.6229, recall@top5: 0.9088, prec@top5: 0.4564, loss: 0.0491, grad_norm: 0.1208 2020-11-26 13:03:26,947 - mmaction - INFO - Epoch [7][1100/1441] lr: 2.000e-01, eta: 5:18:33, time: 0.967, data_time: 0.000, memory: 10785, loss_action_cls: 0.0489, recall@thr=0.5: 0.6374, prec@thr=0.5: 0.7352, recall@top3: 0.7672, prec@top3: 0.6329, recall@top5: 0.9113, prec@top5: 0.4621, loss: 0.0489, grad_norm: 0.1157 2020-11-26 13:03:46,322 - mmaction - INFO - Epoch [7][1120/1441] lr: 2.000e-01, eta: 5:18:10, time: 0.969, data_time: 0.000, memory: 10785, loss_action_cls: 0.0491, recall@thr=0.5: 0.6413, prec@thr=0.5: 0.7268, recall@top3: 0.7653, prec@top3: 0.6321, recall@top5: 0.9170, prec@top5: 0.4647, loss: 0.0491, grad_norm: 0.1184 2020-11-26 13:04:05,745 - mmaction - INFO - Epoch [7][1140/1441] lr: 2.000e-01, eta: 5:17:47, time: 0.971, data_time: 0.000, memory: 10785, loss_action_cls: 0.0481, recall@thr=0.5: 0.6434, prec@thr=0.5: 0.7306, recall@top3: 0.7705, prec@top3: 0.6278, recall@top5: 0.9138, prec@top5: 0.4575, loss: 0.0481, grad_norm: 0.1239 2020-11-26 13:04:25,037 - mmaction - INFO - Epoch [7][1160/1441] lr: 2.000e-01, eta: 5:17:23, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0503, recall@thr=0.5: 0.6150, prec@thr=0.5: 0.7136, recall@top3: 0.7526, prec@top3: 0.6147, recall@top5: 0.9025, prec@top5: 0.4514, loss: 0.0503, grad_norm: 0.1170 2020-11-26 13:04:44,310 - mmaction - INFO - Epoch [7][1180/1441] lr: 2.000e-01, eta: 5:17:00, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0508, recall@thr=0.5: 0.6255, prec@thr=0.5: 0.7100, recall@top3: 0.7495, prec@top3: 0.6227, recall@top5: 0.9011, prec@top5: 0.4589, loss: 0.0508, grad_norm: 0.1254 2020-11-26 13:05:03,709 - mmaction - INFO - Epoch [7][1200/1441] lr: 2.000e-01, eta: 5:16:37, time: 0.970, data_time: 0.001, memory: 10785, loss_action_cls: 0.0485, recall@thr=0.5: 0.6253, prec@thr=0.5: 0.7272, recall@top3: 0.7708, prec@top3: 0.6253, recall@top5: 0.9119, prec@top5: 0.4541, loss: 0.0485, grad_norm: 0.1184 2020-11-26 13:05:23,068 - mmaction - INFO - Epoch [7][1220/1441] lr: 2.000e-01, eta: 5:16:14, time: 0.968, data_time: 0.000, memory: 10785, loss_action_cls: 0.0498, recall@thr=0.5: 0.6266, prec@thr=0.5: 0.7195, recall@top3: 0.7628, prec@top3: 0.6188, recall@top5: 0.9050, prec@top5: 0.4523, loss: 0.0498, grad_norm: 0.1168 2020-11-26 13:05:42,372 - mmaction - INFO - Epoch [7][1240/1441] lr: 2.000e-01, eta: 5:15:50, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0469, recall@thr=0.5: 0.6549, prec@thr=0.5: 0.7348, recall@top3: 0.7744, prec@top3: 0.6436, recall@top5: 0.9132, prec@top5: 0.4645, loss: 0.0469, grad_norm: 0.1178 2020-11-26 13:06:01,797 - mmaction - INFO - Epoch [7][1260/1441] lr: 2.000e-01, eta: 5:15:28, time: 0.972, data_time: 0.001, memory: 10785, loss_action_cls: 0.0506, recall@thr=0.5: 0.6170, prec@thr=0.5: 0.7168, recall@top3: 0.7565, prec@top3: 0.6376, recall@top5: 0.9042, prec@top5: 0.4648, loss: 0.0506, grad_norm: 0.1231 2020-11-26 13:06:21,279 - mmaction - INFO - Epoch [7][1280/1441] lr: 2.000e-01, eta: 5:15:05, time: 0.974, data_time: 0.000, memory: 10785, loss_action_cls: 0.0498, recall@thr=0.5: 0.6377, prec@thr=0.5: 0.7228, recall@top3: 0.7560, prec@top3: 0.6210, recall@top5: 0.9042, prec@top5: 0.4553, loss: 0.0498, grad_norm: 0.1184 2020-11-26 13:06:40,786 - mmaction - INFO - Epoch [7][1300/1441] lr: 2.000e-01, eta: 5:14:43, time: 0.975, data_time: 0.001, memory: 10785, loss_action_cls: 0.0485, recall@thr=0.5: 0.6238, prec@thr=0.5: 0.7148, recall@top3: 0.7575, prec@top3: 0.6143, recall@top5: 0.9072, prec@top5: 0.4498, loss: 0.0485, grad_norm: 0.1234 2020-11-26 13:07:00,250 - mmaction - INFO - Epoch [7][1320/1441] lr: 2.000e-01, eta: 5:14:21, time: 0.973, data_time: 0.000, memory: 10785, loss_action_cls: 0.0507, recall@thr=0.5: 0.6254, prec@thr=0.5: 0.7321, recall@top3: 0.7671, prec@top3: 0.6195, recall@top5: 0.9044, prec@top5: 0.4500, loss: 0.0507, grad_norm: 0.1122 2020-11-26 13:07:19,869 - mmaction - INFO - Epoch [7][1340/1441] lr: 2.000e-01, eta: 5:13:59, time: 0.981, data_time: 0.001, memory: 10785, loss_action_cls: 0.0487, recall@thr=0.5: 0.6420, prec@thr=0.5: 0.7368, recall@top3: 0.7671, prec@top3: 0.6288, recall@top5: 0.9063, prec@top5: 0.4553, loss: 0.0487, grad_norm: 0.1184 2020-11-26 13:07:39,296 - mmaction - INFO - Epoch [7][1360/1441] lr: 2.000e-01, eta: 5:13:36, time: 0.972, data_time: 0.001, memory: 10785, loss_action_cls: 0.0475, recall@thr=0.5: 0.6439, prec@thr=0.5: 0.7289, recall@top3: 0.7691, prec@top3: 0.6242, recall@top5: 0.9099, prec@top5: 0.4533, loss: 0.0475, grad_norm: 0.1198 2020-11-26 13:07:58,837 - mmaction - INFO - Epoch [7][1380/1441] lr: 2.000e-01, eta: 5:13:14, time: 0.977, data_time: 0.000, memory: 10785, loss_action_cls: 0.0494, recall@thr=0.5: 0.6348, prec@thr=0.5: 0.7301, recall@top3: 0.7666, prec@top3: 0.6303, recall@top5: 0.9119, prec@top5: 0.4600, loss: 0.0494, grad_norm: 0.1191 2020-11-26 13:08:18,354 - mmaction - INFO - Epoch [7][1400/1441] lr: 2.000e-01, eta: 5:12:52, time: 0.976, data_time: 0.001, memory: 10785, loss_action_cls: 0.0481, recall@thr=0.5: 0.6362, prec@thr=0.5: 0.7442, recall@top3: 0.7590, prec@top3: 0.6301, recall@top5: 0.9099, prec@top5: 0.4637, loss: 0.0481, grad_norm: 0.1144 2020-11-26 13:08:37,803 - mmaction - INFO - Epoch [7][1420/1441] lr: 2.000e-01, eta: 5:12:30, time: 0.972, data_time: 0.000, memory: 10785, loss_action_cls: 0.0483, recall@thr=0.5: 0.6474, prec@thr=0.5: 0.7266, recall@top3: 0.7730, prec@top3: 0.6326, recall@top5: 0.9134, prec@top5: 0.4607, loss: 0.0483, grad_norm: 0.1191 2020-11-26 13:08:57,038 - mmaction - INFO - Epoch [7][1440/1441] lr: 2.000e-01, eta: 5:12:06, time: 0.962, data_time: 0.002, memory: 10785, loss_action_cls: 0.0480, recall@thr=0.5: 0.6394, prec@thr=0.5: 0.7297, recall@top3: 0.7672, prec@top3: 0.6304, recall@top5: 0.9141, prec@top5: 0.4590, loss: 0.0480, grad_norm: 0.1223 2020-11-26 13:09:00,113 - mmaction - INFO - Saving checkpoint at 7 epochs 2020-11-26 13:13:37,915 - mmaction - INFO - Evaluating proposal ... 2020-11-26 13:14:44,679 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-26 13:14:44,681 - mmaction - INFO - Evaluating bbox ... 2020-11-26 13:23:17,731 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.1893 2020-11-26 13:23:18,800 - mmaction - INFO - Epoch(val) [7][1441] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.1893 2020-11-26 13:24:22,177 - mmaction - INFO - Epoch [8][20/1441] lr: 2.000e-01, eta: 5:14:48, time: 3.168, data_time: 2.209, memory: 10785, loss_action_cls: 0.0476, recall@thr=0.5: 0.6477, prec@thr=0.5: 0.7271, recall@top3: 0.7711, prec@top3: 0.6324, recall@top5: 0.9132, prec@top5: 0.4601, loss: 0.0476, grad_norm: 0.1242 2020-11-26 13:24:41,334 - mmaction - INFO - Epoch [8][40/1441] lr: 2.000e-01, eta: 5:14:23, time: 0.958, data_time: 0.003, memory: 10785, loss_action_cls: 0.0515, recall@thr=0.5: 0.6304, prec@thr=0.5: 0.7162, recall@top3: 0.7556, prec@top3: 0.6314, recall@top5: 0.9005, prec@top5: 0.4628, loss: 0.0515, grad_norm: 0.1190 2020-11-26 13:25:00,448 - mmaction - INFO - Epoch [8][60/1441] lr: 2.000e-01, eta: 5:13:59, time: 0.956, data_time: 0.000, memory: 10785, loss_action_cls: 0.0479, recall@thr=0.5: 0.6388, prec@thr=0.5: 0.7252, recall@top3: 0.7704, prec@top3: 0.6271, recall@top5: 0.9084, prec@top5: 0.4523, loss: 0.0479, grad_norm: 0.1201 2020-11-26 13:25:19,780 - mmaction - INFO - Epoch [8][80/1441] lr: 2.000e-01, eta: 5:13:35, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0468, recall@thr=0.5: 0.6534, prec@thr=0.5: 0.7408, recall@top3: 0.7763, prec@top3: 0.6432, recall@top5: 0.9176, prec@top5: 0.4676, loss: 0.0468, grad_norm: 0.1170 2020-11-26 13:25:38,946 - mmaction - INFO - Epoch [8][100/1441] lr: 2.000e-01, eta: 5:13:10, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0493, recall@thr=0.5: 0.6340, prec@thr=0.5: 0.7235, recall@top3: 0.7666, prec@top3: 0.6290, recall@top5: 0.9142, prec@top5: 0.4614, loss: 0.0493, grad_norm: 0.1218 2020-11-26 13:25:58,435 - mmaction - INFO - Epoch [8][120/1441] lr: 2.000e-01, eta: 5:12:47, time: 0.974, data_time: 0.001, memory: 10785, loss_action_cls: 0.0507, recall@thr=0.5: 0.6249, prec@thr=0.5: 0.7197, recall@top3: 0.7496, prec@top3: 0.6127, recall@top5: 0.9025, prec@top5: 0.4533, loss: 0.0507, grad_norm: 0.1263 2020-11-26 13:26:17,758 - mmaction - INFO - Epoch [8][140/1441] lr: 2.000e-01, eta: 5:12:24, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0460, recall@thr=0.5: 0.6401, prec@thr=0.5: 0.7373, recall@top3: 0.7858, prec@top3: 0.6332, recall@top5: 0.9209, prec@top5: 0.4563, loss: 0.0460, grad_norm: 0.1204 2020-11-26 13:26:37,096 - mmaction - INFO - Epoch [8][160/1441] lr: 2.000e-01, eta: 5:12:00, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0473, recall@thr=0.5: 0.6584, prec@thr=0.5: 0.7434, recall@top3: 0.7786, prec@top3: 0.6399, recall@top5: 0.9147, prec@top5: 0.4612, loss: 0.0473, grad_norm: 0.1254 2020-11-26 13:26:56,312 - mmaction - INFO - Epoch [8][180/1441] lr: 2.000e-01, eta: 5:11:36, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0487, recall@thr=0.5: 0.6310, prec@thr=0.5: 0.7231, recall@top3: 0.7609, prec@top3: 0.6296, recall@top5: 0.9089, prec@top5: 0.4613, loss: 0.0487, grad_norm: 0.1206 2020-11-26 13:27:15,665 - mmaction - INFO - Epoch [8][200/1441] lr: 2.000e-01, eta: 5:11:13, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0476, recall@thr=0.5: 0.6535, prec@thr=0.5: 0.7428, recall@top3: 0.7790, prec@top3: 0.6381, recall@top5: 0.9165, prec@top5: 0.4613, loss: 0.0476, grad_norm: 0.1196 2020-11-26 13:27:35,080 - mmaction - INFO - Epoch [8][220/1441] lr: 2.000e-01, eta: 5:10:50, time: 0.971, data_time: 0.001, memory: 10785, loss_action_cls: 0.0476, recall@thr=0.5: 0.6561, prec@thr=0.5: 0.7280, recall@top3: 0.7714, prec@top3: 0.6315, recall@top5: 0.9109, prec@top5: 0.4593, loss: 0.0476, grad_norm: 0.1219 2020-11-26 13:27:54,373 - mmaction - INFO - Epoch [8][240/1441] lr: 2.000e-01, eta: 5:10:26, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0485, recall@thr=0.5: 0.6393, prec@thr=0.5: 0.7383, recall@top3: 0.7681, prec@top3: 0.6300, recall@top5: 0.9163, prec@top5: 0.4583, loss: 0.0485, grad_norm: 0.1192 2020-11-26 13:28:13,641 - mmaction - INFO - Epoch [8][260/1441] lr: 2.000e-01, eta: 5:10:02, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0498, recall@thr=0.5: 0.6319, prec@thr=0.5: 0.7258, recall@top3: 0.7647, prec@top3: 0.6259, recall@top5: 0.9114, prec@top5: 0.4579, loss: 0.0498, grad_norm: 0.1192 2020-11-26 13:28:32,948 - mmaction - INFO - Epoch [8][280/1441] lr: 2.000e-01, eta: 5:09:39, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0481, recall@thr=0.5: 0.6400, prec@thr=0.5: 0.7293, recall@top3: 0.7627, prec@top3: 0.6253, recall@top5: 0.9117, prec@top5: 0.4564, loss: 0.0481, grad_norm: 0.1171 2020-11-26 13:28:52,383 - mmaction - INFO - Epoch [8][300/1441] lr: 2.000e-01, eta: 5:09:16, time: 0.971, data_time: 0.001, memory: 10785, loss_action_cls: 0.0491, recall@thr=0.5: 0.6328, prec@thr=0.5: 0.7251, recall@top3: 0.7609, prec@top3: 0.6312, recall@top5: 0.9063, prec@top5: 0.4621, loss: 0.0491, grad_norm: 0.1257 2020-11-26 13:29:11,623 - mmaction - INFO - Epoch [8][320/1441] lr: 2.000e-01, eta: 5:08:52, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0491, recall@thr=0.5: 0.6342, prec@thr=0.5: 0.7236, recall@top3: 0.7595, prec@top3: 0.6301, recall@top5: 0.9082, prec@top5: 0.4628, loss: 0.0491, grad_norm: 0.1270 2020-11-26 13:29:30,876 - mmaction - INFO - Epoch [8][340/1441] lr: 2.000e-01, eta: 5:08:29, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0495, recall@thr=0.5: 0.6276, prec@thr=0.5: 0.7208, recall@top3: 0.7659, prec@top3: 0.6227, recall@top5: 0.9142, prec@top5: 0.4563, loss: 0.0495, grad_norm: 0.1171 2020-11-26 13:29:50,103 - mmaction - INFO - Epoch [8][360/1441] lr: 2.000e-01, eta: 5:08:05, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0482, recall@thr=0.5: 0.6385, prec@thr=0.5: 0.7343, recall@top3: 0.7705, prec@top3: 0.6207, recall@top5: 0.9108, prec@top5: 0.4502, loss: 0.0482, grad_norm: 0.1203 2020-11-26 13:30:09,349 - mmaction - INFO - Epoch [8][380/1441] lr: 2.000e-01, eta: 5:07:41, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0464, recall@thr=0.5: 0.6501, prec@thr=0.5: 0.7466, recall@top3: 0.7830, prec@top3: 0.6399, recall@top5: 0.9172, prec@top5: 0.4598, loss: 0.0464, grad_norm: 0.1201 2020-11-26 13:30:28,678 - mmaction - INFO - Epoch [8][400/1441] lr: 2.000e-01, eta: 5:07:18, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0480, recall@thr=0.5: 0.6357, prec@thr=0.5: 0.7250, recall@top3: 0.7668, prec@top3: 0.6295, recall@top5: 0.9149, prec@top5: 0.4607, loss: 0.0480, grad_norm: 0.1200 2020-11-26 13:30:48,055 - mmaction - INFO - Epoch [8][420/1441] lr: 2.000e-01, eta: 5:06:55, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0495, recall@thr=0.5: 0.6306, prec@thr=0.5: 0.7172, recall@top3: 0.7559, prec@top3: 0.6304, recall@top5: 0.9081, prec@top5: 0.4637, loss: 0.0495, grad_norm: 0.1209 2020-11-26 13:31:07,272 - mmaction - INFO - Epoch [8][440/1441] lr: 2.000e-01, eta: 5:06:32, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0481, recall@thr=0.5: 0.6303, prec@thr=0.5: 0.7229, recall@top3: 0.7716, prec@top3: 0.6264, recall@top5: 0.9098, prec@top5: 0.4530, loss: 0.0481, grad_norm: 0.1180 2020-11-26 13:31:26,698 - mmaction - INFO - Epoch [8][460/1441] lr: 2.000e-01, eta: 5:06:09, time: 0.971, data_time: 0.000, memory: 10785, loss_action_cls: 0.0489, recall@thr=0.5: 0.6304, prec@thr=0.5: 0.7240, recall@top3: 0.7597, prec@top3: 0.6209, recall@top5: 0.9027, prec@top5: 0.4545, loss: 0.0489, grad_norm: 0.1185 2020-11-26 13:31:46,044 - mmaction - INFO - Epoch [8][480/1441] lr: 2.000e-01, eta: 5:05:46, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0486, recall@thr=0.5: 0.6339, prec@thr=0.5: 0.7313, recall@top3: 0.7681, prec@top3: 0.6409, recall@top5: 0.9057, prec@top5: 0.4626, loss: 0.0486, grad_norm: 0.1202 2020-11-26 13:32:05,310 - mmaction - INFO - Epoch [8][500/1441] lr: 2.000e-01, eta: 5:05:23, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0503, recall@thr=0.5: 0.6255, prec@thr=0.5: 0.7239, recall@top3: 0.7558, prec@top3: 0.6209, recall@top5: 0.9011, prec@top5: 0.4535, loss: 0.0503, grad_norm: 0.1203 2020-11-26 13:32:24,609 - mmaction - INFO - Epoch [8][520/1441] lr: 2.000e-01, eta: 5:05:00, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0479, recall@thr=0.5: 0.6437, prec@thr=0.5: 0.7334, recall@top3: 0.7623, prec@top3: 0.6233, recall@top5: 0.9074, prec@top5: 0.4555, loss: 0.0479, grad_norm: 0.1175 2020-11-26 13:32:44,009 - mmaction - INFO - Epoch [8][540/1441] lr: 2.000e-01, eta: 5:04:37, time: 0.970, data_time: 0.001, memory: 10785, loss_action_cls: 0.0476, recall@thr=0.5: 0.6441, prec@thr=0.5: 0.7334, recall@top3: 0.7751, prec@top3: 0.6344, recall@top5: 0.9098, prec@top5: 0.4556, loss: 0.0476, grad_norm: 0.1224 2020-11-26 13:33:03,434 - mmaction - INFO - Epoch [8][560/1441] lr: 2.000e-01, eta: 5:04:14, time: 0.971, data_time: 0.001, memory: 10785, loss_action_cls: 0.0491, recall@thr=0.5: 0.6332, prec@thr=0.5: 0.7134, recall@top3: 0.7581, prec@top3: 0.6200, recall@top5: 0.9015, prec@top5: 0.4510, loss: 0.0491, grad_norm: 0.1235 2020-11-26 13:33:22,727 - mmaction - INFO - Epoch [8][580/1441] lr: 2.000e-01, eta: 5:03:51, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0471, recall@thr=0.5: 0.6308, prec@thr=0.5: 0.7365, recall@top3: 0.7661, prec@top3: 0.6256, recall@top5: 0.9062, prec@top5: 0.4528, loss: 0.0471, grad_norm: 0.1230 2020-11-26 13:33:42,188 - mmaction - INFO - Epoch [8][600/1441] lr: 2.000e-01, eta: 5:03:29, time: 0.973, data_time: 0.001, memory: 10785, loss_action_cls: 0.0477, recall@thr=0.5: 0.6454, prec@thr=0.5: 0.7278, recall@top3: 0.7642, prec@top3: 0.6307, recall@top5: 0.9107, prec@top5: 0.4628, loss: 0.0477, grad_norm: 0.1270 2020-11-26 13:34:01,576 - mmaction - INFO - Epoch [8][620/1441] lr: 2.000e-01, eta: 5:03:06, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0501, recall@thr=0.5: 0.6111, prec@thr=0.5: 0.7125, recall@top3: 0.7590, prec@top3: 0.6211, recall@top5: 0.9013, prec@top5: 0.4534, loss: 0.0501, grad_norm: 0.1248 2020-11-26 13:34:20,841 - mmaction - INFO - Epoch [8][640/1441] lr: 2.000e-01, eta: 5:02:43, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0473, recall@thr=0.5: 0.6508, prec@thr=0.5: 0.7355, recall@top3: 0.7779, prec@top3: 0.6329, recall@top5: 0.9155, prec@top5: 0.4585, loss: 0.0473, grad_norm: 0.1206 2020-11-26 13:34:40,092 - mmaction - INFO - Epoch [8][660/1441] lr: 2.000e-01, eta: 5:02:20, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0470, recall@thr=0.5: 0.6453, prec@thr=0.5: 0.7434, recall@top3: 0.7817, prec@top3: 0.6421, recall@top5: 0.9210, prec@top5: 0.4648, loss: 0.0470, grad_norm: 0.1204 2020-11-26 13:34:59,434 - mmaction - INFO - Epoch [8][680/1441] lr: 2.000e-01, eta: 5:01:57, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0474, recall@thr=0.5: 0.6511, prec@thr=0.5: 0.7268, recall@top3: 0.7581, prec@top3: 0.6255, recall@top5: 0.9120, prec@top5: 0.4609, loss: 0.0474, grad_norm: 0.1259 2020-11-26 13:35:18,804 - mmaction - INFO - Epoch [8][700/1441] lr: 2.000e-01, eta: 5:01:35, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0475, recall@thr=0.5: 0.6362, prec@thr=0.5: 0.7233, recall@top3: 0.7716, prec@top3: 0.6352, recall@top5: 0.9091, prec@top5: 0.4593, loss: 0.0475, grad_norm: 0.1214 2020-11-26 13:35:38,130 - mmaction - INFO - Epoch [8][720/1441] lr: 2.000e-01, eta: 5:01:12, time: 0.966, data_time: 0.000, memory: 10785, loss_action_cls: 0.0486, recall@thr=0.5: 0.6233, prec@thr=0.5: 0.7234, recall@top3: 0.7634, prec@top3: 0.6196, recall@top5: 0.9032, prec@top5: 0.4496, loss: 0.0486, grad_norm: 0.1269 2020-11-26 13:35:57,441 - mmaction - INFO - Epoch [8][740/1441] lr: 2.000e-01, eta: 5:00:49, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0487, recall@thr=0.5: 0.6308, prec@thr=0.5: 0.7278, recall@top3: 0.7708, prec@top3: 0.6217, recall@top5: 0.9077, prec@top5: 0.4497, loss: 0.0487, grad_norm: 0.1186 2020-11-26 13:36:16,799 - mmaction - INFO - Epoch [8][760/1441] lr: 2.000e-01, eta: 5:00:27, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0477, recall@thr=0.5: 0.6444, prec@thr=0.5: 0.7327, recall@top3: 0.7677, prec@top3: 0.6318, recall@top5: 0.9123, prec@top5: 0.4614, loss: 0.0477, grad_norm: 0.1249 2020-11-26 13:36:36,006 - mmaction - INFO - Epoch [8][780/1441] lr: 2.000e-01, eta: 5:00:04, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0476, recall@thr=0.5: 0.6520, prec@thr=0.5: 0.7336, recall@top3: 0.7710, prec@top3: 0.6257, recall@top5: 0.9159, prec@top5: 0.4565, loss: 0.0476, grad_norm: 0.1195 2020-11-26 13:36:55,361 - mmaction - INFO - Epoch [8][800/1441] lr: 2.000e-01, eta: 4:59:41, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0490, recall@thr=0.5: 0.6237, prec@thr=0.5: 0.7231, recall@top3: 0.7569, prec@top3: 0.6228, recall@top5: 0.9056, prec@top5: 0.4571, loss: 0.0490, grad_norm: 0.1203 2020-11-26 13:37:14,816 - mmaction - INFO - Epoch [8][820/1441] lr: 2.000e-01, eta: 4:59:19, time: 0.973, data_time: 0.001, memory: 10785, loss_action_cls: 0.0478, recall@thr=0.5: 0.6401, prec@thr=0.5: 0.7245, recall@top3: 0.7714, prec@top3: 0.6324, recall@top5: 0.9158, prec@top5: 0.4604, loss: 0.0478, grad_norm: 0.1182 2020-11-26 13:37:34,044 - mmaction - INFO - Epoch [8][840/1441] lr: 2.000e-01, eta: 4:58:56, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0498, recall@thr=0.5: 0.6296, prec@thr=0.5: 0.7308, recall@top3: 0.7584, prec@top3: 0.6261, recall@top5: 0.9023, prec@top5: 0.4582, loss: 0.0498, grad_norm: 0.1228 2020-11-26 13:37:53,402 - mmaction - INFO - Epoch [8][860/1441] lr: 2.000e-01, eta: 4:58:34, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0483, recall@thr=0.5: 0.6252, prec@thr=0.5: 0.7182, recall@top3: 0.7620, prec@top3: 0.6247, recall@top5: 0.9068, prec@top5: 0.4553, loss: 0.0483, grad_norm: 0.1113 2020-11-26 13:38:12,806 - mmaction - INFO - Epoch [8][880/1441] lr: 2.000e-01, eta: 4:58:11, time: 0.970, data_time: 0.001, memory: 10785, loss_action_cls: 0.0459, recall@thr=0.5: 0.6484, prec@thr=0.5: 0.7319, recall@top3: 0.7698, prec@top3: 0.6287, recall@top5: 0.9156, prec@top5: 0.4574, loss: 0.0459, grad_norm: 0.1240 2020-11-26 13:38:32,067 - mmaction - INFO - Epoch [8][900/1441] lr: 2.000e-01, eta: 4:57:49, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0479, recall@thr=0.5: 0.6478, prec@thr=0.5: 0.7322, recall@top3: 0.7700, prec@top3: 0.6274, recall@top5: 0.9071, prec@top5: 0.4551, loss: 0.0479, grad_norm: 0.1188 2020-11-26 13:38:51,473 - mmaction - INFO - Epoch [8][920/1441] lr: 2.000e-01, eta: 4:57:27, time: 0.970, data_time: 0.001, memory: 10785, loss_action_cls: 0.0478, recall@thr=0.5: 0.6462, prec@thr=0.5: 0.7265, recall@top3: 0.7766, prec@top3: 0.6274, recall@top5: 0.9155, prec@top5: 0.4558, loss: 0.0478, grad_norm: 0.1200 2020-11-26 13:39:10,986 - mmaction - INFO - Epoch [8][940/1441] lr: 2.000e-01, eta: 4:57:05, time: 0.976, data_time: 0.001, memory: 10785, loss_action_cls: 0.0483, recall@thr=0.5: 0.6361, prec@thr=0.5: 0.7279, recall@top3: 0.7603, prec@top3: 0.6289, recall@top5: 0.9046, prec@top5: 0.4599, loss: 0.0483, grad_norm: 0.1221 2020-11-26 13:39:30,189 - mmaction - INFO - Epoch [8][960/1441] lr: 2.000e-01, eta: 4:56:42, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0490, recall@thr=0.5: 0.6173, prec@thr=0.5: 0.7151, recall@top3: 0.7613, prec@top3: 0.6187, recall@top5: 0.9002, prec@top5: 0.4511, loss: 0.0490, grad_norm: 0.1199 2020-11-26 13:39:49,449 - mmaction - INFO - Epoch [8][980/1441] lr: 2.000e-01, eta: 4:56:19, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0481, recall@thr=0.5: 0.6207, prec@thr=0.5: 0.7123, recall@top3: 0.7674, prec@top3: 0.6254, recall@top5: 0.9067, prec@top5: 0.4526, loss: 0.0481, grad_norm: 0.1177 2020-11-26 13:40:08,840 - mmaction - INFO - Epoch [8][1000/1441] lr: 2.000e-01, eta: 4:55:57, time: 0.969, data_time: 0.000, memory: 10785, loss_action_cls: 0.0492, recall@thr=0.5: 0.6414, prec@thr=0.5: 0.7308, recall@top3: 0.7698, prec@top3: 0.6250, recall@top5: 0.9120, prec@top5: 0.4558, loss: 0.0492, grad_norm: 0.1178 2020-11-26 13:40:28,125 - mmaction - INFO - Epoch [8][1020/1441] lr: 2.000e-01, eta: 4:55:35, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0480, recall@thr=0.5: 0.6455, prec@thr=0.5: 0.7302, recall@top3: 0.7640, prec@top3: 0.6323, recall@top5: 0.9149, prec@top5: 0.4648, loss: 0.0480, grad_norm: 0.1218 2020-11-26 13:40:47,348 - mmaction - INFO - Epoch [8][1040/1441] lr: 2.000e-01, eta: 4:55:12, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0460, recall@thr=0.5: 0.6633, prec@thr=0.5: 0.7423, recall@top3: 0.7876, prec@top3: 0.6443, recall@top5: 0.9191, prec@top5: 0.4607, loss: 0.0460, grad_norm: 0.1208 2020-11-26 13:41:06,699 - mmaction - INFO - Epoch [8][1060/1441] lr: 2.000e-01, eta: 4:54:50, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0474, recall@thr=0.5: 0.6529, prec@thr=0.5: 0.7418, recall@top3: 0.7647, prec@top3: 0.6377, recall@top5: 0.9097, prec@top5: 0.4640, loss: 0.0474, grad_norm: 0.1225 2020-11-26 13:41:25,989 - mmaction - INFO - Epoch [8][1080/1441] lr: 2.000e-01, eta: 4:54:27, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0475, recall@thr=0.5: 0.6471, prec@thr=0.5: 0.7362, recall@top3: 0.7749, prec@top3: 0.6432, recall@top5: 0.9163, prec@top5: 0.4657, loss: 0.0475, grad_norm: 0.1254 2020-11-26 13:41:45,251 - mmaction - INFO - Epoch [8][1100/1441] lr: 2.000e-01, eta: 4:54:05, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0479, recall@thr=0.5: 0.6478, prec@thr=0.5: 0.7305, recall@top3: 0.7727, prec@top3: 0.6330, recall@top5: 0.9079, prec@top5: 0.4560, loss: 0.0479, grad_norm: 0.1348 2020-11-26 13:42:04,610 - mmaction - INFO - Epoch [8][1120/1441] lr: 2.000e-01, eta: 4:53:43, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0478, recall@thr=0.5: 0.6349, prec@thr=0.5: 0.7328, recall@top3: 0.7671, prec@top3: 0.6272, recall@top5: 0.9161, prec@top5: 0.4610, loss: 0.0478, grad_norm: 0.1250 2020-11-26 13:42:23,965 - mmaction - INFO - Epoch [8][1140/1441] lr: 2.000e-01, eta: 4:53:21, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0477, recall@thr=0.5: 0.6435, prec@thr=0.5: 0.7400, recall@top3: 0.7742, prec@top3: 0.6335, recall@top5: 0.9205, prec@top5: 0.4602, loss: 0.0477, grad_norm: 0.1205 2020-11-26 13:42:43,191 - mmaction - INFO - Epoch [8][1160/1441] lr: 2.000e-01, eta: 4:52:58, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0480, recall@thr=0.5: 0.6465, prec@thr=0.5: 0.7434, recall@top3: 0.7759, prec@top3: 0.6361, recall@top5: 0.9094, prec@top5: 0.4574, loss: 0.0480, grad_norm: 0.1233 2020-11-26 13:43:02,430 - mmaction - INFO - Epoch [8][1180/1441] lr: 2.000e-01, eta: 4:52:36, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0483, recall@thr=0.5: 0.6502, prec@thr=0.5: 0.7392, recall@top3: 0.7704, prec@top3: 0.6247, recall@top5: 0.9070, prec@top5: 0.4517, loss: 0.0483, grad_norm: 0.1218 2020-11-26 13:43:21,758 - mmaction - INFO - Epoch [8][1200/1441] lr: 2.000e-01, eta: 4:52:13, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0469, recall@thr=0.5: 0.6500, prec@thr=0.5: 0.7263, recall@top3: 0.7623, prec@top3: 0.6288, recall@top5: 0.9144, prec@top5: 0.4619, loss: 0.0469, grad_norm: 0.1200 2020-11-26 13:43:41,098 - mmaction - INFO - Epoch [8][1220/1441] lr: 2.000e-01, eta: 4:51:51, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0469, recall@thr=0.5: 0.6377, prec@thr=0.5: 0.7281, recall@top3: 0.7678, prec@top3: 0.6198, recall@top5: 0.9144, prec@top5: 0.4548, loss: 0.0469, grad_norm: 0.1322 2020-11-26 13:44:00,399 - mmaction - INFO - Epoch [8][1240/1441] lr: 2.000e-01, eta: 4:51:29, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0473, recall@thr=0.5: 0.6432, prec@thr=0.5: 0.7392, recall@top3: 0.7656, prec@top3: 0.6292, recall@top5: 0.9151, prec@top5: 0.4607, loss: 0.0473, grad_norm: 0.1191 2020-11-26 13:44:19,756 - mmaction - INFO - Epoch [8][1260/1441] lr: 2.000e-01, eta: 4:51:07, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0500, recall@thr=0.5: 0.6415, prec@thr=0.5: 0.7359, recall@top3: 0.7592, prec@top3: 0.6394, recall@top5: 0.9055, prec@top5: 0.4688, loss: 0.0500, grad_norm: 0.1184 2020-11-26 13:44:39,045 - mmaction - INFO - Epoch [8][1280/1441] lr: 2.000e-01, eta: 4:50:45, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0479, recall@thr=0.5: 0.6442, prec@thr=0.5: 0.7365, recall@top3: 0.7623, prec@top3: 0.6273, recall@top5: 0.9072, prec@top5: 0.4587, loss: 0.0479, grad_norm: 0.1253 2020-11-26 13:44:58,394 - mmaction - INFO - Epoch [8][1300/1441] lr: 2.000e-01, eta: 4:50:23, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0479, recall@thr=0.5: 0.6433, prec@thr=0.5: 0.7202, recall@top3: 0.7576, prec@top3: 0.6258, recall@top5: 0.9100, prec@top5: 0.4589, loss: 0.0479, grad_norm: 0.1235 2020-11-26 13:45:17,760 - mmaction - INFO - Epoch [8][1320/1441] lr: 2.000e-01, eta: 4:50:01, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0467, recall@thr=0.5: 0.6491, prec@thr=0.5: 0.7394, recall@top3: 0.7754, prec@top3: 0.6341, recall@top5: 0.9193, prec@top5: 0.4598, loss: 0.0467, grad_norm: 0.1196 2020-11-26 13:45:37,086 - mmaction - INFO - Epoch [8][1340/1441] lr: 2.000e-01, eta: 4:49:39, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0498, recall@thr=0.5: 0.6251, prec@thr=0.5: 0.7204, recall@top3: 0.7558, prec@top3: 0.6208, recall@top5: 0.9040, prec@top5: 0.4549, loss: 0.0498, grad_norm: 0.1213 2020-11-26 13:45:56,342 - mmaction - INFO - Epoch [8][1360/1441] lr: 2.000e-01, eta: 4:49:17, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0471, recall@thr=0.5: 0.6380, prec@thr=0.5: 0.7305, recall@top3: 0.7748, prec@top3: 0.6255, recall@top5: 0.9112, prec@top5: 0.4486, loss: 0.0471, grad_norm: 0.1260 2020-11-26 13:46:15,699 - mmaction - INFO - Epoch [8][1380/1441] lr: 2.000e-01, eta: 4:48:55, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0479, recall@thr=0.5: 0.6424, prec@thr=0.5: 0.7324, recall@top3: 0.7630, prec@top3: 0.6333, recall@top5: 0.9119, prec@top5: 0.4644, loss: 0.0479, grad_norm: 0.1208 2020-11-26 13:46:35,056 - mmaction - INFO - Epoch [8][1400/1441] lr: 2.000e-01, eta: 4:48:33, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0480, recall@thr=0.5: 0.6438, prec@thr=0.5: 0.7324, recall@top3: 0.7688, prec@top3: 0.6332, recall@top5: 0.9046, prec@top5: 0.4568, loss: 0.0480, grad_norm: 0.1186 2020-11-26 13:46:54,337 - mmaction - INFO - Epoch [8][1420/1441] lr: 2.000e-01, eta: 4:48:11, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0476, recall@thr=0.5: 0.6494, prec@thr=0.5: 0.7434, recall@top3: 0.7791, prec@top3: 0.6370, recall@top5: 0.9100, prec@top5: 0.4566, loss: 0.0476, grad_norm: 0.1145 2020-11-26 13:47:13,583 - mmaction - INFO - Epoch [8][1440/1441] lr: 2.000e-01, eta: 4:47:49, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0496, recall@thr=0.5: 0.6435, prec@thr=0.5: 0.7322, recall@top3: 0.7652, prec@top3: 0.6255, recall@top5: 0.9046, prec@top5: 0.4552, loss: 0.0496, grad_norm: 0.1230 2020-11-26 13:47:16,832 - mmaction - INFO - Saving checkpoint at 8 epochs 2020-11-26 13:51:53,840 - mmaction - INFO - Evaluating proposal ... 2020-11-26 13:53:04,933 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-26 13:53:04,934 - mmaction - INFO - Evaluating bbox ... 2020-11-26 14:01:39,254 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.1922 2020-11-26 14:01:40,378 - mmaction - INFO - Epoch(val) [8][1441] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.1922 2020-11-26 14:02:43,473 - mmaction - INFO - Epoch [9][20/1441] lr: 2.000e-01, eta: 4:49:34, time: 3.154, data_time: 2.198, memory: 10785, loss_action_cls: 0.0459, recall@thr=0.5: 0.6465, prec@thr=0.5: 0.7369, recall@top3: 0.7825, prec@top3: 0.6344, recall@top5: 0.9228, prec@top5: 0.4586, loss: 0.0459, grad_norm: 0.1245 2020-11-26 14:03:02,525 - mmaction - INFO - Epoch [9][40/1441] lr: 2.000e-01, eta: 4:49:10, time: 0.953, data_time: 0.001, memory: 10785, loss_action_cls: 0.0468, recall@thr=0.5: 0.6557, prec@thr=0.5: 0.7301, recall@top3: 0.7721, prec@top3: 0.6311, recall@top5: 0.9128, prec@top5: 0.4571, loss: 0.0468, grad_norm: 0.1167 2020-11-26 14:03:21,605 - mmaction - INFO - Epoch [9][60/1441] lr: 2.000e-01, eta: 4:48:47, time: 0.954, data_time: 0.000, memory: 10785, loss_action_cls: 0.0448, recall@thr=0.5: 0.6512, prec@thr=0.5: 0.7469, recall@top3: 0.7799, prec@top3: 0.6381, recall@top5: 0.9184, prec@top5: 0.4617, loss: 0.0448, grad_norm: 0.1259 2020-11-26 14:03:40,675 - mmaction - INFO - Epoch [9][80/1441] lr: 2.000e-01, eta: 4:48:24, time: 0.953, data_time: 0.001, memory: 10785, loss_action_cls: 0.0466, recall@thr=0.5: 0.6460, prec@thr=0.5: 0.7397, recall@top3: 0.7674, prec@top3: 0.6324, recall@top5: 0.9113, prec@top5: 0.4600, loss: 0.0466, grad_norm: 0.1235 2020-11-26 14:03:59,856 - mmaction - INFO - Epoch [9][100/1441] lr: 2.000e-01, eta: 4:48:01, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0442, recall@thr=0.5: 0.6656, prec@thr=0.5: 0.7534, recall@top3: 0.7801, prec@top3: 0.6388, recall@top5: 0.9192, prec@top5: 0.4627, loss: 0.0442, grad_norm: 0.1250 2020-11-26 14:04:19,175 - mmaction - INFO - Epoch [9][120/1441] lr: 2.000e-01, eta: 4:47:39, time: 0.966, data_time: 0.000, memory: 10785, loss_action_cls: 0.0464, recall@thr=0.5: 0.6557, prec@thr=0.5: 0.7466, recall@top3: 0.7791, prec@top3: 0.6487, recall@top5: 0.9100, prec@top5: 0.4638, loss: 0.0464, grad_norm: 0.1253 2020-11-26 14:04:38,313 - mmaction - INFO - Epoch [9][140/1441] lr: 2.000e-01, eta: 4:47:16, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0469, recall@thr=0.5: 0.6544, prec@thr=0.5: 0.7254, recall@top3: 0.7723, prec@top3: 0.6311, recall@top5: 0.9108, prec@top5: 0.4560, loss: 0.0469, grad_norm: 0.1299 2020-11-26 14:04:57,569 - mmaction - INFO - Epoch [9][160/1441] lr: 2.000e-01, eta: 4:46:53, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0454, recall@thr=0.5: 0.6580, prec@thr=0.5: 0.7430, recall@top3: 0.7841, prec@top3: 0.6362, recall@top5: 0.9244, prec@top5: 0.4600, loss: 0.0454, grad_norm: 0.1294 2020-11-26 14:05:16,757 - mmaction - INFO - Epoch [9][180/1441] lr: 2.000e-01, eta: 4:46:31, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0454, recall@thr=0.5: 0.6451, prec@thr=0.5: 0.7388, recall@top3: 0.7752, prec@top3: 0.6278, recall@top5: 0.9155, prec@top5: 0.4555, loss: 0.0454, grad_norm: 0.1270 2020-11-26 14:05:35,960 - mmaction - INFO - Epoch [9][200/1441] lr: 2.000e-01, eta: 4:46:08, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0474, recall@thr=0.5: 0.6419, prec@thr=0.5: 0.7154, recall@top3: 0.7690, prec@top3: 0.6286, recall@top5: 0.9097, prec@top5: 0.4577, loss: 0.0474, grad_norm: 0.1235 2020-11-26 14:05:55,197 - mmaction - INFO - Epoch [9][220/1441] lr: 2.000e-01, eta: 4:45:45, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0478, recall@thr=0.5: 0.6508, prec@thr=0.5: 0.7385, recall@top3: 0.7723, prec@top3: 0.6343, recall@top5: 0.9134, prec@top5: 0.4597, loss: 0.0478, grad_norm: 0.1229 2020-11-26 14:06:14,371 - mmaction - INFO - Epoch [9][240/1441] lr: 2.000e-01, eta: 4:45:23, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0465, recall@thr=0.5: 0.6319, prec@thr=0.5: 0.7171, recall@top3: 0.7741, prec@top3: 0.6233, recall@top5: 0.9097, prec@top5: 0.4511, loss: 0.0465, grad_norm: 0.1222 2020-11-26 14:06:33,719 - mmaction - INFO - Epoch [9][260/1441] lr: 2.000e-01, eta: 4:45:01, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0477, recall@thr=0.5: 0.6545, prec@thr=0.5: 0.7457, recall@top3: 0.7675, prec@top3: 0.6358, recall@top5: 0.9086, prec@top5: 0.4638, loss: 0.0477, grad_norm: 0.1223 2020-11-26 14:06:52,901 - mmaction - INFO - Epoch [9][280/1441] lr: 2.000e-01, eta: 4:44:38, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0462, recall@thr=0.5: 0.6474, prec@thr=0.5: 0.7300, recall@top3: 0.7716, prec@top3: 0.6390, recall@top5: 0.9116, prec@top5: 0.4637, loss: 0.0462, grad_norm: 0.1213 2020-11-26 14:07:12,130 - mmaction - INFO - Epoch [9][300/1441] lr: 2.000e-01, eta: 4:44:16, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0466, recall@thr=0.5: 0.6466, prec@thr=0.5: 0.7454, recall@top3: 0.7744, prec@top3: 0.6349, recall@top5: 0.9159, prec@top5: 0.4608, loss: 0.0466, grad_norm: 0.1177 2020-11-26 14:07:31,411 - mmaction - INFO - Epoch [9][320/1441] lr: 2.000e-01, eta: 4:43:53, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0463, recall@thr=0.5: 0.6691, prec@thr=0.5: 0.7416, recall@top3: 0.7725, prec@top3: 0.6350, recall@top5: 0.9085, prec@top5: 0.4576, loss: 0.0463, grad_norm: 0.1214 2020-11-26 14:07:50,650 - mmaction - INFO - Epoch [9][340/1441] lr: 2.000e-01, eta: 4:43:31, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0493, recall@thr=0.5: 0.6060, prec@thr=0.5: 0.7218, recall@top3: 0.7621, prec@top3: 0.6204, recall@top5: 0.9037, prec@top5: 0.4520, loss: 0.0493, grad_norm: 0.1231 2020-11-26 14:08:09,968 - mmaction - INFO - Epoch [9][360/1441] lr: 2.000e-01, eta: 4:43:09, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0484, recall@thr=0.5: 0.6389, prec@thr=0.5: 0.7242, recall@top3: 0.7686, prec@top3: 0.6368, recall@top5: 0.9089, prec@top5: 0.4621, loss: 0.0484, grad_norm: 0.1215 2020-11-26 14:08:29,127 - mmaction - INFO - Epoch [9][380/1441] lr: 2.000e-01, eta: 4:42:46, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0469, recall@thr=0.5: 0.6518, prec@thr=0.5: 0.7314, recall@top3: 0.7708, prec@top3: 0.6339, recall@top5: 0.9102, prec@top5: 0.4601, loss: 0.0469, grad_norm: 0.1235 2020-11-26 14:08:48,316 - mmaction - INFO - Epoch [9][400/1441] lr: 2.000e-01, eta: 4:42:24, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0468, recall@thr=0.5: 0.6402, prec@thr=0.5: 0.7377, recall@top3: 0.7699, prec@top3: 0.6309, recall@top5: 0.9093, prec@top5: 0.4583, loss: 0.0468, grad_norm: 0.1269 2020-11-26 14:09:07,482 - mmaction - INFO - Epoch [9][420/1441] lr: 2.000e-01, eta: 4:42:01, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0466, recall@thr=0.5: 0.6573, prec@thr=0.5: 0.7297, recall@top3: 0.7711, prec@top3: 0.6395, recall@top5: 0.9113, prec@top5: 0.4643, loss: 0.0466, grad_norm: 0.1226 2020-11-26 14:09:26,849 - mmaction - INFO - Epoch [9][440/1441] lr: 2.000e-01, eta: 4:41:39, time: 0.968, data_time: 0.000, memory: 10785, loss_action_cls: 0.0476, recall@thr=0.5: 0.6431, prec@thr=0.5: 0.7346, recall@top3: 0.7729, prec@top3: 0.6284, recall@top5: 0.9147, prec@top5: 0.4553, loss: 0.0476, grad_norm: 0.1334 2020-11-26 14:09:46,146 - mmaction - INFO - Epoch [9][460/1441] lr: 2.000e-01, eta: 4:41:17, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0467, recall@thr=0.5: 0.6376, prec@thr=0.5: 0.7419, recall@top3: 0.7708, prec@top3: 0.6222, recall@top5: 0.9063, prec@top5: 0.4493, loss: 0.0467, grad_norm: 0.1323 2020-11-26 14:10:05,313 - mmaction - INFO - Epoch [9][480/1441] lr: 2.000e-01, eta: 4:40:55, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0481, recall@thr=0.5: 0.6585, prec@thr=0.5: 0.7452, recall@top3: 0.7681, prec@top3: 0.6360, recall@top5: 0.9119, prec@top5: 0.4636, loss: 0.0481, grad_norm: 0.1183 2020-11-26 14:10:24,582 - mmaction - INFO - Epoch [9][500/1441] lr: 2.000e-01, eta: 4:40:33, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0453, recall@thr=0.5: 0.6365, prec@thr=0.5: 0.7264, recall@top3: 0.7803, prec@top3: 0.6308, recall@top5: 0.9272, prec@top5: 0.4585, loss: 0.0453, grad_norm: 0.1245 2020-11-26 14:10:43,821 - mmaction - INFO - Epoch [9][520/1441] lr: 2.000e-01, eta: 4:40:10, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0451, recall@thr=0.5: 0.6644, prec@thr=0.5: 0.7358, recall@top3: 0.7893, prec@top3: 0.6387, recall@top5: 0.9128, prec@top5: 0.4545, loss: 0.0451, grad_norm: 0.1218 2020-11-26 14:11:03,043 - mmaction - INFO - Epoch [9][540/1441] lr: 2.000e-01, eta: 4:39:48, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0463, recall@thr=0.5: 0.6444, prec@thr=0.5: 0.7419, recall@top3: 0.7793, prec@top3: 0.6338, recall@top5: 0.9098, prec@top5: 0.4554, loss: 0.0463, grad_norm: 0.1225 2020-11-26 14:11:22,379 - mmaction - INFO - Epoch [9][560/1441] lr: 2.000e-01, eta: 4:39:26, time: 0.966, data_time: 0.000, memory: 10785, loss_action_cls: 0.0462, recall@thr=0.5: 0.6530, prec@thr=0.5: 0.7488, recall@top3: 0.7794, prec@top3: 0.6292, recall@top5: 0.9196, prec@top5: 0.4567, loss: 0.0462, grad_norm: 0.1197 2020-11-26 14:11:41,518 - mmaction - INFO - Epoch [9][580/1441] lr: 2.000e-01, eta: 4:39:04, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0468, recall@thr=0.5: 0.6447, prec@thr=0.5: 0.7392, recall@top3: 0.7675, prec@top3: 0.6365, recall@top5: 0.9122, prec@top5: 0.4624, loss: 0.0468, grad_norm: 0.1239 2020-11-26 14:12:00,769 - mmaction - INFO - Epoch [9][600/1441] lr: 2.000e-01, eta: 4:38:42, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0468, recall@thr=0.5: 0.6336, prec@thr=0.5: 0.7258, recall@top3: 0.7643, prec@top3: 0.6203, recall@top5: 0.9083, prec@top5: 0.4526, loss: 0.0468, grad_norm: 0.1267 2020-11-26 14:12:20,101 - mmaction - INFO - Epoch [9][620/1441] lr: 2.000e-01, eta: 4:38:20, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0470, recall@thr=0.5: 0.6477, prec@thr=0.5: 0.7366, recall@top3: 0.7760, prec@top3: 0.6349, recall@top5: 0.9083, prec@top5: 0.4568, loss: 0.0470, grad_norm: 0.1233 2020-11-26 14:12:39,432 - mmaction - INFO - Epoch [9][640/1441] lr: 2.000e-01, eta: 4:37:58, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0454, recall@thr=0.5: 0.6520, prec@thr=0.5: 0.7473, recall@top3: 0.7884, prec@top3: 0.6283, recall@top5: 0.9186, prec@top5: 0.4466, loss: 0.0454, grad_norm: 0.1211 2020-11-26 14:12:58,733 - mmaction - INFO - Epoch [9][660/1441] lr: 2.000e-01, eta: 4:37:36, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0470, recall@thr=0.5: 0.6472, prec@thr=0.5: 0.7408, recall@top3: 0.7733, prec@top3: 0.6409, recall@top5: 0.9119, prec@top5: 0.4637, loss: 0.0470, grad_norm: 0.1277 2020-11-26 14:13:18,093 - mmaction - INFO - Epoch [9][680/1441] lr: 2.000e-01, eta: 4:37:14, time: 0.968, data_time: 0.000, memory: 10785, loss_action_cls: 0.0480, recall@thr=0.5: 0.6463, prec@thr=0.5: 0.7255, recall@top3: 0.7708, prec@top3: 0.6282, recall@top5: 0.9073, prec@top5: 0.4537, loss: 0.0480, grad_norm: 0.1271 2020-11-26 14:13:37,260 - mmaction - INFO - Epoch [9][700/1441] lr: 2.000e-01, eta: 4:36:52, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0458, recall@thr=0.5: 0.6413, prec@thr=0.5: 0.7348, recall@top3: 0.7721, prec@top3: 0.6351, recall@top5: 0.9172, prec@top5: 0.4619, loss: 0.0458, grad_norm: 0.1166 2020-11-26 14:13:56,472 - mmaction - INFO - Epoch [9][720/1441] lr: 2.000e-01, eta: 4:36:30, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0470, recall@thr=0.5: 0.6491, prec@thr=0.5: 0.7352, recall@top3: 0.7692, prec@top3: 0.6313, recall@top5: 0.9088, prec@top5: 0.4563, loss: 0.0470, grad_norm: 0.1257 2020-11-26 14:14:15,879 - mmaction - INFO - Epoch [9][740/1441] lr: 2.000e-01, eta: 4:36:08, time: 0.970, data_time: 0.000, memory: 10785, loss_action_cls: 0.0462, recall@thr=0.5: 0.6540, prec@thr=0.5: 0.7376, recall@top3: 0.7740, prec@top3: 0.6324, recall@top5: 0.9155, prec@top5: 0.4581, loss: 0.0462, grad_norm: 0.1221 2020-11-26 14:14:35,138 - mmaction - INFO - Epoch [9][760/1441] lr: 2.000e-01, eta: 4:35:46, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0473, recall@thr=0.5: 0.6456, prec@thr=0.5: 0.7277, recall@top3: 0.7692, prec@top3: 0.6324, recall@top5: 0.9107, prec@top5: 0.4596, loss: 0.0473, grad_norm: 0.1249 2020-11-26 14:14:54,381 - mmaction - INFO - Epoch [9][780/1441] lr: 2.000e-01, eta: 4:35:24, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0466, recall@thr=0.5: 0.6634, prec@thr=0.5: 0.7425, recall@top3: 0.7698, prec@top3: 0.6369, recall@top5: 0.9152, prec@top5: 0.4650, loss: 0.0466, grad_norm: 0.1244 2020-11-26 14:15:13,649 - mmaction - INFO - Epoch [9][800/1441] lr: 2.000e-01, eta: 4:35:03, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0486, recall@thr=0.5: 0.6320, prec@thr=0.5: 0.7285, recall@top3: 0.7733, prec@top3: 0.6218, recall@top5: 0.9060, prec@top5: 0.4494, loss: 0.0486, grad_norm: 0.1207 2020-11-26 14:15:32,851 - mmaction - INFO - Epoch [9][820/1441] lr: 2.000e-01, eta: 4:34:40, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0474, recall@thr=0.5: 0.6448, prec@thr=0.5: 0.7314, recall@top3: 0.7669, prec@top3: 0.6340, recall@top5: 0.9085, prec@top5: 0.4613, loss: 0.0474, grad_norm: 0.1258 2020-11-26 14:15:52,043 - mmaction - INFO - Epoch [9][840/1441] lr: 2.000e-01, eta: 4:34:18, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0474, recall@thr=0.5: 0.6500, prec@thr=0.5: 0.7321, recall@top3: 0.7726, prec@top3: 0.6322, recall@top5: 0.9044, prec@top5: 0.4551, loss: 0.0474, grad_norm: 0.1176 2020-11-26 14:16:11,392 - mmaction - INFO - Epoch [9][860/1441] lr: 2.000e-01, eta: 4:33:57, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0462, recall@thr=0.5: 0.6468, prec@thr=0.5: 0.7426, recall@top3: 0.7806, prec@top3: 0.6466, recall@top5: 0.9209, prec@top5: 0.4695, loss: 0.0462, grad_norm: 0.1163 2020-11-26 14:16:30,701 - mmaction - INFO - Epoch [9][880/1441] lr: 2.000e-01, eta: 4:33:35, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0467, recall@thr=0.5: 0.6548, prec@thr=0.5: 0.7337, recall@top3: 0.7738, prec@top3: 0.6406, recall@top5: 0.9103, prec@top5: 0.4635, loss: 0.0467, grad_norm: 0.1236 2020-11-26 14:16:50,038 - mmaction - INFO - Epoch [9][900/1441] lr: 2.000e-01, eta: 4:33:13, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0476, recall@thr=0.5: 0.6432, prec@thr=0.5: 0.7466, recall@top3: 0.7637, prec@top3: 0.6358, recall@top5: 0.9047, prec@top5: 0.4623, loss: 0.0476, grad_norm: 0.1155 2020-11-26 14:17:09,331 - mmaction - INFO - Epoch [9][920/1441] lr: 2.000e-01, eta: 4:32:52, time: 0.964, data_time: 0.000, memory: 10785, loss_action_cls: 0.0473, recall@thr=0.5: 0.6439, prec@thr=0.5: 0.7263, recall@top3: 0.7695, prec@top3: 0.6359, recall@top5: 0.9144, prec@top5: 0.4628, loss: 0.0473, grad_norm: 0.1331 2020-11-26 14:17:28,501 - mmaction - INFO - Epoch [9][940/1441] lr: 2.000e-01, eta: 4:32:30, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0460, recall@thr=0.5: 0.6485, prec@thr=0.5: 0.7395, recall@top3: 0.7663, prec@top3: 0.6322, recall@top5: 0.9098, prec@top5: 0.4603, loss: 0.0460, grad_norm: 0.1213 2020-11-26 14:17:47,769 - mmaction - INFO - Epoch [9][960/1441] lr: 2.000e-01, eta: 4:32:08, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0472, recall@thr=0.5: 0.6609, prec@thr=0.5: 0.7395, recall@top3: 0.7769, prec@top3: 0.6429, recall@top5: 0.9189, prec@top5: 0.4666, loss: 0.0472, grad_norm: 0.1208 2020-11-26 14:18:07,047 - mmaction - INFO - Epoch [9][980/1441] lr: 2.000e-01, eta: 4:31:46, time: 0.964, data_time: 0.000, memory: 10785, loss_action_cls: 0.0459, recall@thr=0.5: 0.6521, prec@thr=0.5: 0.7415, recall@top3: 0.7684, prec@top3: 0.6302, recall@top5: 0.9112, prec@top5: 0.4577, loss: 0.0459, grad_norm: 0.1190 2020-11-26 14:18:26,228 - mmaction - INFO - Epoch [9][1000/1441] lr: 2.000e-01, eta: 4:31:24, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0465, recall@thr=0.5: 0.6429, prec@thr=0.5: 0.7328, recall@top3: 0.7719, prec@top3: 0.6269, recall@top5: 0.9157, prec@top5: 0.4572, loss: 0.0465, grad_norm: 0.1255 2020-11-26 14:18:45,465 - mmaction - INFO - Epoch [9][1020/1441] lr: 2.000e-01, eta: 4:31:02, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0445, recall@thr=0.5: 0.6569, prec@thr=0.5: 0.7468, recall@top3: 0.7857, prec@top3: 0.6387, recall@top5: 0.9175, prec@top5: 0.4575, loss: 0.0445, grad_norm: 0.1195 2020-11-26 14:19:04,687 - mmaction - INFO - Epoch [9][1040/1441] lr: 2.000e-01, eta: 4:30:41, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0458, recall@thr=0.5: 0.6531, prec@thr=0.5: 0.7408, recall@top3: 0.7832, prec@top3: 0.6442, recall@top5: 0.9188, prec@top5: 0.4659, loss: 0.0458, grad_norm: 0.1227 2020-11-26 14:19:23,938 - mmaction - INFO - Epoch [9][1060/1441] lr: 2.000e-01, eta: 4:30:19, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0457, recall@thr=0.5: 0.6541, prec@thr=0.5: 0.7350, recall@top3: 0.7734, prec@top3: 0.6303, recall@top5: 0.9222, prec@top5: 0.4613, loss: 0.0457, grad_norm: 0.1252 2020-11-26 14:19:43,195 - mmaction - INFO - Epoch [9][1080/1441] lr: 2.000e-01, eta: 4:29:57, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0450, recall@thr=0.5: 0.6591, prec@thr=0.5: 0.7402, recall@top3: 0.7728, prec@top3: 0.6259, recall@top5: 0.9155, prec@top5: 0.4544, loss: 0.0450, grad_norm: 0.1277 2020-11-26 14:20:02,460 - mmaction - INFO - Epoch [9][1100/1441] lr: 2.000e-01, eta: 4:29:35, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0452, recall@thr=0.5: 0.6444, prec@thr=0.5: 0.7342, recall@top3: 0.7773, prec@top3: 0.6292, recall@top5: 0.9149, prec@top5: 0.4553, loss: 0.0452, grad_norm: 0.1285 2020-11-26 14:20:21,750 - mmaction - INFO - Epoch [9][1120/1441] lr: 2.000e-01, eta: 4:29:14, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0458, recall@thr=0.5: 0.6465, prec@thr=0.5: 0.7447, recall@top3: 0.7763, prec@top3: 0.6471, recall@top5: 0.9132, prec@top5: 0.4667, loss: 0.0458, grad_norm: 0.1202 2020-11-26 14:20:41,043 - mmaction - INFO - Epoch [9][1140/1441] lr: 2.000e-01, eta: 4:28:52, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0453, recall@thr=0.5: 0.6619, prec@thr=0.5: 0.7388, recall@top3: 0.7762, prec@top3: 0.6394, recall@top5: 0.9127, prec@top5: 0.4616, loss: 0.0453, grad_norm: 0.1254 2020-11-26 14:21:00,290 - mmaction - INFO - Epoch [9][1160/1441] lr: 2.000e-01, eta: 4:28:31, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0463, recall@thr=0.5: 0.6521, prec@thr=0.5: 0.7473, recall@top3: 0.7748, prec@top3: 0.6326, recall@top5: 0.9099, prec@top5: 0.4578, loss: 0.0463, grad_norm: 0.1206 2020-11-26 14:21:19,580 - mmaction - INFO - Epoch [9][1180/1441] lr: 2.000e-01, eta: 4:28:09, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0446, recall@thr=0.5: 0.6700, prec@thr=0.5: 0.7561, recall@top3: 0.7900, prec@top3: 0.6507, recall@top5: 0.9180, prec@top5: 0.4649, loss: 0.0446, grad_norm: 0.1230 2020-11-26 14:21:38,787 - mmaction - INFO - Epoch [9][1200/1441] lr: 2.000e-01, eta: 4:27:47, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0460, recall@thr=0.5: 0.6559, prec@thr=0.5: 0.7379, recall@top3: 0.7807, prec@top3: 0.6431, recall@top5: 0.9170, prec@top5: 0.4617, loss: 0.0460, grad_norm: 0.1258 2020-11-26 14:21:58,085 - mmaction - INFO - Epoch [9][1220/1441] lr: 2.000e-01, eta: 4:27:26, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0452, recall@thr=0.5: 0.6715, prec@thr=0.5: 0.7507, recall@top3: 0.7724, prec@top3: 0.6373, recall@top5: 0.9218, prec@top5: 0.4670, loss: 0.0452, grad_norm: 0.1252 2020-11-26 14:22:17,333 - mmaction - INFO - Epoch [9][1240/1441] lr: 2.000e-01, eta: 4:27:04, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0466, recall@thr=0.5: 0.6506, prec@thr=0.5: 0.7297, recall@top3: 0.7646, prec@top3: 0.6209, recall@top5: 0.9147, prec@top5: 0.4540, loss: 0.0466, grad_norm: 0.1284 2020-11-26 14:22:36,636 - mmaction - INFO - Epoch [9][1260/1441] lr: 2.000e-01, eta: 4:26:43, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0452, recall@thr=0.5: 0.6543, prec@thr=0.5: 0.7474, recall@top3: 0.7780, prec@top3: 0.6297, recall@top5: 0.9212, prec@top5: 0.4579, loss: 0.0452, grad_norm: 0.1225 2020-11-26 14:22:55,910 - mmaction - INFO - Epoch [9][1280/1441] lr: 2.000e-01, eta: 4:26:21, time: 0.964, data_time: 0.000, memory: 10785, loss_action_cls: 0.0463, recall@thr=0.5: 0.6441, prec@thr=0.5: 0.7329, recall@top3: 0.7718, prec@top3: 0.6237, recall@top5: 0.9162, prec@top5: 0.4542, loss: 0.0463, grad_norm: 0.1274 2020-11-26 14:23:15,266 - mmaction - INFO - Epoch [9][1300/1441] lr: 2.000e-01, eta: 4:26:00, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0457, recall@thr=0.5: 0.6433, prec@thr=0.5: 0.7323, recall@top3: 0.7723, prec@top3: 0.6293, recall@top5: 0.9140, prec@top5: 0.4579, loss: 0.0457, grad_norm: 0.1290 2020-11-26 14:23:34,429 - mmaction - INFO - Epoch [9][1320/1441] lr: 2.000e-01, eta: 4:25:38, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0458, recall@thr=0.5: 0.6491, prec@thr=0.5: 0.7446, recall@top3: 0.7826, prec@top3: 0.6382, recall@top5: 0.9131, prec@top5: 0.4579, loss: 0.0458, grad_norm: 0.1218 2020-11-26 14:23:53,648 - mmaction - INFO - Epoch [9][1340/1441] lr: 2.000e-01, eta: 4:25:16, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0461, recall@thr=0.5: 0.6360, prec@thr=0.5: 0.7317, recall@top3: 0.7734, prec@top3: 0.6244, recall@top5: 0.9162, prec@top5: 0.4538, loss: 0.0461, grad_norm: 0.1270 2020-11-26 14:24:12,926 - mmaction - INFO - Epoch [9][1360/1441] lr: 2.000e-01, eta: 4:24:55, time: 0.964, data_time: 0.000, memory: 10785, loss_action_cls: 0.0482, recall@thr=0.5: 0.6334, prec@thr=0.5: 0.7287, recall@top3: 0.7612, prec@top3: 0.6266, recall@top5: 0.9085, prec@top5: 0.4584, loss: 0.0482, grad_norm: 0.1216 2020-11-26 14:24:32,162 - mmaction - INFO - Epoch [9][1380/1441] lr: 2.000e-01, eta: 4:24:33, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0457, recall@thr=0.5: 0.6549, prec@thr=0.5: 0.7451, recall@top3: 0.7725, prec@top3: 0.6418, recall@top5: 0.9201, prec@top5: 0.4690, loss: 0.0457, grad_norm: 0.1247 2020-11-26 14:24:51,442 - mmaction - INFO - Epoch [9][1400/1441] lr: 2.000e-01, eta: 4:24:12, time: 0.964, data_time: 0.000, memory: 10785, loss_action_cls: 0.0456, recall@thr=0.5: 0.6553, prec@thr=0.5: 0.7556, recall@top3: 0.7789, prec@top3: 0.6310, recall@top5: 0.9159, prec@top5: 0.4571, loss: 0.0456, grad_norm: 0.1223 2020-11-26 14:25:10,650 - mmaction - INFO - Epoch [9][1420/1441] lr: 2.000e-01, eta: 4:23:50, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0467, recall@thr=0.5: 0.6448, prec@thr=0.5: 0.7329, recall@top3: 0.7744, prec@top3: 0.6323, recall@top5: 0.9121, prec@top5: 0.4581, loss: 0.0467, grad_norm: 0.1294 2020-11-26 14:25:29,749 - mmaction - INFO - Epoch [9][1440/1441] lr: 2.000e-01, eta: 4:23:29, time: 0.955, data_time: 0.001, memory: 10785, loss_action_cls: 0.0469, recall@thr=0.5: 0.6428, prec@thr=0.5: 0.7390, recall@top3: 0.7661, prec@top3: 0.6283, recall@top5: 0.9073, prec@top5: 0.4557, loss: 0.0469, grad_norm: 0.1209 2020-11-26 14:25:32,889 - mmaction - INFO - Saving checkpoint at 9 epochs 2020-11-26 14:30:09,300 - mmaction - INFO - Evaluating proposal ... 2020-11-26 14:31:15,869 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-26 14:31:15,870 - mmaction - INFO - Evaluating bbox ... 2020-11-26 14:39:49,751 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.1909 2020-11-26 14:39:50,812 - mmaction - INFO - Epoch(val) [9][1441] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.1909 2020-11-26 14:40:53,803 - mmaction - INFO - Epoch [10][20/1441] lr: 2.000e-01, eta: 4:24:40, time: 3.147, data_time: 2.197, memory: 10785, loss_action_cls: 0.0440, recall@thr=0.5: 0.6659, prec@thr=0.5: 0.7484, recall@top3: 0.7867, prec@top3: 0.6379, recall@top5: 0.9221, prec@top5: 0.4595, loss: 0.0440, grad_norm: 0.1232 2020-11-26 14:41:12,970 - mmaction - INFO - Epoch [10][40/1441] lr: 2.000e-01, eta: 4:24:18, time: 0.959, data_time: 0.003, memory: 10785, loss_action_cls: 0.0452, recall@thr=0.5: 0.6547, prec@thr=0.5: 0.7395, recall@top3: 0.7777, prec@top3: 0.6388, recall@top5: 0.9200, prec@top5: 0.4662, loss: 0.0452, grad_norm: 0.1217 2020-11-26 14:41:32,178 - mmaction - INFO - Epoch [10][60/1441] lr: 2.000e-01, eta: 4:23:56, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0460, recall@thr=0.5: 0.6546, prec@thr=0.5: 0.7382, recall@top3: 0.7731, prec@top3: 0.6307, recall@top5: 0.9153, prec@top5: 0.4601, loss: 0.0460, grad_norm: 0.1365 2020-11-26 14:41:51,308 - mmaction - INFO - Epoch [10][80/1441] lr: 2.000e-01, eta: 4:23:34, time: 0.956, data_time: 0.000, memory: 10785, loss_action_cls: 0.0461, recall@thr=0.5: 0.6650, prec@thr=0.5: 0.7465, recall@top3: 0.7706, prec@top3: 0.6447, recall@top5: 0.9102, prec@top5: 0.4668, loss: 0.0461, grad_norm: 0.1304 2020-11-26 14:42:10,472 - mmaction - INFO - Epoch [10][100/1441] lr: 2.000e-01, eta: 4:23:12, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0456, recall@thr=0.5: 0.6542, prec@thr=0.5: 0.7365, recall@top3: 0.7822, prec@top3: 0.6445, recall@top5: 0.9187, prec@top5: 0.4650, loss: 0.0456, grad_norm: 0.1239 2020-11-26 14:42:29,594 - mmaction - INFO - Epoch [10][120/1441] lr: 2.000e-01, eta: 4:22:50, time: 0.956, data_time: 0.000, memory: 10785, loss_action_cls: 0.0428, recall@thr=0.5: 0.6845, prec@thr=0.5: 0.7555, recall@top3: 0.7853, prec@top3: 0.6450, recall@top5: 0.9224, prec@top5: 0.4652, loss: 0.0428, grad_norm: 0.1265 2020-11-26 14:42:48,865 - mmaction - INFO - Epoch [10][140/1441] lr: 2.000e-01, eta: 4:22:28, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0456, recall@thr=0.5: 0.6553, prec@thr=0.5: 0.7305, recall@top3: 0.7733, prec@top3: 0.6389, recall@top5: 0.9107, prec@top5: 0.4617, loss: 0.0456, grad_norm: 0.1266 2020-11-26 14:43:08,098 - mmaction - INFO - Epoch [10][160/1441] lr: 2.000e-01, eta: 4:22:06, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0446, recall@thr=0.5: 0.6547, prec@thr=0.5: 0.7460, recall@top3: 0.7806, prec@top3: 0.6416, recall@top5: 0.9126, prec@top5: 0.4596, loss: 0.0446, grad_norm: 0.1193 2020-11-26 14:43:27,321 - mmaction - INFO - Epoch [10][180/1441] lr: 2.000e-01, eta: 4:21:44, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0445, recall@thr=0.5: 0.6704, prec@thr=0.5: 0.7390, recall@top3: 0.7865, prec@top3: 0.6420, recall@top5: 0.9223, prec@top5: 0.4620, loss: 0.0445, grad_norm: 0.1274 2020-11-26 14:43:46,508 - mmaction - INFO - Epoch [10][200/1441] lr: 2.000e-01, eta: 4:21:22, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0458, recall@thr=0.5: 0.6403, prec@thr=0.5: 0.7368, recall@top3: 0.7765, prec@top3: 0.6296, recall@top5: 0.9182, prec@top5: 0.4573, loss: 0.0458, grad_norm: 0.1292 2020-11-26 14:44:05,727 - mmaction - INFO - Epoch [10][220/1441] lr: 2.000e-01, eta: 4:21:01, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0463, recall@thr=0.5: 0.6486, prec@thr=0.5: 0.7331, recall@top3: 0.7659, prec@top3: 0.6352, recall@top5: 0.9113, prec@top5: 0.4629, loss: 0.0463, grad_norm: 0.1232 2020-11-26 14:44:25,098 - mmaction - INFO - Epoch [10][240/1441] lr: 2.000e-01, eta: 4:20:39, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0455, recall@thr=0.5: 0.6592, prec@thr=0.5: 0.7394, recall@top3: 0.7629, prec@top3: 0.6409, recall@top5: 0.9097, prec@top5: 0.4683, loss: 0.0455, grad_norm: 0.1271 2020-11-26 14:44:44,373 - mmaction - INFO - Epoch [10][260/1441] lr: 2.000e-01, eta: 4:20:18, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0463, recall@thr=0.5: 0.6486, prec@thr=0.5: 0.7380, recall@top3: 0.7673, prec@top3: 0.6334, recall@top5: 0.9129, prec@top5: 0.4619, loss: 0.0463, grad_norm: 0.1263 2020-11-26 14:45:03,564 - mmaction - INFO - Epoch [10][280/1441] lr: 2.000e-01, eta: 4:19:56, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0455, recall@thr=0.5: 0.6410, prec@thr=0.5: 0.7313, recall@top3: 0.7730, prec@top3: 0.6335, recall@top5: 0.9142, prec@top5: 0.4602, loss: 0.0455, grad_norm: 0.1226 2020-11-26 14:45:22,843 - mmaction - INFO - Epoch [10][300/1441] lr: 2.000e-01, eta: 4:19:34, time: 0.964, data_time: 0.000, memory: 10785, loss_action_cls: 0.0467, recall@thr=0.5: 0.6517, prec@thr=0.5: 0.7419, recall@top3: 0.7725, prec@top3: 0.6270, recall@top5: 0.9055, prec@top5: 0.4514, loss: 0.0467, grad_norm: 0.1236 2020-11-26 14:45:42,055 - mmaction - INFO - Epoch [10][320/1441] lr: 2.000e-01, eta: 4:19:13, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0471, recall@thr=0.5: 0.6345, prec@thr=0.5: 0.7211, recall@top3: 0.7703, prec@top3: 0.6342, recall@top5: 0.9202, prec@top5: 0.4625, loss: 0.0471, grad_norm: 0.1290 2020-11-26 14:46:01,317 - mmaction - INFO - Epoch [10][340/1441] lr: 2.000e-01, eta: 4:18:51, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0455, recall@thr=0.5: 0.6571, prec@thr=0.5: 0.7371, recall@top3: 0.7746, prec@top3: 0.6431, recall@top5: 0.9166, prec@top5: 0.4673, loss: 0.0455, grad_norm: 0.1307 2020-11-26 14:46:20,457 - mmaction - INFO - Epoch [10][360/1441] lr: 2.000e-01, eta: 4:18:29, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0461, recall@thr=0.5: 0.6522, prec@thr=0.5: 0.7407, recall@top3: 0.7727, prec@top3: 0.6370, recall@top5: 0.9116, prec@top5: 0.4618, loss: 0.0461, grad_norm: 0.1258 2020-11-26 14:46:39,676 - mmaction - INFO - Epoch [10][380/1441] lr: 2.000e-01, eta: 4:18:07, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0440, recall@thr=0.5: 0.6596, prec@thr=0.5: 0.7495, recall@top3: 0.7808, prec@top3: 0.6380, recall@top5: 0.9218, prec@top5: 0.4640, loss: 0.0440, grad_norm: 0.1239 2020-11-26 14:46:58,954 - mmaction - INFO - Epoch [10][400/1441] lr: 2.000e-01, eta: 4:17:46, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0465, recall@thr=0.5: 0.6635, prec@thr=0.5: 0.7346, recall@top3: 0.7813, prec@top3: 0.6453, recall@top5: 0.9180, prec@top5: 0.4665, loss: 0.0465, grad_norm: 0.1322 2020-11-26 14:47:18,289 - mmaction - INFO - Epoch [10][420/1441] lr: 2.000e-01, eta: 4:17:24, time: 0.967, data_time: 0.000, memory: 10785, loss_action_cls: 0.0450, recall@thr=0.5: 0.6658, prec@thr=0.5: 0.7551, recall@top3: 0.7783, prec@top3: 0.6413, recall@top5: 0.9186, prec@top5: 0.4644, loss: 0.0450, grad_norm: 0.1222 2020-11-26 14:47:37,503 - mmaction - INFO - Epoch [10][440/1441] lr: 2.000e-01, eta: 4:17:03, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0451, recall@thr=0.5: 0.6698, prec@thr=0.5: 0.7502, recall@top3: 0.7768, prec@top3: 0.6442, recall@top5: 0.9129, prec@top5: 0.4621, loss: 0.0451, grad_norm: 0.1321 2020-11-26 14:47:56,674 - mmaction - INFO - Epoch [10][460/1441] lr: 2.000e-01, eta: 4:16:41, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0458, recall@thr=0.5: 0.6585, prec@thr=0.5: 0.7532, recall@top3: 0.7741, prec@top3: 0.6500, recall@top5: 0.9203, prec@top5: 0.4753, loss: 0.0458, grad_norm: 0.1239 2020-11-26 14:48:15,932 - mmaction - INFO - Epoch [10][480/1441] lr: 2.000e-01, eta: 4:16:20, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0463, recall@thr=0.5: 0.6493, prec@thr=0.5: 0.7324, recall@top3: 0.7731, prec@top3: 0.6308, recall@top5: 0.9092, prec@top5: 0.4567, loss: 0.0463, grad_norm: 0.1298 2020-11-26 14:48:35,181 - mmaction - INFO - Epoch [10][500/1441] lr: 2.000e-01, eta: 4:15:58, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0463, recall@thr=0.5: 0.6445, prec@thr=0.5: 0.7342, recall@top3: 0.7759, prec@top3: 0.6329, recall@top5: 0.9169, prec@top5: 0.4581, loss: 0.0463, grad_norm: 0.1240 2020-11-26 14:48:54,473 - mmaction - INFO - Epoch [10][520/1441] lr: 2.000e-01, eta: 4:15:37, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0447, recall@thr=0.5: 0.6569, prec@thr=0.5: 0.7322, recall@top3: 0.7785, prec@top3: 0.6342, recall@top5: 0.9188, prec@top5: 0.4569, loss: 0.0447, grad_norm: 0.1262 2020-11-26 14:49:13,658 - mmaction - INFO - Epoch [10][540/1441] lr: 2.000e-01, eta: 4:15:15, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0435, recall@thr=0.5: 0.6691, prec@thr=0.5: 0.7558, recall@top3: 0.7906, prec@top3: 0.6530, recall@top5: 0.9224, prec@top5: 0.4674, loss: 0.0435, grad_norm: 0.1271 2020-11-26 14:49:32,895 - mmaction - INFO - Epoch [10][560/1441] lr: 2.000e-01, eta: 4:14:53, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0457, recall@thr=0.5: 0.6531, prec@thr=0.5: 0.7412, recall@top3: 0.7806, prec@top3: 0.6324, recall@top5: 0.9190, prec@top5: 0.4581, loss: 0.0457, grad_norm: 0.1340 2020-11-26 14:49:52,277 - mmaction - INFO - Epoch [10][580/1441] lr: 2.000e-01, eta: 4:14:32, time: 0.969, data_time: 0.000, memory: 10785, loss_action_cls: 0.0436, recall@thr=0.5: 0.6651, prec@thr=0.5: 0.7529, recall@top3: 0.7841, prec@top3: 0.6399, recall@top5: 0.9211, prec@top5: 0.4612, loss: 0.0436, grad_norm: 0.1220 2020-11-26 14:50:11,532 - mmaction - INFO - Epoch [10][600/1441] lr: 2.000e-01, eta: 4:14:11, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0459, recall@thr=0.5: 0.6518, prec@thr=0.5: 0.7474, recall@top3: 0.7810, prec@top3: 0.6353, recall@top5: 0.9188, prec@top5: 0.4594, loss: 0.0459, grad_norm: 0.1273 2020-11-26 14:50:30,764 - mmaction - INFO - Epoch [10][620/1441] lr: 2.000e-01, eta: 4:13:49, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0461, recall@thr=0.5: 0.6606, prec@thr=0.5: 0.7326, recall@top3: 0.7713, prec@top3: 0.6442, recall@top5: 0.9136, prec@top5: 0.4670, loss: 0.0461, grad_norm: 0.1201 2020-11-26 14:50:49,989 - mmaction - INFO - Epoch [10][640/1441] lr: 2.000e-01, eta: 4:13:28, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0459, recall@thr=0.5: 0.6583, prec@thr=0.5: 0.7446, recall@top3: 0.7819, prec@top3: 0.6350, recall@top5: 0.9164, prec@top5: 0.4565, loss: 0.0459, grad_norm: 0.1246 2020-11-26 14:51:09,280 - mmaction - INFO - Epoch [10][660/1441] lr: 2.000e-01, eta: 4:13:06, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0456, recall@thr=0.5: 0.6488, prec@thr=0.5: 0.7291, recall@top3: 0.7697, prec@top3: 0.6253, recall@top5: 0.9098, prec@top5: 0.4550, loss: 0.0456, grad_norm: 0.1336 2020-11-26 14:51:28,584 - mmaction - INFO - Epoch [10][680/1441] lr: 2.000e-01, eta: 4:12:45, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0465, recall@thr=0.5: 0.6547, prec@thr=0.5: 0.7424, recall@top3: 0.7683, prec@top3: 0.6359, recall@top5: 0.9148, prec@top5: 0.4641, loss: 0.0465, grad_norm: 0.1267 2020-11-26 14:51:47,808 - mmaction - INFO - Epoch [10][700/1441] lr: 2.000e-01, eta: 4:12:24, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0455, recall@thr=0.5: 0.6458, prec@thr=0.5: 0.7386, recall@top3: 0.7787, prec@top3: 0.6486, recall@top5: 0.9145, prec@top5: 0.4673, loss: 0.0455, grad_norm: 0.1249 2020-11-26 14:52:06,964 - mmaction - INFO - Epoch [10][720/1441] lr: 2.000e-01, eta: 4:12:02, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0446, recall@thr=0.5: 0.6591, prec@thr=0.5: 0.7443, recall@top3: 0.7836, prec@top3: 0.6403, recall@top5: 0.9180, prec@top5: 0.4598, loss: 0.0446, grad_norm: 0.1321 2020-11-26 14:52:26,199 - mmaction - INFO - Epoch [10][740/1441] lr: 2.000e-01, eta: 4:11:41, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0461, recall@thr=0.5: 0.6606, prec@thr=0.5: 0.7471, recall@top3: 0.7868, prec@top3: 0.6412, recall@top5: 0.9160, prec@top5: 0.4598, loss: 0.0461, grad_norm: 0.1271 2020-11-26 14:52:45,440 - mmaction - INFO - Epoch [10][760/1441] lr: 2.000e-01, eta: 4:11:19, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0458, recall@thr=0.5: 0.6577, prec@thr=0.5: 0.7454, recall@top3: 0.7738, prec@top3: 0.6313, recall@top5: 0.9113, prec@top5: 0.4565, loss: 0.0458, grad_norm: 0.1290 2020-11-26 14:53:04,652 - mmaction - INFO - Epoch [10][780/1441] lr: 2.000e-01, eta: 4:10:58, time: 0.961, data_time: 0.002, memory: 10785, loss_action_cls: 0.0457, recall@thr=0.5: 0.6570, prec@thr=0.5: 0.7329, recall@top3: 0.7850, prec@top3: 0.6404, recall@top5: 0.9160, prec@top5: 0.4605, loss: 0.0457, grad_norm: 0.1216 2020-11-26 14:53:23,962 - mmaction - INFO - Epoch [10][800/1441] lr: 2.000e-01, eta: 4:10:37, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0442, recall@thr=0.5: 0.6618, prec@thr=0.5: 0.7396, recall@top3: 0.7883, prec@top3: 0.6312, recall@top5: 0.9181, prec@top5: 0.4526, loss: 0.0442, grad_norm: 0.1250 2020-11-26 14:53:43,219 - mmaction - INFO - Epoch [10][820/1441] lr: 2.000e-01, eta: 4:10:15, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0453, recall@thr=0.5: 0.6586, prec@thr=0.5: 0.7430, recall@top3: 0.7805, prec@top3: 0.6411, recall@top5: 0.9172, prec@top5: 0.4624, loss: 0.0453, grad_norm: 0.1240 2020-11-26 14:54:02,423 - mmaction - INFO - Epoch [10][840/1441] lr: 2.000e-01, eta: 4:09:54, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0444, recall@thr=0.5: 0.6507, prec@thr=0.5: 0.7381, recall@top3: 0.7837, prec@top3: 0.6349, recall@top5: 0.9244, prec@top5: 0.4604, loss: 0.0444, grad_norm: 0.1231 2020-11-26 14:54:21,649 - mmaction - INFO - Epoch [10][860/1441] lr: 2.000e-01, eta: 4:09:32, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0445, recall@thr=0.5: 0.6495, prec@thr=0.5: 0.7289, recall@top3: 0.7844, prec@top3: 0.6351, recall@top5: 0.9229, prec@top5: 0.4582, loss: 0.0445, grad_norm: 0.1282 2020-11-26 14:54:40,881 - mmaction - INFO - Epoch [10][880/1441] lr: 2.000e-01, eta: 4:09:11, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0476, recall@thr=0.5: 0.6395, prec@thr=0.5: 0.7393, recall@top3: 0.7629, prec@top3: 0.6287, recall@top5: 0.9049, prec@top5: 0.4595, loss: 0.0476, grad_norm: 0.1315 2020-11-26 14:55:00,037 - mmaction - INFO - Epoch [10][900/1441] lr: 2.000e-01, eta: 4:08:50, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0448, recall@thr=0.5: 0.6652, prec@thr=0.5: 0.7433, recall@top3: 0.7821, prec@top3: 0.6356, recall@top5: 0.9198, prec@top5: 0.4588, loss: 0.0448, grad_norm: 0.1229 2020-11-26 14:55:19,341 - mmaction - INFO - Epoch [10][920/1441] lr: 2.000e-01, eta: 4:08:28, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0452, recall@thr=0.5: 0.6594, prec@thr=0.5: 0.7377, recall@top3: 0.7713, prec@top3: 0.6346, recall@top5: 0.9113, prec@top5: 0.4609, loss: 0.0452, grad_norm: 0.1256 2020-11-26 14:55:38,557 - mmaction - INFO - Epoch [10][940/1441] lr: 2.000e-01, eta: 4:08:07, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0448, recall@thr=0.5: 0.6565, prec@thr=0.5: 0.7479, recall@top3: 0.7823, prec@top3: 0.6458, recall@top5: 0.9213, prec@top5: 0.4663, loss: 0.0448, grad_norm: 0.1224 2020-11-26 14:55:57,940 - mmaction - INFO - Epoch [10][960/1441] lr: 2.000e-01, eta: 4:07:46, time: 0.970, data_time: 0.001, memory: 10785, loss_action_cls: 0.0445, recall@thr=0.5: 0.6542, prec@thr=0.5: 0.7246, recall@top3: 0.7765, prec@top3: 0.6344, recall@top5: 0.9199, prec@top5: 0.4621, loss: 0.0445, grad_norm: 0.1296 2020-11-26 14:56:17,178 - mmaction - INFO - Epoch [10][980/1441] lr: 2.000e-01, eta: 4:07:25, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0448, recall@thr=0.5: 0.6477, prec@thr=0.5: 0.7371, recall@top3: 0.7830, prec@top3: 0.6293, recall@top5: 0.9138, prec@top5: 0.4514, loss: 0.0448, grad_norm: 0.1218 2020-11-26 14:56:36,419 - mmaction - INFO - Epoch [10][1000/1441] lr: 2.000e-01, eta: 4:07:03, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0450, recall@thr=0.5: 0.6817, prec@thr=0.5: 0.7435, recall@top3: 0.7823, prec@top3: 0.6455, recall@top5: 0.9201, prec@top5: 0.4666, loss: 0.0450, grad_norm: 0.1313 2020-11-26 14:56:55,650 - mmaction - INFO - Epoch [10][1020/1441] lr: 2.000e-01, eta: 4:06:42, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0460, recall@thr=0.5: 0.6423, prec@thr=0.5: 0.7372, recall@top3: 0.7757, prec@top3: 0.6353, recall@top5: 0.9188, prec@top5: 0.4610, loss: 0.0460, grad_norm: 0.1260 2020-11-26 14:57:14,905 - mmaction - INFO - Epoch [10][1040/1441] lr: 2.000e-01, eta: 4:06:21, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0456, recall@thr=0.5: 0.6627, prec@thr=0.5: 0.7458, recall@top3: 0.7798, prec@top3: 0.6444, recall@top5: 0.9140, prec@top5: 0.4629, loss: 0.0456, grad_norm: 0.1281 2020-11-26 14:57:34,166 - mmaction - INFO - Epoch [10][1060/1441] lr: 2.000e-01, eta: 4:06:00, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0455, recall@thr=0.5: 0.6568, prec@thr=0.5: 0.7374, recall@top3: 0.7737, prec@top3: 0.6258, recall@top5: 0.9145, prec@top5: 0.4555, loss: 0.0455, grad_norm: 0.1257 2020-11-26 14:57:53,402 - mmaction - INFO - Epoch [10][1080/1441] lr: 2.000e-01, eta: 4:05:38, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0473, recall@thr=0.5: 0.6337, prec@thr=0.5: 0.7170, recall@top3: 0.7637, prec@top3: 0.6271, recall@top5: 0.9051, prec@top5: 0.4546, loss: 0.0473, grad_norm: 0.1315 2020-11-26 14:58:12,581 - mmaction - INFO - Epoch [10][1100/1441] lr: 2.000e-01, eta: 4:05:17, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0470, recall@thr=0.5: 0.6306, prec@thr=0.5: 0.7384, recall@top3: 0.7651, prec@top3: 0.6252, recall@top5: 0.9109, prec@top5: 0.4568, loss: 0.0470, grad_norm: 0.1244 2020-11-26 14:58:31,864 - mmaction - INFO - Epoch [10][1120/1441] lr: 2.000e-01, eta: 4:04:56, time: 0.964, data_time: 0.000, memory: 10785, loss_action_cls: 0.0447, recall@thr=0.5: 0.6639, prec@thr=0.5: 0.7368, recall@top3: 0.7913, prec@top3: 0.6370, recall@top5: 0.9208, prec@top5: 0.4554, loss: 0.0447, grad_norm: 0.1200 2020-11-26 14:58:51,065 - mmaction - INFO - Epoch [10][1140/1441] lr: 2.000e-01, eta: 4:04:35, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0452, recall@thr=0.5: 0.6517, prec@thr=0.5: 0.7442, recall@top3: 0.7766, prec@top3: 0.6355, recall@top5: 0.9144, prec@top5: 0.4593, loss: 0.0452, grad_norm: 0.1345 2020-11-26 14:59:10,378 - mmaction - INFO - Epoch [10][1160/1441] lr: 2.000e-01, eta: 4:04:14, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0452, recall@thr=0.5: 0.6481, prec@thr=0.5: 0.7299, recall@top3: 0.7734, prec@top3: 0.6225, recall@top5: 0.9143, prec@top5: 0.4517, loss: 0.0452, grad_norm: 0.1182 2020-11-26 14:59:29,646 - mmaction - INFO - Epoch [10][1180/1441] lr: 2.000e-01, eta: 4:03:52, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0468, recall@thr=0.5: 0.6453, prec@thr=0.5: 0.7280, recall@top3: 0.7618, prec@top3: 0.6294, recall@top5: 0.9051, prec@top5: 0.4585, loss: 0.0468, grad_norm: 0.1278 2020-11-26 14:59:48,936 - mmaction - INFO - Epoch [10][1200/1441] lr: 2.000e-01, eta: 4:03:31, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0457, recall@thr=0.5: 0.6266, prec@thr=0.5: 0.7344, recall@top3: 0.7672, prec@top3: 0.6313, recall@top5: 0.9120, prec@top5: 0.4603, loss: 0.0457, grad_norm: 0.1273 2020-11-26 15:00:08,250 - mmaction - INFO - Epoch [10][1220/1441] lr: 2.000e-01, eta: 4:03:10, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0455, recall@thr=0.5: 0.6549, prec@thr=0.5: 0.7413, recall@top3: 0.7849, prec@top3: 0.6308, recall@top5: 0.9240, prec@top5: 0.4577, loss: 0.0455, grad_norm: 0.1173 2020-11-26 15:00:27,581 - mmaction - INFO - Epoch [10][1240/1441] lr: 2.000e-01, eta: 4:02:49, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0457, recall@thr=0.5: 0.6472, prec@thr=0.5: 0.7402, recall@top3: 0.7710, prec@top3: 0.6389, recall@top5: 0.9111, prec@top5: 0.4611, loss: 0.0457, grad_norm: 0.1198 2020-11-26 15:00:46,952 - mmaction - INFO - Epoch [10][1260/1441] lr: 2.000e-01, eta: 4:02:28, time: 0.969, data_time: 0.000, memory: 10785, loss_action_cls: 0.0455, recall@thr=0.5: 0.6644, prec@thr=0.5: 0.7488, recall@top3: 0.7743, prec@top3: 0.6455, recall@top5: 0.9162, prec@top5: 0.4686, loss: 0.0455, grad_norm: 0.1179 2020-11-26 15:01:06,220 - mmaction - INFO - Epoch [10][1280/1441] lr: 2.000e-01, eta: 4:02:07, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0431, recall@thr=0.5: 0.6721, prec@thr=0.5: 0.7498, recall@top3: 0.7901, prec@top3: 0.6399, recall@top5: 0.9241, prec@top5: 0.4604, loss: 0.0431, grad_norm: 0.1301 2020-11-26 15:01:25,511 - mmaction - INFO - Epoch [10][1300/1441] lr: 2.000e-01, eta: 4:01:46, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0454, recall@thr=0.5: 0.6578, prec@thr=0.5: 0.7469, recall@top3: 0.7669, prec@top3: 0.6332, recall@top5: 0.9076, prec@top5: 0.4590, loss: 0.0454, grad_norm: 0.1329 2020-11-26 15:01:44,851 - mmaction - INFO - Epoch [10][1320/1441] lr: 2.000e-01, eta: 4:01:25, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0451, recall@thr=0.5: 0.6508, prec@thr=0.5: 0.7390, recall@top3: 0.7773, prec@top3: 0.6309, recall@top5: 0.9119, prec@top5: 0.4550, loss: 0.0451, grad_norm: 0.1293 2020-11-26 15:02:04,204 - mmaction - INFO - Epoch [10][1340/1441] lr: 2.000e-01, eta: 4:01:04, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0458, recall@thr=0.5: 0.6579, prec@thr=0.5: 0.7299, recall@top3: 0.7765, prec@top3: 0.6347, recall@top5: 0.9156, prec@top5: 0.4614, loss: 0.0458, grad_norm: 0.1241 2020-11-26 15:02:23,581 - mmaction - INFO - Epoch [10][1360/1441] lr: 2.000e-01, eta: 4:00:43, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0459, recall@thr=0.5: 0.6490, prec@thr=0.5: 0.7390, recall@top3: 0.7674, prec@top3: 0.6283, recall@top5: 0.9104, prec@top5: 0.4578, loss: 0.0459, grad_norm: 0.1261 2020-11-26 15:02:42,995 - mmaction - INFO - Epoch [10][1380/1441] lr: 2.000e-01, eta: 4:00:23, time: 0.971, data_time: 0.001, memory: 10785, loss_action_cls: 0.0455, recall@thr=0.5: 0.6555, prec@thr=0.5: 0.7382, recall@top3: 0.7711, prec@top3: 0.6321, recall@top5: 0.9140, prec@top5: 0.4595, loss: 0.0455, grad_norm: 0.1267 2020-11-26 15:03:02,294 - mmaction - INFO - Epoch [10][1400/1441] lr: 2.000e-01, eta: 4:00:02, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0454, recall@thr=0.5: 0.6451, prec@thr=0.5: 0.7384, recall@top3: 0.7739, prec@top3: 0.6287, recall@top5: 0.9176, prec@top5: 0.4556, loss: 0.0454, grad_norm: 0.1289 2020-11-26 15:03:21,569 - mmaction - INFO - Epoch [10][1420/1441] lr: 2.000e-01, eta: 3:59:41, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0461, recall@thr=0.5: 0.6532, prec@thr=0.5: 0.7416, recall@top3: 0.7712, prec@top3: 0.6286, recall@top5: 0.9111, prec@top5: 0.4560, loss: 0.0461, grad_norm: 0.1247 2020-11-26 15:03:40,774 - mmaction - INFO - Epoch [10][1440/1441] lr: 2.000e-01, eta: 3:59:19, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0443, recall@thr=0.5: 0.6485, prec@thr=0.5: 0.7478, recall@top3: 0.7831, prec@top3: 0.6415, recall@top5: 0.9179, prec@top5: 0.4621, loss: 0.0443, grad_norm: 0.1250 2020-11-26 15:03:43,450 - mmaction - INFO - Saving checkpoint at 10 epochs 2020-11-26 15:08:28,939 - mmaction - INFO - Evaluating proposal ... 2020-11-26 15:09:40,135 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-26 15:09:40,136 - mmaction - INFO - Evaluating bbox ... 2020-11-26 15:18:15,761 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.1915 2020-11-26 15:18:16,896 - mmaction - INFO - Epoch(val) [10][1441] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.1915 2020-11-26 15:19:20,377 - mmaction - INFO - Epoch [11][20/1441] lr: 2.000e-02, eta: 4:00:09, time: 3.172, data_time: 2.211, memory: 10785, loss_action_cls: 0.0440, recall@thr=0.5: 0.6891, prec@thr=0.5: 0.7442, recall@top3: 0.7872, prec@top3: 0.6497, recall@top5: 0.9168, prec@top5: 0.4651, loss: 0.0440, grad_norm: 0.1257 2020-11-26 15:19:39,449 - mmaction - INFO - Epoch [11][40/1441] lr: 2.000e-02, eta: 3:59:47, time: 0.954, data_time: 0.001, memory: 10785, loss_action_cls: 0.0443, recall@thr=0.5: 0.6733, prec@thr=0.5: 0.7559, recall@top3: 0.7935, prec@top3: 0.6443, recall@top5: 0.9181, prec@top5: 0.4567, loss: 0.0443, grad_norm: 0.1204 2020-11-26 15:19:58,558 - mmaction - INFO - Epoch [11][60/1441] lr: 2.000e-02, eta: 3:59:26, time: 0.955, data_time: 0.001, memory: 10785, loss_action_cls: 0.0426, recall@thr=0.5: 0.6666, prec@thr=0.5: 0.7550, recall@top3: 0.7943, prec@top3: 0.6421, recall@top5: 0.9272, prec@top5: 0.4628, loss: 0.0426, grad_norm: 0.1214 2020-11-26 15:20:17,640 - mmaction - INFO - Epoch [11][80/1441] lr: 2.000e-02, eta: 3:59:04, time: 0.954, data_time: 0.001, memory: 10785, loss_action_cls: 0.0436, recall@thr=0.5: 0.6673, prec@thr=0.5: 0.7420, recall@top3: 0.7814, prec@top3: 0.6445, recall@top5: 0.9201, prec@top5: 0.4643, loss: 0.0436, grad_norm: 0.1228 2020-11-26 15:20:36,781 - mmaction - INFO - Epoch [11][100/1441] lr: 2.000e-02, eta: 3:58:43, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0442, recall@thr=0.5: 0.6532, prec@thr=0.5: 0.7458, recall@top3: 0.7815, prec@top3: 0.6404, recall@top5: 0.9195, prec@top5: 0.4610, loss: 0.0442, grad_norm: 0.1195 2020-11-26 15:20:55,984 - mmaction - INFO - Epoch [11][120/1441] lr: 2.000e-02, eta: 3:58:22, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0435, recall@thr=0.5: 0.6762, prec@thr=0.5: 0.7574, recall@top3: 0.7947, prec@top3: 0.6438, recall@top5: 0.9214, prec@top5: 0.4588, loss: 0.0435, grad_norm: 0.1213 2020-11-26 15:21:15,169 - mmaction - INFO - Epoch [11][140/1441] lr: 2.000e-02, eta: 3:58:00, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0433, recall@thr=0.5: 0.6723, prec@thr=0.5: 0.7533, recall@top3: 0.7877, prec@top3: 0.6510, recall@top5: 0.9247, prec@top5: 0.4696, loss: 0.0433, grad_norm: 0.1244 2020-11-26 15:21:34,354 - mmaction - INFO - Epoch [11][160/1441] lr: 2.000e-02, eta: 3:57:39, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0433, recall@thr=0.5: 0.6833, prec@thr=0.5: 0.7568, recall@top3: 0.7951, prec@top3: 0.6491, recall@top5: 0.9210, prec@top5: 0.4627, loss: 0.0433, grad_norm: 0.1265 2020-11-26 15:21:53,597 - mmaction - INFO - Epoch [11][180/1441] lr: 2.000e-02, eta: 3:57:18, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0418, recall@thr=0.5: 0.6771, prec@thr=0.5: 0.7594, recall@top3: 0.8034, prec@top3: 0.6428, recall@top5: 0.9274, prec@top5: 0.4556, loss: 0.0418, grad_norm: 0.1210 2020-11-26 15:22:12,788 - mmaction - INFO - Epoch [11][200/1441] lr: 2.000e-02, eta: 3:56:56, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0427, recall@thr=0.5: 0.6881, prec@thr=0.5: 0.7741, recall@top3: 0.7932, prec@top3: 0.6506, recall@top5: 0.9194, prec@top5: 0.4644, loss: 0.0427, grad_norm: 0.1223 2020-11-26 15:22:32,159 - mmaction - INFO - Epoch [11][220/1441] lr: 2.000e-02, eta: 3:56:35, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0433, recall@thr=0.5: 0.6780, prec@thr=0.5: 0.7575, recall@top3: 0.7967, prec@top3: 0.6482, recall@top5: 0.9262, prec@top5: 0.4626, loss: 0.0433, grad_norm: 0.1246 2020-11-26 15:22:51,434 - mmaction - INFO - Epoch [11][240/1441] lr: 2.000e-02, eta: 3:56:14, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0426, recall@thr=0.5: 0.6791, prec@thr=0.5: 0.7639, recall@top3: 0.7990, prec@top3: 0.6515, recall@top5: 0.9262, prec@top5: 0.4640, loss: 0.0426, grad_norm: 0.1241 2020-11-26 15:23:10,646 - mmaction - INFO - Epoch [11][260/1441] lr: 2.000e-02, eta: 3:55:53, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0422, recall@thr=0.5: 0.6875, prec@thr=0.5: 0.7680, recall@top3: 0.7930, prec@top3: 0.6540, recall@top5: 0.9243, prec@top5: 0.4674, loss: 0.0422, grad_norm: 0.1250 2020-11-26 15:23:29,991 - mmaction - INFO - Epoch [11][280/1441] lr: 2.000e-02, eta: 3:55:32, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0434, recall@thr=0.5: 0.6706, prec@thr=0.5: 0.7574, recall@top3: 0.7899, prec@top3: 0.6502, recall@top5: 0.9191, prec@top5: 0.4644, loss: 0.0434, grad_norm: 0.1224 2020-11-26 15:23:49,132 - mmaction - INFO - Epoch [11][300/1441] lr: 2.000e-02, eta: 3:55:10, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0434, recall@thr=0.5: 0.6695, prec@thr=0.5: 0.7583, recall@top3: 0.7963, prec@top3: 0.6504, recall@top5: 0.9213, prec@top5: 0.4643, loss: 0.0434, grad_norm: 0.1268 2020-11-26 15:24:08,305 - mmaction - INFO - Epoch [11][320/1441] lr: 2.000e-02, eta: 3:54:49, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0425, recall@thr=0.5: 0.6842, prec@thr=0.5: 0.7666, recall@top3: 0.8003, prec@top3: 0.6534, recall@top5: 0.9334, prec@top5: 0.4692, loss: 0.0425, grad_norm: 0.1203 2020-11-26 15:24:27,601 - mmaction - INFO - Epoch [11][340/1441] lr: 2.000e-02, eta: 3:54:28, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0428, recall@thr=0.5: 0.6793, prec@thr=0.5: 0.7590, recall@top3: 0.7865, prec@top3: 0.6441, recall@top5: 0.9234, prec@top5: 0.4639, loss: 0.0428, grad_norm: 0.1233 2020-11-26 15:24:46,818 - mmaction - INFO - Epoch [11][360/1441] lr: 2.000e-02, eta: 3:54:07, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0421, recall@thr=0.5: 0.6790, prec@thr=0.5: 0.7691, recall@top3: 0.8027, prec@top3: 0.6595, recall@top5: 0.9265, prec@top5: 0.4670, loss: 0.0421, grad_norm: 0.1211 2020-11-26 15:25:06,103 - mmaction - INFO - Epoch [11][380/1441] lr: 2.000e-02, eta: 3:53:46, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0418, recall@thr=0.5: 0.6897, prec@thr=0.5: 0.7730, recall@top3: 0.8025, prec@top3: 0.6528, recall@top5: 0.9198, prec@top5: 0.4593, loss: 0.0418, grad_norm: 0.1259 2020-11-26 15:25:25,477 - mmaction - INFO - Epoch [11][400/1441] lr: 2.000e-02, eta: 3:53:25, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0421, recall@thr=0.5: 0.6925, prec@thr=0.5: 0.7706, recall@top3: 0.7969, prec@top3: 0.6552, recall@top5: 0.9278, prec@top5: 0.4676, loss: 0.0421, grad_norm: 0.1254 2020-11-26 15:25:44,808 - mmaction - INFO - Epoch [11][420/1441] lr: 2.000e-02, eta: 3:53:04, time: 0.966, data_time: 0.000, memory: 10785, loss_action_cls: 0.0424, recall@thr=0.5: 0.6852, prec@thr=0.5: 0.7646, recall@top3: 0.7952, prec@top3: 0.6559, recall@top5: 0.9241, prec@top5: 0.4684, loss: 0.0424, grad_norm: 0.1227 2020-11-26 15:26:04,094 - mmaction - INFO - Epoch [11][440/1441] lr: 2.000e-02, eta: 3:52:43, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0424, recall@thr=0.5: 0.6803, prec@thr=0.5: 0.7700, recall@top3: 0.8023, prec@top3: 0.6573, recall@top5: 0.9259, prec@top5: 0.4663, loss: 0.0424, grad_norm: 0.1322 2020-11-26 15:26:23,319 - mmaction - INFO - Epoch [11][460/1441] lr: 2.000e-02, eta: 3:52:21, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0427, recall@thr=0.5: 0.6890, prec@thr=0.5: 0.7694, recall@top3: 0.8013, prec@top3: 0.6476, recall@top5: 0.9226, prec@top5: 0.4594, loss: 0.0427, grad_norm: 0.1204 2020-11-26 15:26:42,561 - mmaction - INFO - Epoch [11][480/1441] lr: 2.000e-02, eta: 3:52:00, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0422, recall@thr=0.5: 0.6800, prec@thr=0.5: 0.7544, recall@top3: 0.7952, prec@top3: 0.6508, recall@top5: 0.9237, prec@top5: 0.4639, loss: 0.0422, grad_norm: 0.1296 2020-11-26 15:27:01,889 - mmaction - INFO - Epoch [11][500/1441] lr: 2.000e-02, eta: 3:51:39, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0408, recall@thr=0.5: 0.6920, prec@thr=0.5: 0.7767, recall@top3: 0.8075, prec@top3: 0.6585, recall@top5: 0.9303, prec@top5: 0.4655, loss: 0.0408, grad_norm: 0.1258 2020-11-26 15:27:21,167 - mmaction - INFO - Epoch [11][520/1441] lr: 2.000e-02, eta: 3:51:18, time: 0.964, data_time: 0.000, memory: 10785, loss_action_cls: 0.0422, recall@thr=0.5: 0.6872, prec@thr=0.5: 0.7723, recall@top3: 0.8013, prec@top3: 0.6519, recall@top5: 0.9266, prec@top5: 0.4615, loss: 0.0422, grad_norm: 0.1282 2020-11-26 15:27:40,561 - mmaction - INFO - Epoch [11][540/1441] lr: 2.000e-02, eta: 3:50:57, time: 0.970, data_time: 0.000, memory: 10785, loss_action_cls: 0.0423, recall@thr=0.5: 0.6889, prec@thr=0.5: 0.7610, recall@top3: 0.7879, prec@top3: 0.6553, recall@top5: 0.9187, prec@top5: 0.4685, loss: 0.0423, grad_norm: 0.1248 2020-11-26 15:27:59,772 - mmaction - INFO - Epoch [11][560/1441] lr: 2.000e-02, eta: 3:50:36, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0424, recall@thr=0.5: 0.6837, prec@thr=0.5: 0.7730, recall@top3: 0.8038, prec@top3: 0.6478, recall@top5: 0.9259, prec@top5: 0.4588, loss: 0.0424, grad_norm: 0.1258 2020-11-26 15:28:19,079 - mmaction - INFO - Epoch [11][580/1441] lr: 2.000e-02, eta: 3:50:15, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0432, recall@thr=0.5: 0.6772, prec@thr=0.5: 0.7540, recall@top3: 0.7965, prec@top3: 0.6435, recall@top5: 0.9311, prec@top5: 0.4619, loss: 0.0432, grad_norm: 0.1268 2020-11-26 15:28:38,441 - mmaction - INFO - Epoch [11][600/1441] lr: 2.000e-02, eta: 3:49:54, time: 0.968, data_time: 0.000, memory: 10785, loss_action_cls: 0.0403, recall@thr=0.5: 0.6971, prec@thr=0.5: 0.7793, recall@top3: 0.8086, prec@top3: 0.6549, recall@top5: 0.9334, prec@top5: 0.4629, loss: 0.0403, grad_norm: 0.1178 2020-11-26 15:28:57,776 - mmaction - INFO - Epoch [11][620/1441] lr: 2.000e-02, eta: 3:49:33, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0424, recall@thr=0.5: 0.6853, prec@thr=0.5: 0.7756, recall@top3: 0.7985, prec@top3: 0.6534, recall@top5: 0.9318, prec@top5: 0.4683, loss: 0.0424, grad_norm: 0.1244 2020-11-26 15:29:17,012 - mmaction - INFO - Epoch [11][640/1441] lr: 2.000e-02, eta: 3:49:12, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0418, recall@thr=0.5: 0.6900, prec@thr=0.5: 0.7731, recall@top3: 0.8026, prec@top3: 0.6605, recall@top5: 0.9286, prec@top5: 0.4689, loss: 0.0418, grad_norm: 0.1274 2020-11-26 15:29:36,263 - mmaction - INFO - Epoch [11][660/1441] lr: 2.000e-02, eta: 3:48:51, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0424, recall@thr=0.5: 0.7067, prec@thr=0.5: 0.7747, recall@top3: 0.8005, prec@top3: 0.6539, recall@top5: 0.9272, prec@top5: 0.4673, loss: 0.0424, grad_norm: 0.1363 2020-11-26 15:29:55,451 - mmaction - INFO - Epoch [11][680/1441] lr: 2.000e-02, eta: 3:48:30, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0431, recall@thr=0.5: 0.6840, prec@thr=0.5: 0.7640, recall@top3: 0.7993, prec@top3: 0.6569, recall@top5: 0.9207, prec@top5: 0.4659, loss: 0.0431, grad_norm: 0.1241 2020-11-26 15:30:14,780 - mmaction - INFO - Epoch [11][700/1441] lr: 2.000e-02, eta: 3:48:09, time: 0.966, data_time: 0.000, memory: 10785, loss_action_cls: 0.0425, recall@thr=0.5: 0.6691, prec@thr=0.5: 0.7412, recall@top3: 0.7879, prec@top3: 0.6304, recall@top5: 0.9260, prec@top5: 0.4522, loss: 0.0425, grad_norm: 0.1343 2020-11-26 15:30:34,140 - mmaction - INFO - Epoch [11][720/1441] lr: 2.000e-02, eta: 3:47:48, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0430, recall@thr=0.5: 0.6839, prec@thr=0.5: 0.7774, recall@top3: 0.7923, prec@top3: 0.6574, recall@top5: 0.9280, prec@top5: 0.4735, loss: 0.0430, grad_norm: 0.1253 2020-11-26 15:30:53,343 - mmaction - INFO - Epoch [11][740/1441] lr: 2.000e-02, eta: 3:47:27, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0410, recall@thr=0.5: 0.6967, prec@thr=0.5: 0.7702, recall@top3: 0.8010, prec@top3: 0.6543, recall@top5: 0.9328, prec@top5: 0.4668, loss: 0.0410, grad_norm: 0.1268 2020-11-26 15:31:12,666 - mmaction - INFO - Epoch [11][760/1441] lr: 2.000e-02, eta: 3:47:06, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0418, recall@thr=0.5: 0.6887, prec@thr=0.5: 0.7668, recall@top3: 0.7967, prec@top3: 0.6501, recall@top5: 0.9261, prec@top5: 0.4644, loss: 0.0418, grad_norm: 0.1251 2020-11-26 15:31:31,936 - mmaction - INFO - Epoch [11][780/1441] lr: 2.000e-02, eta: 3:46:45, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0424, recall@thr=0.5: 0.6766, prec@thr=0.5: 0.7614, recall@top3: 0.7947, prec@top3: 0.6618, recall@top5: 0.9276, prec@top5: 0.4735, loss: 0.0424, grad_norm: 0.1293 2020-11-26 15:31:51,175 - mmaction - INFO - Epoch [11][800/1441] lr: 2.000e-02, eta: 3:46:24, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0419, recall@thr=0.5: 0.6949, prec@thr=0.5: 0.7700, recall@top3: 0.7969, prec@top3: 0.6554, recall@top5: 0.9327, prec@top5: 0.4731, loss: 0.0419, grad_norm: 0.1298 2020-11-26 15:32:10,394 - mmaction - INFO - Epoch [11][820/1441] lr: 2.000e-02, eta: 3:46:03, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0437, recall@thr=0.5: 0.6847, prec@thr=0.5: 0.7647, recall@top3: 0.7901, prec@top3: 0.6502, recall@top5: 0.9273, prec@top5: 0.4674, loss: 0.0437, grad_norm: 0.1310 2020-11-26 15:32:29,667 - mmaction - INFO - Epoch [11][840/1441] lr: 2.000e-02, eta: 3:45:42, time: 0.964, data_time: 0.000, memory: 10785, loss_action_cls: 0.0430, recall@thr=0.5: 0.6722, prec@thr=0.5: 0.7685, recall@top3: 0.7931, prec@top3: 0.6552, recall@top5: 0.9227, prec@top5: 0.4673, loss: 0.0430, grad_norm: 0.1273 2020-11-26 15:32:48,901 - mmaction - INFO - Epoch [11][860/1441] lr: 2.000e-02, eta: 3:45:21, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0413, recall@thr=0.5: 0.6969, prec@thr=0.5: 0.7614, recall@top3: 0.8076, prec@top3: 0.6592, recall@top5: 0.9285, prec@top5: 0.4656, loss: 0.0413, grad_norm: 0.1206 2020-11-26 15:33:08,167 - mmaction - INFO - Epoch [11][880/1441] lr: 2.000e-02, eta: 3:45:00, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0426, recall@thr=0.5: 0.6772, prec@thr=0.5: 0.7569, recall@top3: 0.7842, prec@top3: 0.6388, recall@top5: 0.9253, prec@top5: 0.4605, loss: 0.0426, grad_norm: 0.1309 2020-11-26 15:33:27,430 - mmaction - INFO - Epoch [11][900/1441] lr: 2.000e-02, eta: 3:44:40, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0410, recall@thr=0.5: 0.6979, prec@thr=0.5: 0.7756, recall@top3: 0.8067, prec@top3: 0.6514, recall@top5: 0.9207, prec@top5: 0.4582, loss: 0.0410, grad_norm: 0.1239 2020-11-26 15:33:47,015 - mmaction - INFO - Epoch [11][920/1441] lr: 2.000e-02, eta: 3:44:19, time: 0.979, data_time: 0.000, memory: 10785, loss_action_cls: 0.0401, recall@thr=0.5: 0.7012, prec@thr=0.5: 0.7836, recall@top3: 0.8079, prec@top3: 0.6591, recall@top5: 0.9339, prec@top5: 0.4666, loss: 0.0401, grad_norm: 0.1220 2020-11-26 15:34:06,558 - mmaction - INFO - Epoch [11][940/1441] lr: 2.000e-02, eta: 3:43:59, time: 0.977, data_time: 0.001, memory: 10785, loss_action_cls: 0.0426, recall@thr=0.5: 0.6875, prec@thr=0.5: 0.7712, recall@top3: 0.7947, prec@top3: 0.6551, recall@top5: 0.9235, prec@top5: 0.4679, loss: 0.0426, grad_norm: 0.1311 2020-11-26 15:34:26,230 - mmaction - INFO - Epoch [11][960/1441] lr: 2.000e-02, eta: 3:43:38, time: 0.984, data_time: 0.001, memory: 10785, loss_action_cls: 0.0418, recall@thr=0.5: 0.6949, prec@thr=0.5: 0.7767, recall@top3: 0.8062, prec@top3: 0.6605, recall@top5: 0.9290, prec@top5: 0.4690, loss: 0.0418, grad_norm: 0.1241 2020-11-26 15:34:45,724 - mmaction - INFO - Epoch [11][980/1441] lr: 2.000e-02, eta: 3:43:18, time: 0.975, data_time: 0.001, memory: 10785, loss_action_cls: 0.0437, recall@thr=0.5: 0.6876, prec@thr=0.5: 0.7660, recall@top3: 0.7915, prec@top3: 0.6550, recall@top5: 0.9172, prec@top5: 0.4651, loss: 0.0437, grad_norm: 0.1274 2020-11-26 15:35:04,968 - mmaction - INFO - Epoch [11][1000/1441] lr: 2.000e-02, eta: 3:42:57, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0426, recall@thr=0.5: 0.6848, prec@thr=0.5: 0.7646, recall@top3: 0.8020, prec@top3: 0.6550, recall@top5: 0.9245, prec@top5: 0.4632, loss: 0.0426, grad_norm: 0.1290 2020-11-26 15:35:24,305 - mmaction - INFO - Epoch [11][1020/1441] lr: 2.000e-02, eta: 3:42:36, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0418, recall@thr=0.5: 0.6854, prec@thr=0.5: 0.7578, recall@top3: 0.7960, prec@top3: 0.6478, recall@top5: 0.9262, prec@top5: 0.4628, loss: 0.0418, grad_norm: 0.1235 2020-11-26 15:35:43,526 - mmaction - INFO - Epoch [11][1040/1441] lr: 2.000e-02, eta: 3:42:15, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0416, recall@thr=0.5: 0.6848, prec@thr=0.5: 0.7631, recall@top3: 0.8049, prec@top3: 0.6524, recall@top5: 0.9267, prec@top5: 0.4613, loss: 0.0416, grad_norm: 0.1259 2020-11-26 15:36:02,837 - mmaction - INFO - Epoch [11][1060/1441] lr: 2.000e-02, eta: 3:41:54, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0419, recall@thr=0.5: 0.6885, prec@thr=0.5: 0.7811, recall@top3: 0.8002, prec@top3: 0.6557, recall@top5: 0.9222, prec@top5: 0.4644, loss: 0.0419, grad_norm: 0.1248 2020-11-26 15:36:22,085 - mmaction - INFO - Epoch [11][1080/1441] lr: 2.000e-02, eta: 3:41:33, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0416, recall@thr=0.5: 0.6796, prec@thr=0.5: 0.7617, recall@top3: 0.8002, prec@top3: 0.6452, recall@top5: 0.9249, prec@top5: 0.4599, loss: 0.0416, grad_norm: 0.1295 2020-11-26 15:36:41,392 - mmaction - INFO - Epoch [11][1100/1441] lr: 2.000e-02, eta: 3:41:12, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0421, recall@thr=0.5: 0.6887, prec@thr=0.5: 0.7732, recall@top3: 0.8004, prec@top3: 0.6542, recall@top5: 0.9223, prec@top5: 0.4642, loss: 0.0421, grad_norm: 0.1291 2020-11-26 15:37:00,658 - mmaction - INFO - Epoch [11][1120/1441] lr: 2.000e-02, eta: 3:40:52, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0426, recall@thr=0.5: 0.6885, prec@thr=0.5: 0.7645, recall@top3: 0.7996, prec@top3: 0.6586, recall@top5: 0.9264, prec@top5: 0.4675, loss: 0.0426, grad_norm: 0.1261 2020-11-26 15:37:19,861 - mmaction - INFO - Epoch [11][1140/1441] lr: 2.000e-02, eta: 3:40:31, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0408, recall@thr=0.5: 0.6917, prec@thr=0.5: 0.7784, recall@top3: 0.8005, prec@top3: 0.6574, recall@top5: 0.9235, prec@top5: 0.4651, loss: 0.0408, grad_norm: 0.1248 2020-11-26 15:37:39,022 - mmaction - INFO - Epoch [11][1160/1441] lr: 2.000e-02, eta: 3:40:10, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0434, recall@thr=0.5: 0.6721, prec@thr=0.5: 0.7616, recall@top3: 0.7986, prec@top3: 0.6438, recall@top5: 0.9215, prec@top5: 0.4561, loss: 0.0434, grad_norm: 0.1263 2020-11-26 15:37:58,296 - mmaction - INFO - Epoch [11][1180/1441] lr: 2.000e-02, eta: 3:39:49, time: 0.964, data_time: 0.000, memory: 10785, loss_action_cls: 0.0412, recall@thr=0.5: 0.7063, prec@thr=0.5: 0.7720, recall@top3: 0.8118, prec@top3: 0.6679, recall@top5: 0.9357, prec@top5: 0.4732, loss: 0.0412, grad_norm: 0.1233 2020-11-26 15:38:17,601 - mmaction - INFO - Epoch [11][1200/1441] lr: 2.000e-02, eta: 3:39:28, time: 0.964, data_time: 0.000, memory: 10785, loss_action_cls: 0.0422, recall@thr=0.5: 0.6742, prec@thr=0.5: 0.7598, recall@top3: 0.7998, prec@top3: 0.6613, recall@top5: 0.9289, prec@top5: 0.4703, loss: 0.0422, grad_norm: 0.1311 2020-11-26 15:38:37,141 - mmaction - INFO - Epoch [11][1220/1441] lr: 2.000e-02, eta: 3:39:07, time: 0.977, data_time: 0.001, memory: 10785, loss_action_cls: 0.0422, recall@thr=0.5: 0.6809, prec@thr=0.5: 0.7728, recall@top3: 0.7931, prec@top3: 0.6545, recall@top5: 0.9206, prec@top5: 0.4678, loss: 0.0422, grad_norm: 0.1313 2020-11-26 15:38:56,410 - mmaction - INFO - Epoch [11][1240/1441] lr: 2.000e-02, eta: 3:38:47, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0423, recall@thr=0.5: 0.6835, prec@thr=0.5: 0.7760, recall@top3: 0.8024, prec@top3: 0.6549, recall@top5: 0.9316, prec@top5: 0.4674, loss: 0.0423, grad_norm: 0.1287 2020-11-26 15:39:15,936 - mmaction - INFO - Epoch [11][1260/1441] lr: 2.000e-02, eta: 3:38:26, time: 0.976, data_time: 0.000, memory: 10785, loss_action_cls: 0.0421, recall@thr=0.5: 0.6881, prec@thr=0.5: 0.7679, recall@top3: 0.8036, prec@top3: 0.6538, recall@top5: 0.9270, prec@top5: 0.4627, loss: 0.0421, grad_norm: 0.1316 2020-11-26 15:39:35,463 - mmaction - INFO - Epoch [11][1280/1441] lr: 2.000e-02, eta: 3:38:06, time: 0.977, data_time: 0.001, memory: 10785, loss_action_cls: 0.0428, recall@thr=0.5: 0.6978, prec@thr=0.5: 0.7697, recall@top3: 0.7926, prec@top3: 0.6649, recall@top5: 0.9156, prec@top5: 0.4710, loss: 0.0428, grad_norm: 0.1272 2020-11-26 15:39:54,917 - mmaction - INFO - Epoch [11][1300/1441] lr: 2.000e-02, eta: 3:37:45, time: 0.973, data_time: 0.001, memory: 10785, loss_action_cls: 0.0409, recall@thr=0.5: 0.7014, prec@thr=0.5: 0.7758, recall@top3: 0.8029, prec@top3: 0.6585, recall@top5: 0.9311, prec@top5: 0.4681, loss: 0.0409, grad_norm: 0.1286 2020-11-26 15:40:14,490 - mmaction - INFO - Epoch [11][1320/1441] lr: 2.000e-02, eta: 3:37:25, time: 0.979, data_time: 0.001, memory: 10785, loss_action_cls: 0.0413, recall@thr=0.5: 0.6873, prec@thr=0.5: 0.7728, recall@top3: 0.7905, prec@top3: 0.6385, recall@top5: 0.9239, prec@top5: 0.4573, loss: 0.0413, grad_norm: 0.1250 2020-11-26 15:40:34,021 - mmaction - INFO - Epoch [11][1340/1441] lr: 2.000e-02, eta: 3:37:04, time: 0.977, data_time: 0.001, memory: 10785, loss_action_cls: 0.0424, recall@thr=0.5: 0.6916, prec@thr=0.5: 0.7807, recall@top3: 0.8061, prec@top3: 0.6591, recall@top5: 0.9292, prec@top5: 0.4678, loss: 0.0424, grad_norm: 0.1317 2020-11-26 15:40:53,566 - mmaction - INFO - Epoch [11][1360/1441] lr: 2.000e-02, eta: 3:36:44, time: 0.977, data_time: 0.001, memory: 10785, loss_action_cls: 0.0417, recall@thr=0.5: 0.6940, prec@thr=0.5: 0.7770, recall@top3: 0.7999, prec@top3: 0.6718, recall@top5: 0.9266, prec@top5: 0.4779, loss: 0.0417, grad_norm: 0.1274 2020-11-26 15:41:13,175 - mmaction - INFO - Epoch [11][1380/1441] lr: 2.000e-02, eta: 3:36:23, time: 0.980, data_time: 0.000, memory: 10785, loss_action_cls: 0.0409, recall@thr=0.5: 0.7022, prec@thr=0.5: 0.7774, recall@top3: 0.8053, prec@top3: 0.6642, recall@top5: 0.9268, prec@top5: 0.4703, loss: 0.0409, grad_norm: 0.1263 2020-11-26 15:41:32,522 - mmaction - INFO - Epoch [11][1400/1441] lr: 2.000e-02, eta: 3:36:03, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0417, recall@thr=0.5: 0.6784, prec@thr=0.5: 0.7646, recall@top3: 0.7971, prec@top3: 0.6518, recall@top5: 0.9273, prec@top5: 0.4650, loss: 0.0417, grad_norm: 0.1299 2020-11-26 15:41:51,853 - mmaction - INFO - Epoch [11][1420/1441] lr: 2.000e-02, eta: 3:35:42, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0401, recall@thr=0.5: 0.7038, prec@thr=0.5: 0.7857, recall@top3: 0.8044, prec@top3: 0.6607, recall@top5: 0.9319, prec@top5: 0.4699, loss: 0.0401, grad_norm: 0.1205 2020-11-26 15:42:11,042 - mmaction - INFO - Epoch [11][1440/1441] lr: 2.000e-02, eta: 3:35:21, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0418, recall@thr=0.5: 0.6914, prec@thr=0.5: 0.7723, recall@top3: 0.7986, prec@top3: 0.6583, recall@top5: 0.9240, prec@top5: 0.4689, loss: 0.0418, grad_norm: 0.1319 2020-11-26 15:42:20,110 - mmaction - INFO - Saving checkpoint at 11 epochs 2020-11-26 15:47:26,317 - mmaction - INFO - Evaluating proposal ... 2020-11-26 15:48:36,658 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-26 15:48:36,659 - mmaction - INFO - Evaluating bbox ... 2020-11-26 15:57:22,447 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.1997 2020-11-26 15:57:23,681 - mmaction - INFO - Epoch(val) [11][1441] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.1997 2020-11-26 15:58:26,354 - mmaction - INFO - Epoch [12][20/1441] lr: 2.000e-02, eta: 3:35:54, time: 3.133, data_time: 2.171, memory: 10785, loss_action_cls: 0.0416, recall@thr=0.5: 0.6896, prec@thr=0.5: 0.7670, recall@top3: 0.8009, prec@top3: 0.6592, recall@top5: 0.9280, prec@top5: 0.4682, loss: 0.0416, grad_norm: 0.1308 2020-11-26 15:58:45,605 - mmaction - INFO - Epoch [12][40/1441] lr: 2.000e-02, eta: 3:35:33, time: 0.962, data_time: 0.005, memory: 10785, loss_action_cls: 0.0427, recall@thr=0.5: 0.6884, prec@thr=0.5: 0.7683, recall@top3: 0.7937, prec@top3: 0.6635, recall@top5: 0.9266, prec@top5: 0.4768, loss: 0.0427, grad_norm: 0.1286 2020-11-26 15:59:04,687 - mmaction - INFO - Epoch [12][60/1441] lr: 2.000e-02, eta: 3:35:12, time: 0.954, data_time: 0.001, memory: 10785, loss_action_cls: 0.0410, recall@thr=0.5: 0.6989, prec@thr=0.5: 0.7691, recall@top3: 0.8031, prec@top3: 0.6622, recall@top5: 0.9277, prec@top5: 0.4696, loss: 0.0410, grad_norm: 0.1321 2020-11-26 15:59:23,841 - mmaction - INFO - Epoch [12][80/1441] lr: 2.000e-02, eta: 3:34:51, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0417, recall@thr=0.5: 0.6934, prec@thr=0.5: 0.7672, recall@top3: 0.7972, prec@top3: 0.6531, recall@top5: 0.9246, prec@top5: 0.4657, loss: 0.0417, grad_norm: 0.1287 2020-11-26 15:59:43,096 - mmaction - INFO - Epoch [12][100/1441] lr: 2.000e-02, eta: 3:34:30, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0409, recall@thr=0.5: 0.6968, prec@thr=0.5: 0.7833, recall@top3: 0.8103, prec@top3: 0.6614, recall@top5: 0.9312, prec@top5: 0.4653, loss: 0.0409, grad_norm: 0.1307 2020-11-26 16:00:02,282 - mmaction - INFO - Epoch [12][120/1441] lr: 2.000e-02, eta: 3:34:09, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0407, recall@thr=0.5: 0.7046, prec@thr=0.5: 0.7810, recall@top3: 0.8090, prec@top3: 0.6648, recall@top5: 0.9308, prec@top5: 0.4695, loss: 0.0407, grad_norm: 0.1270 2020-11-26 16:00:21,660 - mmaction - INFO - Epoch [12][140/1441] lr: 2.000e-02, eta: 3:33:48, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0411, recall@thr=0.5: 0.6862, prec@thr=0.5: 0.7712, recall@top3: 0.7990, prec@top3: 0.6520, recall@top5: 0.9343, prec@top5: 0.4687, loss: 0.0411, grad_norm: 0.1293 2020-11-26 16:00:40,820 - mmaction - INFO - Epoch [12][160/1441] lr: 2.000e-02, eta: 3:33:27, time: 0.961, data_time: 0.003, memory: 10785, loss_action_cls: 0.0413, recall@thr=0.5: 0.7082, prec@thr=0.5: 0.7763, recall@top3: 0.8029, prec@top3: 0.6646, recall@top5: 0.9277, prec@top5: 0.4699, loss: 0.0413, grad_norm: 0.1332 2020-11-26 16:01:00,038 - mmaction - INFO - Epoch [12][180/1441] lr: 2.000e-02, eta: 3:33:06, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0410, recall@thr=0.5: 0.6961, prec@thr=0.5: 0.7705, recall@top3: 0.7994, prec@top3: 0.6471, recall@top5: 0.9315, prec@top5: 0.4631, loss: 0.0410, grad_norm: 0.1345 2020-11-26 16:01:19,277 - mmaction - INFO - Epoch [12][200/1441] lr: 2.000e-02, eta: 3:32:45, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0419, recall@thr=0.5: 0.6933, prec@thr=0.5: 0.7744, recall@top3: 0.7975, prec@top3: 0.6669, recall@top5: 0.9290, prec@top5: 0.4776, loss: 0.0419, grad_norm: 0.1300 2020-11-26 16:01:38,503 - mmaction - INFO - Epoch [12][220/1441] lr: 2.000e-02, eta: 3:32:24, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0423, recall@thr=0.5: 0.6940, prec@thr=0.5: 0.7707, recall@top3: 0.7979, prec@top3: 0.6615, recall@top5: 0.9258, prec@top5: 0.4704, loss: 0.0423, grad_norm: 0.1294 2020-11-26 16:01:57,749 - mmaction - INFO - Epoch [12][240/1441] lr: 2.000e-02, eta: 3:32:03, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0391, recall@thr=0.5: 0.7063, prec@thr=0.5: 0.7760, recall@top3: 0.8159, prec@top3: 0.6656, recall@top5: 0.9293, prec@top5: 0.4659, loss: 0.0391, grad_norm: 0.1302 2020-11-26 16:02:17,318 - mmaction - INFO - Epoch [12][260/1441] lr: 2.000e-02, eta: 3:31:42, time: 0.978, data_time: 0.001, memory: 10785, loss_action_cls: 0.0419, recall@thr=0.5: 0.6759, prec@thr=0.5: 0.7595, recall@top3: 0.7893, prec@top3: 0.6446, recall@top5: 0.9223, prec@top5: 0.4612, loss: 0.0419, grad_norm: 0.1368 2020-11-26 16:02:36,792 - mmaction - INFO - Epoch [12][280/1441] lr: 2.000e-02, eta: 3:31:22, time: 0.974, data_time: 0.001, memory: 10785, loss_action_cls: 0.0414, recall@thr=0.5: 0.7179, prec@thr=0.5: 0.7863, recall@top3: 0.8078, prec@top3: 0.6637, recall@top5: 0.9275, prec@top5: 0.4704, loss: 0.0414, grad_norm: 0.1257 2020-11-26 16:02:56,263 - mmaction - INFO - Epoch [12][300/1441] lr: 2.000e-02, eta: 3:31:01, time: 0.973, data_time: 0.000, memory: 10785, loss_action_cls: 0.0415, recall@thr=0.5: 0.6923, prec@thr=0.5: 0.7742, recall@top3: 0.8056, prec@top3: 0.6550, recall@top5: 0.9288, prec@top5: 0.4650, loss: 0.0415, grad_norm: 0.1366 2020-11-26 16:03:15,733 - mmaction - INFO - Epoch [12][320/1441] lr: 2.000e-02, eta: 3:30:41, time: 0.974, data_time: 0.001, memory: 10785, loss_action_cls: 0.0412, recall@thr=0.5: 0.7024, prec@thr=0.5: 0.7758, recall@top3: 0.8013, prec@top3: 0.6651, recall@top5: 0.9292, prec@top5: 0.4750, loss: 0.0412, grad_norm: 0.1324 2020-11-26 16:03:35,233 - mmaction - INFO - Epoch [12][340/1441] lr: 2.000e-02, eta: 3:30:20, time: 0.975, data_time: 0.001, memory: 10785, loss_action_cls: 0.0392, recall@thr=0.5: 0.7134, prec@thr=0.5: 0.7831, recall@top3: 0.8140, prec@top3: 0.6580, recall@top5: 0.9362, prec@top5: 0.4653, loss: 0.0392, grad_norm: 0.1322 2020-11-26 16:03:54,681 - mmaction - INFO - Epoch [12][360/1441] lr: 2.000e-02, eta: 3:29:59, time: 0.972, data_time: 0.001, memory: 10785, loss_action_cls: 0.0405, recall@thr=0.5: 0.6901, prec@thr=0.5: 0.7734, recall@top3: 0.8051, prec@top3: 0.6603, recall@top5: 0.9319, prec@top5: 0.4686, loss: 0.0405, grad_norm: 0.1340 2020-11-26 16:04:14,147 - mmaction - INFO - Epoch [12][380/1441] lr: 2.000e-02, eta: 3:29:39, time: 0.974, data_time: 0.001, memory: 10785, loss_action_cls: 0.0416, recall@thr=0.5: 0.6944, prec@thr=0.5: 0.7712, recall@top3: 0.8018, prec@top3: 0.6416, recall@top5: 0.9253, prec@top5: 0.4551, loss: 0.0416, grad_norm: 0.1332 2020-11-26 16:04:33,674 - mmaction - INFO - Epoch [12][400/1441] lr: 2.000e-02, eta: 3:29:18, time: 0.976, data_time: 0.001, memory: 10785, loss_action_cls: 0.0387, recall@thr=0.5: 0.7135, prec@thr=0.5: 0.7919, recall@top3: 0.8091, prec@top3: 0.6676, recall@top5: 0.9305, prec@top5: 0.4709, loss: 0.0387, grad_norm: 0.1277 2020-11-26 16:04:53,070 - mmaction - INFO - Epoch [12][420/1441] lr: 2.000e-02, eta: 3:28:58, time: 0.970, data_time: 0.001, memory: 10785, loss_action_cls: 0.0415, recall@thr=0.5: 0.6892, prec@thr=0.5: 0.7776, recall@top3: 0.8021, prec@top3: 0.6462, recall@top5: 0.9199, prec@top5: 0.4565, loss: 0.0415, grad_norm: 0.1317 2020-11-26 16:05:12,620 - mmaction - INFO - Epoch [12][440/1441] lr: 2.000e-02, eta: 3:28:37, time: 0.977, data_time: 0.001, memory: 10785, loss_action_cls: 0.0402, recall@thr=0.5: 0.7142, prec@thr=0.5: 0.7811, recall@top3: 0.8168, prec@top3: 0.6794, recall@top5: 0.9396, prec@top5: 0.4824, loss: 0.0402, grad_norm: 0.1315 2020-11-26 16:05:32,208 - mmaction - INFO - Epoch [12][460/1441] lr: 2.000e-02, eta: 3:28:17, time: 0.979, data_time: 0.001, memory: 10785, loss_action_cls: 0.0416, recall@thr=0.5: 0.6924, prec@thr=0.5: 0.7648, recall@top3: 0.8002, prec@top3: 0.6474, recall@top5: 0.9257, prec@top5: 0.4602, loss: 0.0416, grad_norm: 0.1410 2020-11-26 16:05:51,735 - mmaction - INFO - Epoch [12][480/1441] lr: 2.000e-02, eta: 3:27:56, time: 0.976, data_time: 0.000, memory: 10785, loss_action_cls: 0.0413, recall@thr=0.5: 0.6845, prec@thr=0.5: 0.7625, recall@top3: 0.8022, prec@top3: 0.6463, recall@top5: 0.9322, prec@top5: 0.4599, loss: 0.0413, grad_norm: 0.1386 2020-11-26 16:06:11,301 - mmaction - INFO - Epoch [12][500/1441] lr: 2.000e-02, eta: 3:27:36, time: 0.978, data_time: 0.001, memory: 10785, loss_action_cls: 0.0418, recall@thr=0.5: 0.6891, prec@thr=0.5: 0.7734, recall@top3: 0.7964, prec@top3: 0.6574, recall@top5: 0.9291, prec@top5: 0.4710, loss: 0.0418, grad_norm: 0.1309 2020-11-26 16:06:30,750 - mmaction - INFO - Epoch [12][520/1441] lr: 2.000e-02, eta: 3:27:15, time: 0.972, data_time: 0.000, memory: 10785, loss_action_cls: 0.0396, recall@thr=0.5: 0.7127, prec@thr=0.5: 0.7711, recall@top3: 0.8101, prec@top3: 0.6709, recall@top5: 0.9393, prec@top5: 0.4774, loss: 0.0396, grad_norm: 0.1329 2020-11-26 16:06:50,231 - mmaction - INFO - Epoch [12][540/1441] lr: 2.000e-02, eta: 3:26:54, time: 0.974, data_time: 0.001, memory: 10785, loss_action_cls: 0.0420, recall@thr=0.5: 0.6910, prec@thr=0.5: 0.7760, recall@top3: 0.8006, prec@top3: 0.6550, recall@top5: 0.9234, prec@top5: 0.4659, loss: 0.0420, grad_norm: 0.1369 2020-11-26 16:07:09,453 - mmaction - INFO - Epoch [12][560/1441] lr: 2.000e-02, eta: 3:26:34, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0410, recall@thr=0.5: 0.6966, prec@thr=0.5: 0.7773, recall@top3: 0.8034, prec@top3: 0.6521, recall@top5: 0.9308, prec@top5: 0.4640, loss: 0.0410, grad_norm: 0.1330 2020-11-26 16:07:28,752 - mmaction - INFO - Epoch [12][580/1441] lr: 2.000e-02, eta: 3:26:13, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0412, recall@thr=0.5: 0.6955, prec@thr=0.5: 0.7754, recall@top3: 0.7980, prec@top3: 0.6537, recall@top5: 0.9285, prec@top5: 0.4669, loss: 0.0412, grad_norm: 0.1288 2020-11-26 16:07:48,017 - mmaction - INFO - Epoch [12][600/1441] lr: 2.000e-02, eta: 3:25:52, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0402, recall@thr=0.5: 0.7017, prec@thr=0.5: 0.7654, recall@top3: 0.8081, prec@top3: 0.6557, recall@top5: 0.9362, prec@top5: 0.4676, loss: 0.0402, grad_norm: 0.1294 2020-11-26 16:08:07,288 - mmaction - INFO - Epoch [12][620/1441] lr: 2.000e-02, eta: 3:25:31, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0424, recall@thr=0.5: 0.6985, prec@thr=0.5: 0.7733, recall@top3: 0.7996, prec@top3: 0.6614, recall@top5: 0.9251, prec@top5: 0.4702, loss: 0.0424, grad_norm: 0.1353 2020-11-26 16:08:26,649 - mmaction - INFO - Epoch [12][640/1441] lr: 2.000e-02, eta: 3:25:11, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0416, recall@thr=0.5: 0.6899, prec@thr=0.5: 0.7702, recall@top3: 0.7976, prec@top3: 0.6511, recall@top5: 0.9250, prec@top5: 0.4646, loss: 0.0416, grad_norm: 0.1310 2020-11-26 16:08:45,972 - mmaction - INFO - Epoch [12][660/1441] lr: 2.000e-02, eta: 3:24:50, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0409, recall@thr=0.5: 0.7020, prec@thr=0.5: 0.7781, recall@top3: 0.8084, prec@top3: 0.6553, recall@top5: 0.9271, prec@top5: 0.4622, loss: 0.0409, grad_norm: 0.1310 2020-11-26 16:09:05,158 - mmaction - INFO - Epoch [12][680/1441] lr: 2.000e-02, eta: 3:24:29, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0415, recall@thr=0.5: 0.7078, prec@thr=0.5: 0.7863, recall@top3: 0.8029, prec@top3: 0.6655, recall@top5: 0.9286, prec@top5: 0.4722, loss: 0.0415, grad_norm: 0.1296 2020-11-26 16:09:24,361 - mmaction - INFO - Epoch [12][700/1441] lr: 2.000e-02, eta: 3:24:08, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0408, recall@thr=0.5: 0.6967, prec@thr=0.5: 0.7808, recall@top3: 0.8033, prec@top3: 0.6458, recall@top5: 0.9278, prec@top5: 0.4563, loss: 0.0408, grad_norm: 0.1320 2020-11-26 16:09:43,596 - mmaction - INFO - Epoch [12][720/1441] lr: 2.000e-02, eta: 3:23:47, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0401, recall@thr=0.5: 0.7070, prec@thr=0.5: 0.7836, recall@top3: 0.8161, prec@top3: 0.6595, recall@top5: 0.9341, prec@top5: 0.4633, loss: 0.0401, grad_norm: 0.1330 2020-11-26 16:10:02,808 - mmaction - INFO - Epoch [12][740/1441] lr: 2.000e-02, eta: 3:23:27, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0418, recall@thr=0.5: 0.6886, prec@thr=0.5: 0.7701, recall@top3: 0.7979, prec@top3: 0.6589, recall@top5: 0.9232, prec@top5: 0.4667, loss: 0.0418, grad_norm: 0.1352 2020-11-26 16:10:22,159 - mmaction - INFO - Epoch [12][760/1441] lr: 2.000e-02, eta: 3:23:06, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0401, recall@thr=0.5: 0.7001, prec@thr=0.5: 0.7852, recall@top3: 0.8117, prec@top3: 0.6645, recall@top5: 0.9342, prec@top5: 0.4701, loss: 0.0401, grad_norm: 0.1294 2020-11-26 16:10:41,388 - mmaction - INFO - Epoch [12][780/1441] lr: 2.000e-02, eta: 3:22:45, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0417, recall@thr=0.5: 0.6962, prec@thr=0.5: 0.7717, recall@top3: 0.7995, prec@top3: 0.6550, recall@top5: 0.9301, prec@top5: 0.4665, loss: 0.0417, grad_norm: 0.1339 2020-11-26 16:11:00,671 - mmaction - INFO - Epoch [12][800/1441] lr: 2.000e-02, eta: 3:22:24, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0417, recall@thr=0.5: 0.6969, prec@thr=0.5: 0.7780, recall@top3: 0.8009, prec@top3: 0.6650, recall@top5: 0.9309, prec@top5: 0.4760, loss: 0.0417, grad_norm: 0.1325 2020-11-26 16:11:19,949 - mmaction - INFO - Epoch [12][820/1441] lr: 2.000e-02, eta: 3:22:04, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0416, recall@thr=0.5: 0.6993, prec@thr=0.5: 0.7680, recall@top3: 0.8022, prec@top3: 0.6549, recall@top5: 0.9337, prec@top5: 0.4665, loss: 0.0416, grad_norm: 0.1313 2020-11-26 16:11:39,265 - mmaction - INFO - Epoch [12][840/1441] lr: 2.000e-02, eta: 3:21:43, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0417, recall@thr=0.5: 0.6951, prec@thr=0.5: 0.7674, recall@top3: 0.8001, prec@top3: 0.6532, recall@top5: 0.9279, prec@top5: 0.4661, loss: 0.0417, grad_norm: 0.1309 2020-11-26 16:11:58,560 - mmaction - INFO - Epoch [12][860/1441] lr: 2.000e-02, eta: 3:21:22, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0406, recall@thr=0.5: 0.6974, prec@thr=0.5: 0.7860, recall@top3: 0.8077, prec@top3: 0.6606, recall@top5: 0.9299, prec@top5: 0.4680, loss: 0.0406, grad_norm: 0.1307 2020-11-26 16:12:17,723 - mmaction - INFO - Epoch [12][880/1441] lr: 2.000e-02, eta: 3:21:01, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0414, recall@thr=0.5: 0.7034, prec@thr=0.5: 0.7723, recall@top3: 0.8040, prec@top3: 0.6543, recall@top5: 0.9319, prec@top5: 0.4649, loss: 0.0414, grad_norm: 0.1290 2020-11-26 16:12:36,971 - mmaction - INFO - Epoch [12][900/1441] lr: 2.000e-02, eta: 3:20:41, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0418, recall@thr=0.5: 0.6960, prec@thr=0.5: 0.7841, recall@top3: 0.8075, prec@top3: 0.6656, recall@top5: 0.9331, prec@top5: 0.4743, loss: 0.0418, grad_norm: 0.1347 2020-11-26 16:12:56,268 - mmaction - INFO - Epoch [12][920/1441] lr: 2.000e-02, eta: 3:20:20, time: 0.964, data_time: 0.000, memory: 10785, loss_action_cls: 0.0406, recall@thr=0.5: 0.7121, prec@thr=0.5: 0.7816, recall@top3: 0.8013, prec@top3: 0.6702, recall@top5: 0.9331, prec@top5: 0.4779, loss: 0.0406, grad_norm: 0.1324 2020-11-26 16:13:15,510 - mmaction - INFO - Epoch [12][940/1441] lr: 2.000e-02, eta: 3:19:59, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0409, recall@thr=0.5: 0.7065, prec@thr=0.5: 0.7793, recall@top3: 0.8070, prec@top3: 0.6586, recall@top5: 0.9308, prec@top5: 0.4657, loss: 0.0409, grad_norm: 0.1295 2020-11-26 16:13:34,707 - mmaction - INFO - Epoch [12][960/1441] lr: 2.000e-02, eta: 3:19:39, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0429, recall@thr=0.5: 0.6805, prec@thr=0.5: 0.7558, recall@top3: 0.7969, prec@top3: 0.6501, recall@top5: 0.9274, prec@top5: 0.4658, loss: 0.0429, grad_norm: 0.1334 2020-11-26 16:13:54,067 - mmaction - INFO - Epoch [12][980/1441] lr: 2.000e-02, eta: 3:19:18, time: 0.968, data_time: 0.007, memory: 10785, loss_action_cls: 0.0431, recall@thr=0.5: 0.6859, prec@thr=0.5: 0.7616, recall@top3: 0.7987, prec@top3: 0.6496, recall@top5: 0.9204, prec@top5: 0.4597, loss: 0.0431, grad_norm: 0.1339 2020-11-26 16:14:13,304 - mmaction - INFO - Epoch [12][1000/1441] lr: 2.000e-02, eta: 3:18:57, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0411, recall@thr=0.5: 0.7076, prec@thr=0.5: 0.7883, recall@top3: 0.8092, prec@top3: 0.6599, recall@top5: 0.9340, prec@top5: 0.4701, loss: 0.0411, grad_norm: 0.1319 2020-11-26 16:14:32,527 - mmaction - INFO - Epoch [12][1020/1441] lr: 2.000e-02, eta: 3:18:37, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0418, recall@thr=0.5: 0.6937, prec@thr=0.5: 0.7782, recall@top3: 0.8060, prec@top3: 0.6540, recall@top5: 0.9308, prec@top5: 0.4647, loss: 0.0418, grad_norm: 0.1320 2020-11-26 16:14:51,836 - mmaction - INFO - Epoch [12][1040/1441] lr: 2.000e-02, eta: 3:18:16, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0402, recall@thr=0.5: 0.7119, prec@thr=0.5: 0.7793, recall@top3: 0.8118, prec@top3: 0.6656, recall@top5: 0.9320, prec@top5: 0.4723, loss: 0.0402, grad_norm: 0.1291 2020-11-26 16:15:11,063 - mmaction - INFO - Epoch [12][1060/1441] lr: 2.000e-02, eta: 3:17:55, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0412, recall@thr=0.5: 0.6917, prec@thr=0.5: 0.7649, recall@top3: 0.7995, prec@top3: 0.6395, recall@top5: 0.9242, prec@top5: 0.4543, loss: 0.0412, grad_norm: 0.1334 2020-11-26 16:15:30,355 - mmaction - INFO - Epoch [12][1080/1441] lr: 2.000e-02, eta: 3:17:35, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0406, recall@thr=0.5: 0.6974, prec@thr=0.5: 0.7858, recall@top3: 0.8136, prec@top3: 0.6598, recall@top5: 0.9281, prec@top5: 0.4641, loss: 0.0406, grad_norm: 0.1336 2020-11-26 16:15:49,626 - mmaction - INFO - Epoch [12][1100/1441] lr: 2.000e-02, eta: 3:17:14, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0405, recall@thr=0.5: 0.7036, prec@thr=0.5: 0.7812, recall@top3: 0.8048, prec@top3: 0.6640, recall@top5: 0.9361, prec@top5: 0.4736, loss: 0.0405, grad_norm: 0.1356 2020-11-26 16:16:08,962 - mmaction - INFO - Epoch [12][1120/1441] lr: 2.000e-02, eta: 3:16:53, time: 0.967, data_time: 0.000, memory: 10785, loss_action_cls: 0.0423, recall@thr=0.5: 0.6940, prec@thr=0.5: 0.7641, recall@top3: 0.7947, prec@top3: 0.6543, recall@top5: 0.9292, prec@top5: 0.4677, loss: 0.0423, grad_norm: 0.1381 2020-11-26 16:16:28,150 - mmaction - INFO - Epoch [12][1140/1441] lr: 2.000e-02, eta: 3:16:33, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0395, recall@thr=0.5: 0.7037, prec@thr=0.5: 0.7898, recall@top3: 0.8169, prec@top3: 0.6693, recall@top5: 0.9322, prec@top5: 0.4701, loss: 0.0395, grad_norm: 0.1248 2020-11-26 16:16:47,505 - mmaction - INFO - Epoch [12][1160/1441] lr: 2.000e-02, eta: 3:16:12, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0404, recall@thr=0.5: 0.7025, prec@thr=0.5: 0.7866, recall@top3: 0.8131, prec@top3: 0.6585, recall@top5: 0.9301, prec@top5: 0.4635, loss: 0.0404, grad_norm: 0.1259 2020-11-26 16:17:06,841 - mmaction - INFO - Epoch [12][1180/1441] lr: 2.000e-02, eta: 3:15:51, time: 0.966, data_time: 0.000, memory: 10785, loss_action_cls: 0.0421, recall@thr=0.5: 0.6877, prec@thr=0.5: 0.7582, recall@top3: 0.7938, prec@top3: 0.6477, recall@top5: 0.9245, prec@top5: 0.4638, loss: 0.0421, grad_norm: 0.1384 2020-11-26 16:17:26,109 - mmaction - INFO - Epoch [12][1200/1441] lr: 2.000e-02, eta: 3:15:31, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0415, recall@thr=0.5: 0.6856, prec@thr=0.5: 0.7612, recall@top3: 0.8005, prec@top3: 0.6452, recall@top5: 0.9280, prec@top5: 0.4615, loss: 0.0415, grad_norm: 0.1383 2020-11-26 16:17:45,441 - mmaction - INFO - Epoch [12][1220/1441] lr: 2.000e-02, eta: 3:15:10, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0418, recall@thr=0.5: 0.6901, prec@thr=0.5: 0.7743, recall@top3: 0.8040, prec@top3: 0.6493, recall@top5: 0.9258, prec@top5: 0.4607, loss: 0.0418, grad_norm: 0.1311 2020-11-26 16:18:04,679 - mmaction - INFO - Epoch [12][1240/1441] lr: 2.000e-02, eta: 3:14:50, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0415, recall@thr=0.5: 0.6930, prec@thr=0.5: 0.7697, recall@top3: 0.8047, prec@top3: 0.6507, recall@top5: 0.9330, prec@top5: 0.4635, loss: 0.0415, grad_norm: 0.1321 2020-11-26 16:18:24,220 - mmaction - INFO - Epoch [12][1260/1441] lr: 2.000e-02, eta: 3:14:29, time: 0.977, data_time: 0.001, memory: 10785, loss_action_cls: 0.0401, recall@thr=0.5: 0.6971, prec@thr=0.5: 0.7758, recall@top3: 0.8068, prec@top3: 0.6560, recall@top5: 0.9337, prec@top5: 0.4663, loss: 0.0401, grad_norm: 0.1352 2020-11-26 16:18:43,496 - mmaction - INFO - Epoch [12][1280/1441] lr: 2.000e-02, eta: 3:14:09, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0413, recall@thr=0.5: 0.6782, prec@thr=0.5: 0.7691, recall@top3: 0.7955, prec@top3: 0.6501, recall@top5: 0.9284, prec@top5: 0.4669, loss: 0.0413, grad_norm: 0.1402 2020-11-26 16:19:02,728 - mmaction - INFO - Epoch [12][1300/1441] lr: 2.000e-02, eta: 3:13:48, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0403, recall@thr=0.5: 0.7046, prec@thr=0.5: 0.7822, recall@top3: 0.8153, prec@top3: 0.6602, recall@top5: 0.9342, prec@top5: 0.4651, loss: 0.0403, grad_norm: 0.1297 2020-11-26 16:19:21,903 - mmaction - INFO - Epoch [12][1320/1441] lr: 2.000e-02, eta: 3:13:27, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0410, recall@thr=0.5: 0.6965, prec@thr=0.5: 0.7858, recall@top3: 0.8041, prec@top3: 0.6675, recall@top5: 0.9379, prec@top5: 0.4781, loss: 0.0410, grad_norm: 0.1321 2020-11-26 16:19:41,236 - mmaction - INFO - Epoch [12][1340/1441] lr: 2.000e-02, eta: 3:13:07, time: 0.966, data_time: 0.000, memory: 10785, loss_action_cls: 0.0409, recall@thr=0.5: 0.7113, prec@thr=0.5: 0.7767, recall@top3: 0.8075, prec@top3: 0.6535, recall@top5: 0.9291, prec@top5: 0.4631, loss: 0.0409, grad_norm: 0.1316 2020-11-26 16:20:00,508 - mmaction - INFO - Epoch [12][1360/1441] lr: 2.000e-02, eta: 3:12:46, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0411, recall@thr=0.5: 0.6998, prec@thr=0.5: 0.7776, recall@top3: 0.8029, prec@top3: 0.6725, recall@top5: 0.9260, prec@top5: 0.4762, loss: 0.0411, grad_norm: 0.1333 2020-11-26 16:20:19,903 - mmaction - INFO - Epoch [12][1380/1441] lr: 2.000e-02, eta: 3:12:26, time: 0.970, data_time: 0.000, memory: 10785, loss_action_cls: 0.0399, recall@thr=0.5: 0.7195, prec@thr=0.5: 0.7886, recall@top3: 0.8119, prec@top3: 0.6666, recall@top5: 0.9393, prec@top5: 0.4747, loss: 0.0399, grad_norm: 0.1346 2020-11-26 16:20:39,228 - mmaction - INFO - Epoch [12][1400/1441] lr: 2.000e-02, eta: 3:12:05, time: 0.966, data_time: 0.000, memory: 10785, loss_action_cls: 0.0415, recall@thr=0.5: 0.6896, prec@thr=0.5: 0.7605, recall@top3: 0.8009, prec@top3: 0.6527, recall@top5: 0.9295, prec@top5: 0.4649, loss: 0.0415, grad_norm: 0.1345 2020-11-26 16:20:58,554 - mmaction - INFO - Epoch [12][1420/1441] lr: 2.000e-02, eta: 3:11:45, time: 0.966, data_time: 0.000, memory: 10785, loss_action_cls: 0.0400, recall@thr=0.5: 0.7108, prec@thr=0.5: 0.7891, recall@top3: 0.8116, prec@top3: 0.6740, recall@top5: 0.9302, prec@top5: 0.4750, loss: 0.0400, grad_norm: 0.1337 2020-11-26 16:21:17,729 - mmaction - INFO - Epoch [12][1440/1441] lr: 2.000e-02, eta: 3:11:24, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0414, recall@thr=0.5: 0.7061, prec@thr=0.5: 0.7743, recall@top3: 0.8047, prec@top3: 0.6664, recall@top5: 0.9268, prec@top5: 0.4701, loss: 0.0414, grad_norm: 0.1341 2020-11-26 16:21:20,542 - mmaction - INFO - Saving checkpoint at 12 epochs 2020-11-26 16:25:58,498 - mmaction - INFO - Evaluating proposal ... 2020-11-26 16:27:07,450 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-26 16:27:07,451 - mmaction - INFO - Evaluating bbox ... 2020-11-26 16:35:39,449 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.1992 2020-11-26 16:35:40,539 - mmaction - INFO - Epoch(val) [12][1441] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.1992 2020-11-26 16:36:44,383 - mmaction - INFO - Epoch [13][20/1441] lr: 2.000e-02, eta: 3:11:46, time: 3.192, data_time: 2.231, memory: 10785, loss_action_cls: 0.0412, recall@thr=0.5: 0.6982, prec@thr=0.5: 0.7756, recall@top3: 0.8077, prec@top3: 0.6640, recall@top5: 0.9284, prec@top5: 0.4691, loss: 0.0412, grad_norm: 0.1378 2020-11-26 16:37:03,464 - mmaction - INFO - Epoch [13][40/1441] lr: 2.000e-02, eta: 3:11:25, time: 0.954, data_time: 0.001, memory: 10785, loss_action_cls: 0.0416, recall@thr=0.5: 0.7092, prec@thr=0.5: 0.7845, recall@top3: 0.8050, prec@top3: 0.6696, recall@top5: 0.9300, prec@top5: 0.4773, loss: 0.0416, grad_norm: 0.1343 2020-11-26 16:37:22,605 - mmaction - INFO - Epoch [13][60/1441] lr: 2.000e-02, eta: 3:11:04, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0403, recall@thr=0.5: 0.7020, prec@thr=0.5: 0.7809, recall@top3: 0.7974, prec@top3: 0.6584, recall@top5: 0.9277, prec@top5: 0.4694, loss: 0.0403, grad_norm: 0.1353 2020-11-26 16:37:41,900 - mmaction - INFO - Epoch [13][80/1441] lr: 2.000e-02, eta: 3:10:43, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0404, recall@thr=0.5: 0.6997, prec@thr=0.5: 0.7755, recall@top3: 0.8065, prec@top3: 0.6631, recall@top5: 0.9322, prec@top5: 0.4716, loss: 0.0404, grad_norm: 0.1310 2020-11-26 16:38:01,212 - mmaction - INFO - Epoch [13][100/1441] lr: 2.000e-02, eta: 3:10:23, time: 0.966, data_time: 0.000, memory: 10785, loss_action_cls: 0.0396, recall@thr=0.5: 0.7164, prec@thr=0.5: 0.7976, recall@top3: 0.8158, prec@top3: 0.6651, recall@top5: 0.9300, prec@top5: 0.4659, loss: 0.0396, grad_norm: 0.1336 2020-11-26 16:38:20,429 - mmaction - INFO - Epoch [13][120/1441] lr: 2.000e-02, eta: 3:10:02, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0418, recall@thr=0.5: 0.6937, prec@thr=0.5: 0.7670, recall@top3: 0.8023, prec@top3: 0.6645, recall@top5: 0.9336, prec@top5: 0.4770, loss: 0.0418, grad_norm: 0.1415 2020-11-26 16:38:39,756 - mmaction - INFO - Epoch [13][140/1441] lr: 2.000e-02, eta: 3:09:41, time: 0.966, data_time: 0.000, memory: 10785, loss_action_cls: 0.0412, recall@thr=0.5: 0.7112, prec@thr=0.5: 0.7796, recall@top3: 0.8041, prec@top3: 0.6504, recall@top5: 0.9273, prec@top5: 0.4618, loss: 0.0412, grad_norm: 0.1364 2020-11-26 16:38:59,077 - mmaction - INFO - Epoch [13][160/1441] lr: 2.000e-02, eta: 3:09:21, time: 0.966, data_time: 0.000, memory: 10785, loss_action_cls: 0.0403, recall@thr=0.5: 0.7010, prec@thr=0.5: 0.7821, recall@top3: 0.8098, prec@top3: 0.6597, recall@top5: 0.9336, prec@top5: 0.4673, loss: 0.0403, grad_norm: 0.1308 2020-11-26 16:39:18,399 - mmaction - INFO - Epoch [13][180/1441] lr: 2.000e-02, eta: 3:09:00, time: 0.966, data_time: 0.006, memory: 10785, loss_action_cls: 0.0400, recall@thr=0.5: 0.6984, prec@thr=0.5: 0.7702, recall@top3: 0.8060, prec@top3: 0.6534, recall@top5: 0.9322, prec@top5: 0.4642, loss: 0.0400, grad_norm: 0.1420 2020-11-26 16:39:37,592 - mmaction - INFO - Epoch [13][200/1441] lr: 2.000e-02, eta: 3:08:39, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0411, recall@thr=0.5: 0.6883, prec@thr=0.5: 0.7853, recall@top3: 0.7961, prec@top3: 0.6560, recall@top5: 0.9220, prec@top5: 0.4671, loss: 0.0411, grad_norm: 0.1351 2020-11-26 16:39:56,847 - mmaction - INFO - Epoch [13][220/1441] lr: 2.000e-02, eta: 3:08:19, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0422, recall@thr=0.5: 0.6897, prec@thr=0.5: 0.7784, recall@top3: 0.8011, prec@top3: 0.6525, recall@top5: 0.9193, prec@top5: 0.4614, loss: 0.0422, grad_norm: 0.1410 2020-11-26 16:40:16,098 - mmaction - INFO - Epoch [13][240/1441] lr: 2.000e-02, eta: 3:07:58, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0410, recall@thr=0.5: 0.7105, prec@thr=0.5: 0.7843, recall@top3: 0.8101, prec@top3: 0.6754, recall@top5: 0.9284, prec@top5: 0.4754, loss: 0.0410, grad_norm: 0.1309 2020-11-26 16:40:35,488 - mmaction - INFO - Epoch [13][260/1441] lr: 2.000e-02, eta: 3:07:37, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0406, recall@thr=0.5: 0.7001, prec@thr=0.5: 0.7824, recall@top3: 0.8037, prec@top3: 0.6663, recall@top5: 0.9302, prec@top5: 0.4734, loss: 0.0406, grad_norm: 0.1349 2020-11-26 16:40:54,759 - mmaction - INFO - Epoch [13][280/1441] lr: 2.000e-02, eta: 3:07:17, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0408, recall@thr=0.5: 0.7068, prec@thr=0.5: 0.7796, recall@top3: 0.8047, prec@top3: 0.6607, recall@top5: 0.9308, prec@top5: 0.4678, loss: 0.0408, grad_norm: 0.1366 2020-11-26 16:41:14,031 - mmaction - INFO - Epoch [13][300/1441] lr: 2.000e-02, eta: 3:06:56, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0412, recall@thr=0.5: 0.6970, prec@thr=0.5: 0.7791, recall@top3: 0.8028, prec@top3: 0.6517, recall@top5: 0.9312, prec@top5: 0.4641, loss: 0.0412, grad_norm: 0.1349 2020-11-26 16:41:33,383 - mmaction - INFO - Epoch [13][320/1441] lr: 2.000e-02, eta: 3:06:35, time: 0.967, data_time: 0.000, memory: 10785, loss_action_cls: 0.0387, recall@thr=0.5: 0.7082, prec@thr=0.5: 0.7793, recall@top3: 0.8135, prec@top3: 0.6704, recall@top5: 0.9354, prec@top5: 0.4726, loss: 0.0387, grad_norm: 0.1372 2020-11-26 16:41:52,889 - mmaction - INFO - Epoch [13][340/1441] lr: 2.000e-02, eta: 3:06:15, time: 0.975, data_time: 0.001, memory: 10785, loss_action_cls: 0.0395, recall@thr=0.5: 0.7069, prec@thr=0.5: 0.7900, recall@top3: 0.8158, prec@top3: 0.6701, recall@top5: 0.9341, prec@top5: 0.4724, loss: 0.0395, grad_norm: 0.1402 2020-11-26 16:42:12,168 - mmaction - INFO - Epoch [13][360/1441] lr: 2.000e-02, eta: 3:05:54, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0415, recall@thr=0.5: 0.7049, prec@thr=0.5: 0.7786, recall@top3: 0.8065, prec@top3: 0.6595, recall@top5: 0.9348, prec@top5: 0.4696, loss: 0.0415, grad_norm: 0.1412 2020-11-26 16:42:31,412 - mmaction - INFO - Epoch [13][380/1441] lr: 2.000e-02, eta: 3:05:34, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0405, recall@thr=0.5: 0.7033, prec@thr=0.5: 0.7742, recall@top3: 0.8056, prec@top3: 0.6717, recall@top5: 0.9330, prec@top5: 0.4760, loss: 0.0405, grad_norm: 0.1310 2020-11-26 16:42:50,675 - mmaction - INFO - Epoch [13][400/1441] lr: 2.000e-02, eta: 3:05:13, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0404, recall@thr=0.5: 0.6892, prec@thr=0.5: 0.7725, recall@top3: 0.8081, prec@top3: 0.6475, recall@top5: 0.9292, prec@top5: 0.4584, loss: 0.0404, grad_norm: 0.1402 2020-11-26 16:43:09,982 - mmaction - INFO - Epoch [13][420/1441] lr: 2.000e-02, eta: 3:04:53, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0384, recall@thr=0.5: 0.7073, prec@thr=0.5: 0.7858, recall@top3: 0.8131, prec@top3: 0.6634, recall@top5: 0.9391, prec@top5: 0.4693, loss: 0.0384, grad_norm: 0.1357 2020-11-26 16:43:29,250 - mmaction - INFO - Epoch [13][440/1441] lr: 2.000e-02, eta: 3:04:32, time: 0.963, data_time: 0.002, memory: 10785, loss_action_cls: 0.0404, recall@thr=0.5: 0.6888, prec@thr=0.5: 0.7711, recall@top3: 0.7971, prec@top3: 0.6569, recall@top5: 0.9289, prec@top5: 0.4710, loss: 0.0404, grad_norm: 0.1361 2020-11-26 16:43:48,585 - mmaction - INFO - Epoch [13][460/1441] lr: 2.000e-02, eta: 3:04:11, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0416, recall@thr=0.5: 0.7001, prec@thr=0.5: 0.7775, recall@top3: 0.8042, prec@top3: 0.6542, recall@top5: 0.9292, prec@top5: 0.4652, loss: 0.0416, grad_norm: 0.1350 2020-11-26 16:44:07,916 - mmaction - INFO - Epoch [13][480/1441] lr: 2.000e-02, eta: 3:03:51, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0399, recall@thr=0.5: 0.7066, prec@thr=0.5: 0.7810, recall@top3: 0.8026, prec@top3: 0.6645, recall@top5: 0.9328, prec@top5: 0.4732, loss: 0.0399, grad_norm: 0.1357 2020-11-26 16:44:27,178 - mmaction - INFO - Epoch [13][500/1441] lr: 2.000e-02, eta: 3:03:30, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0410, recall@thr=0.5: 0.7036, prec@thr=0.5: 0.7871, recall@top3: 0.8063, prec@top3: 0.6721, recall@top5: 0.9325, prec@top5: 0.4774, loss: 0.0410, grad_norm: 0.1286 2020-11-26 16:44:46,490 - mmaction - INFO - Epoch [13][520/1441] lr: 2.000e-02, eta: 3:03:10, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0410, recall@thr=0.5: 0.6951, prec@thr=0.5: 0.7740, recall@top3: 0.8057, prec@top3: 0.6570, recall@top5: 0.9310, prec@top5: 0.4658, loss: 0.0410, grad_norm: 0.1315 2020-11-26 16:45:05,757 - mmaction - INFO - Epoch [13][540/1441] lr: 2.000e-02, eta: 3:02:49, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0392, recall@thr=0.5: 0.6996, prec@thr=0.5: 0.7783, recall@top3: 0.8060, prec@top3: 0.6658, recall@top5: 0.9339, prec@top5: 0.4728, loss: 0.0392, grad_norm: 0.1319 2020-11-26 16:45:25,099 - mmaction - INFO - Epoch [13][560/1441] lr: 2.000e-02, eta: 3:02:28, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0413, recall@thr=0.5: 0.6984, prec@thr=0.5: 0.7772, recall@top3: 0.7989, prec@top3: 0.6548, recall@top5: 0.9280, prec@top5: 0.4674, loss: 0.0413, grad_norm: 0.1420 2020-11-26 16:45:44,255 - mmaction - INFO - Epoch [13][580/1441] lr: 2.000e-02, eta: 3:02:08, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0403, recall@thr=0.5: 0.7111, prec@thr=0.5: 0.7835, recall@top3: 0.8075, prec@top3: 0.6627, recall@top5: 0.9329, prec@top5: 0.4717, loss: 0.0403, grad_norm: 0.1413 2020-11-26 16:46:03,441 - mmaction - INFO - Epoch [13][600/1441] lr: 2.000e-02, eta: 3:01:47, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0400, recall@thr=0.5: 0.7169, prec@thr=0.5: 0.7831, recall@top3: 0.8053, prec@top3: 0.6601, recall@top5: 0.9313, prec@top5: 0.4720, loss: 0.0400, grad_norm: 0.1370 2020-11-26 16:46:22,666 - mmaction - INFO - Epoch [13][620/1441] lr: 2.000e-02, eta: 3:01:26, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0382, recall@thr=0.5: 0.7159, prec@thr=0.5: 0.7940, recall@top3: 0.8217, prec@top3: 0.6657, recall@top5: 0.9325, prec@top5: 0.4655, loss: 0.0382, grad_norm: 0.1305 2020-11-26 16:46:41,857 - mmaction - INFO - Epoch [13][640/1441] lr: 2.000e-02, eta: 3:01:06, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0409, recall@thr=0.5: 0.6971, prec@thr=0.5: 0.7815, recall@top3: 0.8050, prec@top3: 0.6573, recall@top5: 0.9291, prec@top5: 0.4670, loss: 0.0409, grad_norm: 0.1360 2020-11-26 16:47:01,248 - mmaction - INFO - Epoch [13][660/1441] lr: 2.000e-02, eta: 3:00:45, time: 0.969, data_time: 0.000, memory: 10785, loss_action_cls: 0.0408, recall@thr=0.5: 0.7011, prec@thr=0.5: 0.7729, recall@top3: 0.8047, prec@top3: 0.6608, recall@top5: 0.9358, prec@top5: 0.4702, loss: 0.0408, grad_norm: 0.1395 2020-11-26 16:47:20,554 - mmaction - INFO - Epoch [13][680/1441] lr: 2.000e-02, eta: 3:00:25, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0397, recall@thr=0.5: 0.7005, prec@thr=0.5: 0.7864, recall@top3: 0.8070, prec@top3: 0.6514, recall@top5: 0.9283, prec@top5: 0.4619, loss: 0.0397, grad_norm: 0.1392 2020-11-26 16:47:39,834 - mmaction - INFO - Epoch [13][700/1441] lr: 2.000e-02, eta: 3:00:04, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0391, recall@thr=0.5: 0.7017, prec@thr=0.5: 0.7885, recall@top3: 0.8145, prec@top3: 0.6630, recall@top5: 0.9303, prec@top5: 0.4635, loss: 0.0391, grad_norm: 0.1397 2020-11-26 16:47:59,115 - mmaction - INFO - Epoch [13][720/1441] lr: 2.000e-02, eta: 2:59:44, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0405, recall@thr=0.5: 0.7075, prec@thr=0.5: 0.7839, recall@top3: 0.8072, prec@top3: 0.6576, recall@top5: 0.9279, prec@top5: 0.4637, loss: 0.0405, grad_norm: 0.1332 2020-11-26 16:48:18,331 - mmaction - INFO - Epoch [13][740/1441] lr: 2.000e-02, eta: 2:59:23, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0398, recall@thr=0.5: 0.7112, prec@thr=0.5: 0.7849, recall@top3: 0.8141, prec@top3: 0.6640, recall@top5: 0.9330, prec@top5: 0.4696, loss: 0.0398, grad_norm: 0.1409 2020-11-26 16:48:37,533 - mmaction - INFO - Epoch [13][760/1441] lr: 2.000e-02, eta: 2:59:02, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0403, recall@thr=0.5: 0.6987, prec@thr=0.5: 0.7823, recall@top3: 0.8059, prec@top3: 0.6652, recall@top5: 0.9313, prec@top5: 0.4714, loss: 0.0403, grad_norm: 0.1381 2020-11-26 16:48:56,759 - mmaction - INFO - Epoch [13][780/1441] lr: 2.000e-02, eta: 2:58:42, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0407, recall@thr=0.5: 0.6917, prec@thr=0.5: 0.7744, recall@top3: 0.8053, prec@top3: 0.6573, recall@top5: 0.9320, prec@top5: 0.4675, loss: 0.0407, grad_norm: 0.1371 2020-11-26 16:49:16,065 - mmaction - INFO - Epoch [13][800/1441] lr: 2.000e-02, eta: 2:58:21, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0402, recall@thr=0.5: 0.7042, prec@thr=0.5: 0.7905, recall@top3: 0.8012, prec@top3: 0.6610, recall@top5: 0.9229, prec@top5: 0.4681, loss: 0.0402, grad_norm: 0.1374 2020-11-26 16:49:35,332 - mmaction - INFO - Epoch [13][820/1441] lr: 2.000e-02, eta: 2:58:01, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0408, recall@thr=0.5: 0.6882, prec@thr=0.5: 0.7685, recall@top3: 0.7986, prec@top3: 0.6508, recall@top5: 0.9313, prec@top5: 0.4658, loss: 0.0408, grad_norm: 0.1335 2020-11-26 16:49:54,504 - mmaction - INFO - Epoch [13][840/1441] lr: 2.000e-02, eta: 2:57:40, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0408, recall@thr=0.5: 0.6943, prec@thr=0.5: 0.7705, recall@top3: 0.8092, prec@top3: 0.6604, recall@top5: 0.9312, prec@top5: 0.4672, loss: 0.0408, grad_norm: 0.1374 2020-11-26 16:50:13,819 - mmaction - INFO - Epoch [13][860/1441] lr: 2.000e-02, eta: 2:57:20, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0408, recall@thr=0.5: 0.7016, prec@thr=0.5: 0.7753, recall@top3: 0.8135, prec@top3: 0.6619, recall@top5: 0.9273, prec@top5: 0.4648, loss: 0.0408, grad_norm: 0.1389 2020-11-26 16:50:33,055 - mmaction - INFO - Epoch [13][880/1441] lr: 2.000e-02, eta: 2:56:59, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0409, recall@thr=0.5: 0.6963, prec@thr=0.5: 0.7795, recall@top3: 0.8043, prec@top3: 0.6632, recall@top5: 0.9299, prec@top5: 0.4712, loss: 0.0409, grad_norm: 0.1340 2020-11-26 16:50:52,358 - mmaction - INFO - Epoch [13][900/1441] lr: 2.000e-02, eta: 2:56:39, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0406, recall@thr=0.5: 0.7019, prec@thr=0.5: 0.7765, recall@top3: 0.8014, prec@top3: 0.6664, recall@top5: 0.9280, prec@top5: 0.4740, loss: 0.0406, grad_norm: 0.1430 2020-11-26 16:51:11,616 - mmaction - INFO - Epoch [13][920/1441] lr: 2.000e-02, eta: 2:56:18, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0413, recall@thr=0.5: 0.6992, prec@thr=0.5: 0.7765, recall@top3: 0.8072, prec@top3: 0.6498, recall@top5: 0.9282, prec@top5: 0.4590, loss: 0.0413, grad_norm: 0.1389 2020-11-26 16:51:30,880 - mmaction - INFO - Epoch [13][940/1441] lr: 2.000e-02, eta: 2:55:58, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0409, recall@thr=0.5: 0.6994, prec@thr=0.5: 0.7792, recall@top3: 0.8031, prec@top3: 0.6571, recall@top5: 0.9275, prec@top5: 0.4660, loss: 0.0409, grad_norm: 0.1373 2020-11-26 16:51:50,162 - mmaction - INFO - Epoch [13][960/1441] lr: 2.000e-02, eta: 2:55:37, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0410, recall@thr=0.5: 0.6983, prec@thr=0.5: 0.7725, recall@top3: 0.8065, prec@top3: 0.6635, recall@top5: 0.9284, prec@top5: 0.4704, loss: 0.0410, grad_norm: 0.1426 2020-11-26 16:52:09,400 - mmaction - INFO - Epoch [13][980/1441] lr: 2.000e-02, eta: 2:55:17, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0426, recall@thr=0.5: 0.6891, prec@thr=0.5: 0.7745, recall@top3: 0.7906, prec@top3: 0.6518, recall@top5: 0.9191, prec@top5: 0.4646, loss: 0.0426, grad_norm: 0.1370 2020-11-26 16:52:28,707 - mmaction - INFO - Epoch [13][1000/1441] lr: 2.000e-02, eta: 2:54:56, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0405, recall@thr=0.5: 0.6957, prec@thr=0.5: 0.7665, recall@top3: 0.8021, prec@top3: 0.6550, recall@top5: 0.9285, prec@top5: 0.4682, loss: 0.0405, grad_norm: 0.1416 2020-11-26 16:52:48,040 - mmaction - INFO - Epoch [13][1020/1441] lr: 2.000e-02, eta: 2:54:36, time: 0.966, data_time: 0.000, memory: 10785, loss_action_cls: 0.0384, recall@thr=0.5: 0.7225, prec@thr=0.5: 0.7966, recall@top3: 0.8191, prec@top3: 0.6712, recall@top5: 0.9422, prec@top5: 0.4738, loss: 0.0384, grad_norm: 0.1317 2020-11-26 16:53:07,250 - mmaction - INFO - Epoch [13][1040/1441] lr: 2.000e-02, eta: 2:54:15, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0392, recall@thr=0.5: 0.7063, prec@thr=0.5: 0.7901, recall@top3: 0.8078, prec@top3: 0.6660, recall@top5: 0.9282, prec@top5: 0.4709, loss: 0.0392, grad_norm: 0.1369 2020-11-26 16:53:26,421 - mmaction - INFO - Epoch [13][1060/1441] lr: 2.000e-02, eta: 2:53:55, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0406, recall@thr=0.5: 0.6965, prec@thr=0.5: 0.7740, recall@top3: 0.8027, prec@top3: 0.6576, recall@top5: 0.9279, prec@top5: 0.4667, loss: 0.0406, grad_norm: 0.1411 2020-11-26 16:53:45,660 - mmaction - INFO - Epoch [13][1080/1441] lr: 2.000e-02, eta: 2:53:34, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0394, recall@thr=0.5: 0.7161, prec@thr=0.5: 0.7865, recall@top3: 0.8097, prec@top3: 0.6551, recall@top5: 0.9328, prec@top5: 0.4657, loss: 0.0394, grad_norm: 0.1381 2020-11-26 16:54:04,906 - mmaction - INFO - Epoch [13][1100/1441] lr: 2.000e-02, eta: 2:53:14, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0404, recall@thr=0.5: 0.6908, prec@thr=0.5: 0.7700, recall@top3: 0.7943, prec@top3: 0.6539, recall@top5: 0.9222, prec@top5: 0.4666, loss: 0.0404, grad_norm: 0.1362 2020-11-26 16:54:24,227 - mmaction - INFO - Epoch [13][1120/1441] lr: 2.000e-02, eta: 2:52:53, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0399, recall@thr=0.5: 0.7001, prec@thr=0.5: 0.7794, recall@top3: 0.8084, prec@top3: 0.6532, recall@top5: 0.9284, prec@top5: 0.4627, loss: 0.0399, grad_norm: 0.1382 2020-11-26 16:54:43,489 - mmaction - INFO - Epoch [13][1140/1441] lr: 2.000e-02, eta: 2:52:33, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0395, recall@thr=0.5: 0.7049, prec@thr=0.5: 0.7814, recall@top3: 0.8125, prec@top3: 0.6661, recall@top5: 0.9354, prec@top5: 0.4713, loss: 0.0395, grad_norm: 0.1348 2020-11-26 16:55:02,820 - mmaction - INFO - Epoch [13][1160/1441] lr: 2.000e-02, eta: 2:52:12, time: 0.966, data_time: 0.000, memory: 10785, loss_action_cls: 0.0392, recall@thr=0.5: 0.7176, prec@thr=0.5: 0.7857, recall@top3: 0.8104, prec@top3: 0.6688, recall@top5: 0.9354, prec@top5: 0.4761, loss: 0.0392, grad_norm: 0.1411 2020-11-26 16:55:22,064 - mmaction - INFO - Epoch [13][1180/1441] lr: 2.000e-02, eta: 2:51:52, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0400, recall@thr=0.5: 0.7037, prec@thr=0.5: 0.7799, recall@top3: 0.8092, prec@top3: 0.6569, recall@top5: 0.9307, prec@top5: 0.4654, loss: 0.0400, grad_norm: 0.1396 2020-11-26 16:55:41,352 - mmaction - INFO - Epoch [13][1200/1441] lr: 2.000e-02, eta: 2:51:31, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0399, recall@thr=0.5: 0.6971, prec@thr=0.5: 0.7821, recall@top3: 0.8065, prec@top3: 0.6670, recall@top5: 0.9303, prec@top5: 0.4728, loss: 0.0399, grad_norm: 0.1423 2020-11-26 16:56:00,623 - mmaction - INFO - Epoch [13][1220/1441] lr: 2.000e-02, eta: 2:51:11, time: 0.964, data_time: 0.000, memory: 10785, loss_action_cls: 0.0420, recall@thr=0.5: 0.6965, prec@thr=0.5: 0.7595, recall@top3: 0.7897, prec@top3: 0.6479, recall@top5: 0.9180, prec@top5: 0.4612, loss: 0.0420, grad_norm: 0.1411 2020-11-26 16:56:19,885 - mmaction - INFO - Epoch [13][1240/1441] lr: 2.000e-02, eta: 2:50:50, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0402, recall@thr=0.5: 0.6827, prec@thr=0.5: 0.7781, recall@top3: 0.8060, prec@top3: 0.6580, recall@top5: 0.9326, prec@top5: 0.4665, loss: 0.0402, grad_norm: 0.1392 2020-11-26 16:56:39,165 - mmaction - INFO - Epoch [13][1260/1441] lr: 2.000e-02, eta: 2:50:30, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0404, recall@thr=0.5: 0.7024, prec@thr=0.5: 0.7686, recall@top3: 0.8067, prec@top3: 0.6594, recall@top5: 0.9310, prec@top5: 0.4668, loss: 0.0404, grad_norm: 0.1351 2020-11-26 16:56:58,389 - mmaction - INFO - Epoch [13][1280/1441] lr: 2.000e-02, eta: 2:50:09, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0413, recall@thr=0.5: 0.6966, prec@thr=0.5: 0.7761, recall@top3: 0.8017, prec@top3: 0.6621, recall@top5: 0.9307, prec@top5: 0.4712, loss: 0.0413, grad_norm: 0.1355 2020-11-26 16:57:17,716 - mmaction - INFO - Epoch [13][1300/1441] lr: 2.000e-02, eta: 2:49:49, time: 0.966, data_time: 0.000, memory: 10785, loss_action_cls: 0.0414, recall@thr=0.5: 0.6963, prec@thr=0.5: 0.7739, recall@top3: 0.8010, prec@top3: 0.6599, recall@top5: 0.9293, prec@top5: 0.4709, loss: 0.0414, grad_norm: 0.1346 2020-11-26 16:57:36,970 - mmaction - INFO - Epoch [13][1320/1441] lr: 2.000e-02, eta: 2:49:28, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0403, recall@thr=0.5: 0.6943, prec@thr=0.5: 0.7695, recall@top3: 0.8013, prec@top3: 0.6553, recall@top5: 0.9293, prec@top5: 0.4654, loss: 0.0403, grad_norm: 0.1419 2020-11-26 16:57:56,291 - mmaction - INFO - Epoch [13][1340/1441] lr: 2.000e-02, eta: 2:49:08, time: 0.966, data_time: 0.000, memory: 10785, loss_action_cls: 0.0413, recall@thr=0.5: 0.6997, prec@thr=0.5: 0.7655, recall@top3: 0.8013, prec@top3: 0.6524, recall@top5: 0.9266, prec@top5: 0.4654, loss: 0.0413, grad_norm: 0.1392 2020-11-26 16:58:15,534 - mmaction - INFO - Epoch [13][1360/1441] lr: 2.000e-02, eta: 2:48:48, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0407, recall@thr=0.5: 0.6959, prec@thr=0.5: 0.7812, recall@top3: 0.8100, prec@top3: 0.6600, recall@top5: 0.9340, prec@top5: 0.4689, loss: 0.0407, grad_norm: 0.1447 2020-11-26 16:58:34,834 - mmaction - INFO - Epoch [13][1380/1441] lr: 2.000e-02, eta: 2:48:27, time: 0.964, data_time: 0.000, memory: 10785, loss_action_cls: 0.0409, recall@thr=0.5: 0.6970, prec@thr=0.5: 0.7742, recall@top3: 0.8130, prec@top3: 0.6606, recall@top5: 0.9367, prec@top5: 0.4685, loss: 0.0409, grad_norm: 0.1341 2020-11-26 16:58:54,146 - mmaction - INFO - Epoch [13][1400/1441] lr: 2.000e-02, eta: 2:48:07, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0414, recall@thr=0.5: 0.7045, prec@thr=0.5: 0.7704, recall@top3: 0.8004, prec@top3: 0.6642, recall@top5: 0.9272, prec@top5: 0.4719, loss: 0.0414, grad_norm: 0.1406 2020-11-26 16:59:13,457 - mmaction - INFO - Epoch [13][1420/1441] lr: 2.000e-02, eta: 2:47:46, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0404, recall@thr=0.5: 0.7011, prec@thr=0.5: 0.7806, recall@top3: 0.8036, prec@top3: 0.6567, recall@top5: 0.9244, prec@top5: 0.4651, loss: 0.0404, grad_norm: 0.1376 2020-11-26 16:59:32,561 - mmaction - INFO - Epoch [13][1440/1441] lr: 2.000e-02, eta: 2:47:26, time: 0.956, data_time: 0.001, memory: 10785, loss_action_cls: 0.0396, recall@thr=0.5: 0.7105, prec@thr=0.5: 0.7828, recall@top3: 0.8214, prec@top3: 0.6664, recall@top5: 0.9298, prec@top5: 0.4637, loss: 0.0396, grad_norm: 0.1381 2020-11-26 16:59:35,351 - mmaction - INFO - Saving checkpoint at 13 epochs 2020-11-26 17:04:10,883 - mmaction - INFO - Evaluating proposal ... 2020-11-26 17:05:20,465 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-26 17:05:20,466 - mmaction - INFO - Evaluating bbox ... 2020-11-26 17:13:48,242 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2011 2020-11-26 17:13:49,292 - mmaction - INFO - Epoch(val) [13][1441] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2011 2020-11-26 17:14:54,805 - mmaction - INFO - Epoch [14][20/1441] lr: 2.000e-02, eta: 2:47:39, time: 3.271, data_time: 2.324, memory: 10785, loss_action_cls: 0.0397, recall@thr=0.5: 0.7086, prec@thr=0.5: 0.7767, recall@top3: 0.8112, prec@top3: 0.6734, recall@top5: 0.9374, prec@top5: 0.4771, loss: 0.0397, grad_norm: 0.1396 2020-11-26 17:15:13,942 - mmaction - INFO - Epoch [14][40/1441] lr: 2.000e-02, eta: 2:47:19, time: 0.956, data_time: 0.003, memory: 10785, loss_action_cls: 0.0406, recall@thr=0.5: 0.7024, prec@thr=0.5: 0.7843, recall@top3: 0.8111, prec@top3: 0.6490, recall@top5: 0.9272, prec@top5: 0.4558, loss: 0.0406, grad_norm: 0.1405 2020-11-26 17:15:33,017 - mmaction - INFO - Epoch [14][60/1441] lr: 2.000e-02, eta: 2:46:58, time: 0.955, data_time: 0.001, memory: 10785, loss_action_cls: 0.0402, recall@thr=0.5: 0.7103, prec@thr=0.5: 0.7892, recall@top3: 0.8133, prec@top3: 0.6628, recall@top5: 0.9339, prec@top5: 0.4679, loss: 0.0402, grad_norm: 0.1395 2020-11-26 17:15:52,181 - mmaction - INFO - Epoch [14][80/1441] lr: 2.000e-02, eta: 2:46:38, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0401, recall@thr=0.5: 0.6974, prec@thr=0.5: 0.7739, recall@top3: 0.8022, prec@top3: 0.6521, recall@top5: 0.9282, prec@top5: 0.4637, loss: 0.0401, grad_norm: 0.1436 2020-11-26 17:16:11,337 - mmaction - INFO - Epoch [14][100/1441] lr: 2.000e-02, eta: 2:46:17, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0416, recall@thr=0.5: 0.6951, prec@thr=0.5: 0.7811, recall@top3: 0.8005, prec@top3: 0.6536, recall@top5: 0.9178, prec@top5: 0.4626, loss: 0.0416, grad_norm: 0.1368 2020-11-26 17:16:30,498 - mmaction - INFO - Epoch [14][120/1441] lr: 2.000e-02, eta: 2:45:56, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0405, recall@thr=0.5: 0.7085, prec@thr=0.5: 0.7803, recall@top3: 0.8059, prec@top3: 0.6672, recall@top5: 0.9330, prec@top5: 0.4758, loss: 0.0405, grad_norm: 0.1404 2020-11-26 17:16:49,660 - mmaction - INFO - Epoch [14][140/1441] lr: 2.000e-02, eta: 2:45:36, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0400, recall@thr=0.5: 0.6976, prec@thr=0.5: 0.7712, recall@top3: 0.8072, prec@top3: 0.6640, recall@top5: 0.9348, prec@top5: 0.4721, loss: 0.0400, grad_norm: 0.1440 2020-11-26 17:17:08,842 - mmaction - INFO - Epoch [14][160/1441] lr: 2.000e-02, eta: 2:45:15, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0391, recall@thr=0.5: 0.7158, prec@thr=0.5: 0.7828, recall@top3: 0.8053, prec@top3: 0.6581, recall@top5: 0.9259, prec@top5: 0.4660, loss: 0.0391, grad_norm: 0.1359 2020-11-26 17:17:28,058 - mmaction - INFO - Epoch [14][180/1441] lr: 2.000e-02, eta: 2:44:55, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0399, recall@thr=0.5: 0.7189, prec@thr=0.5: 0.7862, recall@top3: 0.8178, prec@top3: 0.6713, recall@top5: 0.9402, prec@top5: 0.4752, loss: 0.0399, grad_norm: 0.1415 2020-11-26 17:17:47,385 - mmaction - INFO - Epoch [14][200/1441] lr: 2.000e-02, eta: 2:44:34, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0400, recall@thr=0.5: 0.6950, prec@thr=0.5: 0.7775, recall@top3: 0.8094, prec@top3: 0.6645, recall@top5: 0.9262, prec@top5: 0.4682, loss: 0.0400, grad_norm: 0.1461 2020-11-26 17:18:06,995 - mmaction - INFO - Epoch [14][220/1441] lr: 2.000e-02, eta: 2:44:14, time: 0.981, data_time: 0.001, memory: 10785, loss_action_cls: 0.0406, recall@thr=0.5: 0.6986, prec@thr=0.5: 0.7770, recall@top3: 0.8097, prec@top3: 0.6622, recall@top5: 0.9289, prec@top5: 0.4670, loss: 0.0406, grad_norm: 0.1418 2020-11-26 17:18:26,670 - mmaction - INFO - Epoch [14][240/1441] lr: 2.000e-02, eta: 2:43:54, time: 0.984, data_time: 0.001, memory: 10785, loss_action_cls: 0.0408, recall@thr=0.5: 0.6990, prec@thr=0.5: 0.7697, recall@top3: 0.8021, prec@top3: 0.6510, recall@top5: 0.9240, prec@top5: 0.4618, loss: 0.0408, grad_norm: 0.1477 2020-11-26 17:18:46,142 - mmaction - INFO - Epoch [14][260/1441] lr: 2.000e-02, eta: 2:43:33, time: 0.974, data_time: 0.001, memory: 10785, loss_action_cls: 0.0412, recall@thr=0.5: 0.6960, prec@thr=0.5: 0.7853, recall@top3: 0.8057, prec@top3: 0.6615, recall@top5: 0.9261, prec@top5: 0.4663, loss: 0.0412, grad_norm: 0.1320 2020-11-26 17:19:05,717 - mmaction - INFO - Epoch [14][280/1441] lr: 2.000e-02, eta: 2:43:13, time: 0.978, data_time: 0.001, memory: 10785, loss_action_cls: 0.0391, recall@thr=0.5: 0.7167, prec@thr=0.5: 0.7895, recall@top3: 0.8203, prec@top3: 0.6713, recall@top5: 0.9375, prec@top5: 0.4699, loss: 0.0391, grad_norm: 0.1342 2020-11-26 17:19:25,115 - mmaction - INFO - Epoch [14][300/1441] lr: 2.000e-02, eta: 2:42:53, time: 0.970, data_time: 0.001, memory: 10785, loss_action_cls: 0.0401, recall@thr=0.5: 0.6972, prec@thr=0.5: 0.7846, recall@top3: 0.8132, prec@top3: 0.6597, recall@top5: 0.9295, prec@top5: 0.4648, loss: 0.0401, grad_norm: 0.1435 2020-11-26 17:19:44,552 - mmaction - INFO - Epoch [14][320/1441] lr: 2.000e-02, eta: 2:42:32, time: 0.972, data_time: 0.001, memory: 10785, loss_action_cls: 0.0407, recall@thr=0.5: 0.7064, prec@thr=0.5: 0.7703, recall@top3: 0.8021, prec@top3: 0.6626, recall@top5: 0.9334, prec@top5: 0.4738, loss: 0.0407, grad_norm: 0.1361 2020-11-26 17:20:04,167 - mmaction - INFO - Epoch [14][340/1441] lr: 2.000e-02, eta: 2:42:12, time: 0.981, data_time: 0.001, memory: 10785, loss_action_cls: 0.0398, recall@thr=0.5: 0.7092, prec@thr=0.5: 0.7839, recall@top3: 0.8059, prec@top3: 0.6621, recall@top5: 0.9293, prec@top5: 0.4695, loss: 0.0398, grad_norm: 0.1324 2020-11-26 17:20:23,587 - mmaction - INFO - Epoch [14][360/1441] lr: 2.000e-02, eta: 2:41:52, time: 0.971, data_time: 0.001, memory: 10785, loss_action_cls: 0.0400, recall@thr=0.5: 0.6993, prec@thr=0.5: 0.7837, recall@top3: 0.8104, prec@top3: 0.6572, recall@top5: 0.9332, prec@top5: 0.4647, loss: 0.0400, grad_norm: 0.1404 2020-11-26 17:21:15,843 - mmaction - INFO - Epoch [14][380/1441] lr: 2.000e-02, eta: 2:41:55, time: 2.613, data_time: 0.001, memory: 10785, loss_action_cls: 0.0414, recall@thr=0.5: 0.6898, prec@thr=0.5: 0.7706, recall@top3: 0.8089, prec@top3: 0.6586, recall@top5: 0.9305, prec@top5: 0.4646, loss: 0.0414, grad_norm: 0.1429 2020-11-26 17:21:35,210 - mmaction - INFO - Epoch [14][400/1441] lr: 2.000e-02, eta: 2:41:35, time: 0.968, data_time: 0.000, memory: 10785, loss_action_cls: 0.0409, recall@thr=0.5: 0.7003, prec@thr=0.5: 0.7743, recall@top3: 0.8039, prec@top3: 0.6563, recall@top5: 0.9320, prec@top5: 0.4659, loss: 0.0409, grad_norm: 0.1382 2020-11-26 17:21:54,714 - mmaction - INFO - Epoch [14][420/1441] lr: 2.000e-02, eta: 2:41:14, time: 0.975, data_time: 0.001, memory: 10785, loss_action_cls: 0.0403, recall@thr=0.5: 0.7048, prec@thr=0.5: 0.7837, recall@top3: 0.8053, prec@top3: 0.6636, recall@top5: 0.9306, prec@top5: 0.4724, loss: 0.0403, grad_norm: 0.1372 2020-11-26 17:22:14,119 - mmaction - INFO - Epoch [14][440/1441] lr: 2.000e-02, eta: 2:40:54, time: 0.970, data_time: 0.001, memory: 10785, loss_action_cls: 0.0387, recall@thr=0.5: 0.7043, prec@thr=0.5: 0.7895, recall@top3: 0.8201, prec@top3: 0.6705, recall@top5: 0.9394, prec@top5: 0.4706, loss: 0.0387, grad_norm: 0.1499 2020-11-26 17:22:33,566 - mmaction - INFO - Epoch [14][460/1441] lr: 2.000e-02, eta: 2:40:33, time: 0.973, data_time: 0.001, memory: 10785, loss_action_cls: 0.0410, recall@thr=0.5: 0.6930, prec@thr=0.5: 0.7733, recall@top3: 0.8051, prec@top3: 0.6602, recall@top5: 0.9305, prec@top5: 0.4673, loss: 0.0410, grad_norm: 0.1441 2020-11-26 17:22:53,169 - mmaction - INFO - Epoch [14][480/1441] lr: 2.000e-02, eta: 2:40:13, time: 0.980, data_time: 0.001, memory: 10785, loss_action_cls: 0.0384, recall@thr=0.5: 0.7277, prec@thr=0.5: 0.7933, recall@top3: 0.8247, prec@top3: 0.6751, recall@top5: 0.9368, prec@top5: 0.4719, loss: 0.0384, grad_norm: 0.1398 2020-11-26 17:23:12,702 - mmaction - INFO - Epoch [14][500/1441] lr: 2.000e-02, eta: 2:39:53, time: 0.977, data_time: 0.001, memory: 10785, loss_action_cls: 0.0402, recall@thr=0.5: 0.7058, prec@thr=0.5: 0.7835, recall@top3: 0.8096, prec@top3: 0.6623, recall@top5: 0.9304, prec@top5: 0.4688, loss: 0.0402, grad_norm: 0.1400 2020-11-26 17:23:32,078 - mmaction - INFO - Epoch [14][520/1441] lr: 2.000e-02, eta: 2:39:32, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0408, recall@thr=0.5: 0.7109, prec@thr=0.5: 0.7886, recall@top3: 0.8165, prec@top3: 0.6691, recall@top5: 0.9333, prec@top5: 0.4713, loss: 0.0408, grad_norm: 0.1392 2020-11-26 17:23:51,650 - mmaction - INFO - Epoch [14][540/1441] lr: 2.000e-02, eta: 2:39:12, time: 0.979, data_time: 0.001, memory: 10785, loss_action_cls: 0.0397, recall@thr=0.5: 0.7125, prec@thr=0.5: 0.7938, recall@top3: 0.8051, prec@top3: 0.6646, recall@top5: 0.9317, prec@top5: 0.4713, loss: 0.0397, grad_norm: 0.1453 2020-11-26 17:24:10,992 - mmaction - INFO - Epoch [14][560/1441] lr: 2.000e-02, eta: 2:38:51, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0385, recall@thr=0.5: 0.7121, prec@thr=0.5: 0.7908, recall@top3: 0.8151, prec@top3: 0.6621, recall@top5: 0.9399, prec@top5: 0.4698, loss: 0.0385, grad_norm: 0.1418 2020-11-26 17:24:30,462 - mmaction - INFO - Epoch [14][580/1441] lr: 2.000e-02, eta: 2:38:31, time: 0.974, data_time: 0.001, memory: 10785, loss_action_cls: 0.0406, recall@thr=0.5: 0.7072, prec@thr=0.5: 0.7826, recall@top3: 0.8075, prec@top3: 0.6658, recall@top5: 0.9281, prec@top5: 0.4715, loss: 0.0406, grad_norm: 0.1392 2020-11-26 17:24:50,031 - mmaction - INFO - Epoch [14][600/1441] lr: 2.000e-02, eta: 2:38:11, time: 0.978, data_time: 0.000, memory: 10785, loss_action_cls: 0.0397, recall@thr=0.5: 0.7037, prec@thr=0.5: 0.7667, recall@top3: 0.8119, prec@top3: 0.6619, recall@top5: 0.9309, prec@top5: 0.4666, loss: 0.0397, grad_norm: 0.1441 2020-11-26 17:25:09,598 - mmaction - INFO - Epoch [14][620/1441] lr: 2.000e-02, eta: 2:37:50, time: 0.978, data_time: 0.001, memory: 10785, loss_action_cls: 0.0400, recall@thr=0.5: 0.7025, prec@thr=0.5: 0.7880, recall@top3: 0.8175, prec@top3: 0.6639, recall@top5: 0.9321, prec@top5: 0.4651, loss: 0.0400, grad_norm: 0.1333 2020-11-26 17:25:29,072 - mmaction - INFO - Epoch [14][640/1441] lr: 2.000e-02, eta: 2:37:30, time: 0.974, data_time: 0.001, memory: 10785, loss_action_cls: 0.0408, recall@thr=0.5: 0.7022, prec@thr=0.5: 0.7796, recall@top3: 0.8078, prec@top3: 0.6518, recall@top5: 0.9211, prec@top5: 0.4570, loss: 0.0408, grad_norm: 0.1473 2020-11-26 17:25:48,601 - mmaction - INFO - Epoch [14][660/1441] lr: 2.000e-02, eta: 2:37:10, time: 0.976, data_time: 0.001, memory: 10785, loss_action_cls: 0.0404, recall@thr=0.5: 0.6944, prec@thr=0.5: 0.7645, recall@top3: 0.8045, prec@top3: 0.6563, recall@top5: 0.9313, prec@top5: 0.4669, loss: 0.0404, grad_norm: 0.1375 2020-11-26 17:26:08,057 - mmaction - INFO - Epoch [14][680/1441] lr: 2.000e-02, eta: 2:36:49, time: 0.973, data_time: 0.001, memory: 10785, loss_action_cls: 0.0391, recall@thr=0.5: 0.7146, prec@thr=0.5: 0.7955, recall@top3: 0.8103, prec@top3: 0.6664, recall@top5: 0.9364, prec@top5: 0.4744, loss: 0.0391, grad_norm: 0.1441 2020-11-26 17:26:27,496 - mmaction - INFO - Epoch [14][700/1441] lr: 2.000e-02, eta: 2:36:29, time: 0.972, data_time: 0.001, memory: 10785, loss_action_cls: 0.0410, recall@thr=0.5: 0.7053, prec@thr=0.5: 0.7775, recall@top3: 0.8039, prec@top3: 0.6489, recall@top5: 0.9306, prec@top5: 0.4613, loss: 0.0410, grad_norm: 0.1522 2020-11-26 17:26:47,031 - mmaction - INFO - Epoch [14][720/1441] lr: 2.000e-02, eta: 2:36:09, time: 0.977, data_time: 0.001, memory: 10785, loss_action_cls: 0.0401, recall@thr=0.5: 0.6978, prec@thr=0.5: 0.7825, recall@top3: 0.8148, prec@top3: 0.6579, recall@top5: 0.9337, prec@top5: 0.4627, loss: 0.0401, grad_norm: 0.1431 2020-11-26 17:27:11,390 - mmaction - INFO - Epoch [14][740/1441] lr: 2.000e-02, eta: 2:35:52, time: 1.218, data_time: 0.001, memory: 10785, loss_action_cls: 0.0406, recall@thr=0.5: 0.7039, prec@thr=0.5: 0.7915, recall@top3: 0.8016, prec@top3: 0.6595, recall@top5: 0.9229, prec@top5: 0.4699, loss: 0.0406, grad_norm: 0.1454 2020-11-26 17:27:30,848 - mmaction - INFO - Epoch [14][760/1441] lr: 2.000e-02, eta: 2:35:31, time: 0.973, data_time: 0.001, memory: 10785, loss_action_cls: 0.0405, recall@thr=0.5: 0.6977, prec@thr=0.5: 0.7799, recall@top3: 0.8069, prec@top3: 0.6552, recall@top5: 0.9346, prec@top5: 0.4653, loss: 0.0405, grad_norm: 0.1429 2020-11-26 17:27:50,201 - mmaction - INFO - Epoch [14][780/1441] lr: 2.000e-02, eta: 2:35:11, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0409, recall@thr=0.5: 0.7048, prec@thr=0.5: 0.7795, recall@top3: 0.8050, prec@top3: 0.6587, recall@top5: 0.9353, prec@top5: 0.4702, loss: 0.0409, grad_norm: 0.1450 2020-11-26 17:28:09,444 - mmaction - INFO - Epoch [14][800/1441] lr: 2.000e-02, eta: 2:34:50, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0407, recall@thr=0.5: 0.7023, prec@thr=0.5: 0.7776, recall@top3: 0.8022, prec@top3: 0.6538, recall@top5: 0.9291, prec@top5: 0.4649, loss: 0.0407, grad_norm: 0.1442 2020-11-26 17:28:28,694 - mmaction - INFO - Epoch [14][820/1441] lr: 2.000e-02, eta: 2:34:30, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0409, recall@thr=0.5: 0.6955, prec@thr=0.5: 0.7739, recall@top3: 0.8102, prec@top3: 0.6558, recall@top5: 0.9337, prec@top5: 0.4656, loss: 0.0409, grad_norm: 0.1343 2020-11-26 17:28:47,938 - mmaction - INFO - Epoch [14][840/1441] lr: 2.000e-02, eta: 2:34:09, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0396, recall@thr=0.5: 0.7056, prec@thr=0.5: 0.7856, recall@top3: 0.8120, prec@top3: 0.6718, recall@top5: 0.9302, prec@top5: 0.4738, loss: 0.0396, grad_norm: 0.1458 2020-11-26 17:29:07,208 - mmaction - INFO - Epoch [14][860/1441] lr: 2.000e-02, eta: 2:33:49, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0419, recall@thr=0.5: 0.6921, prec@thr=0.5: 0.7790, recall@top3: 0.7981, prec@top3: 0.6550, recall@top5: 0.9262, prec@top5: 0.4666, loss: 0.0419, grad_norm: 0.1442 2020-11-26 17:29:26,528 - mmaction - INFO - Epoch [14][880/1441] lr: 2.000e-02, eta: 2:33:28, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0413, recall@thr=0.5: 0.6878, prec@thr=0.5: 0.7706, recall@top3: 0.7950, prec@top3: 0.6567, recall@top5: 0.9259, prec@top5: 0.4694, loss: 0.0413, grad_norm: 0.1466 2020-11-26 17:29:45,767 - mmaction - INFO - Epoch [14][900/1441] lr: 2.000e-02, eta: 2:33:08, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0402, recall@thr=0.5: 0.7009, prec@thr=0.5: 0.7777, recall@top3: 0.8094, prec@top3: 0.6575, recall@top5: 0.9260, prec@top5: 0.4635, loss: 0.0402, grad_norm: 0.1395 2020-11-26 17:30:04,968 - mmaction - INFO - Epoch [14][920/1441] lr: 2.000e-02, eta: 2:32:47, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0397, recall@thr=0.5: 0.7138, prec@thr=0.5: 0.7954, recall@top3: 0.8175, prec@top3: 0.6711, recall@top5: 0.9354, prec@top5: 0.4733, loss: 0.0397, grad_norm: 0.1339 2020-11-26 17:30:24,385 - mmaction - INFO - Epoch [14][940/1441] lr: 2.000e-02, eta: 2:32:27, time: 0.971, data_time: 0.001, memory: 10785, loss_action_cls: 0.0403, recall@thr=0.5: 0.7016, prec@thr=0.5: 0.7750, recall@top3: 0.8071, prec@top3: 0.6608, recall@top5: 0.9314, prec@top5: 0.4694, loss: 0.0403, grad_norm: 0.1453 2020-11-26 17:30:43,788 - mmaction - INFO - Epoch [14][960/1441] lr: 2.000e-02, eta: 2:32:06, time: 0.970, data_time: 0.001, memory: 10785, loss_action_cls: 0.0391, recall@thr=0.5: 0.7049, prec@thr=0.5: 0.7825, recall@top3: 0.8205, prec@top3: 0.6624, recall@top5: 0.9383, prec@top5: 0.4654, loss: 0.0391, grad_norm: 0.1399 2020-11-26 17:31:03,375 - mmaction - INFO - Epoch [14][980/1441] lr: 2.000e-02, eta: 2:31:46, time: 0.979, data_time: 0.000, memory: 10785, loss_action_cls: 0.0407, recall@thr=0.5: 0.7018, prec@thr=0.5: 0.7884, recall@top3: 0.8079, prec@top3: 0.6650, recall@top5: 0.9330, prec@top5: 0.4710, loss: 0.0407, grad_norm: 0.1424 2020-11-26 17:31:22,909 - mmaction - INFO - Epoch [14][1000/1441] lr: 2.000e-02, eta: 2:31:26, time: 0.977, data_time: 0.001, memory: 10785, loss_action_cls: 0.0391, recall@thr=0.5: 0.7068, prec@thr=0.5: 0.7877, recall@top3: 0.8156, prec@top3: 0.6550, recall@top5: 0.9291, prec@top5: 0.4587, loss: 0.0391, grad_norm: 0.1424 2020-11-26 17:31:42,405 - mmaction - INFO - Epoch [14][1020/1441] lr: 2.000e-02, eta: 2:31:06, time: 0.975, data_time: 0.001, memory: 10785, loss_action_cls: 0.0417, recall@thr=0.5: 0.7038, prec@thr=0.5: 0.7737, recall@top3: 0.8033, prec@top3: 0.6621, recall@top5: 0.9259, prec@top5: 0.4693, loss: 0.0417, grad_norm: 0.1431 2020-11-26 17:32:01,926 - mmaction - INFO - Epoch [14][1040/1441] lr: 2.000e-02, eta: 2:30:45, time: 0.976, data_time: 0.000, memory: 10785, loss_action_cls: 0.0397, recall@thr=0.5: 0.7039, prec@thr=0.5: 0.7688, recall@top3: 0.8046, prec@top3: 0.6533, recall@top5: 0.9249, prec@top5: 0.4621, loss: 0.0397, grad_norm: 0.1446 2020-11-26 17:32:21,365 - mmaction - INFO - Epoch [14][1060/1441] lr: 2.000e-02, eta: 2:30:25, time: 0.972, data_time: 0.001, memory: 10785, loss_action_cls: 0.0411, recall@thr=0.5: 0.7048, prec@thr=0.5: 0.7905, recall@top3: 0.8090, prec@top3: 0.6732, recall@top5: 0.9316, prec@top5: 0.4744, loss: 0.0411, grad_norm: 0.1426 2020-11-26 17:32:40,801 - mmaction - INFO - Epoch [14][1080/1441] lr: 2.000e-02, eta: 2:30:05, time: 0.972, data_time: 0.001, memory: 10785, loss_action_cls: 0.0403, recall@thr=0.5: 0.7012, prec@thr=0.5: 0.7803, recall@top3: 0.8130, prec@top3: 0.6697, recall@top5: 0.9337, prec@top5: 0.4719, loss: 0.0403, grad_norm: 0.1426 2020-11-26 17:33:00,336 - mmaction - INFO - Epoch [14][1100/1441] lr: 2.000e-02, eta: 2:29:44, time: 0.977, data_time: 0.001, memory: 10785, loss_action_cls: 0.0391, recall@thr=0.5: 0.7159, prec@thr=0.5: 0.7912, recall@top3: 0.8205, prec@top3: 0.6710, recall@top5: 0.9380, prec@top5: 0.4716, loss: 0.0391, grad_norm: 0.1373 2020-11-26 17:33:19,747 - mmaction - INFO - Epoch [14][1120/1441] lr: 2.000e-02, eta: 2:29:24, time: 0.971, data_time: 0.001, memory: 10785, loss_action_cls: 0.0394, recall@thr=0.5: 0.7133, prec@thr=0.5: 0.7842, recall@top3: 0.8089, prec@top3: 0.6699, recall@top5: 0.9381, prec@top5: 0.4785, loss: 0.0394, grad_norm: 0.1424 2020-11-26 17:33:39,206 - mmaction - INFO - Epoch [14][1140/1441] lr: 2.000e-02, eta: 2:29:04, time: 0.973, data_time: 0.000, memory: 10785, loss_action_cls: 0.0407, recall@thr=0.5: 0.6942, prec@thr=0.5: 0.7815, recall@top3: 0.7973, prec@top3: 0.6622, recall@top5: 0.9275, prec@top5: 0.4742, loss: 0.0407, grad_norm: 0.1420 2020-11-26 17:33:58,802 - mmaction - INFO - Epoch [14][1160/1441] lr: 2.000e-02, eta: 2:28:43, time: 0.980, data_time: 0.001, memory: 10785, loss_action_cls: 0.0412, recall@thr=0.5: 0.6973, prec@thr=0.5: 0.7728, recall@top3: 0.8014, prec@top3: 0.6565, recall@top5: 0.9269, prec@top5: 0.4658, loss: 0.0412, grad_norm: 0.1428 2020-11-26 17:34:18,338 - mmaction - INFO - Epoch [14][1180/1441] lr: 2.000e-02, eta: 2:28:23, time: 0.977, data_time: 0.001, memory: 10785, loss_action_cls: 0.0411, recall@thr=0.5: 0.7032, prec@thr=0.5: 0.7675, recall@top3: 0.8043, prec@top3: 0.6559, recall@top5: 0.9296, prec@top5: 0.4646, loss: 0.0411, grad_norm: 0.1426 2020-11-26 17:34:37,852 - mmaction - INFO - Epoch [14][1200/1441] lr: 2.000e-02, eta: 2:28:03, time: 0.975, data_time: 0.000, memory: 10785, loss_action_cls: 0.0393, recall@thr=0.5: 0.7013, prec@thr=0.5: 0.7987, recall@top3: 0.8140, prec@top3: 0.6587, recall@top5: 0.9323, prec@top5: 0.4631, loss: 0.0393, grad_norm: 0.1389 2020-11-26 17:34:57,367 - mmaction - INFO - Epoch [14][1220/1441] lr: 2.000e-02, eta: 2:27:42, time: 0.976, data_time: 0.001, memory: 10785, loss_action_cls: 0.0398, recall@thr=0.5: 0.7104, prec@thr=0.5: 0.7804, recall@top3: 0.8088, prec@top3: 0.6539, recall@top5: 0.9325, prec@top5: 0.4629, loss: 0.0398, grad_norm: 0.1429 2020-11-26 17:35:16,889 - mmaction - INFO - Epoch [14][1240/1441] lr: 2.000e-02, eta: 2:27:22, time: 0.976, data_time: 0.001, memory: 10785, loss_action_cls: 0.0407, recall@thr=0.5: 0.7013, prec@thr=0.5: 0.7832, recall@top3: 0.8083, prec@top3: 0.6675, recall@top5: 0.9258, prec@top5: 0.4706, loss: 0.0407, grad_norm: 0.1472 2020-11-26 17:35:36,453 - mmaction - INFO - Epoch [14][1260/1441] lr: 2.000e-02, eta: 2:27:02, time: 0.978, data_time: 0.001, memory: 10785, loss_action_cls: 0.0408, recall@thr=0.5: 0.6913, prec@thr=0.5: 0.7627, recall@top3: 0.8007, prec@top3: 0.6510, recall@top5: 0.9296, prec@top5: 0.4634, loss: 0.0408, grad_norm: 0.1451 2020-11-26 17:35:56,019 - mmaction - INFO - Epoch [14][1280/1441] lr: 2.000e-02, eta: 2:26:42, time: 0.978, data_time: 0.000, memory: 10785, loss_action_cls: 0.0407, recall@thr=0.5: 0.7011, prec@thr=0.5: 0.7943, recall@top3: 0.7977, prec@top3: 0.6659, recall@top5: 0.9302, prec@top5: 0.4778, loss: 0.0407, grad_norm: 0.1410 2020-11-26 17:38:12,072 - mmaction - INFO - Epoch [14][1300/1441] lr: 2.000e-02, eta: 2:27:33, time: 6.802, data_time: 0.001, memory: 10785, loss_action_cls: 0.0391, recall@thr=0.5: 0.7160, prec@thr=0.5: 0.7842, recall@top3: 0.8178, prec@top3: 0.6660, recall@top5: 0.9364, prec@top5: 0.4678, loss: 0.0391, grad_norm: 0.1397 2020-11-26 17:39:07,049 - mmaction - INFO - Epoch [14][1320/1441] lr: 2.000e-02, eta: 2:27:34, time: 2.749, data_time: 1.776, memory: 10785, loss_action_cls: 0.0410, recall@thr=0.5: 0.6899, prec@thr=0.5: 0.7746, recall@top3: 0.7934, prec@top3: 0.6566, recall@top5: 0.9296, prec@top5: 0.4721, loss: 0.0410, grad_norm: 0.1450 2020-11-26 17:39:26,406 - mmaction - INFO - Epoch [14][1340/1441] lr: 2.000e-02, eta: 2:27:14, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0418, recall@thr=0.5: 0.7039, prec@thr=0.5: 0.7815, recall@top3: 0.8035, prec@top3: 0.6566, recall@top5: 0.9265, prec@top5: 0.4658, loss: 0.0418, grad_norm: 0.1469 2020-11-26 17:39:45,737 - mmaction - INFO - Epoch [14][1360/1441] lr: 2.000e-02, eta: 2:26:53, time: 0.967, data_time: 0.000, memory: 10785, loss_action_cls: 0.0390, recall@thr=0.5: 0.7129, prec@thr=0.5: 0.7849, recall@top3: 0.8160, prec@top3: 0.6664, recall@top5: 0.9280, prec@top5: 0.4645, loss: 0.0390, grad_norm: 0.1382 2020-11-26 17:40:05,306 - mmaction - INFO - Epoch [14][1380/1441] lr: 2.000e-02, eta: 2:26:32, time: 0.978, data_time: 0.001, memory: 10785, loss_action_cls: 0.0409, recall@thr=0.5: 0.7054, prec@thr=0.5: 0.7817, recall@top3: 0.8023, prec@top3: 0.6590, recall@top5: 0.9268, prec@top5: 0.4677, loss: 0.0409, grad_norm: 0.1412 2020-11-26 17:40:24,729 - mmaction - INFO - Epoch [14][1400/1441] lr: 2.000e-02, eta: 2:26:12, time: 0.971, data_time: 0.001, memory: 10785, loss_action_cls: 0.0401, recall@thr=0.5: 0.7038, prec@thr=0.5: 0.7759, recall@top3: 0.8138, prec@top3: 0.6667, recall@top5: 0.9294, prec@top5: 0.4676, loss: 0.0401, grad_norm: 0.1427 2020-11-26 17:40:44,191 - mmaction - INFO - Epoch [14][1420/1441] lr: 2.000e-02, eta: 2:25:51, time: 0.973, data_time: 0.001, memory: 10785, loss_action_cls: 0.0415, recall@thr=0.5: 0.6961, prec@thr=0.5: 0.7691, recall@top3: 0.7968, prec@top3: 0.6500, recall@top5: 0.9189, prec@top5: 0.4616, loss: 0.0415, grad_norm: 0.1423 2020-11-26 17:41:03,440 - mmaction - INFO - Epoch [14][1440/1441] lr: 2.000e-02, eta: 2:25:30, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0393, recall@thr=0.5: 0.7069, prec@thr=0.5: 0.7857, recall@top3: 0.8137, prec@top3: 0.6626, recall@top5: 0.9369, prec@top5: 0.4691, loss: 0.0393, grad_norm: 0.1379 2020-11-26 17:41:07,192 - mmaction - INFO - Saving checkpoint at 14 epochs 2020-11-26 17:51:05,484 - mmaction - INFO - Evaluating proposal ... 2020-11-26 17:52:17,757 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-26 17:52:17,758 - mmaction - INFO - Evaluating bbox ... 2020-11-26 18:01:01,901 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2012 2020-11-26 18:01:03,251 - mmaction - INFO - Epoch(val) [14][1441] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2012 2020-11-26 18:02:10,770 - mmaction - INFO - Epoch [15][20/1441] lr: 2.000e-02, eta: 2:25:37, time: 3.375, data_time: 2.412, memory: 10785, loss_action_cls: 0.0389, recall@thr=0.5: 0.7103, prec@thr=0.5: 0.7812, recall@top3: 0.8165, prec@top3: 0.6579, recall@top5: 0.9320, prec@top5: 0.4627, loss: 0.0389, grad_norm: 0.1397 2020-11-26 18:02:30,148 - mmaction - INFO - Epoch [15][40/1441] lr: 2.000e-02, eta: 2:25:16, time: 0.969, data_time: 0.002, memory: 10785, loss_action_cls: 0.0400, recall@thr=0.5: 0.6978, prec@thr=0.5: 0.7770, recall@top3: 0.8105, prec@top3: 0.6542, recall@top5: 0.9318, prec@top5: 0.4624, loss: 0.0400, grad_norm: 0.1462 2020-11-26 18:02:49,610 - mmaction - INFO - Epoch [15][60/1441] lr: 2.000e-02, eta: 2:24:55, time: 0.973, data_time: 0.000, memory: 10785, loss_action_cls: 0.0408, recall@thr=0.5: 0.6988, prec@thr=0.5: 0.7797, recall@top3: 0.8054, prec@top3: 0.6673, recall@top5: 0.9314, prec@top5: 0.4735, loss: 0.0408, grad_norm: 0.1404 2020-11-26 18:03:09,085 - mmaction - INFO - Epoch [15][80/1441] lr: 2.000e-02, eta: 2:24:34, time: 0.973, data_time: 0.000, memory: 10785, loss_action_cls: 0.0404, recall@thr=0.5: 0.7060, prec@thr=0.5: 0.7796, recall@top3: 0.8051, prec@top3: 0.6651, recall@top5: 0.9266, prec@top5: 0.4716, loss: 0.0404, grad_norm: 0.1435 2020-11-26 18:03:28,548 - mmaction - INFO - Epoch [15][100/1441] lr: 2.000e-02, eta: 2:24:14, time: 0.973, data_time: 0.001, memory: 10785, loss_action_cls: 0.0386, recall@thr=0.5: 0.7109, prec@thr=0.5: 0.7877, recall@top3: 0.8161, prec@top3: 0.6610, recall@top5: 0.9380, prec@top5: 0.4674, loss: 0.0386, grad_norm: 0.1375 2020-11-26 18:03:47,998 - mmaction - INFO - Epoch [15][120/1441] lr: 2.000e-02, eta: 2:23:53, time: 0.973, data_time: 0.001, memory: 10785, loss_action_cls: 0.0423, recall@thr=0.5: 0.6843, prec@thr=0.5: 0.7714, recall@top3: 0.7986, prec@top3: 0.6470, recall@top5: 0.9200, prec@top5: 0.4558, loss: 0.0423, grad_norm: 0.1499 2020-11-26 18:04:07,584 - mmaction - INFO - Epoch [15][140/1441] lr: 2.000e-02, eta: 2:23:32, time: 0.979, data_time: 0.000, memory: 10785, loss_action_cls: 0.0400, recall@thr=0.5: 0.7061, prec@thr=0.5: 0.7833, recall@top3: 0.8102, prec@top3: 0.6534, recall@top5: 0.9289, prec@top5: 0.4597, loss: 0.0400, grad_norm: 0.1423 2020-11-26 18:04:27,085 - mmaction - INFO - Epoch [15][160/1441] lr: 2.000e-02, eta: 2:23:12, time: 0.975, data_time: 0.000, memory: 10785, loss_action_cls: 0.0395, recall@thr=0.5: 0.7061, prec@thr=0.5: 0.7940, recall@top3: 0.8216, prec@top3: 0.6763, recall@top5: 0.9391, prec@top5: 0.4772, loss: 0.0395, grad_norm: 0.1421 2020-11-26 18:04:46,577 - mmaction - INFO - Epoch [15][180/1441] lr: 2.000e-02, eta: 2:22:51, time: 0.975, data_time: 0.001, memory: 10785, loss_action_cls: 0.0397, recall@thr=0.5: 0.7120, prec@thr=0.5: 0.7845, recall@top3: 0.8019, prec@top3: 0.6554, recall@top5: 0.9309, prec@top5: 0.4687, loss: 0.0397, grad_norm: 0.1431 2020-11-26 18:05:06,088 - mmaction - INFO - Epoch [15][200/1441] lr: 2.000e-02, eta: 2:22:30, time: 0.975, data_time: 0.002, memory: 10785, loss_action_cls: 0.0396, recall@thr=0.5: 0.7108, prec@thr=0.5: 0.7830, recall@top3: 0.8098, prec@top3: 0.6588, recall@top5: 0.9285, prec@top5: 0.4642, loss: 0.0396, grad_norm: 0.1461 2020-11-26 18:05:25,691 - mmaction - INFO - Epoch [15][220/1441] lr: 2.000e-02, eta: 2:22:10, time: 0.980, data_time: 0.001, memory: 10785, loss_action_cls: 0.0413, recall@thr=0.5: 0.6996, prec@thr=0.5: 0.7817, recall@top3: 0.8086, prec@top3: 0.6613, recall@top5: 0.9306, prec@top5: 0.4679, loss: 0.0413, grad_norm: 0.1438 2020-11-26 18:05:45,171 - mmaction - INFO - Epoch [15][240/1441] lr: 2.000e-02, eta: 2:21:49, time: 0.974, data_time: 0.001, memory: 10785, loss_action_cls: 0.0397, recall@thr=0.5: 0.7110, prec@thr=0.5: 0.7750, recall@top3: 0.8141, prec@top3: 0.6668, recall@top5: 0.9372, prec@top5: 0.4700, loss: 0.0397, grad_norm: 0.1430 2020-11-26 18:06:04,735 - mmaction - INFO - Epoch [15][260/1441] lr: 2.000e-02, eta: 2:21:28, time: 0.979, data_time: 0.001, memory: 10785, loss_action_cls: 0.0408, recall@thr=0.5: 0.7028, prec@thr=0.5: 0.7736, recall@top3: 0.8029, prec@top3: 0.6609, recall@top5: 0.9329, prec@top5: 0.4703, loss: 0.0408, grad_norm: 0.1383 2020-11-26 18:06:24,209 - mmaction - INFO - Epoch [15][280/1441] lr: 2.000e-02, eta: 2:21:08, time: 0.974, data_time: 0.000, memory: 10785, loss_action_cls: 0.0389, recall@thr=0.5: 0.7182, prec@thr=0.5: 0.7932, recall@top3: 0.8163, prec@top3: 0.6616, recall@top5: 0.9380, prec@top5: 0.4682, loss: 0.0389, grad_norm: 0.1392 2020-11-26 18:06:43,810 - mmaction - INFO - Epoch [15][300/1441] lr: 2.000e-02, eta: 2:20:47, time: 0.980, data_time: 0.000, memory: 10785, loss_action_cls: 0.0394, recall@thr=0.5: 0.7143, prec@thr=0.5: 0.7911, recall@top3: 0.8117, prec@top3: 0.6730, recall@top5: 0.9358, prec@top5: 0.4764, loss: 0.0394, grad_norm: 0.1463 2020-11-26 18:07:03,391 - mmaction - INFO - Epoch [15][320/1441] lr: 2.000e-02, eta: 2:20:26, time: 0.979, data_time: 0.000, memory: 10785, loss_action_cls: 0.0408, recall@thr=0.5: 0.6976, prec@thr=0.5: 0.7799, recall@top3: 0.8056, prec@top3: 0.6638, recall@top5: 0.9330, prec@top5: 0.4726, loss: 0.0408, grad_norm: 0.1492 2020-11-26 18:07:22,887 - mmaction - INFO - Epoch [15][340/1441] lr: 2.000e-02, eta: 2:20:06, time: 0.975, data_time: 0.001, memory: 10785, loss_action_cls: 0.0399, recall@thr=0.5: 0.7179, prec@thr=0.5: 0.7825, recall@top3: 0.8098, prec@top3: 0.6624, recall@top5: 0.9322, prec@top5: 0.4671, loss: 0.0399, grad_norm: 0.1372 2020-11-26 18:07:42,397 - mmaction - INFO - Epoch [15][360/1441] lr: 2.000e-02, eta: 2:19:45, time: 0.976, data_time: 0.001, memory: 10785, loss_action_cls: 0.0401, recall@thr=0.5: 0.7178, prec@thr=0.5: 0.7946, recall@top3: 0.8119, prec@top3: 0.6716, recall@top5: 0.9341, prec@top5: 0.4763, loss: 0.0401, grad_norm: 0.1445 2020-11-26 18:08:01,891 - mmaction - INFO - Epoch [15][380/1441] lr: 2.000e-02, eta: 2:19:25, time: 0.975, data_time: 0.001, memory: 10785, loss_action_cls: 0.0390, recall@thr=0.5: 0.7241, prec@thr=0.5: 0.7938, recall@top3: 0.8220, prec@top3: 0.6738, recall@top5: 0.9382, prec@top5: 0.4734, loss: 0.0390, grad_norm: 0.1378 2020-11-26 18:08:21,365 - mmaction - INFO - Epoch [15][400/1441] lr: 2.000e-02, eta: 2:19:04, time: 0.974, data_time: 0.001, memory: 10785, loss_action_cls: 0.0395, recall@thr=0.5: 0.7111, prec@thr=0.5: 0.7774, recall@top3: 0.8114, prec@top3: 0.6563, recall@top5: 0.9285, prec@top5: 0.4605, loss: 0.0395, grad_norm: 0.1443 2020-11-26 18:08:40,857 - mmaction - INFO - Epoch [15][420/1441] lr: 2.000e-02, eta: 2:18:43, time: 0.975, data_time: 0.001, memory: 10785, loss_action_cls: 0.0390, recall@thr=0.5: 0.7026, prec@thr=0.5: 0.7798, recall@top3: 0.8167, prec@top3: 0.6629, recall@top5: 0.9377, prec@top5: 0.4680, loss: 0.0390, grad_norm: 0.1459 2020-11-26 18:09:00,235 - mmaction - INFO - Epoch [15][440/1441] lr: 2.000e-02, eta: 2:18:22, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0391, recall@thr=0.5: 0.7103, prec@thr=0.5: 0.7777, recall@top3: 0.8193, prec@top3: 0.6581, recall@top5: 0.9344, prec@top5: 0.4619, loss: 0.0391, grad_norm: 0.1424 2020-11-26 18:09:19,766 - mmaction - INFO - Epoch [15][460/1441] lr: 2.000e-02, eta: 2:18:02, time: 0.977, data_time: 0.001, memory: 10785, loss_action_cls: 0.0409, recall@thr=0.5: 0.7037, prec@thr=0.5: 0.7869, recall@top3: 0.8140, prec@top3: 0.6511, recall@top5: 0.9305, prec@top5: 0.4562, loss: 0.0409, grad_norm: 0.1423 2020-11-26 18:09:39,218 - mmaction - INFO - Epoch [15][480/1441] lr: 2.000e-02, eta: 2:17:41, time: 0.973, data_time: 0.001, memory: 10785, loss_action_cls: 0.0388, recall@thr=0.5: 0.7035, prec@thr=0.5: 0.7871, recall@top3: 0.8174, prec@top3: 0.6613, recall@top5: 0.9396, prec@top5: 0.4683, loss: 0.0388, grad_norm: 0.1440 2020-11-26 18:09:58,663 - mmaction - INFO - Epoch [15][500/1441] lr: 2.000e-02, eta: 2:17:21, time: 0.972, data_time: 0.001, memory: 10785, loss_action_cls: 0.0406, recall@thr=0.5: 0.7031, prec@thr=0.5: 0.7769, recall@top3: 0.8097, prec@top3: 0.6561, recall@top5: 0.9295, prec@top5: 0.4640, loss: 0.0406, grad_norm: 0.1401 2020-11-26 18:10:18,145 - mmaction - INFO - Epoch [15][520/1441] lr: 2.000e-02, eta: 2:17:00, time: 0.974, data_time: 0.001, memory: 10785, loss_action_cls: 0.0387, recall@thr=0.5: 0.7183, prec@thr=0.5: 0.7885, recall@top3: 0.8224, prec@top3: 0.6605, recall@top5: 0.9411, prec@top5: 0.4653, loss: 0.0387, grad_norm: 0.1393 2020-11-26 18:10:37,693 - mmaction - INFO - Epoch [15][540/1441] lr: 2.000e-02, eta: 2:16:39, time: 0.977, data_time: 0.001, memory: 10785, loss_action_cls: 0.0399, recall@thr=0.5: 0.6957, prec@thr=0.5: 0.7861, recall@top3: 0.8089, prec@top3: 0.6615, recall@top5: 0.9346, prec@top5: 0.4699, loss: 0.0399, grad_norm: 0.1452 2020-11-26 18:10:57,232 - mmaction - INFO - Epoch [15][560/1441] lr: 2.000e-02, eta: 2:16:19, time: 0.977, data_time: 0.001, memory: 10785, loss_action_cls: 0.0393, recall@thr=0.5: 0.7138, prec@thr=0.5: 0.7839, recall@top3: 0.8142, prec@top3: 0.6663, recall@top5: 0.9377, prec@top5: 0.4713, loss: 0.0393, grad_norm: 0.1465 2020-11-26 18:11:16,834 - mmaction - INFO - Epoch [15][580/1441] lr: 2.000e-02, eta: 2:15:58, time: 0.980, data_time: 0.001, memory: 10785, loss_action_cls: 0.0407, recall@thr=0.5: 0.6865, prec@thr=0.5: 0.7687, recall@top3: 0.8034, prec@top3: 0.6528, recall@top5: 0.9260, prec@top5: 0.4620, loss: 0.0407, grad_norm: 0.1517 2020-11-26 18:11:36,530 - mmaction - INFO - Epoch [15][600/1441] lr: 2.000e-02, eta: 2:15:38, time: 0.985, data_time: 0.001, memory: 10785, loss_action_cls: 0.0399, recall@thr=0.5: 0.7021, prec@thr=0.5: 0.7837, recall@top3: 0.8072, prec@top3: 0.6628, recall@top5: 0.9291, prec@top5: 0.4675, loss: 0.0399, grad_norm: 0.1429 2020-11-26 18:11:56,100 - mmaction - INFO - Epoch [15][620/1441] lr: 2.000e-02, eta: 2:15:17, time: 0.978, data_time: 0.001, memory: 10785, loss_action_cls: 0.0416, recall@thr=0.5: 0.6891, prec@thr=0.5: 0.7770, recall@top3: 0.8028, prec@top3: 0.6608, recall@top5: 0.9255, prec@top5: 0.4663, loss: 0.0416, grad_norm: 0.1434 2020-11-26 18:12:15,500 - mmaction - INFO - Epoch [15][640/1441] lr: 2.000e-02, eta: 2:14:56, time: 0.970, data_time: 0.001, memory: 10785, loss_action_cls: 0.0377, recall@thr=0.5: 0.7218, prec@thr=0.5: 0.7962, recall@top3: 0.8205, prec@top3: 0.6637, recall@top5: 0.9396, prec@top5: 0.4667, loss: 0.0377, grad_norm: 0.1368 2020-11-26 18:12:35,049 - mmaction - INFO - Epoch [15][660/1441] lr: 2.000e-02, eta: 2:14:36, time: 0.977, data_time: 0.000, memory: 10785, loss_action_cls: 0.0417, recall@thr=0.5: 0.6914, prec@thr=0.5: 0.7741, recall@top3: 0.8022, prec@top3: 0.6564, recall@top5: 0.9293, prec@top5: 0.4649, loss: 0.0417, grad_norm: 0.1444 2020-11-26 18:12:54,589 - mmaction - INFO - Epoch [15][680/1441] lr: 2.000e-02, eta: 2:14:15, time: 0.977, data_time: 0.001, memory: 10785, loss_action_cls: 0.0395, recall@thr=0.5: 0.7141, prec@thr=0.5: 0.7840, recall@top3: 0.8158, prec@top3: 0.6613, recall@top5: 0.9330, prec@top5: 0.4662, loss: 0.0395, grad_norm: 0.1449 2020-11-26 18:13:14,195 - mmaction - INFO - Epoch [15][700/1441] lr: 2.000e-02, eta: 2:13:55, time: 0.980, data_time: 0.000, memory: 10785, loss_action_cls: 0.0401, recall@thr=0.5: 0.7034, prec@thr=0.5: 0.7825, recall@top3: 0.8079, prec@top3: 0.6637, recall@top5: 0.9300, prec@top5: 0.4695, loss: 0.0401, grad_norm: 0.1442 2020-11-26 18:13:33,720 - mmaction - INFO - Epoch [15][720/1441] lr: 2.000e-02, eta: 2:13:34, time: 0.976, data_time: 0.001, memory: 10785, loss_action_cls: 0.0400, recall@thr=0.5: 0.7021, prec@thr=0.5: 0.7822, recall@top3: 0.8047, prec@top3: 0.6594, recall@top5: 0.9295, prec@top5: 0.4656, loss: 0.0400, grad_norm: 0.1467 2020-11-26 18:13:53,268 - mmaction - INFO - Epoch [15][740/1441] lr: 2.000e-02, eta: 2:13:13, time: 0.977, data_time: 0.001, memory: 10785, loss_action_cls: 0.0405, recall@thr=0.5: 0.7135, prec@thr=0.5: 0.7828, recall@top3: 0.8055, prec@top3: 0.6643, recall@top5: 0.9309, prec@top5: 0.4715, loss: 0.0405, grad_norm: 0.1445 2020-11-26 18:14:12,818 - mmaction - INFO - Epoch [15][760/1441] lr: 2.000e-02, eta: 2:12:53, time: 0.978, data_time: 0.001, memory: 10785, loss_action_cls: 0.0390, recall@thr=0.5: 0.7119, prec@thr=0.5: 0.7901, recall@top3: 0.8188, prec@top3: 0.6696, recall@top5: 0.9347, prec@top5: 0.4675, loss: 0.0390, grad_norm: 0.1438 2020-11-26 18:14:32,388 - mmaction - INFO - Epoch [15][780/1441] lr: 2.000e-02, eta: 2:12:32, time: 0.978, data_time: 0.001, memory: 10785, loss_action_cls: 0.0393, recall@thr=0.5: 0.7254, prec@thr=0.5: 0.7875, recall@top3: 0.8137, prec@top3: 0.6763, recall@top5: 0.9372, prec@top5: 0.4787, loss: 0.0393, grad_norm: 0.1435 2020-11-26 18:14:51,880 - mmaction - INFO - Epoch [15][800/1441] lr: 2.000e-02, eta: 2:12:12, time: 0.975, data_time: 0.001, memory: 10785, loss_action_cls: 0.0410, recall@thr=0.5: 0.6940, prec@thr=0.5: 0.7731, recall@top3: 0.8072, prec@top3: 0.6602, recall@top5: 0.9309, prec@top5: 0.4697, loss: 0.0410, grad_norm: 0.1502 2020-11-26 18:15:11,463 - mmaction - INFO - Epoch [15][820/1441] lr: 2.000e-02, eta: 2:11:51, time: 0.979, data_time: 0.000, memory: 10785, loss_action_cls: 0.0399, recall@thr=0.5: 0.7053, prec@thr=0.5: 0.7824, recall@top3: 0.8106, prec@top3: 0.6673, recall@top5: 0.9359, prec@top5: 0.4742, loss: 0.0399, grad_norm: 0.1433 2020-11-26 18:15:30,899 - mmaction - INFO - Epoch [15][840/1441] lr: 2.000e-02, eta: 2:11:31, time: 0.972, data_time: 0.001, memory: 10785, loss_action_cls: 0.0394, recall@thr=0.5: 0.7221, prec@thr=0.5: 0.7994, recall@top3: 0.8196, prec@top3: 0.6717, recall@top5: 0.9303, prec@top5: 0.4695, loss: 0.0394, grad_norm: 0.1444 2020-11-26 18:15:50,380 - mmaction - INFO - Epoch [15][860/1441] lr: 2.000e-02, eta: 2:11:10, time: 0.974, data_time: 0.001, memory: 10785, loss_action_cls: 0.0386, recall@thr=0.5: 0.7075, prec@thr=0.5: 0.7883, recall@top3: 0.8101, prec@top3: 0.6654, recall@top5: 0.9364, prec@top5: 0.4721, loss: 0.0386, grad_norm: 0.1417 2020-11-26 18:16:09,859 - mmaction - INFO - Epoch [15][880/1441] lr: 2.000e-02, eta: 2:10:49, time: 0.974, data_time: 0.001, memory: 10785, loss_action_cls: 0.0394, recall@thr=0.5: 0.7216, prec@thr=0.5: 0.7841, recall@top3: 0.8124, prec@top3: 0.6698, recall@top5: 0.9333, prec@top5: 0.4741, loss: 0.0394, grad_norm: 0.1449 2020-11-26 18:16:29,397 - mmaction - INFO - Epoch [15][900/1441] lr: 2.000e-02, eta: 2:10:29, time: 0.977, data_time: 0.001, memory: 10785, loss_action_cls: 0.0390, recall@thr=0.5: 0.7067, prec@thr=0.5: 0.7822, recall@top3: 0.8175, prec@top3: 0.6646, recall@top5: 0.9337, prec@top5: 0.4681, loss: 0.0390, grad_norm: 0.1460 2020-11-26 18:16:48,973 - mmaction - INFO - Epoch [15][920/1441] lr: 2.000e-02, eta: 2:10:08, time: 0.979, data_time: 0.001, memory: 10785, loss_action_cls: 0.0391, recall@thr=0.5: 0.7268, prec@thr=0.5: 0.7928, recall@top3: 0.8191, prec@top3: 0.6786, recall@top5: 0.9379, prec@top5: 0.4785, loss: 0.0391, grad_norm: 0.1455 2020-11-26 18:17:08,486 - mmaction - INFO - Epoch [15][940/1441] lr: 2.000e-02, eta: 2:09:48, time: 0.976, data_time: 0.001, memory: 10785, loss_action_cls: 0.0388, recall@thr=0.5: 0.7095, prec@thr=0.5: 0.7860, recall@top3: 0.8082, prec@top3: 0.6580, recall@top5: 0.9317, prec@top5: 0.4647, loss: 0.0388, grad_norm: 0.1457 2020-11-26 18:17:28,007 - mmaction - INFO - Epoch [15][960/1441] lr: 2.000e-02, eta: 2:09:27, time: 0.976, data_time: 0.001, memory: 10785, loss_action_cls: 0.0401, recall@thr=0.5: 0.7040, prec@thr=0.5: 0.7821, recall@top3: 0.8041, prec@top3: 0.6714, recall@top5: 0.9306, prec@top5: 0.4775, loss: 0.0401, grad_norm: 0.1472 2020-11-26 18:17:47,528 - mmaction - INFO - Epoch [15][980/1441] lr: 2.000e-02, eta: 2:09:07, time: 0.977, data_time: 0.001, memory: 10785, loss_action_cls: 0.0408, recall@thr=0.5: 0.6932, prec@thr=0.5: 0.7837, recall@top3: 0.7978, prec@top3: 0.6506, recall@top5: 0.9275, prec@top5: 0.4656, loss: 0.0408, grad_norm: 0.1460 2020-11-26 18:18:07,129 - mmaction - INFO - Epoch [15][1000/1441] lr: 2.000e-02, eta: 2:08:46, time: 0.980, data_time: 0.000, memory: 10785, loss_action_cls: 0.0387, recall@thr=0.5: 0.7188, prec@thr=0.5: 0.7881, recall@top3: 0.8133, prec@top3: 0.6727, recall@top5: 0.9386, prec@top5: 0.4759, loss: 0.0387, grad_norm: 0.1457 2020-11-26 18:18:26,681 - mmaction - INFO - Epoch [15][1020/1441] lr: 2.000e-02, eta: 2:08:26, time: 0.978, data_time: 0.000, memory: 10785, loss_action_cls: 0.0401, recall@thr=0.5: 0.7184, prec@thr=0.5: 0.7836, recall@top3: 0.8092, prec@top3: 0.6672, recall@top5: 0.9303, prec@top5: 0.4709, loss: 0.0401, grad_norm: 0.1457 2020-11-26 18:18:46,130 - mmaction - INFO - Epoch [15][1040/1441] lr: 2.000e-02, eta: 2:08:05, time: 0.972, data_time: 0.000, memory: 10785, loss_action_cls: 0.0407, recall@thr=0.5: 0.6895, prec@thr=0.5: 0.7664, recall@top3: 0.8037, prec@top3: 0.6571, recall@top5: 0.9273, prec@top5: 0.4667, loss: 0.0407, grad_norm: 0.1473 2020-11-26 18:19:05,781 - mmaction - INFO - Epoch [15][1060/1441] lr: 2.000e-02, eta: 2:07:44, time: 0.982, data_time: 0.000, memory: 10785, loss_action_cls: 0.0403, recall@thr=0.5: 0.6947, prec@thr=0.5: 0.7752, recall@top3: 0.8062, prec@top3: 0.6600, recall@top5: 0.9357, prec@top5: 0.4692, loss: 0.0403, grad_norm: 0.1464 2020-11-26 18:19:25,420 - mmaction - INFO - Epoch [15][1080/1441] lr: 2.000e-02, eta: 2:07:24, time: 0.982, data_time: 0.001, memory: 10785, loss_action_cls: 0.0400, recall@thr=0.5: 0.7133, prec@thr=0.5: 0.7761, recall@top3: 0.8142, prec@top3: 0.6646, recall@top5: 0.9276, prec@top5: 0.4661, loss: 0.0400, grad_norm: 0.1500 2020-11-26 18:19:44,879 - mmaction - INFO - Epoch [15][1100/1441] lr: 2.000e-02, eta: 2:07:03, time: 0.973, data_time: 0.001, memory: 10785, loss_action_cls: 0.0409, recall@thr=0.5: 0.7010, prec@thr=0.5: 0.7826, recall@top3: 0.8081, prec@top3: 0.6514, recall@top5: 0.9219, prec@top5: 0.4579, loss: 0.0409, grad_norm: 0.1513 2020-11-26 18:20:04,481 - mmaction - INFO - Epoch [15][1120/1441] lr: 2.000e-02, eta: 2:06:43, time: 0.980, data_time: 0.001, memory: 10785, loss_action_cls: 0.0396, recall@thr=0.5: 0.7082, prec@thr=0.5: 0.7793, recall@top3: 0.8054, prec@top3: 0.6625, recall@top5: 0.9341, prec@top5: 0.4710, loss: 0.0396, grad_norm: 0.1466 2020-11-26 18:20:23,972 - mmaction - INFO - Epoch [15][1140/1441] lr: 2.000e-02, eta: 2:06:22, time: 0.974, data_time: 0.001, memory: 10785, loss_action_cls: 0.0385, recall@thr=0.5: 0.7143, prec@thr=0.5: 0.7947, recall@top3: 0.8215, prec@top3: 0.6643, recall@top5: 0.9379, prec@top5: 0.4682, loss: 0.0385, grad_norm: 0.1409 2020-11-26 18:20:43,506 - mmaction - INFO - Epoch [15][1160/1441] lr: 2.000e-02, eta: 2:06:02, time: 0.977, data_time: 0.001, memory: 10785, loss_action_cls: 0.0392, recall@thr=0.5: 0.7093, prec@thr=0.5: 0.7952, recall@top3: 0.8144, prec@top3: 0.6646, recall@top5: 0.9344, prec@top5: 0.4702, loss: 0.0392, grad_norm: 0.1427 2020-11-26 18:21:03,030 - mmaction - INFO - Epoch [15][1180/1441] lr: 2.000e-02, eta: 2:05:41, time: 0.976, data_time: 0.001, memory: 10785, loss_action_cls: 0.0397, recall@thr=0.5: 0.7123, prec@thr=0.5: 0.7829, recall@top3: 0.8095, prec@top3: 0.6624, recall@top5: 0.9294, prec@top5: 0.4660, loss: 0.0397, grad_norm: 0.1477 2020-11-26 18:21:22,549 - mmaction - INFO - Epoch [15][1200/1441] lr: 2.000e-02, eta: 2:05:21, time: 0.976, data_time: 0.001, memory: 10785, loss_action_cls: 0.0401, recall@thr=0.5: 0.7015, prec@thr=0.5: 0.7832, recall@top3: 0.8110, prec@top3: 0.6596, recall@top5: 0.9276, prec@top5: 0.4644, loss: 0.0401, grad_norm: 0.1488 2020-11-26 18:21:42,090 - mmaction - INFO - Epoch [15][1220/1441] lr: 2.000e-02, eta: 2:05:00, time: 0.977, data_time: 0.000, memory: 10785, loss_action_cls: 0.0398, recall@thr=0.5: 0.7099, prec@thr=0.5: 0.7829, recall@top3: 0.8107, prec@top3: 0.6714, recall@top5: 0.9316, prec@top5: 0.4724, loss: 0.0398, grad_norm: 0.1454 2020-11-26 18:22:01,637 - mmaction - INFO - Epoch [15][1240/1441] lr: 2.000e-02, eta: 2:04:40, time: 0.977, data_time: 0.001, memory: 10785, loss_action_cls: 0.0401, recall@thr=0.5: 0.7084, prec@thr=0.5: 0.7790, recall@top3: 0.8122, prec@top3: 0.6652, recall@top5: 0.9332, prec@top5: 0.4697, loss: 0.0401, grad_norm: 0.1372 2020-11-26 18:22:21,109 - mmaction - INFO - Epoch [15][1260/1441] lr: 2.000e-02, eta: 2:04:19, time: 0.974, data_time: 0.001, memory: 10785, loss_action_cls: 0.0394, recall@thr=0.5: 0.7078, prec@thr=0.5: 0.7852, recall@top3: 0.8134, prec@top3: 0.6665, recall@top5: 0.9287, prec@top5: 0.4682, loss: 0.0394, grad_norm: 0.1513 2020-11-26 18:22:40,810 - mmaction - INFO - Epoch [15][1280/1441] lr: 2.000e-02, eta: 2:03:59, time: 0.985, data_time: 0.001, memory: 10785, loss_action_cls: 0.0385, recall@thr=0.5: 0.7130, prec@thr=0.5: 0.7892, recall@top3: 0.8147, prec@top3: 0.6515, recall@top5: 0.9345, prec@top5: 0.4594, loss: 0.0385, grad_norm: 0.1422 2020-11-26 18:23:00,361 - mmaction - INFO - Epoch [15][1300/1441] lr: 2.000e-02, eta: 2:03:38, time: 0.978, data_time: 0.001, memory: 10785, loss_action_cls: 0.0397, recall@thr=0.5: 0.7052, prec@thr=0.5: 0.7890, recall@top3: 0.8117, prec@top3: 0.6634, recall@top5: 0.9302, prec@top5: 0.4664, loss: 0.0397, grad_norm: 0.1433 2020-11-26 18:23:19,986 - mmaction - INFO - Epoch [15][1320/1441] lr: 2.000e-02, eta: 2:03:18, time: 0.982, data_time: 0.001, memory: 10785, loss_action_cls: 0.0405, recall@thr=0.5: 0.7114, prec@thr=0.5: 0.7789, recall@top3: 0.8020, prec@top3: 0.6812, recall@top5: 0.9270, prec@top5: 0.4826, loss: 0.0405, grad_norm: 0.1476 2020-11-26 18:23:39,657 - mmaction - INFO - Epoch [15][1340/1441] lr: 2.000e-02, eta: 2:02:57, time: 0.983, data_time: 0.000, memory: 10785, loss_action_cls: 0.0401, recall@thr=0.5: 0.6973, prec@thr=0.5: 0.7760, recall@top3: 0.7983, prec@top3: 0.6557, recall@top5: 0.9283, prec@top5: 0.4686, loss: 0.0401, grad_norm: 0.1464 2020-11-26 18:23:59,074 - mmaction - INFO - Epoch [15][1360/1441] lr: 2.000e-02, eta: 2:02:37, time: 0.971, data_time: 0.001, memory: 10785, loss_action_cls: 0.0390, recall@thr=0.5: 0.7095, prec@thr=0.5: 0.7858, recall@top3: 0.8199, prec@top3: 0.6733, recall@top5: 0.9357, prec@top5: 0.4724, loss: 0.0390, grad_norm: 0.1462 2020-11-26 18:24:18,641 - mmaction - INFO - Epoch [15][1380/1441] lr: 2.000e-02, eta: 2:02:16, time: 0.978, data_time: 0.001, memory: 10785, loss_action_cls: 0.0407, recall@thr=0.5: 0.6849, prec@thr=0.5: 0.7640, recall@top3: 0.7954, prec@top3: 0.6496, recall@top5: 0.9238, prec@top5: 0.4620, loss: 0.0407, grad_norm: 0.1538 2020-11-26 18:24:38,232 - mmaction - INFO - Epoch [15][1400/1441] lr: 2.000e-02, eta: 2:01:56, time: 0.980, data_time: 0.001, memory: 10785, loss_action_cls: 0.0406, recall@thr=0.5: 0.7055, prec@thr=0.5: 0.7817, recall@top3: 0.8018, prec@top3: 0.6659, recall@top5: 0.9321, prec@top5: 0.4750, loss: 0.0406, grad_norm: 0.1458 2020-11-26 18:24:57,735 - mmaction - INFO - Epoch [15][1420/1441] lr: 2.000e-02, eta: 2:01:35, time: 0.975, data_time: 0.001, memory: 10785, loss_action_cls: 0.0414, recall@thr=0.5: 0.6994, prec@thr=0.5: 0.7730, recall@top3: 0.8025, prec@top3: 0.6544, recall@top5: 0.9242, prec@top5: 0.4636, loss: 0.0414, grad_norm: 0.1464 2020-11-26 18:25:17,190 - mmaction - INFO - Epoch [15][1440/1441] lr: 2.000e-02, eta: 2:01:15, time: 0.973, data_time: 0.001, memory: 10785, loss_action_cls: 0.0406, recall@thr=0.5: 0.7056, prec@thr=0.5: 0.7771, recall@top3: 0.8006, prec@top3: 0.6624, recall@top5: 0.9298, prec@top5: 0.4719, loss: 0.0406, grad_norm: 0.1452 2020-11-26 18:25:21,347 - mmaction - INFO - Saving checkpoint at 15 epochs 2020-11-26 18:30:17,066 - mmaction - INFO - Evaluating proposal ... 2020-11-26 18:31:25,651 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-26 18:31:25,651 - mmaction - INFO - Evaluating bbox ... 2020-11-26 18:39:55,955 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.1998 2020-11-26 18:39:57,037 - mmaction - INFO - Epoch(val) [15][1441] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.1998 2020-11-26 18:40:59,916 - mmaction - INFO - Epoch [16][20/1441] lr: 2.000e-03, eta: 2:01:12, time: 3.143, data_time: 2.187, memory: 10785, loss_action_cls: 0.0397, recall@thr=0.5: 0.6950, prec@thr=0.5: 0.7824, recall@top3: 0.8053, prec@top3: 0.6659, recall@top5: 0.9275, prec@top5: 0.4709, loss: 0.0397, grad_norm: 0.1402 2020-11-26 18:41:19,128 - mmaction - INFO - Epoch [16][40/1441] lr: 2.000e-03, eta: 2:00:52, time: 0.960, data_time: 0.003, memory: 10785, loss_action_cls: 0.0391, recall@thr=0.5: 0.7141, prec@thr=0.5: 0.7950, recall@top3: 0.8193, prec@top3: 0.6618, recall@top5: 0.9341, prec@top5: 0.4631, loss: 0.0391, grad_norm: 0.1429 2020-11-26 18:41:38,262 - mmaction - INFO - Epoch [16][60/1441] lr: 2.000e-03, eta: 2:00:31, time: 0.957, data_time: 0.002, memory: 10785, loss_action_cls: 0.0402, recall@thr=0.5: 0.7022, prec@thr=0.5: 0.7819, recall@top3: 0.8088, prec@top3: 0.6681, recall@top5: 0.9339, prec@top5: 0.4750, loss: 0.0402, grad_norm: 0.1413 2020-11-26 18:41:57,453 - mmaction - INFO - Epoch [16][80/1441] lr: 2.000e-03, eta: 2:00:10, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0392, recall@thr=0.5: 0.7098, prec@thr=0.5: 0.7869, recall@top3: 0.8099, prec@top3: 0.6667, recall@top5: 0.9314, prec@top5: 0.4713, loss: 0.0392, grad_norm: 0.1398 2020-11-26 18:42:16,792 - mmaction - INFO - Epoch [16][100/1441] lr: 2.000e-03, eta: 1:59:50, time: 0.967, data_time: 0.000, memory: 10785, loss_action_cls: 0.0401, recall@thr=0.5: 0.7088, prec@thr=0.5: 0.7908, recall@top3: 0.8134, prec@top3: 0.6652, recall@top5: 0.9291, prec@top5: 0.4676, loss: 0.0401, grad_norm: 0.1439 2020-11-26 18:42:36,010 - mmaction - INFO - Epoch [16][120/1441] lr: 2.000e-03, eta: 1:59:29, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0387, recall@thr=0.5: 0.7215, prec@thr=0.5: 0.7971, recall@top3: 0.8206, prec@top3: 0.6640, recall@top5: 0.9392, prec@top5: 0.4675, loss: 0.0387, grad_norm: 0.1399 2020-11-26 18:42:55,382 - mmaction - INFO - Epoch [16][140/1441] lr: 2.000e-03, eta: 1:59:08, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0396, recall@thr=0.5: 0.7127, prec@thr=0.5: 0.7974, recall@top3: 0.8232, prec@top3: 0.6701, recall@top5: 0.9379, prec@top5: 0.4704, loss: 0.0396, grad_norm: 0.1428 2020-11-26 18:43:14,591 - mmaction - INFO - Epoch [16][160/1441] lr: 2.000e-03, eta: 1:58:48, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0386, recall@thr=0.5: 0.7076, prec@thr=0.5: 0.7876, recall@top3: 0.8135, prec@top3: 0.6698, recall@top5: 0.9333, prec@top5: 0.4733, loss: 0.0386, grad_norm: 0.1381 2020-11-26 18:43:33,755 - mmaction - INFO - Epoch [16][180/1441] lr: 2.000e-03, eta: 1:58:27, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0392, recall@thr=0.5: 0.7219, prec@thr=0.5: 0.7890, recall@top3: 0.8136, prec@top3: 0.6565, recall@top5: 0.9323, prec@top5: 0.4618, loss: 0.0392, grad_norm: 0.1386 2020-11-26 18:43:52,949 - mmaction - INFO - Epoch [16][200/1441] lr: 2.000e-03, eta: 1:58:06, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0401, recall@thr=0.5: 0.7014, prec@thr=0.5: 0.7840, recall@top3: 0.8143, prec@top3: 0.6683, recall@top5: 0.9336, prec@top5: 0.4702, loss: 0.0401, grad_norm: 0.1457 2020-11-26 18:44:12,262 - mmaction - INFO - Epoch [16][220/1441] lr: 2.000e-03, eta: 1:57:46, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0409, recall@thr=0.5: 0.7069, prec@thr=0.5: 0.7946, recall@top3: 0.8107, prec@top3: 0.6615, recall@top5: 0.9283, prec@top5: 0.4654, loss: 0.0409, grad_norm: 0.1439 2020-11-26 18:44:31,494 - mmaction - INFO - Epoch [16][240/1441] lr: 2.000e-03, eta: 1:57:25, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0385, recall@thr=0.5: 0.7027, prec@thr=0.5: 0.7912, recall@top3: 0.8175, prec@top3: 0.6686, recall@top5: 0.9375, prec@top5: 0.4716, loss: 0.0385, grad_norm: 0.1420 2020-11-26 18:44:50,743 - mmaction - INFO - Epoch [16][260/1441] lr: 2.000e-03, eta: 1:57:04, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0397, recall@thr=0.5: 0.7126, prec@thr=0.5: 0.7875, recall@top3: 0.8184, prec@top3: 0.6672, recall@top5: 0.9400, prec@top5: 0.4720, loss: 0.0397, grad_norm: 0.1398 2020-11-26 18:45:10,055 - mmaction - INFO - Epoch [16][280/1441] lr: 2.000e-03, eta: 1:56:44, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0389, recall@thr=0.5: 0.7123, prec@thr=0.5: 0.7842, recall@top3: 0.8099, prec@top3: 0.6641, recall@top5: 0.9332, prec@top5: 0.4687, loss: 0.0389, grad_norm: 0.1498 2020-11-26 18:45:29,337 - mmaction - INFO - Epoch [16][300/1441] lr: 2.000e-03, eta: 1:56:23, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0406, recall@thr=0.5: 0.7103, prec@thr=0.5: 0.7785, recall@top3: 0.8188, prec@top3: 0.6693, recall@top5: 0.9319, prec@top5: 0.4702, loss: 0.0406, grad_norm: 0.1430 2020-11-26 18:45:48,531 - mmaction - INFO - Epoch [16][320/1441] lr: 2.000e-03, eta: 1:56:02, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0388, recall@thr=0.5: 0.7158, prec@thr=0.5: 0.7889, recall@top3: 0.8196, prec@top3: 0.6710, recall@top5: 0.9374, prec@top5: 0.4729, loss: 0.0388, grad_norm: 0.1420 2020-11-26 18:46:07,693 - mmaction - INFO - Epoch [16][340/1441] lr: 2.000e-03, eta: 1:55:42, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0394, recall@thr=0.5: 0.7122, prec@thr=0.5: 0.7771, recall@top3: 0.8184, prec@top3: 0.6607, recall@top5: 0.9293, prec@top5: 0.4614, loss: 0.0394, grad_norm: 0.1385 2020-11-26 18:46:26,985 - mmaction - INFO - Epoch [16][360/1441] lr: 2.000e-03, eta: 1:55:21, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0398, recall@thr=0.5: 0.7031, prec@thr=0.5: 0.7848, recall@top3: 0.8165, prec@top3: 0.6625, recall@top5: 0.9355, prec@top5: 0.4654, loss: 0.0398, grad_norm: 0.1431 2020-11-26 18:46:46,224 - mmaction - INFO - Epoch [16][380/1441] lr: 2.000e-03, eta: 1:55:00, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0382, recall@thr=0.5: 0.7136, prec@thr=0.5: 0.7882, recall@top3: 0.8220, prec@top3: 0.6658, recall@top5: 0.9405, prec@top5: 0.4685, loss: 0.0382, grad_norm: 0.1450 2020-11-26 18:47:05,410 - mmaction - INFO - Epoch [16][400/1441] lr: 2.000e-03, eta: 1:54:40, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0383, recall@thr=0.5: 0.7059, prec@thr=0.5: 0.7716, recall@top3: 0.8138, prec@top3: 0.6574, recall@top5: 0.9375, prec@top5: 0.4666, loss: 0.0383, grad_norm: 0.1492 2020-11-26 18:47:24,696 - mmaction - INFO - Epoch [16][420/1441] lr: 2.000e-03, eta: 1:54:19, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0384, recall@thr=0.5: 0.7102, prec@thr=0.5: 0.7794, recall@top3: 0.8160, prec@top3: 0.6624, recall@top5: 0.9380, prec@top5: 0.4704, loss: 0.0384, grad_norm: 0.1426 2020-11-26 18:47:43,936 - mmaction - INFO - Epoch [16][440/1441] lr: 2.000e-03, eta: 1:53:59, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0406, recall@thr=0.5: 0.7028, prec@thr=0.5: 0.7823, recall@top3: 0.7996, prec@top3: 0.6638, recall@top5: 0.9280, prec@top5: 0.4728, loss: 0.0406, grad_norm: 0.1507 2020-11-26 18:48:03,282 - mmaction - INFO - Epoch [16][460/1441] lr: 2.000e-03, eta: 1:53:38, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0379, recall@thr=0.5: 0.7187, prec@thr=0.5: 0.8015, recall@top3: 0.8113, prec@top3: 0.6718, recall@top5: 0.9355, prec@top5: 0.4753, loss: 0.0379, grad_norm: 0.1422 2020-11-26 18:48:22,486 - mmaction - INFO - Epoch [16][480/1441] lr: 2.000e-03, eta: 1:53:17, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0397, recall@thr=0.5: 0.7150, prec@thr=0.5: 0.7833, recall@top3: 0.8176, prec@top3: 0.6765, recall@top5: 0.9376, prec@top5: 0.4764, loss: 0.0397, grad_norm: 0.1400 2020-11-26 18:48:41,684 - mmaction - INFO - Epoch [16][500/1441] lr: 2.000e-03, eta: 1:52:57, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0399, recall@thr=0.5: 0.7167, prec@thr=0.5: 0.7887, recall@top3: 0.8054, prec@top3: 0.6687, recall@top5: 0.9362, prec@top5: 0.4767, loss: 0.0399, grad_norm: 0.1462 2020-11-26 18:49:00,963 - mmaction - INFO - Epoch [16][520/1441] lr: 2.000e-03, eta: 1:52:36, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0382, recall@thr=0.5: 0.7197, prec@thr=0.5: 0.7840, recall@top3: 0.8197, prec@top3: 0.6582, recall@top5: 0.9320, prec@top5: 0.4604, loss: 0.0382, grad_norm: 0.1434 2020-11-26 18:49:20,140 - mmaction - INFO - Epoch [16][540/1441] lr: 2.000e-03, eta: 1:52:15, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0395, recall@thr=0.5: 0.7034, prec@thr=0.5: 0.7886, recall@top3: 0.8131, prec@top3: 0.6669, recall@top5: 0.9316, prec@top5: 0.4678, loss: 0.0395, grad_norm: 0.1489 2020-11-26 18:49:39,588 - mmaction - INFO - Epoch [16][560/1441] lr: 2.000e-03, eta: 1:51:55, time: 0.972, data_time: 0.001, memory: 10785, loss_action_cls: 0.0390, recall@thr=0.5: 0.7162, prec@thr=0.5: 0.7891, recall@top3: 0.8172, prec@top3: 0.6632, recall@top5: 0.9345, prec@top5: 0.4656, loss: 0.0390, grad_norm: 0.1434 2020-11-26 18:49:58,846 - mmaction - INFO - Epoch [16][580/1441] lr: 2.000e-03, eta: 1:51:34, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0400, recall@thr=0.5: 0.7068, prec@thr=0.5: 0.7847, recall@top3: 0.8107, prec@top3: 0.6582, recall@top5: 0.9293, prec@top5: 0.4639, loss: 0.0400, grad_norm: 0.1485 2020-11-26 18:50:18,118 - mmaction - INFO - Epoch [16][600/1441] lr: 2.000e-03, eta: 1:51:14, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0406, recall@thr=0.5: 0.7058, prec@thr=0.5: 0.7921, recall@top3: 0.8095, prec@top3: 0.6726, recall@top5: 0.9297, prec@top5: 0.4766, loss: 0.0406, grad_norm: 0.1474 2020-11-26 18:50:37,433 - mmaction - INFO - Epoch [16][620/1441] lr: 2.000e-03, eta: 1:50:53, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0387, recall@thr=0.5: 0.7153, prec@thr=0.5: 0.7849, recall@top3: 0.8182, prec@top3: 0.6696, recall@top5: 0.9321, prec@top5: 0.4687, loss: 0.0387, grad_norm: 0.1465 2020-11-26 18:50:56,608 - mmaction - INFO - Epoch [16][640/1441] lr: 2.000e-03, eta: 1:50:33, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0388, recall@thr=0.5: 0.7150, prec@thr=0.5: 0.7878, recall@top3: 0.8219, prec@top3: 0.6657, recall@top5: 0.9416, prec@top5: 0.4695, loss: 0.0388, grad_norm: 0.1411 2020-11-26 18:51:15,782 - mmaction - INFO - Epoch [16][660/1441] lr: 2.000e-03, eta: 1:50:12, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0399, recall@thr=0.5: 0.7160, prec@thr=0.5: 0.7886, recall@top3: 0.8175, prec@top3: 0.6633, recall@top5: 0.9374, prec@top5: 0.4691, loss: 0.0399, grad_norm: 0.1433 2020-11-26 18:51:34,980 - mmaction - INFO - Epoch [16][680/1441] lr: 2.000e-03, eta: 1:49:51, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0390, recall@thr=0.5: 0.7081, prec@thr=0.5: 0.7832, recall@top3: 0.8195, prec@top3: 0.6622, recall@top5: 0.9391, prec@top5: 0.4674, loss: 0.0390, grad_norm: 0.1475 2020-11-26 18:51:54,415 - mmaction - INFO - Epoch [16][700/1441] lr: 2.000e-03, eta: 1:49:31, time: 0.972, data_time: 0.000, memory: 10785, loss_action_cls: 0.0396, recall@thr=0.5: 0.7058, prec@thr=0.5: 0.7760, recall@top3: 0.8124, prec@top3: 0.6612, recall@top5: 0.9334, prec@top5: 0.4684, loss: 0.0396, grad_norm: 0.1514 2020-11-26 18:52:13,754 - mmaction - INFO - Epoch [16][720/1441] lr: 2.000e-03, eta: 1:49:10, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0387, recall@thr=0.5: 0.7162, prec@thr=0.5: 0.8017, recall@top3: 0.8177, prec@top3: 0.6777, recall@top5: 0.9380, prec@top5: 0.4775, loss: 0.0387, grad_norm: 0.1441 2020-11-26 18:52:33,101 - mmaction - INFO - Epoch [16][740/1441] lr: 2.000e-03, eta: 1:48:50, time: 0.967, data_time: 0.000, memory: 10785, loss_action_cls: 0.0402, recall@thr=0.5: 0.7116, prec@thr=0.5: 0.7807, recall@top3: 0.8093, prec@top3: 0.6589, recall@top5: 0.9275, prec@top5: 0.4612, loss: 0.0402, grad_norm: 0.1444 2020-11-26 18:52:52,475 - mmaction - INFO - Epoch [16][760/1441] lr: 2.000e-03, eta: 1:48:29, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0390, recall@thr=0.5: 0.7106, prec@thr=0.5: 0.7910, recall@top3: 0.8057, prec@top3: 0.6627, recall@top5: 0.9326, prec@top5: 0.4727, loss: 0.0390, grad_norm: 0.1511 2020-11-26 18:53:11,755 - mmaction - INFO - Epoch [16][780/1441] lr: 2.000e-03, eta: 1:48:09, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0389, recall@thr=0.5: 0.7129, prec@thr=0.5: 0.7930, recall@top3: 0.8130, prec@top3: 0.6633, recall@top5: 0.9350, prec@top5: 0.4685, loss: 0.0389, grad_norm: 0.1441 2020-11-26 18:53:31,034 - mmaction - INFO - Epoch [16][800/1441] lr: 2.000e-03, eta: 1:47:48, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0389, recall@thr=0.5: 0.7155, prec@thr=0.5: 0.7847, recall@top3: 0.8108, prec@top3: 0.6570, recall@top5: 0.9278, prec@top5: 0.4608, loss: 0.0389, grad_norm: 0.1436 2020-11-26 18:53:50,289 - mmaction - INFO - Epoch [16][820/1441] lr: 2.000e-03, eta: 1:47:28, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0392, recall@thr=0.5: 0.7054, prec@thr=0.5: 0.7874, recall@top3: 0.8166, prec@top3: 0.6751, recall@top5: 0.9376, prec@top5: 0.4758, loss: 0.0392, grad_norm: 0.1493 2020-11-26 18:54:09,582 - mmaction - INFO - Epoch [16][840/1441] lr: 2.000e-03, eta: 1:47:07, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0396, recall@thr=0.5: 0.7140, prec@thr=0.5: 0.7972, recall@top3: 0.8101, prec@top3: 0.6755, recall@top5: 0.9293, prec@top5: 0.4774, loss: 0.0396, grad_norm: 0.1428 2020-11-26 18:54:28,847 - mmaction - INFO - Epoch [16][860/1441] lr: 2.000e-03, eta: 1:46:46, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0399, recall@thr=0.5: 0.7152, prec@thr=0.5: 0.7889, recall@top3: 0.8140, prec@top3: 0.6696, recall@top5: 0.9321, prec@top5: 0.4725, loss: 0.0399, grad_norm: 0.1410 2020-11-26 18:54:48,142 - mmaction - INFO - Epoch [16][880/1441] lr: 2.000e-03, eta: 1:46:26, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0385, recall@thr=0.5: 0.7218, prec@thr=0.5: 0.7893, recall@top3: 0.8165, prec@top3: 0.6658, recall@top5: 0.9397, prec@top5: 0.4709, loss: 0.0385, grad_norm: 0.1420 2020-11-26 18:55:07,370 - mmaction - INFO - Epoch [16][900/1441] lr: 2.000e-03, eta: 1:46:05, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0395, recall@thr=0.5: 0.7081, prec@thr=0.5: 0.7831, recall@top3: 0.8071, prec@top3: 0.6709, recall@top5: 0.9339, prec@top5: 0.4773, loss: 0.0395, grad_norm: 0.1449 2020-11-26 18:55:26,568 - mmaction - INFO - Epoch [16][920/1441] lr: 2.000e-03, eta: 1:45:45, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0384, recall@thr=0.5: 0.7121, prec@thr=0.5: 0.7783, recall@top3: 0.8180, prec@top3: 0.6664, recall@top5: 0.9413, prec@top5: 0.4732, loss: 0.0384, grad_norm: 0.1433 2020-11-26 18:55:45,805 - mmaction - INFO - Epoch [16][940/1441] lr: 2.000e-03, eta: 1:45:24, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0385, recall@thr=0.5: 0.7160, prec@thr=0.5: 0.7891, recall@top3: 0.8149, prec@top3: 0.6727, recall@top5: 0.9323, prec@top5: 0.4735, loss: 0.0385, grad_norm: 0.1453 2020-11-26 18:56:05,129 - mmaction - INFO - Epoch [16][960/1441] lr: 2.000e-03, eta: 1:45:04, time: 0.966, data_time: 0.000, memory: 10785, loss_action_cls: 0.0398, recall@thr=0.5: 0.7056, prec@thr=0.5: 0.7830, recall@top3: 0.8103, prec@top3: 0.6591, recall@top5: 0.9308, prec@top5: 0.4648, loss: 0.0398, grad_norm: 0.1501 2020-11-26 18:56:24,397 - mmaction - INFO - Epoch [16][980/1441] lr: 2.000e-03, eta: 1:44:43, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0407, recall@thr=0.5: 0.7056, prec@thr=0.5: 0.7871, recall@top3: 0.8103, prec@top3: 0.6653, recall@top5: 0.9259, prec@top5: 0.4663, loss: 0.0407, grad_norm: 0.1469 2020-11-26 18:56:43,576 - mmaction - INFO - Epoch [16][1000/1441] lr: 2.000e-03, eta: 1:44:23, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0389, recall@thr=0.5: 0.7198, prec@thr=0.5: 0.7959, recall@top3: 0.8163, prec@top3: 0.6756, recall@top5: 0.9355, prec@top5: 0.4752, loss: 0.0389, grad_norm: 0.1442 2020-11-26 18:57:02,790 - mmaction - INFO - Epoch [16][1020/1441] lr: 2.000e-03, eta: 1:44:02, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0381, recall@thr=0.5: 0.7237, prec@thr=0.5: 0.7909, recall@top3: 0.8203, prec@top3: 0.6700, recall@top5: 0.9395, prec@top5: 0.4720, loss: 0.0381, grad_norm: 0.1396 2020-11-26 18:57:22,058 - mmaction - INFO - Epoch [16][1040/1441] lr: 2.000e-03, eta: 1:43:42, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0400, recall@thr=0.5: 0.7106, prec@thr=0.5: 0.7784, recall@top3: 0.8104, prec@top3: 0.6722, recall@top5: 0.9336, prec@top5: 0.4776, loss: 0.0400, grad_norm: 0.1438 2020-11-26 18:57:41,384 - mmaction - INFO - Epoch [16][1060/1441] lr: 2.000e-03, eta: 1:43:21, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0389, recall@thr=0.5: 0.7166, prec@thr=0.5: 0.7984, recall@top3: 0.8192, prec@top3: 0.6767, recall@top5: 0.9424, prec@top5: 0.4782, loss: 0.0389, grad_norm: 0.1384 2020-11-26 18:58:00,779 - mmaction - INFO - Epoch [16][1080/1441] lr: 2.000e-03, eta: 1:43:01, time: 0.969, data_time: 0.000, memory: 10785, loss_action_cls: 0.0388, recall@thr=0.5: 0.7204, prec@thr=0.5: 0.7877, recall@top3: 0.8151, prec@top3: 0.6718, recall@top5: 0.9357, prec@top5: 0.4718, loss: 0.0388, grad_norm: 0.1439 2020-11-26 18:58:20,091 - mmaction - INFO - Epoch [16][1100/1441] lr: 2.000e-03, eta: 1:42:40, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0403, recall@thr=0.5: 0.7079, prec@thr=0.5: 0.7754, recall@top3: 0.8109, prec@top3: 0.6622, recall@top5: 0.9334, prec@top5: 0.4693, loss: 0.0403, grad_norm: 0.1517 2020-11-26 18:58:39,443 - mmaction - INFO - Epoch [16][1120/1441] lr: 2.000e-03, eta: 1:42:20, time: 0.967, data_time: 0.000, memory: 10785, loss_action_cls: 0.0385, recall@thr=0.5: 0.7139, prec@thr=0.5: 0.7787, recall@top3: 0.8233, prec@top3: 0.6624, recall@top5: 0.9387, prec@top5: 0.4639, loss: 0.0385, grad_norm: 0.1447 2020-11-26 18:58:58,802 - mmaction - INFO - Epoch [16][1140/1441] lr: 2.000e-03, eta: 1:41:59, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0401, recall@thr=0.5: 0.7072, prec@thr=0.5: 0.7774, recall@top3: 0.8145, prec@top3: 0.6591, recall@top5: 0.9300, prec@top5: 0.4642, loss: 0.0401, grad_norm: 0.1451 2020-11-26 18:59:17,993 - mmaction - INFO - Epoch [16][1160/1441] lr: 2.000e-03, eta: 1:41:39, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0377, recall@thr=0.5: 0.7210, prec@thr=0.5: 0.7928, recall@top3: 0.8208, prec@top3: 0.6740, recall@top5: 0.9416, prec@top5: 0.4756, loss: 0.0377, grad_norm: 0.1457 2020-11-26 18:59:37,421 - mmaction - INFO - Epoch [16][1180/1441] lr: 2.000e-03, eta: 1:41:18, time: 0.971, data_time: 0.000, memory: 10785, loss_action_cls: 0.0392, recall@thr=0.5: 0.7179, prec@thr=0.5: 0.7912, recall@top3: 0.8174, prec@top3: 0.6696, recall@top5: 0.9360, prec@top5: 0.4713, loss: 0.0392, grad_norm: 0.1435 2020-11-26 18:59:56,622 - mmaction - INFO - Epoch [16][1200/1441] lr: 2.000e-03, eta: 1:40:58, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0387, recall@thr=0.5: 0.7001, prec@thr=0.5: 0.7813, recall@top3: 0.8092, prec@top3: 0.6653, recall@top5: 0.9314, prec@top5: 0.4709, loss: 0.0387, grad_norm: 0.1497 2020-11-26 19:00:15,808 - mmaction - INFO - Epoch [16][1220/1441] lr: 2.000e-03, eta: 1:40:37, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0402, recall@thr=0.5: 0.7052, prec@thr=0.5: 0.7862, recall@top3: 0.8061, prec@top3: 0.6624, recall@top5: 0.9353, prec@top5: 0.4697, loss: 0.0402, grad_norm: 0.1431 2020-11-26 19:00:35,104 - mmaction - INFO - Epoch [16][1240/1441] lr: 2.000e-03, eta: 1:40:17, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0397, recall@thr=0.5: 0.7134, prec@thr=0.5: 0.7879, recall@top3: 0.8167, prec@top3: 0.6711, recall@top5: 0.9359, prec@top5: 0.4718, loss: 0.0397, grad_norm: 0.1403 2020-11-26 19:00:54,322 - mmaction - INFO - Epoch [16][1260/1441] lr: 2.000e-03, eta: 1:39:56, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0398, recall@thr=0.5: 0.7171, prec@thr=0.5: 0.7885, recall@top3: 0.8181, prec@top3: 0.6761, recall@top5: 0.9320, prec@top5: 0.4740, loss: 0.0398, grad_norm: 0.1432 2020-11-26 19:01:13,560 - mmaction - INFO - Epoch [16][1280/1441] lr: 2.000e-03, eta: 1:39:36, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0388, recall@thr=0.5: 0.7202, prec@thr=0.5: 0.7842, recall@top3: 0.8153, prec@top3: 0.6543, recall@top5: 0.9318, prec@top5: 0.4606, loss: 0.0388, grad_norm: 0.1459 2020-11-26 19:01:32,788 - mmaction - INFO - Epoch [16][1300/1441] lr: 2.000e-03, eta: 1:39:15, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0404, recall@thr=0.5: 0.7004, prec@thr=0.5: 0.7723, recall@top3: 0.8074, prec@top3: 0.6624, recall@top5: 0.9316, prec@top5: 0.4682, loss: 0.0404, grad_norm: 0.1459 2020-11-26 19:01:52,062 - mmaction - INFO - Epoch [16][1320/1441] lr: 2.000e-03, eta: 1:38:55, time: 0.964, data_time: 0.000, memory: 10785, loss_action_cls: 0.0397, recall@thr=0.5: 0.7096, prec@thr=0.5: 0.7923, recall@top3: 0.8189, prec@top3: 0.6703, recall@top5: 0.9365, prec@top5: 0.4703, loss: 0.0397, grad_norm: 0.1494 2020-11-26 19:02:11,347 - mmaction - INFO - Epoch [16][1340/1441] lr: 2.000e-03, eta: 1:38:34, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0384, recall@thr=0.5: 0.7037, prec@thr=0.5: 0.7890, recall@top3: 0.8142, prec@top3: 0.6651, recall@top5: 0.9383, prec@top5: 0.4717, loss: 0.0384, grad_norm: 0.1454 2020-11-26 19:02:30,622 - mmaction - INFO - Epoch [16][1360/1441] lr: 2.000e-03, eta: 1:38:14, time: 0.964, data_time: 0.000, memory: 10785, loss_action_cls: 0.0380, recall@thr=0.5: 0.7200, prec@thr=0.5: 0.7883, recall@top3: 0.8156, prec@top3: 0.6673, recall@top5: 0.9365, prec@top5: 0.4715, loss: 0.0380, grad_norm: 0.1460 2020-11-26 19:02:49,778 - mmaction - INFO - Epoch [16][1380/1441] lr: 2.000e-03, eta: 1:37:53, time: 0.957, data_time: 0.000, memory: 10785, loss_action_cls: 0.0393, recall@thr=0.5: 0.7121, prec@thr=0.5: 0.7816, recall@top3: 0.8149, prec@top3: 0.6572, recall@top5: 0.9325, prec@top5: 0.4606, loss: 0.0393, grad_norm: 0.1474 2020-11-26 19:03:09,079 - mmaction - INFO - Epoch [16][1400/1441] lr: 2.000e-03, eta: 1:37:33, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0390, recall@thr=0.5: 0.7188, prec@thr=0.5: 0.7851, recall@top3: 0.8142, prec@top3: 0.6636, recall@top5: 0.9333, prec@top5: 0.4675, loss: 0.0390, grad_norm: 0.1468 2020-11-26 19:03:28,404 - mmaction - INFO - Epoch [16][1420/1441] lr: 2.000e-03, eta: 1:37:12, time: 0.966, data_time: 0.000, memory: 10785, loss_action_cls: 0.0379, recall@thr=0.5: 0.7127, prec@thr=0.5: 0.7877, recall@top3: 0.8153, prec@top3: 0.6746, recall@top5: 0.9366, prec@top5: 0.4763, loss: 0.0379, grad_norm: 0.1470 2020-11-26 19:03:47,587 - mmaction - INFO - Epoch [16][1440/1441] lr: 2.000e-03, eta: 1:36:52, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0377, recall@thr=0.5: 0.7156, prec@thr=0.5: 0.7913, recall@top3: 0.8197, prec@top3: 0.6610, recall@top5: 0.9379, prec@top5: 0.4651, loss: 0.0377, grad_norm: 0.1457 2020-11-26 19:03:50,354 - mmaction - INFO - Saving checkpoint at 16 epochs 2020-11-26 19:08:26,814 - mmaction - INFO - Evaluating proposal ... 2020-11-26 19:09:33,497 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-26 19:09:33,497 - mmaction - INFO - Evaluating bbox ... 2020-11-26 19:18:01,314 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2004 2020-11-26 19:18:02,409 - mmaction - INFO - Epoch(val) [16][1441] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2004 2020-11-26 19:19:05,140 - mmaction - INFO - Epoch [17][20/1441] lr: 2.000e-03, eta: 1:36:44, time: 3.131, data_time: 2.182, memory: 10785, loss_action_cls: 0.0406, recall@thr=0.5: 0.7090, prec@thr=0.5: 0.7857, recall@top3: 0.8093, prec@top3: 0.6557, recall@top5: 0.9279, prec@top5: 0.4609, loss: 0.0406, grad_norm: 0.1507 2020-11-26 19:19:24,260 - mmaction - INFO - Epoch [17][40/1441] lr: 2.000e-03, eta: 1:36:24, time: 0.956, data_time: 0.003, memory: 10785, loss_action_cls: 0.0397, recall@thr=0.5: 0.7030, prec@thr=0.5: 0.7862, recall@top3: 0.8137, prec@top3: 0.6627, recall@top5: 0.9269, prec@top5: 0.4647, loss: 0.0397, grad_norm: 0.1397 2020-11-26 19:19:43,435 - mmaction - INFO - Epoch [17][60/1441] lr: 2.000e-03, eta: 1:36:03, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0394, recall@thr=0.5: 0.7095, prec@thr=0.5: 0.7857, recall@top3: 0.8085, prec@top3: 0.6606, recall@top5: 0.9346, prec@top5: 0.4694, loss: 0.0394, grad_norm: 0.1476 2020-11-26 19:20:02,575 - mmaction - INFO - Epoch [17][80/1441] lr: 2.000e-03, eta: 1:35:43, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0390, recall@thr=0.5: 0.7146, prec@thr=0.5: 0.7998, recall@top3: 0.8170, prec@top3: 0.6701, recall@top5: 0.9379, prec@top5: 0.4727, loss: 0.0390, grad_norm: 0.1475 2020-11-26 19:20:21,781 - mmaction - INFO - Epoch [17][100/1441] lr: 2.000e-03, eta: 1:35:22, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0410, recall@thr=0.5: 0.6937, prec@thr=0.5: 0.7690, recall@top3: 0.7992, prec@top3: 0.6602, recall@top5: 0.9256, prec@top5: 0.4676, loss: 0.0410, grad_norm: 0.1477 2020-11-26 19:20:40,904 - mmaction - INFO - Epoch [17][120/1441] lr: 2.000e-03, eta: 1:35:02, time: 0.956, data_time: 0.001, memory: 10785, loss_action_cls: 0.0391, recall@thr=0.5: 0.7140, prec@thr=0.5: 0.7874, recall@top3: 0.8150, prec@top3: 0.6688, recall@top5: 0.9375, prec@top5: 0.4709, loss: 0.0391, grad_norm: 0.1459 2020-11-26 19:21:00,191 - mmaction - INFO - Epoch [17][140/1441] lr: 2.000e-03, eta: 1:34:41, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0393, recall@thr=0.5: 0.7086, prec@thr=0.5: 0.7785, recall@top3: 0.8104, prec@top3: 0.6557, recall@top5: 0.9343, prec@top5: 0.4647, loss: 0.0393, grad_norm: 0.1494 2020-11-26 19:21:19,312 - mmaction - INFO - Epoch [17][160/1441] lr: 2.000e-03, eta: 1:34:21, time: 0.956, data_time: 0.000, memory: 10785, loss_action_cls: 0.0400, recall@thr=0.5: 0.7172, prec@thr=0.5: 0.7951, recall@top3: 0.8167, prec@top3: 0.6680, recall@top5: 0.9389, prec@top5: 0.4732, loss: 0.0400, grad_norm: 0.1453 2020-11-26 19:21:38,543 - mmaction - INFO - Epoch [17][180/1441] lr: 2.000e-03, eta: 1:34:00, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0395, recall@thr=0.5: 0.7090, prec@thr=0.5: 0.7903, recall@top3: 0.8124, prec@top3: 0.6716, recall@top5: 0.9368, prec@top5: 0.4753, loss: 0.0395, grad_norm: 0.1478 2020-11-26 19:21:57,802 - mmaction - INFO - Epoch [17][200/1441] lr: 2.000e-03, eta: 1:33:40, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0402, recall@thr=0.5: 0.7042, prec@thr=0.5: 0.7804, recall@top3: 0.8115, prec@top3: 0.6597, recall@top5: 0.9341, prec@top5: 0.4668, loss: 0.0402, grad_norm: 0.1481 2020-11-26 19:22:16,993 - mmaction - INFO - Epoch [17][220/1441] lr: 2.000e-03, eta: 1:33:19, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0390, recall@thr=0.5: 0.7040, prec@thr=0.5: 0.7772, recall@top3: 0.8111, prec@top3: 0.6588, recall@top5: 0.9350, prec@top5: 0.4673, loss: 0.0390, grad_norm: 0.1468 2020-11-26 19:22:36,204 - mmaction - INFO - Epoch [17][240/1441] lr: 2.000e-03, eta: 1:32:59, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0394, recall@thr=0.5: 0.7079, prec@thr=0.5: 0.7824, recall@top3: 0.8123, prec@top3: 0.6611, recall@top5: 0.9366, prec@top5: 0.4678, loss: 0.0394, grad_norm: 0.1490 2020-11-26 19:22:55,512 - mmaction - INFO - Epoch [17][260/1441] lr: 2.000e-03, eta: 1:32:38, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0387, recall@thr=0.5: 0.7163, prec@thr=0.5: 0.7857, recall@top3: 0.8152, prec@top3: 0.6642, recall@top5: 0.9385, prec@top5: 0.4719, loss: 0.0387, grad_norm: 0.1532 2020-11-26 19:23:14,859 - mmaction - INFO - Epoch [17][280/1441] lr: 2.000e-03, eta: 1:32:18, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0400, recall@thr=0.5: 0.7008, prec@thr=0.5: 0.7759, recall@top3: 0.8095, prec@top3: 0.6525, recall@top5: 0.9305, prec@top5: 0.4621, loss: 0.0400, grad_norm: 0.1432 2020-11-26 19:23:34,101 - mmaction - INFO - Epoch [17][300/1441] lr: 2.000e-03, eta: 1:31:57, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0399, recall@thr=0.5: 0.7018, prec@thr=0.5: 0.7818, recall@top3: 0.8075, prec@top3: 0.6578, recall@top5: 0.9321, prec@top5: 0.4659, loss: 0.0399, grad_norm: 0.1453 2020-11-26 19:23:53,320 - mmaction - INFO - Epoch [17][320/1441] lr: 2.000e-03, eta: 1:31:37, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0398, recall@thr=0.5: 0.7031, prec@thr=0.5: 0.7861, recall@top3: 0.8106, prec@top3: 0.6617, recall@top5: 0.9331, prec@top5: 0.4674, loss: 0.0398, grad_norm: 0.1513 2020-11-26 19:24:12,781 - mmaction - INFO - Epoch [17][340/1441] lr: 2.000e-03, eta: 1:31:16, time: 0.973, data_time: 0.001, memory: 10785, loss_action_cls: 0.0383, recall@thr=0.5: 0.7262, prec@thr=0.5: 0.7976, recall@top3: 0.8254, prec@top3: 0.6730, recall@top5: 0.9409, prec@top5: 0.4706, loss: 0.0383, grad_norm: 0.1442 2020-11-26 19:24:31,933 - mmaction - INFO - Epoch [17][360/1441] lr: 2.000e-03, eta: 1:30:56, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0395, recall@thr=0.5: 0.7021, prec@thr=0.5: 0.7825, recall@top3: 0.8107, prec@top3: 0.6654, recall@top5: 0.9301, prec@top5: 0.4700, loss: 0.0395, grad_norm: 0.1450 2020-11-26 19:24:51,253 - mmaction - INFO - Epoch [17][380/1441] lr: 2.000e-03, eta: 1:30:35, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0402, recall@thr=0.5: 0.7088, prec@thr=0.5: 0.7819, recall@top3: 0.8127, prec@top3: 0.6705, recall@top5: 0.9324, prec@top5: 0.4724, loss: 0.0402, grad_norm: 0.1458 2020-11-26 19:25:10,490 - mmaction - INFO - Epoch [17][400/1441] lr: 2.000e-03, eta: 1:30:15, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0367, recall@thr=0.5: 0.7400, prec@thr=0.5: 0.8052, recall@top3: 0.8367, prec@top3: 0.6767, recall@top5: 0.9459, prec@top5: 0.4699, loss: 0.0367, grad_norm: 0.1361 2020-11-26 19:25:29,824 - mmaction - INFO - Epoch [17][420/1441] lr: 2.000e-03, eta: 1:29:54, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0398, recall@thr=0.5: 0.7162, prec@thr=0.5: 0.7921, recall@top3: 0.8019, prec@top3: 0.6622, recall@top5: 0.9264, prec@top5: 0.4688, loss: 0.0398, grad_norm: 0.1416 2020-11-26 19:25:49,162 - mmaction - INFO - Epoch [17][440/1441] lr: 2.000e-03, eta: 1:29:34, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0397, recall@thr=0.5: 0.7190, prec@thr=0.5: 0.7863, recall@top3: 0.8194, prec@top3: 0.6711, recall@top5: 0.9381, prec@top5: 0.4722, loss: 0.0397, grad_norm: 0.1436 2020-11-26 19:26:08,380 - mmaction - INFO - Epoch [17][460/1441] lr: 2.000e-03, eta: 1:29:13, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0399, recall@thr=0.5: 0.7218, prec@thr=0.5: 0.8003, recall@top3: 0.8156, prec@top3: 0.6711, recall@top5: 0.9347, prec@top5: 0.4735, loss: 0.0399, grad_norm: 0.1474 2020-11-26 19:26:27,648 - mmaction - INFO - Epoch [17][480/1441] lr: 2.000e-03, eta: 1:28:53, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0385, recall@thr=0.5: 0.7141, prec@thr=0.5: 0.7849, recall@top3: 0.8247, prec@top3: 0.6655, recall@top5: 0.9416, prec@top5: 0.4689, loss: 0.0385, grad_norm: 0.1439 2020-11-26 19:26:46,861 - mmaction - INFO - Epoch [17][500/1441] lr: 2.000e-03, eta: 1:28:32, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0395, recall@thr=0.5: 0.7093, prec@thr=0.5: 0.7843, recall@top3: 0.8099, prec@top3: 0.6707, recall@top5: 0.9342, prec@top5: 0.4739, loss: 0.0395, grad_norm: 0.1471 2020-11-26 19:27:06,081 - mmaction - INFO - Epoch [17][520/1441] lr: 2.000e-03, eta: 1:28:12, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0397, recall@thr=0.5: 0.7139, prec@thr=0.5: 0.7907, recall@top3: 0.8143, prec@top3: 0.6692, recall@top5: 0.9310, prec@top5: 0.4715, loss: 0.0397, grad_norm: 0.1397 2020-11-26 19:27:25,353 - mmaction - INFO - Epoch [17][540/1441] lr: 2.000e-03, eta: 1:27:51, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0384, recall@thr=0.5: 0.7230, prec@thr=0.5: 0.7958, recall@top3: 0.8146, prec@top3: 0.6637, recall@top5: 0.9368, prec@top5: 0.4690, loss: 0.0384, grad_norm: 0.1451 2020-11-26 19:27:44,560 - mmaction - INFO - Epoch [17][560/1441] lr: 2.000e-03, eta: 1:27:31, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0397, recall@thr=0.5: 0.7123, prec@thr=0.5: 0.7796, recall@top3: 0.8076, prec@top3: 0.6587, recall@top5: 0.9361, prec@top5: 0.4688, loss: 0.0397, grad_norm: 0.1448 2020-11-26 19:28:03,924 - mmaction - INFO - Epoch [17][580/1441] lr: 2.000e-03, eta: 1:27:11, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0399, recall@thr=0.5: 0.7151, prec@thr=0.5: 0.7837, recall@top3: 0.8131, prec@top3: 0.6686, recall@top5: 0.9346, prec@top5: 0.4708, loss: 0.0399, grad_norm: 0.1484 2020-11-26 19:28:23,300 - mmaction - INFO - Epoch [17][600/1441] lr: 2.000e-03, eta: 1:26:50, time: 0.968, data_time: 0.000, memory: 10785, loss_action_cls: 0.0402, recall@thr=0.5: 0.7095, prec@thr=0.5: 0.7765, recall@top3: 0.8096, prec@top3: 0.6587, recall@top5: 0.9271, prec@top5: 0.4645, loss: 0.0402, grad_norm: 0.1442 2020-11-26 19:28:42,550 - mmaction - INFO - Epoch [17][620/1441] lr: 2.000e-03, eta: 1:26:30, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0402, recall@thr=0.5: 0.7084, prec@thr=0.5: 0.7867, recall@top3: 0.8149, prec@top3: 0.6629, recall@top5: 0.9299, prec@top5: 0.4653, loss: 0.0402, grad_norm: 0.1472 2020-11-26 19:29:01,887 - mmaction - INFO - Epoch [17][640/1441] lr: 2.000e-03, eta: 1:26:09, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0400, recall@thr=0.5: 0.7026, prec@thr=0.5: 0.7719, recall@top3: 0.8103, prec@top3: 0.6598, recall@top5: 0.9340, prec@top5: 0.4684, loss: 0.0400, grad_norm: 0.1451 2020-11-26 19:29:21,144 - mmaction - INFO - Epoch [17][660/1441] lr: 2.000e-03, eta: 1:25:49, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0402, recall@thr=0.5: 0.7034, prec@thr=0.5: 0.7797, recall@top3: 0.8096, prec@top3: 0.6650, recall@top5: 0.9284, prec@top5: 0.4687, loss: 0.0402, grad_norm: 0.1526 2020-11-26 19:29:40,434 - mmaction - INFO - Epoch [17][680/1441] lr: 2.000e-03, eta: 1:25:28, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0399, recall@thr=0.5: 0.7043, prec@thr=0.5: 0.7681, recall@top3: 0.8076, prec@top3: 0.6531, recall@top5: 0.9301, prec@top5: 0.4634, loss: 0.0399, grad_norm: 0.1488 2020-11-26 19:29:59,674 - mmaction - INFO - Epoch [17][700/1441] lr: 2.000e-03, eta: 1:25:08, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0384, recall@thr=0.5: 0.7095, prec@thr=0.5: 0.7852, recall@top3: 0.8104, prec@top3: 0.6693, recall@top5: 0.9316, prec@top5: 0.4749, loss: 0.0384, grad_norm: 0.1568 2020-11-26 19:30:18,970 - mmaction - INFO - Epoch [17][720/1441] lr: 2.000e-03, eta: 1:24:48, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0396, recall@thr=0.5: 0.7174, prec@thr=0.5: 0.7916, recall@top3: 0.8097, prec@top3: 0.6595, recall@top5: 0.9317, prec@top5: 0.4670, loss: 0.0396, grad_norm: 0.1444 2020-11-26 19:30:38,295 - mmaction - INFO - Epoch [17][740/1441] lr: 2.000e-03, eta: 1:24:27, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0377, recall@thr=0.5: 0.7265, prec@thr=0.5: 0.8012, recall@top3: 0.8248, prec@top3: 0.6679, recall@top5: 0.9375, prec@top5: 0.4664, loss: 0.0377, grad_norm: 0.1413 2020-11-26 19:30:57,674 - mmaction - INFO - Epoch [17][760/1441] lr: 2.000e-03, eta: 1:24:07, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0387, recall@thr=0.5: 0.7143, prec@thr=0.5: 0.7861, recall@top3: 0.8239, prec@top3: 0.6686, recall@top5: 0.9409, prec@top5: 0.4690, loss: 0.0387, grad_norm: 0.1432 2020-11-26 19:31:16,899 - mmaction - INFO - Epoch [17][780/1441] lr: 2.000e-03, eta: 1:23:46, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0398, recall@thr=0.5: 0.7039, prec@thr=0.5: 0.7916, recall@top3: 0.8111, prec@top3: 0.6690, recall@top5: 0.9305, prec@top5: 0.4691, loss: 0.0398, grad_norm: 0.1434 2020-11-26 19:31:36,120 - mmaction - INFO - Epoch [17][800/1441] lr: 2.000e-03, eta: 1:23:26, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0387, recall@thr=0.5: 0.7127, prec@thr=0.5: 0.7904, recall@top3: 0.8090, prec@top3: 0.6671, recall@top5: 0.9309, prec@top5: 0.4718, loss: 0.0387, grad_norm: 0.1415 2020-11-26 19:31:55,385 - mmaction - INFO - Epoch [17][820/1441] lr: 2.000e-03, eta: 1:23:05, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0401, recall@thr=0.5: 0.7189, prec@thr=0.5: 0.7875, recall@top3: 0.8081, prec@top3: 0.6581, recall@top5: 0.9294, prec@top5: 0.4635, loss: 0.0401, grad_norm: 0.1455 2020-11-26 19:32:14,650 - mmaction - INFO - Epoch [17][840/1441] lr: 2.000e-03, eta: 1:22:45, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0393, recall@thr=0.5: 0.7092, prec@thr=0.5: 0.7869, recall@top3: 0.8147, prec@top3: 0.6744, recall@top5: 0.9308, prec@top5: 0.4733, loss: 0.0393, grad_norm: 0.1493 2020-11-26 19:32:34,003 - mmaction - INFO - Epoch [17][860/1441] lr: 2.000e-03, eta: 1:22:25, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0385, recall@thr=0.5: 0.7192, prec@thr=0.5: 0.7875, recall@top3: 0.8169, prec@top3: 0.6701, recall@top5: 0.9349, prec@top5: 0.4714, loss: 0.0385, grad_norm: 0.1470 2020-11-26 19:32:53,353 - mmaction - INFO - Epoch [17][880/1441] lr: 2.000e-03, eta: 1:22:04, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0388, recall@thr=0.5: 0.7313, prec@thr=0.5: 0.7879, recall@top3: 0.8205, prec@top3: 0.6684, recall@top5: 0.9384, prec@top5: 0.4701, loss: 0.0388, grad_norm: 0.1493 2020-11-26 19:33:12,728 - mmaction - INFO - Epoch [17][900/1441] lr: 2.000e-03, eta: 1:21:44, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0391, recall@thr=0.5: 0.7111, prec@thr=0.5: 0.7950, recall@top3: 0.8120, prec@top3: 0.6596, recall@top5: 0.9333, prec@top5: 0.4682, loss: 0.0391, grad_norm: 0.1463 2020-11-26 19:33:31,940 - mmaction - INFO - Epoch [17][920/1441] lr: 2.000e-03, eta: 1:21:23, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0393, recall@thr=0.5: 0.7208, prec@thr=0.5: 0.7947, recall@top3: 0.8209, prec@top3: 0.6782, recall@top5: 0.9363, prec@top5: 0.4751, loss: 0.0393, grad_norm: 0.1460 2020-11-26 19:33:51,245 - mmaction - INFO - Epoch [17][940/1441] lr: 2.000e-03, eta: 1:21:03, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0391, recall@thr=0.5: 0.7123, prec@thr=0.5: 0.7910, recall@top3: 0.8141, prec@top3: 0.6642, recall@top5: 0.9414, prec@top5: 0.4711, loss: 0.0391, grad_norm: 0.1508 2020-11-26 19:34:10,666 - mmaction - INFO - Epoch [17][960/1441] lr: 2.000e-03, eta: 1:20:43, time: 0.971, data_time: 0.001, memory: 10785, loss_action_cls: 0.0409, recall@thr=0.5: 0.6918, prec@thr=0.5: 0.7813, recall@top3: 0.8017, prec@top3: 0.6552, recall@top5: 0.9306, prec@top5: 0.4674, loss: 0.0409, grad_norm: 0.1503 2020-11-26 19:34:29,918 - mmaction - INFO - Epoch [17][980/1441] lr: 2.000e-03, eta: 1:20:22, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0395, recall@thr=0.5: 0.7145, prec@thr=0.5: 0.7920, recall@top3: 0.8179, prec@top3: 0.6577, recall@top5: 0.9353, prec@top5: 0.4643, loss: 0.0395, grad_norm: 0.1463 2020-11-26 19:34:49,189 - mmaction - INFO - Epoch [17][1000/1441] lr: 2.000e-03, eta: 1:20:02, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0381, recall@thr=0.5: 0.7183, prec@thr=0.5: 0.7900, recall@top3: 0.8231, prec@top3: 0.6680, recall@top5: 0.9412, prec@top5: 0.4676, loss: 0.0381, grad_norm: 0.1462 2020-11-26 19:35:08,351 - mmaction - INFO - Epoch [17][1020/1441] lr: 2.000e-03, eta: 1:19:42, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0395, recall@thr=0.5: 0.7079, prec@thr=0.5: 0.7838, recall@top3: 0.8117, prec@top3: 0.6566, recall@top5: 0.9294, prec@top5: 0.4615, loss: 0.0395, grad_norm: 0.1486 2020-11-26 19:35:27,608 - mmaction - INFO - Epoch [17][1040/1441] lr: 2.000e-03, eta: 1:19:21, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0403, recall@thr=0.5: 0.7038, prec@thr=0.5: 0.7747, recall@top3: 0.8044, prec@top3: 0.6516, recall@top5: 0.9288, prec@top5: 0.4616, loss: 0.0403, grad_norm: 0.1493 2020-11-26 19:35:46,899 - mmaction - INFO - Epoch [17][1060/1441] lr: 2.000e-03, eta: 1:19:01, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0392, recall@thr=0.5: 0.7144, prec@thr=0.5: 0.7913, recall@top3: 0.8175, prec@top3: 0.6721, recall@top5: 0.9342, prec@top5: 0.4709, loss: 0.0392, grad_norm: 0.1468 2020-11-26 19:36:06,281 - mmaction - INFO - Epoch [17][1080/1441] lr: 2.000e-03, eta: 1:18:40, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0397, recall@thr=0.5: 0.6986, prec@thr=0.5: 0.7835, recall@top3: 0.8104, prec@top3: 0.6566, recall@top5: 0.9322, prec@top5: 0.4637, loss: 0.0397, grad_norm: 0.1447 2020-11-26 19:36:25,552 - mmaction - INFO - Epoch [17][1100/1441] lr: 2.000e-03, eta: 1:18:20, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0402, recall@thr=0.5: 0.7086, prec@thr=0.5: 0.7920, recall@top3: 0.8066, prec@top3: 0.6585, recall@top5: 0.9325, prec@top5: 0.4673, loss: 0.0402, grad_norm: 0.1436 2020-11-26 19:36:44,723 - mmaction - INFO - Epoch [17][1120/1441] lr: 2.000e-03, eta: 1:18:00, time: 0.959, data_time: 0.002, memory: 10785, loss_action_cls: 0.0387, recall@thr=0.5: 0.7176, prec@thr=0.5: 0.8017, recall@top3: 0.8196, prec@top3: 0.6674, recall@top5: 0.9336, prec@top5: 0.4676, loss: 0.0387, grad_norm: 0.1474 2020-11-26 19:37:04,030 - mmaction - INFO - Epoch [17][1140/1441] lr: 2.000e-03, eta: 1:17:39, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0401, recall@thr=0.5: 0.7104, prec@thr=0.5: 0.7873, recall@top3: 0.8110, prec@top3: 0.6552, recall@top5: 0.9298, prec@top5: 0.4611, loss: 0.0401, grad_norm: 0.1501 2020-11-26 19:37:23,319 - mmaction - INFO - Epoch [17][1160/1441] lr: 2.000e-03, eta: 1:17:19, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0393, recall@thr=0.5: 0.7090, prec@thr=0.5: 0.7778, recall@top3: 0.8104, prec@top3: 0.6653, recall@top5: 0.9393, prec@top5: 0.4723, loss: 0.0393, grad_norm: 0.1464 2020-11-26 19:37:42,571 - mmaction - INFO - Epoch [17][1180/1441] lr: 2.000e-03, eta: 1:16:58, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0376, recall@thr=0.5: 0.7193, prec@thr=0.5: 0.8059, recall@top3: 0.8285, prec@top3: 0.6817, recall@top5: 0.9376, prec@top5: 0.4734, loss: 0.0376, grad_norm: 0.1447 2020-11-26 19:38:01,759 - mmaction - INFO - Epoch [17][1200/1441] lr: 2.000e-03, eta: 1:16:38, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0400, recall@thr=0.5: 0.7111, prec@thr=0.5: 0.7868, recall@top3: 0.8132, prec@top3: 0.6656, recall@top5: 0.9335, prec@top5: 0.4700, loss: 0.0400, grad_norm: 0.1487 2020-11-26 19:38:21,112 - mmaction - INFO - Epoch [17][1220/1441] lr: 2.000e-03, eta: 1:16:18, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0377, recall@thr=0.5: 0.7246, prec@thr=0.5: 0.8023, recall@top3: 0.8178, prec@top3: 0.6666, recall@top5: 0.9427, prec@top5: 0.4711, loss: 0.0377, grad_norm: 0.1479 2020-11-26 19:38:40,382 - mmaction - INFO - Epoch [17][1240/1441] lr: 2.000e-03, eta: 1:15:57, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0383, recall@thr=0.5: 0.7232, prec@thr=0.5: 0.8037, recall@top3: 0.8279, prec@top3: 0.6764, recall@top5: 0.9389, prec@top5: 0.4713, loss: 0.0383, grad_norm: 0.1405 2020-11-26 19:38:59,682 - mmaction - INFO - Epoch [17][1260/1441] lr: 2.000e-03, eta: 1:15:37, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0400, recall@thr=0.5: 0.7037, prec@thr=0.5: 0.7781, recall@top3: 0.8097, prec@top3: 0.6693, recall@top5: 0.9313, prec@top5: 0.4724, loss: 0.0400, grad_norm: 0.1493 2020-11-26 19:39:18,926 - mmaction - INFO - Epoch [17][1280/1441] lr: 2.000e-03, eta: 1:15:17, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0390, recall@thr=0.5: 0.7156, prec@thr=0.5: 0.7833, recall@top3: 0.8197, prec@top3: 0.6680, recall@top5: 0.9369, prec@top5: 0.4695, loss: 0.0390, grad_norm: 0.1450 2020-11-26 19:39:38,250 - mmaction - INFO - Epoch [17][1300/1441] lr: 2.000e-03, eta: 1:14:56, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0374, recall@thr=0.5: 0.7296, prec@thr=0.5: 0.7975, recall@top3: 0.8357, prec@top3: 0.6811, recall@top5: 0.9430, prec@top5: 0.4713, loss: 0.0374, grad_norm: 0.1391 2020-11-26 19:39:57,535 - mmaction - INFO - Epoch [17][1320/1441] lr: 2.000e-03, eta: 1:14:36, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0388, recall@thr=0.5: 0.7203, prec@thr=0.5: 0.7942, recall@top3: 0.8121, prec@top3: 0.6690, recall@top5: 0.9414, prec@top5: 0.4755, loss: 0.0388, grad_norm: 0.1417 2020-11-26 19:40:16,814 - mmaction - INFO - Epoch [17][1340/1441] lr: 2.000e-03, eta: 1:14:16, time: 0.964, data_time: 0.000, memory: 10785, loss_action_cls: 0.0398, recall@thr=0.5: 0.7152, prec@thr=0.5: 0.7937, recall@top3: 0.8155, prec@top3: 0.6700, recall@top5: 0.9334, prec@top5: 0.4694, loss: 0.0398, grad_norm: 0.1465 2020-11-26 19:40:36,173 - mmaction - INFO - Epoch [17][1360/1441] lr: 2.000e-03, eta: 1:13:55, time: 0.968, data_time: 0.000, memory: 10785, loss_action_cls: 0.0389, recall@thr=0.5: 0.7175, prec@thr=0.5: 0.7925, recall@top3: 0.8195, prec@top3: 0.6664, recall@top5: 0.9354, prec@top5: 0.4672, loss: 0.0389, grad_norm: 0.1479 2020-11-26 19:40:55,461 - mmaction - INFO - Epoch [17][1380/1441] lr: 2.000e-03, eta: 1:13:35, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0388, recall@thr=0.5: 0.7120, prec@thr=0.5: 0.7932, recall@top3: 0.8200, prec@top3: 0.6818, recall@top5: 0.9396, prec@top5: 0.4797, loss: 0.0388, grad_norm: 0.1455 2020-11-26 19:41:14,704 - mmaction - INFO - Epoch [17][1400/1441] lr: 2.000e-03, eta: 1:13:15, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0376, recall@thr=0.5: 0.7198, prec@thr=0.5: 0.7983, recall@top3: 0.8272, prec@top3: 0.6710, recall@top5: 0.9410, prec@top5: 0.4700, loss: 0.0376, grad_norm: 0.1410 2020-11-26 19:41:34,132 - mmaction - INFO - Epoch [17][1420/1441] lr: 2.000e-03, eta: 1:12:54, time: 0.971, data_time: 0.000, memory: 10785, loss_action_cls: 0.0394, recall@thr=0.5: 0.7190, prec@thr=0.5: 0.7815, recall@top3: 0.8106, prec@top3: 0.6622, recall@top5: 0.9370, prec@top5: 0.4700, loss: 0.0394, grad_norm: 0.1439 2020-11-26 19:41:53,296 - mmaction - INFO - Epoch [17][1440/1441] lr: 2.000e-03, eta: 1:12:34, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0411, recall@thr=0.5: 0.6933, prec@thr=0.5: 0.7749, recall@top3: 0.7979, prec@top3: 0.6530, recall@top5: 0.9255, prec@top5: 0.4647, loss: 0.0411, grad_norm: 0.1536 2020-11-26 19:41:56,006 - mmaction - INFO - Saving checkpoint at 17 epochs 2020-11-26 19:46:32,843 - mmaction - INFO - Evaluating proposal ... 2020-11-26 19:47:41,605 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-26 19:47:41,606 - mmaction - INFO - Evaluating bbox ... 2020-11-26 19:56:10,555 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.1995 2020-11-26 19:56:11,663 - mmaction - INFO - Epoch(val) [17][1441] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.1995 2020-11-26 19:57:13,526 - mmaction - INFO - Epoch [18][20/1441] lr: 2.000e-03, eta: 1:12:22, time: 3.092, data_time: 2.134, memory: 10785, loss_action_cls: 0.0398, recall@thr=0.5: 0.7048, prec@thr=0.5: 0.7894, recall@top3: 0.8028, prec@top3: 0.6574, recall@top5: 0.9300, prec@top5: 0.4693, loss: 0.0398, grad_norm: 0.1535 2020-11-26 19:57:32,550 - mmaction - INFO - Epoch [18][40/1441] lr: 2.000e-03, eta: 1:12:02, time: 0.952, data_time: 0.002, memory: 10785, loss_action_cls: 0.0403, recall@thr=0.5: 0.7160, prec@thr=0.5: 0.7850, recall@top3: 0.8122, prec@top3: 0.6687, recall@top5: 0.9353, prec@top5: 0.4733, loss: 0.0403, grad_norm: 0.1499 2020-11-26 19:57:51,784 - mmaction - INFO - Epoch [18][60/1441] lr: 2.000e-03, eta: 1:11:41, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0385, recall@thr=0.5: 0.7170, prec@thr=0.5: 0.7831, recall@top3: 0.8215, prec@top3: 0.6634, recall@top5: 0.9393, prec@top5: 0.4662, loss: 0.0385, grad_norm: 0.1504 2020-11-26 19:58:10,951 - mmaction - INFO - Epoch [18][80/1441] lr: 2.000e-03, eta: 1:11:21, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0383, recall@thr=0.5: 0.7208, prec@thr=0.5: 0.7953, recall@top3: 0.8224, prec@top3: 0.6776, recall@top5: 0.9316, prec@top5: 0.4718, loss: 0.0383, grad_norm: 0.1500 2020-11-26 19:58:30,151 - mmaction - INFO - Epoch [18][100/1441] lr: 2.000e-03, eta: 1:11:00, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0393, recall@thr=0.5: 0.7219, prec@thr=0.5: 0.7931, recall@top3: 0.8176, prec@top3: 0.6741, recall@top5: 0.9332, prec@top5: 0.4732, loss: 0.0393, grad_norm: 0.1445 2020-11-26 19:58:49,284 - mmaction - INFO - Epoch [18][120/1441] lr: 2.000e-03, eta: 1:10:40, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0379, recall@thr=0.5: 0.7182, prec@thr=0.5: 0.7842, recall@top3: 0.8166, prec@top3: 0.6617, recall@top5: 0.9373, prec@top5: 0.4647, loss: 0.0379, grad_norm: 0.1477 2020-11-26 19:59:08,485 - mmaction - INFO - Epoch [18][140/1441] lr: 2.000e-03, eta: 1:10:20, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0381, recall@thr=0.5: 0.7246, prec@thr=0.5: 0.7901, recall@top3: 0.8240, prec@top3: 0.6670, recall@top5: 0.9399, prec@top5: 0.4667, loss: 0.0381, grad_norm: 0.1464 2020-11-26 19:59:27,761 - mmaction - INFO - Epoch [18][160/1441] lr: 2.000e-03, eta: 1:09:59, time: 0.964, data_time: 0.000, memory: 10785, loss_action_cls: 0.0379, recall@thr=0.5: 0.7228, prec@thr=0.5: 0.7945, recall@top3: 0.8194, prec@top3: 0.6715, recall@top5: 0.9416, prec@top5: 0.4751, loss: 0.0379, grad_norm: 0.1435 2020-11-26 19:59:46,961 - mmaction - INFO - Epoch [18][180/1441] lr: 2.000e-03, eta: 1:09:39, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0391, recall@thr=0.5: 0.7136, prec@thr=0.5: 0.7907, recall@top3: 0.8132, prec@top3: 0.6674, recall@top5: 0.9333, prec@top5: 0.4705, loss: 0.0391, grad_norm: 0.1464 2020-11-26 20:00:06,164 - mmaction - INFO - Epoch [18][200/1441] lr: 2.000e-03, eta: 1:09:18, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0408, recall@thr=0.5: 0.7142, prec@thr=0.5: 0.7880, recall@top3: 0.8081, prec@top3: 0.6732, recall@top5: 0.9347, prec@top5: 0.4788, loss: 0.0408, grad_norm: 0.1485 2020-11-26 20:00:25,448 - mmaction - INFO - Epoch [18][220/1441] lr: 2.000e-03, eta: 1:08:58, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0389, recall@thr=0.5: 0.7109, prec@thr=0.5: 0.7928, recall@top3: 0.8102, prec@top3: 0.6663, recall@top5: 0.9353, prec@top5: 0.4713, loss: 0.0389, grad_norm: 0.1519 2020-11-26 20:00:44,725 - mmaction - INFO - Epoch [18][240/1441] lr: 2.000e-03, eta: 1:08:38, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0398, recall@thr=0.5: 0.7089, prec@thr=0.5: 0.7812, recall@top3: 0.8146, prec@top3: 0.6672, recall@top5: 0.9369, prec@top5: 0.4722, loss: 0.0398, grad_norm: 0.1475 2020-11-26 20:01:04,023 - mmaction - INFO - Epoch [18][260/1441] lr: 2.000e-03, eta: 1:08:17, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0386, recall@thr=0.5: 0.7239, prec@thr=0.5: 0.7798, recall@top3: 0.8185, prec@top3: 0.6664, recall@top5: 0.9326, prec@top5: 0.4668, loss: 0.0386, grad_norm: 0.1467 2020-11-26 20:01:23,185 - mmaction - INFO - Epoch [18][280/1441] lr: 2.000e-03, eta: 1:07:57, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0371, recall@thr=0.5: 0.7230, prec@thr=0.5: 0.7899, recall@top3: 0.8300, prec@top3: 0.6659, recall@top5: 0.9409, prec@top5: 0.4631, loss: 0.0371, grad_norm: 0.1418 2020-11-26 20:01:42,392 - mmaction - INFO - Epoch [18][300/1441] lr: 2.000e-03, eta: 1:07:37, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0384, recall@thr=0.5: 0.7119, prec@thr=0.5: 0.7940, recall@top3: 0.8212, prec@top3: 0.6680, recall@top5: 0.9353, prec@top5: 0.4685, loss: 0.0384, grad_norm: 0.1471 2020-11-26 20:02:01,539 - mmaction - INFO - Epoch [18][320/1441] lr: 2.000e-03, eta: 1:07:16, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0388, recall@thr=0.5: 0.7126, prec@thr=0.5: 0.7916, recall@top3: 0.8208, prec@top3: 0.6702, recall@top5: 0.9379, prec@top5: 0.4712, loss: 0.0388, grad_norm: 0.1486 2020-11-26 20:02:20,744 - mmaction - INFO - Epoch [18][340/1441] lr: 2.000e-03, eta: 1:06:56, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0402, recall@thr=0.5: 0.7002, prec@thr=0.5: 0.7695, recall@top3: 0.7900, prec@top3: 0.6523, recall@top5: 0.9320, prec@top5: 0.4715, loss: 0.0402, grad_norm: 0.1513 2020-11-26 20:02:40,008 - mmaction - INFO - Epoch [18][360/1441] lr: 2.000e-03, eta: 1:06:36, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0399, recall@thr=0.5: 0.7160, prec@thr=0.5: 0.7932, recall@top3: 0.8134, prec@top3: 0.6761, recall@top5: 0.9302, prec@top5: 0.4759, loss: 0.0399, grad_norm: 0.1454 2020-11-26 20:02:59,190 - mmaction - INFO - Epoch [18][380/1441] lr: 2.000e-03, eta: 1:06:15, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0396, recall@thr=0.5: 0.7116, prec@thr=0.5: 0.7829, recall@top3: 0.8149, prec@top3: 0.6680, recall@top5: 0.9349, prec@top5: 0.4689, loss: 0.0396, grad_norm: 0.1461 2020-11-26 20:03:18,460 - mmaction - INFO - Epoch [18][400/1441] lr: 2.000e-03, eta: 1:05:55, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0399, recall@thr=0.5: 0.7073, prec@thr=0.5: 0.7900, recall@top3: 0.8125, prec@top3: 0.6737, recall@top5: 0.9298, prec@top5: 0.4737, loss: 0.0399, grad_norm: 0.1490 2020-11-26 20:03:37,718 - mmaction - INFO - Epoch [18][420/1441] lr: 2.000e-03, eta: 1:05:34, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0384, recall@thr=0.5: 0.7192, prec@thr=0.5: 0.7856, recall@top3: 0.8182, prec@top3: 0.6684, recall@top5: 0.9375, prec@top5: 0.4710, loss: 0.0384, grad_norm: 0.1461 2020-11-26 20:03:56,964 - mmaction - INFO - Epoch [18][440/1441] lr: 2.000e-03, eta: 1:05:14, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0384, recall@thr=0.5: 0.7144, prec@thr=0.5: 0.7856, recall@top3: 0.8149, prec@top3: 0.6677, recall@top5: 0.9353, prec@top5: 0.4716, loss: 0.0384, grad_norm: 0.1486 2020-11-26 20:04:16,127 - mmaction - INFO - Epoch [18][460/1441] lr: 2.000e-03, eta: 1:04:54, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0389, recall@thr=0.5: 0.7070, prec@thr=0.5: 0.7869, recall@top3: 0.8198, prec@top3: 0.6675, recall@top5: 0.9409, prec@top5: 0.4693, loss: 0.0389, grad_norm: 0.1425 2020-11-26 20:04:35,351 - mmaction - INFO - Epoch [18][480/1441] lr: 2.000e-03, eta: 1:04:33, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0404, recall@thr=0.5: 0.7070, prec@thr=0.5: 0.7790, recall@top3: 0.8024, prec@top3: 0.6627, recall@top5: 0.9310, prec@top5: 0.4726, loss: 0.0404, grad_norm: 0.1530 2020-11-26 20:04:54,461 - mmaction - INFO - Epoch [18][500/1441] lr: 2.000e-03, eta: 1:04:13, time: 0.956, data_time: 0.001, memory: 10785, loss_action_cls: 0.0388, recall@thr=0.5: 0.7029, prec@thr=0.5: 0.7808, recall@top3: 0.8078, prec@top3: 0.6696, recall@top5: 0.9380, prec@top5: 0.4769, loss: 0.0388, grad_norm: 0.1504 2020-11-26 20:05:13,668 - mmaction - INFO - Epoch [18][520/1441] lr: 2.000e-03, eta: 1:03:53, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0388, recall@thr=0.5: 0.7182, prec@thr=0.5: 0.7969, recall@top3: 0.8179, prec@top3: 0.6673, recall@top5: 0.9372, prec@top5: 0.4699, loss: 0.0388, grad_norm: 0.1511 2020-11-26 20:05:32,814 - mmaction - INFO - Epoch [18][540/1441] lr: 2.000e-03, eta: 1:03:32, time: 0.957, data_time: 0.000, memory: 10785, loss_action_cls: 0.0402, recall@thr=0.5: 0.7072, prec@thr=0.5: 0.7752, recall@top3: 0.8079, prec@top3: 0.6660, recall@top5: 0.9315, prec@top5: 0.4708, loss: 0.0402, grad_norm: 0.1482 2020-11-26 20:05:52,042 - mmaction - INFO - Epoch [18][560/1441] lr: 2.000e-03, eta: 1:03:12, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0381, recall@thr=0.5: 0.7177, prec@thr=0.5: 0.7894, recall@top3: 0.8220, prec@top3: 0.6631, recall@top5: 0.9356, prec@top5: 0.4640, loss: 0.0381, grad_norm: 0.1487 2020-11-26 20:06:11,247 - mmaction - INFO - Epoch [18][580/1441] lr: 2.000e-03, eta: 1:02:52, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0400, recall@thr=0.5: 0.7102, prec@thr=0.5: 0.7818, recall@top3: 0.8111, prec@top3: 0.6745, recall@top5: 0.9341, prec@top5: 0.4767, loss: 0.0400, grad_norm: 0.1426 2020-11-26 20:06:30,454 - mmaction - INFO - Epoch [18][600/1441] lr: 2.000e-03, eta: 1:02:31, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0380, recall@thr=0.5: 0.7177, prec@thr=0.5: 0.7879, recall@top3: 0.8237, prec@top3: 0.6640, recall@top5: 0.9374, prec@top5: 0.4651, loss: 0.0380, grad_norm: 0.1463 2020-11-26 20:06:49,596 - mmaction - INFO - Epoch [18][620/1441] lr: 2.000e-03, eta: 1:02:11, time: 0.957, data_time: 0.000, memory: 10785, loss_action_cls: 0.0411, recall@thr=0.5: 0.6875, prec@thr=0.5: 0.7726, recall@top3: 0.8067, prec@top3: 0.6593, recall@top5: 0.9256, prec@top5: 0.4651, loss: 0.0411, grad_norm: 0.1474 2020-11-26 20:07:08,777 - mmaction - INFO - Epoch [18][640/1441] lr: 2.000e-03, eta: 1:01:51, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0391, recall@thr=0.5: 0.7125, prec@thr=0.5: 0.7908, recall@top3: 0.8143, prec@top3: 0.6708, recall@top5: 0.9365, prec@top5: 0.4731, loss: 0.0391, grad_norm: 0.1490 2020-11-26 20:07:27,944 - mmaction - INFO - Epoch [18][660/1441] lr: 2.000e-03, eta: 1:01:30, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0393, recall@thr=0.5: 0.7176, prec@thr=0.5: 0.7831, recall@top3: 0.8098, prec@top3: 0.6629, recall@top5: 0.9323, prec@top5: 0.4682, loss: 0.0393, grad_norm: 0.1506 2020-11-26 20:07:47,168 - mmaction - INFO - Epoch [18][680/1441] lr: 2.000e-03, eta: 1:01:10, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0401, recall@thr=0.5: 0.7096, prec@thr=0.5: 0.7958, recall@top3: 0.8149, prec@top3: 0.6693, recall@top5: 0.9344, prec@top5: 0.4719, loss: 0.0401, grad_norm: 0.1518 2020-11-26 20:08:06,321 - mmaction - INFO - Epoch [18][700/1441] lr: 2.000e-03, eta: 1:00:50, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0406, recall@thr=0.5: 0.6939, prec@thr=0.5: 0.7788, recall@top3: 0.8077, prec@top3: 0.6705, recall@top5: 0.9319, prec@top5: 0.4726, loss: 0.0406, grad_norm: 0.1477 2020-11-26 20:08:25,490 - mmaction - INFO - Epoch [18][720/1441] lr: 2.000e-03, eta: 1:00:29, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0397, recall@thr=0.5: 0.7141, prec@thr=0.5: 0.7857, recall@top3: 0.8071, prec@top3: 0.6597, recall@top5: 0.9327, prec@top5: 0.4678, loss: 0.0397, grad_norm: 0.1425 2020-11-26 20:08:44,671 - mmaction - INFO - Epoch [18][740/1441] lr: 2.000e-03, eta: 1:00:09, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0393, recall@thr=0.5: 0.7161, prec@thr=0.5: 0.7886, recall@top3: 0.8182, prec@top3: 0.6760, recall@top5: 0.9349, prec@top5: 0.4717, loss: 0.0393, grad_norm: 0.1418 2020-11-26 20:09:03,844 - mmaction - INFO - Epoch [18][760/1441] lr: 2.000e-03, eta: 0:59:49, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0390, recall@thr=0.5: 0.7206, prec@thr=0.5: 0.7849, recall@top3: 0.8191, prec@top3: 0.6590, recall@top5: 0.9353, prec@top5: 0.4643, loss: 0.0390, grad_norm: 0.1440 2020-11-26 20:09:23,111 - mmaction - INFO - Epoch [18][780/1441] lr: 2.000e-03, eta: 0:59:28, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0402, recall@thr=0.5: 0.7177, prec@thr=0.5: 0.7968, recall@top3: 0.8174, prec@top3: 0.6774, recall@top5: 0.9347, prec@top5: 0.4764, loss: 0.0402, grad_norm: 0.1469 2020-11-26 20:09:42,264 - mmaction - INFO - Epoch [18][800/1441] lr: 2.000e-03, eta: 0:59:08, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0401, recall@thr=0.5: 0.7112, prec@thr=0.5: 0.7812, recall@top3: 0.8095, prec@top3: 0.6661, recall@top5: 0.9336, prec@top5: 0.4725, loss: 0.0401, grad_norm: 0.1424 2020-11-26 20:10:01,483 - mmaction - INFO - Epoch [18][820/1441] lr: 2.000e-03, eta: 0:58:48, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0409, recall@thr=0.5: 0.6991, prec@thr=0.5: 0.7869, recall@top3: 0.8031, prec@top3: 0.6627, recall@top5: 0.9293, prec@top5: 0.4714, loss: 0.0409, grad_norm: 0.1477 2020-11-26 20:10:20,701 - mmaction - INFO - Epoch [18][840/1441] lr: 2.000e-03, eta: 0:58:27, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0389, recall@thr=0.5: 0.7085, prec@thr=0.5: 0.7791, recall@top3: 0.8196, prec@top3: 0.6589, recall@top5: 0.9337, prec@top5: 0.4624, loss: 0.0389, grad_norm: 0.1471 2020-11-26 20:10:39,958 - mmaction - INFO - Epoch [18][860/1441] lr: 2.000e-03, eta: 0:58:07, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0403, recall@thr=0.5: 0.7154, prec@thr=0.5: 0.7886, recall@top3: 0.8101, prec@top3: 0.6666, recall@top5: 0.9290, prec@top5: 0.4700, loss: 0.0403, grad_norm: 0.1543 2020-11-26 20:10:59,251 - mmaction - INFO - Epoch [18][880/1441] lr: 2.000e-03, eta: 0:57:47, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0394, recall@thr=0.5: 0.7223, prec@thr=0.5: 0.7904, recall@top3: 0.8155, prec@top3: 0.6742, recall@top5: 0.9368, prec@top5: 0.4761, loss: 0.0394, grad_norm: 0.1458 2020-11-26 20:11:18,529 - mmaction - INFO - Epoch [18][900/1441] lr: 2.000e-03, eta: 0:57:26, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0398, recall@thr=0.5: 0.7131, prec@thr=0.5: 0.7877, recall@top3: 0.8087, prec@top3: 0.6629, recall@top5: 0.9275, prec@top5: 0.4671, loss: 0.0398, grad_norm: 0.1491 2020-11-26 20:11:37,811 - mmaction - INFO - Epoch [18][920/1441] lr: 2.000e-03, eta: 0:57:06, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0393, recall@thr=0.5: 0.7136, prec@thr=0.5: 0.7959, recall@top3: 0.8159, prec@top3: 0.6627, recall@top5: 0.9401, prec@top5: 0.4702, loss: 0.0393, grad_norm: 0.1488 2020-11-26 20:11:57,024 - mmaction - INFO - Epoch [18][940/1441] lr: 2.000e-03, eta: 0:56:46, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0389, recall@thr=0.5: 0.7141, prec@thr=0.5: 0.7913, recall@top3: 0.8120, prec@top3: 0.6641, recall@top5: 0.9386, prec@top5: 0.4709, loss: 0.0389, grad_norm: 0.1521 2020-11-26 20:12:16,317 - mmaction - INFO - Epoch [18][960/1441] lr: 2.000e-03, eta: 0:56:26, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0383, recall@thr=0.5: 0.7136, prec@thr=0.5: 0.7919, recall@top3: 0.8182, prec@top3: 0.6641, recall@top5: 0.9318, prec@top5: 0.4653, loss: 0.0383, grad_norm: 0.1410 2020-11-26 20:12:35,517 - mmaction - INFO - Epoch [18][980/1441] lr: 2.000e-03, eta: 0:56:05, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0392, recall@thr=0.5: 0.7122, prec@thr=0.5: 0.7972, recall@top3: 0.8169, prec@top3: 0.6663, recall@top5: 0.9328, prec@top5: 0.4674, loss: 0.0392, grad_norm: 0.1446 2020-11-26 20:12:54,814 - mmaction - INFO - Epoch [18][1000/1441] lr: 2.000e-03, eta: 0:55:45, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0392, recall@thr=0.5: 0.7224, prec@thr=0.5: 0.8008, recall@top3: 0.8165, prec@top3: 0.6622, recall@top5: 0.9383, prec@top5: 0.4693, loss: 0.0392, grad_norm: 0.1526 2020-11-26 20:13:14,030 - mmaction - INFO - Epoch [18][1020/1441] lr: 2.000e-03, eta: 0:55:25, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0413, recall@thr=0.5: 0.6961, prec@thr=0.5: 0.7884, recall@top3: 0.8065, prec@top3: 0.6710, recall@top5: 0.9370, prec@top5: 0.4788, loss: 0.0413, grad_norm: 0.1502 2020-11-26 20:13:33,282 - mmaction - INFO - Epoch [18][1040/1441] lr: 2.000e-03, eta: 0:55:04, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0397, recall@thr=0.5: 0.7117, prec@thr=0.5: 0.7768, recall@top3: 0.8055, prec@top3: 0.6661, recall@top5: 0.9265, prec@top5: 0.4714, loss: 0.0397, grad_norm: 0.1468 2020-11-26 20:13:52,515 - mmaction - INFO - Epoch [18][1060/1441] lr: 2.000e-03, eta: 0:54:44, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0400, recall@thr=0.5: 0.7167, prec@thr=0.5: 0.7875, recall@top3: 0.8062, prec@top3: 0.6643, recall@top5: 0.9325, prec@top5: 0.4727, loss: 0.0400, grad_norm: 0.1452 2020-11-26 20:14:11,745 - mmaction - INFO - Epoch [18][1080/1441] lr: 2.000e-03, eta: 0:54:24, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0389, recall@thr=0.5: 0.7123, prec@thr=0.5: 0.7833, recall@top3: 0.8143, prec@top3: 0.6639, recall@top5: 0.9372, prec@top5: 0.4691, loss: 0.0389, grad_norm: 0.1400 2020-11-26 20:14:30,944 - mmaction - INFO - Epoch [18][1100/1441] lr: 2.000e-03, eta: 0:54:04, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0418, recall@thr=0.5: 0.7105, prec@thr=0.5: 0.7813, recall@top3: 0.7995, prec@top3: 0.6596, recall@top5: 0.9252, prec@top5: 0.4695, loss: 0.0418, grad_norm: 0.1504 2020-11-26 20:14:50,147 - mmaction - INFO - Epoch [18][1120/1441] lr: 2.000e-03, eta: 0:53:43, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0401, recall@thr=0.5: 0.6993, prec@thr=0.5: 0.7786, recall@top3: 0.8072, prec@top3: 0.6605, recall@top5: 0.9312, prec@top5: 0.4676, loss: 0.0401, grad_norm: 0.1532 2020-11-26 20:15:09,424 - mmaction - INFO - Epoch [18][1140/1441] lr: 2.000e-03, eta: 0:53:23, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0391, recall@thr=0.5: 0.7125, prec@thr=0.5: 0.7879, recall@top3: 0.8075, prec@top3: 0.6662, recall@top5: 0.9328, prec@top5: 0.4735, loss: 0.0391, grad_norm: 0.1496 2020-11-26 20:15:28,596 - mmaction - INFO - Epoch [18][1160/1441] lr: 2.000e-03, eta: 0:53:03, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0388, recall@thr=0.5: 0.7139, prec@thr=0.5: 0.7937, recall@top3: 0.8200, prec@top3: 0.6737, recall@top5: 0.9334, prec@top5: 0.4712, loss: 0.0388, grad_norm: 0.1486 2020-11-26 20:15:47,844 - mmaction - INFO - Epoch [18][1180/1441] lr: 2.000e-03, eta: 0:52:43, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0382, recall@thr=0.5: 0.7178, prec@thr=0.5: 0.7827, recall@top3: 0.8185, prec@top3: 0.6689, recall@top5: 0.9356, prec@top5: 0.4713, loss: 0.0382, grad_norm: 0.1497 2020-11-26 20:16:07,043 - mmaction - INFO - Epoch [18][1200/1441] lr: 2.000e-03, eta: 0:52:22, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0405, recall@thr=0.5: 0.7010, prec@thr=0.5: 0.7798, recall@top3: 0.8024, prec@top3: 0.6646, recall@top5: 0.9282, prec@top5: 0.4733, loss: 0.0405, grad_norm: 0.1492 2020-11-26 20:16:26,319 - mmaction - INFO - Epoch [18][1220/1441] lr: 2.000e-03, eta: 0:52:02, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0379, recall@thr=0.5: 0.7148, prec@thr=0.5: 0.7906, recall@top3: 0.8223, prec@top3: 0.6610, recall@top5: 0.9395, prec@top5: 0.4646, loss: 0.0379, grad_norm: 0.1471 2020-11-26 20:16:45,558 - mmaction - INFO - Epoch [18][1240/1441] lr: 2.000e-03, eta: 0:51:42, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0388, recall@thr=0.5: 0.7060, prec@thr=0.5: 0.7884, recall@top3: 0.8090, prec@top3: 0.6659, recall@top5: 0.9345, prec@top5: 0.4752, loss: 0.0388, grad_norm: 0.1483 2020-11-26 20:17:04,699 - mmaction - INFO - Epoch [18][1260/1441] lr: 2.000e-03, eta: 0:51:21, time: 0.957, data_time: 0.000, memory: 10785, loss_action_cls: 0.0398, recall@thr=0.5: 0.7121, prec@thr=0.5: 0.7889, recall@top3: 0.8169, prec@top3: 0.6699, recall@top5: 0.9370, prec@top5: 0.4736, loss: 0.0398, grad_norm: 0.1420 2020-11-26 20:17:23,862 - mmaction - INFO - Epoch [18][1280/1441] lr: 2.000e-03, eta: 0:51:01, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0398, recall@thr=0.5: 0.7169, prec@thr=0.5: 0.7894, recall@top3: 0.8179, prec@top3: 0.6704, recall@top5: 0.9365, prec@top5: 0.4721, loss: 0.0398, grad_norm: 0.1454 2020-11-26 20:17:43,127 - mmaction - INFO - Epoch [18][1300/1441] lr: 2.000e-03, eta: 0:50:41, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0388, recall@thr=0.5: 0.7233, prec@thr=0.5: 0.7881, recall@top3: 0.8260, prec@top3: 0.6591, recall@top5: 0.9409, prec@top5: 0.4636, loss: 0.0388, grad_norm: 0.1433 2020-11-26 20:18:02,429 - mmaction - INFO - Epoch [18][1320/1441] lr: 2.000e-03, eta: 0:50:21, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0384, recall@thr=0.5: 0.7288, prec@thr=0.5: 0.7984, recall@top3: 0.8269, prec@top3: 0.6785, recall@top5: 0.9342, prec@top5: 0.4724, loss: 0.0384, grad_norm: 0.1423 2020-11-26 20:18:21,691 - mmaction - INFO - Epoch [18][1340/1441] lr: 2.000e-03, eta: 0:50:00, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0395, recall@thr=0.5: 0.7133, prec@thr=0.5: 0.7857, recall@top3: 0.8130, prec@top3: 0.6619, recall@top5: 0.9259, prec@top5: 0.4633, loss: 0.0395, grad_norm: 0.1529 2020-11-26 20:18:41,072 - mmaction - INFO - Epoch [18][1360/1441] lr: 2.000e-03, eta: 0:49:40, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0390, recall@thr=0.5: 0.7111, prec@thr=0.5: 0.7838, recall@top3: 0.8193, prec@top3: 0.6744, recall@top5: 0.9374, prec@top5: 0.4729, loss: 0.0390, grad_norm: 0.1432 2020-11-26 20:19:00,439 - mmaction - INFO - Epoch [18][1380/1441] lr: 2.000e-03, eta: 0:49:20, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0394, recall@thr=0.5: 0.7108, prec@thr=0.5: 0.7815, recall@top3: 0.8104, prec@top3: 0.6655, recall@top5: 0.9271, prec@top5: 0.4675, loss: 0.0394, grad_norm: 0.1469 2020-11-26 20:19:19,676 - mmaction - INFO - Epoch [18][1400/1441] lr: 2.000e-03, eta: 0:49:00, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0398, recall@thr=0.5: 0.7083, prec@thr=0.5: 0.7843, recall@top3: 0.8075, prec@top3: 0.6545, recall@top5: 0.9298, prec@top5: 0.4647, loss: 0.0398, grad_norm: 0.1554 2020-11-26 20:19:38,968 - mmaction - INFO - Epoch [18][1420/1441] lr: 2.000e-03, eta: 0:48:39, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0390, recall@thr=0.5: 0.7072, prec@thr=0.5: 0.8032, recall@top3: 0.8170, prec@top3: 0.6730, recall@top5: 0.9388, prec@top5: 0.4741, loss: 0.0390, grad_norm: 0.1483 2020-11-26 20:19:58,092 - mmaction - INFO - Epoch [18][1440/1441] lr: 2.000e-03, eta: 0:48:19, time: 0.956, data_time: 0.001, memory: 10785, loss_action_cls: 0.0405, recall@thr=0.5: 0.7106, prec@thr=0.5: 0.7794, recall@top3: 0.8045, prec@top3: 0.6546, recall@top5: 0.9305, prec@top5: 0.4649, loss: 0.0405, grad_norm: 0.1470 2020-11-26 20:20:01,359 - mmaction - INFO - Saving checkpoint at 18 epochs 2020-11-26 20:24:38,976 - mmaction - INFO - Evaluating proposal ... 2020-11-26 20:25:47,532 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-26 20:25:47,533 - mmaction - INFO - Evaluating bbox ... 2020-11-26 20:34:11,768 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2001 2020-11-26 20:34:12,801 - mmaction - INFO - Epoch(val) [18][1441] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2001 2020-11-26 20:35:14,748 - mmaction - INFO - Epoch [19][20/1441] lr: 2.000e-03, eta: 0:48:04, time: 3.097, data_time: 2.143, memory: 10785, loss_action_cls: 0.0378, recall@thr=0.5: 0.7144, prec@thr=0.5: 0.7899, recall@top3: 0.8144, prec@top3: 0.6753, recall@top5: 0.9343, prec@top5: 0.4764, loss: 0.0378, grad_norm: 0.1454 2020-11-26 20:35:33,938 - mmaction - INFO - Epoch [19][40/1441] lr: 2.000e-03, eta: 0:47:44, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0398, recall@thr=0.5: 0.7190, prec@thr=0.5: 0.7912, recall@top3: 0.8135, prec@top3: 0.6706, recall@top5: 0.9388, prec@top5: 0.4755, loss: 0.0398, grad_norm: 0.1453 2020-11-26 20:35:53,193 - mmaction - INFO - Epoch [19][60/1441] lr: 2.000e-03, eta: 0:47:23, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0391, recall@thr=0.5: 0.7129, prec@thr=0.5: 0.7759, recall@top3: 0.8087, prec@top3: 0.6636, recall@top5: 0.9332, prec@top5: 0.4687, loss: 0.0391, grad_norm: 0.1513 2020-11-26 20:36:12,483 - mmaction - INFO - Epoch [19][80/1441] lr: 2.000e-03, eta: 0:47:03, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0384, recall@thr=0.5: 0.7238, prec@thr=0.5: 0.8002, recall@top3: 0.8211, prec@top3: 0.6741, recall@top5: 0.9350, prec@top5: 0.4721, loss: 0.0384, grad_norm: 0.1410 2020-11-26 20:36:31,807 - mmaction - INFO - Epoch [19][100/1441] lr: 2.000e-03, eta: 0:46:43, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0408, recall@thr=0.5: 0.7042, prec@thr=0.5: 0.7797, recall@top3: 0.8041, prec@top3: 0.6528, recall@top5: 0.9245, prec@top5: 0.4622, loss: 0.0408, grad_norm: 0.1488 2020-11-26 20:36:51,074 - mmaction - INFO - Epoch [19][120/1441] lr: 2.000e-03, eta: 0:46:23, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0389, recall@thr=0.5: 0.7190, prec@thr=0.5: 0.7826, recall@top3: 0.8146, prec@top3: 0.6580, recall@top5: 0.9299, prec@top5: 0.4631, loss: 0.0389, grad_norm: 0.1443 2020-11-26 20:37:10,390 - mmaction - INFO - Epoch [19][140/1441] lr: 2.000e-03, eta: 0:46:02, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0403, recall@thr=0.5: 0.7062, prec@thr=0.5: 0.7870, recall@top3: 0.8023, prec@top3: 0.6584, recall@top5: 0.9342, prec@top5: 0.4728, loss: 0.0403, grad_norm: 0.1434 2020-11-26 20:37:29,734 - mmaction - INFO - Epoch [19][160/1441] lr: 2.000e-03, eta: 0:45:42, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0403, recall@thr=0.5: 0.7053, prec@thr=0.5: 0.7899, recall@top3: 0.8126, prec@top3: 0.6706, recall@top5: 0.9312, prec@top5: 0.4735, loss: 0.0403, grad_norm: 0.1447 2020-11-26 20:37:48,919 - mmaction - INFO - Epoch [19][180/1441] lr: 2.000e-03, eta: 0:45:22, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0386, recall@thr=0.5: 0.7216, prec@thr=0.5: 0.7925, recall@top3: 0.8139, prec@top3: 0.6669, recall@top5: 0.9320, prec@top5: 0.4685, loss: 0.0386, grad_norm: 0.1449 2020-11-26 20:38:08,236 - mmaction - INFO - Epoch [19][200/1441] lr: 2.000e-03, eta: 0:45:01, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0389, recall@thr=0.5: 0.7059, prec@thr=0.5: 0.7786, recall@top3: 0.8075, prec@top3: 0.6673, recall@top5: 0.9371, prec@top5: 0.4772, loss: 0.0389, grad_norm: 0.1480 2020-11-26 20:38:27,635 - mmaction - INFO - Epoch [19][220/1441] lr: 2.000e-03, eta: 0:44:41, time: 0.970, data_time: 0.001, memory: 10785, loss_action_cls: 0.0398, recall@thr=0.5: 0.7108, prec@thr=0.5: 0.7775, recall@top3: 0.8092, prec@top3: 0.6633, recall@top5: 0.9282, prec@top5: 0.4679, loss: 0.0398, grad_norm: 0.1449 2020-11-26 20:38:46,842 - mmaction - INFO - Epoch [19][240/1441] lr: 2.000e-03, eta: 0:44:21, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0384, recall@thr=0.5: 0.7181, prec@thr=0.5: 0.7903, recall@top3: 0.8242, prec@top3: 0.6744, recall@top5: 0.9313, prec@top5: 0.4673, loss: 0.0384, grad_norm: 0.1459 2020-11-26 20:39:06,176 - mmaction - INFO - Epoch [19][260/1441] lr: 2.000e-03, eta: 0:44:01, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0392, recall@thr=0.5: 0.7056, prec@thr=0.5: 0.7863, recall@top3: 0.8116, prec@top3: 0.6622, recall@top5: 0.9355, prec@top5: 0.4693, loss: 0.0392, grad_norm: 0.1458 2020-11-26 20:39:25,570 - mmaction - INFO - Epoch [19][280/1441] lr: 2.000e-03, eta: 0:43:40, time: 0.970, data_time: 0.001, memory: 10785, loss_action_cls: 0.0385, recall@thr=0.5: 0.7091, prec@thr=0.5: 0.7795, recall@top3: 0.8142, prec@top3: 0.6651, recall@top5: 0.9381, prec@top5: 0.4720, loss: 0.0385, grad_norm: 0.1541 2020-11-26 20:39:44,942 - mmaction - INFO - Epoch [19][300/1441] lr: 2.000e-03, eta: 0:43:20, time: 0.969, data_time: 0.000, memory: 10785, loss_action_cls: 0.0383, recall@thr=0.5: 0.7209, prec@thr=0.5: 0.8007, recall@top3: 0.8205, prec@top3: 0.6712, recall@top5: 0.9399, prec@top5: 0.4722, loss: 0.0383, grad_norm: 0.1388 2020-11-26 20:40:04,129 - mmaction - INFO - Epoch [19][320/1441] lr: 2.000e-03, eta: 0:43:00, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0399, recall@thr=0.5: 0.7066, prec@thr=0.5: 0.7838, recall@top3: 0.8152, prec@top3: 0.6519, recall@top5: 0.9322, prec@top5: 0.4582, loss: 0.0399, grad_norm: 0.1499 2020-11-26 20:40:23,351 - mmaction - INFO - Epoch [19][340/1441] lr: 2.000e-03, eta: 0:42:40, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0411, recall@thr=0.5: 0.7125, prec@thr=0.5: 0.7816, recall@top3: 0.8109, prec@top3: 0.6712, recall@top5: 0.9341, prec@top5: 0.4747, loss: 0.0411, grad_norm: 0.1483 2020-11-26 20:40:42,804 - mmaction - INFO - Epoch [19][360/1441] lr: 2.000e-03, eta: 0:42:19, time: 0.973, data_time: 0.000, memory: 10785, loss_action_cls: 0.0401, recall@thr=0.5: 0.7023, prec@thr=0.5: 0.7802, recall@top3: 0.8081, prec@top3: 0.6639, recall@top5: 0.9298, prec@top5: 0.4696, loss: 0.0401, grad_norm: 0.1450 2020-11-26 20:41:02,044 - mmaction - INFO - Epoch [19][380/1441] lr: 2.000e-03, eta: 0:41:59, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0398, recall@thr=0.5: 0.7096, prec@thr=0.5: 0.7831, recall@top3: 0.8091, prec@top3: 0.6616, recall@top5: 0.9406, prec@top5: 0.4713, loss: 0.0398, grad_norm: 0.1462 2020-11-26 20:41:21,285 - mmaction - INFO - Epoch [19][400/1441] lr: 2.000e-03, eta: 0:41:39, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0391, recall@thr=0.5: 0.7062, prec@thr=0.5: 0.7887, recall@top3: 0.8122, prec@top3: 0.6636, recall@top5: 0.9307, prec@top5: 0.4661, loss: 0.0391, grad_norm: 0.1485 2020-11-26 20:41:40,514 - mmaction - INFO - Epoch [19][420/1441] lr: 2.000e-03, eta: 0:41:19, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0390, recall@thr=0.5: 0.7210, prec@thr=0.5: 0.7992, recall@top3: 0.8161, prec@top3: 0.6666, recall@top5: 0.9357, prec@top5: 0.4709, loss: 0.0390, grad_norm: 0.1440 2020-11-26 20:41:59,790 - mmaction - INFO - Epoch [19][440/1441] lr: 2.000e-03, eta: 0:40:58, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0382, recall@thr=0.5: 0.7126, prec@thr=0.5: 0.7779, recall@top3: 0.8151, prec@top3: 0.6686, recall@top5: 0.9359, prec@top5: 0.4712, loss: 0.0382, grad_norm: 0.1491 2020-11-26 20:42:19,029 - mmaction - INFO - Epoch [19][460/1441] lr: 2.000e-03, eta: 0:40:38, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0390, recall@thr=0.5: 0.7223, prec@thr=0.5: 0.7858, recall@top3: 0.8157, prec@top3: 0.6591, recall@top5: 0.9379, prec@top5: 0.4656, loss: 0.0390, grad_norm: 0.1466 2020-11-26 20:42:38,274 - mmaction - INFO - Epoch [19][480/1441] lr: 2.000e-03, eta: 0:40:18, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0382, recall@thr=0.5: 0.7179, prec@thr=0.5: 0.7956, recall@top3: 0.8148, prec@top3: 0.6616, recall@top5: 0.9385, prec@top5: 0.4685, loss: 0.0382, grad_norm: 0.1478 2020-11-26 20:42:57,539 - mmaction - INFO - Epoch [19][500/1441] lr: 2.000e-03, eta: 0:39:58, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0392, recall@thr=0.5: 0.7192, prec@thr=0.5: 0.7899, recall@top3: 0.8160, prec@top3: 0.6621, recall@top5: 0.9321, prec@top5: 0.4660, loss: 0.0392, grad_norm: 0.1481 2020-11-26 20:43:16,966 - mmaction - INFO - Epoch [19][520/1441] lr: 2.000e-03, eta: 0:39:38, time: 0.971, data_time: 0.000, memory: 10785, loss_action_cls: 0.0391, recall@thr=0.5: 0.7108, prec@thr=0.5: 0.7915, recall@top3: 0.8154, prec@top3: 0.6573, recall@top5: 0.9322, prec@top5: 0.4622, loss: 0.0391, grad_norm: 0.1449 2020-11-26 20:43:36,277 - mmaction - INFO - Epoch [19][540/1441] lr: 2.000e-03, eta: 0:39:17, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0389, recall@thr=0.5: 0.7066, prec@thr=0.5: 0.7767, recall@top3: 0.8181, prec@top3: 0.6664, recall@top5: 0.9348, prec@top5: 0.4669, loss: 0.0389, grad_norm: 0.1516 2020-11-26 20:43:55,559 - mmaction - INFO - Epoch [19][560/1441] lr: 2.000e-03, eta: 0:38:57, time: 0.964, data_time: 0.000, memory: 10785, loss_action_cls: 0.0389, recall@thr=0.5: 0.7205, prec@thr=0.5: 0.8010, recall@top3: 0.8226, prec@top3: 0.6747, recall@top5: 0.9349, prec@top5: 0.4711, loss: 0.0389, grad_norm: 0.1458 2020-11-26 20:44:14,874 - mmaction - INFO - Epoch [19][580/1441] lr: 2.000e-03, eta: 0:38:37, time: 0.966, data_time: 0.000, memory: 10785, loss_action_cls: 0.0393, recall@thr=0.5: 0.7154, prec@thr=0.5: 0.7956, recall@top3: 0.8133, prec@top3: 0.6696, recall@top5: 0.9324, prec@top5: 0.4718, loss: 0.0393, grad_norm: 0.1438 2020-11-26 20:44:34,106 - mmaction - INFO - Epoch [19][600/1441] lr: 2.000e-03, eta: 0:38:17, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0401, recall@thr=0.5: 0.7031, prec@thr=0.5: 0.7870, recall@top3: 0.8048, prec@top3: 0.6702, recall@top5: 0.9355, prec@top5: 0.4803, loss: 0.0401, grad_norm: 0.1561 2020-11-26 20:44:53,339 - mmaction - INFO - Epoch [19][620/1441] lr: 2.000e-03, eta: 0:37:56, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0404, recall@thr=0.5: 0.7177, prec@thr=0.5: 0.7863, recall@top3: 0.8100, prec@top3: 0.6783, recall@top5: 0.9332, prec@top5: 0.4818, loss: 0.0404, grad_norm: 0.1497 2020-11-26 20:45:12,524 - mmaction - INFO - Epoch [19][640/1441] lr: 2.000e-03, eta: 0:37:36, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0391, recall@thr=0.5: 0.7231, prec@thr=0.5: 0.7899, recall@top3: 0.8191, prec@top3: 0.6737, recall@top5: 0.9338, prec@top5: 0.4729, loss: 0.0391, grad_norm: 0.1422 2020-11-26 20:45:31,929 - mmaction - INFO - Epoch [19][660/1441] lr: 2.000e-03, eta: 0:37:16, time: 0.970, data_time: 0.000, memory: 10785, loss_action_cls: 0.0386, recall@thr=0.5: 0.7214, prec@thr=0.5: 0.7877, recall@top3: 0.8148, prec@top3: 0.6683, recall@top5: 0.9382, prec@top5: 0.4706, loss: 0.0386, grad_norm: 0.1451 2020-11-26 20:45:51,198 - mmaction - INFO - Epoch [19][680/1441] lr: 2.000e-03, eta: 0:36:56, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0390, recall@thr=0.5: 0.7158, prec@thr=0.5: 0.7955, recall@top3: 0.8194, prec@top3: 0.6709, recall@top5: 0.9442, prec@top5: 0.4757, loss: 0.0390, grad_norm: 0.1451 2020-11-26 20:46:10,475 - mmaction - INFO - Epoch [19][700/1441] lr: 2.000e-03, eta: 0:36:35, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0403, recall@thr=0.5: 0.7101, prec@thr=0.5: 0.7782, recall@top3: 0.8064, prec@top3: 0.6607, recall@top5: 0.9320, prec@top5: 0.4688, loss: 0.0403, grad_norm: 0.1563 2020-11-26 20:46:29,765 - mmaction - INFO - Epoch [19][720/1441] lr: 2.000e-03, eta: 0:36:15, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0389, recall@thr=0.5: 0.7136, prec@thr=0.5: 0.7869, recall@top3: 0.8152, prec@top3: 0.6702, recall@top5: 0.9337, prec@top5: 0.4720, loss: 0.0389, grad_norm: 0.1448 2020-11-26 20:46:48,998 - mmaction - INFO - Epoch [19][740/1441] lr: 2.000e-03, eta: 0:35:55, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0395, recall@thr=0.5: 0.7096, prec@thr=0.5: 0.7945, recall@top3: 0.8106, prec@top3: 0.6644, recall@top5: 0.9359, prec@top5: 0.4719, loss: 0.0395, grad_norm: 0.1463 2020-11-26 20:47:08,160 - mmaction - INFO - Epoch [19][760/1441] lr: 2.000e-03, eta: 0:35:35, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0403, recall@thr=0.5: 0.7120, prec@thr=0.5: 0.7901, recall@top3: 0.8103, prec@top3: 0.6663, recall@top5: 0.9297, prec@top5: 0.4691, loss: 0.0403, grad_norm: 0.1405 2020-11-26 20:47:27,474 - mmaction - INFO - Epoch [19][780/1441] lr: 2.000e-03, eta: 0:35:15, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0405, recall@thr=0.5: 0.7097, prec@thr=0.5: 0.7805, recall@top3: 0.8072, prec@top3: 0.6542, recall@top5: 0.9227, prec@top5: 0.4625, loss: 0.0405, grad_norm: 0.1498 2020-11-26 20:47:46,731 - mmaction - INFO - Epoch [19][800/1441] lr: 2.000e-03, eta: 0:34:54, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0398, recall@thr=0.5: 0.7057, prec@thr=0.5: 0.7804, recall@top3: 0.8137, prec@top3: 0.6626, recall@top5: 0.9378, prec@top5: 0.4700, loss: 0.0398, grad_norm: 0.1485 2020-11-26 20:48:05,978 - mmaction - INFO - Epoch [19][820/1441] lr: 2.000e-03, eta: 0:34:34, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0388, recall@thr=0.5: 0.7129, prec@thr=0.5: 0.7983, recall@top3: 0.8178, prec@top3: 0.6678, recall@top5: 0.9304, prec@top5: 0.4673, loss: 0.0388, grad_norm: 0.1482 2020-11-26 20:48:25,179 - mmaction - INFO - Epoch [19][840/1441] lr: 2.000e-03, eta: 0:34:14, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0375, recall@thr=0.5: 0.7201, prec@thr=0.5: 0.8021, recall@top3: 0.8248, prec@top3: 0.6801, recall@top5: 0.9371, prec@top5: 0.4747, loss: 0.0375, grad_norm: 0.1451 2020-11-26 20:48:44,535 - mmaction - INFO - Epoch [19][860/1441] lr: 2.000e-03, eta: 0:33:54, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0386, recall@thr=0.5: 0.7285, prec@thr=0.5: 0.7878, recall@top3: 0.8117, prec@top3: 0.6652, recall@top5: 0.9289, prec@top5: 0.4668, loss: 0.0386, grad_norm: 0.1489 2020-11-26 20:49:03,795 - mmaction - INFO - Epoch [19][880/1441] lr: 2.000e-03, eta: 0:33:34, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0383, recall@thr=0.5: 0.7177, prec@thr=0.5: 0.8028, recall@top3: 0.8148, prec@top3: 0.6869, recall@top5: 0.9395, prec@top5: 0.4869, loss: 0.0383, grad_norm: 0.1495 2020-11-26 20:49:23,070 - mmaction - INFO - Epoch [19][900/1441] lr: 2.000e-03, eta: 0:33:13, time: 0.964, data_time: 0.000, memory: 10785, loss_action_cls: 0.0395, recall@thr=0.5: 0.7136, prec@thr=0.5: 0.7846, recall@top3: 0.8100, prec@top3: 0.6583, recall@top5: 0.9332, prec@top5: 0.4667, loss: 0.0395, grad_norm: 0.1527 2020-11-26 20:49:42,415 - mmaction - INFO - Epoch [19][920/1441] lr: 2.000e-03, eta: 0:32:53, time: 0.967, data_time: 0.000, memory: 10785, loss_action_cls: 0.0388, recall@thr=0.5: 0.7261, prec@thr=0.5: 0.7930, recall@top3: 0.8160, prec@top3: 0.6735, recall@top5: 0.9313, prec@top5: 0.4719, loss: 0.0388, grad_norm: 0.1457 2020-11-26 20:50:01,667 - mmaction - INFO - Epoch [19][940/1441] lr: 2.000e-03, eta: 0:32:33, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0391, recall@thr=0.5: 0.7098, prec@thr=0.5: 0.7943, recall@top3: 0.8060, prec@top3: 0.6741, recall@top5: 0.9292, prec@top5: 0.4784, loss: 0.0391, grad_norm: 0.1477 2020-11-26 20:50:20,953 - mmaction - INFO - Epoch [19][960/1441] lr: 2.000e-03, eta: 0:32:13, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0389, recall@thr=0.5: 0.7262, prec@thr=0.5: 0.7870, recall@top3: 0.8118, prec@top3: 0.6636, recall@top5: 0.9380, prec@top5: 0.4712, loss: 0.0389, grad_norm: 0.1508 2020-11-26 20:50:40,308 - mmaction - INFO - Epoch [19][980/1441] lr: 2.000e-03, eta: 0:31:53, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0385, recall@thr=0.5: 0.7294, prec@thr=0.5: 0.7991, recall@top3: 0.8231, prec@top3: 0.6752, recall@top5: 0.9373, prec@top5: 0.4744, loss: 0.0385, grad_norm: 0.1499 2020-11-26 20:50:59,623 - mmaction - INFO - Epoch [19][1000/1441] lr: 2.000e-03, eta: 0:31:32, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0366, recall@thr=0.5: 0.7401, prec@thr=0.5: 0.8075, recall@top3: 0.8291, prec@top3: 0.6744, recall@top5: 0.9420, prec@top5: 0.4706, loss: 0.0366, grad_norm: 0.1384 2020-11-26 20:51:18,890 - mmaction - INFO - Epoch [19][1020/1441] lr: 2.000e-03, eta: 0:31:12, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0374, recall@thr=0.5: 0.7265, prec@thr=0.5: 0.7881, recall@top3: 0.8185, prec@top3: 0.6573, recall@top5: 0.9389, prec@top5: 0.4640, loss: 0.0374, grad_norm: 0.1564 2020-11-26 20:51:38,120 - mmaction - INFO - Epoch [19][1040/1441] lr: 2.000e-03, eta: 0:30:52, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0398, recall@thr=0.5: 0.7069, prec@thr=0.5: 0.7787, recall@top3: 0.8144, prec@top3: 0.6599, recall@top5: 0.9270, prec@top5: 0.4609, loss: 0.0398, grad_norm: 0.1526 2020-11-26 20:51:57,341 - mmaction - INFO - Epoch [19][1060/1441] lr: 2.000e-03, eta: 0:30:32, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0400, recall@thr=0.5: 0.6976, prec@thr=0.5: 0.7792, recall@top3: 0.8084, prec@top3: 0.6596, recall@top5: 0.9293, prec@top5: 0.4670, loss: 0.0400, grad_norm: 0.1572 2020-11-26 20:52:16,608 - mmaction - INFO - Epoch [19][1080/1441] lr: 2.000e-03, eta: 0:30:12, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0374, recall@thr=0.5: 0.7152, prec@thr=0.5: 0.7904, recall@top3: 0.8133, prec@top3: 0.6607, recall@top5: 0.9434, prec@top5: 0.4723, loss: 0.0374, grad_norm: 0.1451 2020-11-26 20:52:35,861 - mmaction - INFO - Epoch [19][1100/1441] lr: 2.000e-03, eta: 0:29:51, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0394, recall@thr=0.5: 0.7077, prec@thr=0.5: 0.7864, recall@top3: 0.8139, prec@top3: 0.6603, recall@top5: 0.9343, prec@top5: 0.4642, loss: 0.0394, grad_norm: 0.1508 2020-11-26 20:52:55,186 - mmaction - INFO - Epoch [19][1120/1441] lr: 2.000e-03, eta: 0:29:31, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0385, recall@thr=0.5: 0.7180, prec@thr=0.5: 0.7854, recall@top3: 0.8152, prec@top3: 0.6672, recall@top5: 0.9305, prec@top5: 0.4676, loss: 0.0385, grad_norm: 0.1478 2020-11-26 20:53:14,396 - mmaction - INFO - Epoch [19][1140/1441] lr: 2.000e-03, eta: 0:29:11, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0386, recall@thr=0.5: 0.7190, prec@thr=0.5: 0.7967, recall@top3: 0.8196, prec@top3: 0.6741, recall@top5: 0.9287, prec@top5: 0.4711, loss: 0.0386, grad_norm: 0.1463 2020-11-26 20:53:33,650 - mmaction - INFO - Epoch [19][1160/1441] lr: 2.000e-03, eta: 0:28:51, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0396, recall@thr=0.5: 0.7095, prec@thr=0.5: 0.7893, recall@top3: 0.8135, prec@top3: 0.6685, recall@top5: 0.9269, prec@top5: 0.4673, loss: 0.0396, grad_norm: 0.1514 2020-11-26 20:53:52,898 - mmaction - INFO - Epoch [19][1180/1441] lr: 2.000e-03, eta: 0:28:31, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0385, recall@thr=0.5: 0.7211, prec@thr=0.5: 0.7915, recall@top3: 0.8205, prec@top3: 0.6728, recall@top5: 0.9351, prec@top5: 0.4711, loss: 0.0385, grad_norm: 0.1445 2020-11-26 20:54:12,215 - mmaction - INFO - Epoch [19][1200/1441] lr: 2.000e-03, eta: 0:28:11, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0394, recall@thr=0.5: 0.7133, prec@thr=0.5: 0.7885, recall@top3: 0.8172, prec@top3: 0.6591, recall@top5: 0.9273, prec@top5: 0.4587, loss: 0.0394, grad_norm: 0.1510 2020-11-26 20:54:31,422 - mmaction - INFO - Epoch [19][1220/1441] lr: 2.000e-03, eta: 0:27:50, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0405, recall@thr=0.5: 0.7134, prec@thr=0.5: 0.7835, recall@top3: 0.8074, prec@top3: 0.6634, recall@top5: 0.9277, prec@top5: 0.4665, loss: 0.0405, grad_norm: 0.1496 2020-11-26 20:54:50,644 - mmaction - INFO - Epoch [19][1240/1441] lr: 2.000e-03, eta: 0:27:30, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0386, recall@thr=0.5: 0.7046, prec@thr=0.5: 0.7801, recall@top3: 0.8164, prec@top3: 0.6612, recall@top5: 0.9345, prec@top5: 0.4644, loss: 0.0386, grad_norm: 0.1513 2020-11-26 20:55:09,943 - mmaction - INFO - Epoch [19][1260/1441] lr: 2.000e-03, eta: 0:27:10, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0399, recall@thr=0.5: 0.6951, prec@thr=0.5: 0.7697, recall@top3: 0.8050, prec@top3: 0.6571, recall@top5: 0.9277, prec@top5: 0.4647, loss: 0.0399, grad_norm: 0.1531 2020-11-26 20:55:29,193 - mmaction - INFO - Epoch [19][1280/1441] lr: 2.000e-03, eta: 0:26:50, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0402, recall@thr=0.5: 0.7184, prec@thr=0.5: 0.7915, recall@top3: 0.8062, prec@top3: 0.6619, recall@top5: 0.9268, prec@top5: 0.4685, loss: 0.0402, grad_norm: 0.1448 2020-11-26 20:55:48,376 - mmaction - INFO - Epoch [19][1300/1441] lr: 2.000e-03, eta: 0:26:30, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0404, recall@thr=0.5: 0.7119, prec@thr=0.5: 0.7881, recall@top3: 0.8081, prec@top3: 0.6576, recall@top5: 0.9280, prec@top5: 0.4643, loss: 0.0404, grad_norm: 0.1465 2020-11-26 20:56:07,660 - mmaction - INFO - Epoch [19][1320/1441] lr: 2.000e-03, eta: 0:26:10, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0393, recall@thr=0.5: 0.7212, prec@thr=0.5: 0.7912, recall@top3: 0.8148, prec@top3: 0.6737, recall@top5: 0.9310, prec@top5: 0.4736, loss: 0.0393, grad_norm: 0.1412 2020-11-26 20:56:26,998 - mmaction - INFO - Epoch [19][1340/1441] lr: 2.000e-03, eta: 0:25:49, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0395, recall@thr=0.5: 0.7145, prec@thr=0.5: 0.7921, recall@top3: 0.8207, prec@top3: 0.6817, recall@top5: 0.9380, prec@top5: 0.4784, loss: 0.0395, grad_norm: 0.1455 2020-11-26 20:56:46,263 - mmaction - INFO - Epoch [19][1360/1441] lr: 2.000e-03, eta: 0:25:29, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0377, recall@thr=0.5: 0.7201, prec@thr=0.5: 0.7885, recall@top3: 0.8172, prec@top3: 0.6603, recall@top5: 0.9389, prec@top5: 0.4677, loss: 0.0377, grad_norm: 0.1450 2020-11-26 20:57:05,535 - mmaction - INFO - Epoch [19][1380/1441] lr: 2.000e-03, eta: 0:25:09, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0395, recall@thr=0.5: 0.7109, prec@thr=0.5: 0.7743, recall@top3: 0.8165, prec@top3: 0.6498, recall@top5: 0.9378, prec@top5: 0.4581, loss: 0.0395, grad_norm: 0.1474 2020-11-26 20:57:24,940 - mmaction - INFO - Epoch [19][1400/1441] lr: 2.000e-03, eta: 0:24:49, time: 0.971, data_time: 0.001, memory: 10785, loss_action_cls: 0.0396, recall@thr=0.5: 0.7061, prec@thr=0.5: 0.7848, recall@top3: 0.8153, prec@top3: 0.6598, recall@top5: 0.9326, prec@top5: 0.4643, loss: 0.0396, grad_norm: 0.1513 2020-11-26 20:57:44,223 - mmaction - INFO - Epoch [19][1420/1441] lr: 2.000e-03, eta: 0:24:29, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0390, recall@thr=0.5: 0.7011, prec@thr=0.5: 0.7837, recall@top3: 0.8125, prec@top3: 0.6717, recall@top5: 0.9338, prec@top5: 0.4746, loss: 0.0390, grad_norm: 0.1561 2020-11-26 20:58:03,375 - mmaction - INFO - Epoch [19][1440/1441] lr: 2.000e-03, eta: 0:24:09, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0387, recall@thr=0.5: 0.7237, prec@thr=0.5: 0.7898, recall@top3: 0.8162, prec@top3: 0.6626, recall@top5: 0.9295, prec@top5: 0.4648, loss: 0.0387, grad_norm: 0.1490 2020-11-26 20:58:06,319 - mmaction - INFO - Saving checkpoint at 19 epochs 2020-11-26 21:02:44,397 - mmaction - INFO - Evaluating proposal ... 2020-11-26 21:03:52,125 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-26 21:03:52,126 - mmaction - INFO - Evaluating bbox ... 2020-11-26 21:12:18,519 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.1998 2020-11-26 21:12:19,587 - mmaction - INFO - Epoch(val) [19][1441] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.1998 2020-11-26 21:13:22,043 - mmaction - INFO - Epoch [20][20/1441] lr: 2.000e-03, eta: 0:23:50, time: 3.122, data_time: 2.168, memory: 10785, loss_action_cls: 0.0403, recall@thr=0.5: 0.6964, prec@thr=0.5: 0.7815, recall@top3: 0.8039, prec@top3: 0.6566, recall@top5: 0.9322, prec@top5: 0.4682, loss: 0.0403, grad_norm: 0.1470 2020-11-26 21:13:41,181 - mmaction - INFO - Epoch [20][40/1441] lr: 2.000e-03, eta: 0:23:30, time: 0.957, data_time: 0.003, memory: 10785, loss_action_cls: 0.0395, recall@thr=0.5: 0.7151, prec@thr=0.5: 0.7851, recall@top3: 0.8102, prec@top3: 0.6555, recall@top5: 0.9330, prec@top5: 0.4638, loss: 0.0395, grad_norm: 0.1498 2020-11-26 21:14:00,306 - mmaction - INFO - Epoch [20][60/1441] lr: 2.000e-03, eta: 0:23:10, time: 0.956, data_time: 0.000, memory: 10785, loss_action_cls: 0.0402, recall@thr=0.5: 0.7046, prec@thr=0.5: 0.7775, recall@top3: 0.8092, prec@top3: 0.6499, recall@top5: 0.9320, prec@top5: 0.4605, loss: 0.0402, grad_norm: 0.1502 2020-11-26 21:14:19,426 - mmaction - INFO - Epoch [20][80/1441] lr: 2.000e-03, eta: 0:22:50, time: 0.956, data_time: 0.000, memory: 10785, loss_action_cls: 0.0386, recall@thr=0.5: 0.7149, prec@thr=0.5: 0.7886, recall@top3: 0.8266, prec@top3: 0.6722, recall@top5: 0.9378, prec@top5: 0.4699, loss: 0.0386, grad_norm: 0.1419 2020-11-26 21:14:38,576 - mmaction - INFO - Epoch [20][100/1441] lr: 2.000e-03, eta: 0:22:29, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0381, recall@thr=0.5: 0.7155, prec@thr=0.5: 0.7958, recall@top3: 0.8226, prec@top3: 0.6652, recall@top5: 0.9407, prec@top5: 0.4657, loss: 0.0381, grad_norm: 0.1466 2020-11-26 21:14:57,728 - mmaction - INFO - Epoch [20][120/1441] lr: 2.000e-03, eta: 0:22:09, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0389, recall@thr=0.5: 0.7165, prec@thr=0.5: 0.7982, recall@top3: 0.8151, prec@top3: 0.6743, recall@top5: 0.9357, prec@top5: 0.4743, loss: 0.0389, grad_norm: 0.1428 2020-11-26 21:15:17,020 - mmaction - INFO - Epoch [20][140/1441] lr: 2.000e-03, eta: 0:21:49, time: 0.964, data_time: 0.000, memory: 10785, loss_action_cls: 0.0403, recall@thr=0.5: 0.7023, prec@thr=0.5: 0.7777, recall@top3: 0.8129, prec@top3: 0.6588, recall@top5: 0.9265, prec@top5: 0.4612, loss: 0.0403, grad_norm: 0.1429 2020-11-26 21:15:36,157 - mmaction - INFO - Epoch [20][160/1441] lr: 2.000e-03, eta: 0:21:29, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0389, recall@thr=0.5: 0.7164, prec@thr=0.5: 0.7993, recall@top3: 0.8154, prec@top3: 0.6727, recall@top5: 0.9417, prec@top5: 0.4781, loss: 0.0389, grad_norm: 0.1438 2020-11-26 21:15:55,345 - mmaction - INFO - Epoch [20][180/1441] lr: 2.000e-03, eta: 0:21:09, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0392, recall@thr=0.5: 0.7128, prec@thr=0.5: 0.7766, recall@top3: 0.8145, prec@top3: 0.6627, recall@top5: 0.9351, prec@top5: 0.4685, loss: 0.0392, grad_norm: 0.1470 2020-11-26 21:16:14,590 - mmaction - INFO - Epoch [20][200/1441] lr: 2.000e-03, eta: 0:20:49, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0407, recall@thr=0.5: 0.7005, prec@thr=0.5: 0.7772, recall@top3: 0.8034, prec@top3: 0.6647, recall@top5: 0.9213, prec@top5: 0.4681, loss: 0.0407, grad_norm: 0.1514 2020-11-26 21:16:33,867 - mmaction - INFO - Epoch [20][220/1441] lr: 2.000e-03, eta: 0:20:28, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0394, recall@thr=0.5: 0.7053, prec@thr=0.5: 0.7891, recall@top3: 0.8167, prec@top3: 0.6626, recall@top5: 0.9298, prec@top5: 0.4647, loss: 0.0394, grad_norm: 0.1436 2020-11-26 21:16:53,051 - mmaction - INFO - Epoch [20][240/1441] lr: 2.000e-03, eta: 0:20:08, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0394, recall@thr=0.5: 0.7099, prec@thr=0.5: 0.7936, recall@top3: 0.8120, prec@top3: 0.6671, recall@top5: 0.9274, prec@top5: 0.4675, loss: 0.0394, grad_norm: 0.1484 2020-11-26 21:17:12,239 - mmaction - INFO - Epoch [20][260/1441] lr: 2.000e-03, eta: 0:19:48, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0411, recall@thr=0.5: 0.6998, prec@thr=0.5: 0.7680, recall@top3: 0.8015, prec@top3: 0.6495, recall@top5: 0.9206, prec@top5: 0.4587, loss: 0.0411, grad_norm: 0.1483 2020-11-26 21:17:31,414 - mmaction - INFO - Epoch [20][280/1441] lr: 2.000e-03, eta: 0:19:28, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0396, recall@thr=0.5: 0.7069, prec@thr=0.5: 0.7902, recall@top3: 0.8121, prec@top3: 0.6697, recall@top5: 0.9318, prec@top5: 0.4718, loss: 0.0396, grad_norm: 0.1479 2020-11-26 21:17:50,564 - mmaction - INFO - Epoch [20][300/1441] lr: 2.000e-03, eta: 0:19:08, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0385, recall@thr=0.5: 0.7106, prec@thr=0.5: 0.7890, recall@top3: 0.8150, prec@top3: 0.6598, recall@top5: 0.9318, prec@top5: 0.4648, loss: 0.0385, grad_norm: 0.1486 2020-11-26 21:18:09,798 - mmaction - INFO - Epoch [20][320/1441] lr: 2.000e-03, eta: 0:18:47, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0397, recall@thr=0.5: 0.7065, prec@thr=0.5: 0.7902, recall@top3: 0.8177, prec@top3: 0.6725, recall@top5: 0.9300, prec@top5: 0.4708, loss: 0.0397, grad_norm: 0.1481 2020-11-26 21:18:28,971 - mmaction - INFO - Epoch [20][340/1441] lr: 2.000e-03, eta: 0:18:27, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0389, recall@thr=0.5: 0.7193, prec@thr=0.5: 0.7938, recall@top3: 0.8196, prec@top3: 0.6702, recall@top5: 0.9334, prec@top5: 0.4701, loss: 0.0389, grad_norm: 0.1494 2020-11-26 21:18:48,169 - mmaction - INFO - Epoch [20][360/1441] lr: 2.000e-03, eta: 0:18:07, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0405, recall@thr=0.5: 0.7054, prec@thr=0.5: 0.7779, recall@top3: 0.8077, prec@top3: 0.6635, recall@top5: 0.9309, prec@top5: 0.4705, loss: 0.0405, grad_norm: 0.1486 2020-11-26 21:19:07,413 - mmaction - INFO - Epoch [20][380/1441] lr: 2.000e-03, eta: 0:17:47, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0393, recall@thr=0.5: 0.7121, prec@thr=0.5: 0.7933, recall@top3: 0.8078, prec@top3: 0.6677, recall@top5: 0.9334, prec@top5: 0.4748, loss: 0.0393, grad_norm: 0.1413 2020-11-26 21:19:26,570 - mmaction - INFO - Epoch [20][400/1441] lr: 2.000e-03, eta: 0:17:27, time: 0.957, data_time: 0.000, memory: 10785, loss_action_cls: 0.0385, recall@thr=0.5: 0.7300, prec@thr=0.5: 0.7988, recall@top3: 0.8163, prec@top3: 0.6691, recall@top5: 0.9383, prec@top5: 0.4734, loss: 0.0385, grad_norm: 0.1433 2020-11-26 21:19:45,797 - mmaction - INFO - Epoch [20][420/1441] lr: 2.000e-03, eta: 0:17:07, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0380, recall@thr=0.5: 0.7200, prec@thr=0.5: 0.7947, recall@top3: 0.8258, prec@top3: 0.6643, recall@top5: 0.9413, prec@top5: 0.4649, loss: 0.0380, grad_norm: 0.1389 2020-11-26 21:20:05,001 - mmaction - INFO - Epoch [20][440/1441] lr: 2.000e-03, eta: 0:16:46, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0387, recall@thr=0.5: 0.7132, prec@thr=0.5: 0.7984, recall@top3: 0.8140, prec@top3: 0.6746, recall@top5: 0.9374, prec@top5: 0.4769, loss: 0.0387, grad_norm: 0.1432 2020-11-26 21:20:24,278 - mmaction - INFO - Epoch [20][460/1441] lr: 2.000e-03, eta: 0:16:26, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0406, recall@thr=0.5: 0.7113, prec@thr=0.5: 0.7756, recall@top3: 0.8147, prec@top3: 0.6626, recall@top5: 0.9361, prec@top5: 0.4684, loss: 0.0406, grad_norm: 0.1501 2020-11-26 21:20:43,458 - mmaction - INFO - Epoch [20][480/1441] lr: 2.000e-03, eta: 0:16:06, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0392, recall@thr=0.5: 0.7076, prec@thr=0.5: 0.7879, recall@top3: 0.8208, prec@top3: 0.6641, recall@top5: 0.9379, prec@top5: 0.4659, loss: 0.0392, grad_norm: 0.1535 2020-11-26 21:21:02,604 - mmaction - INFO - Epoch [20][500/1441] lr: 2.000e-03, eta: 0:15:46, time: 0.957, data_time: 0.000, memory: 10785, loss_action_cls: 0.0392, recall@thr=0.5: 0.7097, prec@thr=0.5: 0.7911, recall@top3: 0.8117, prec@top3: 0.6582, recall@top5: 0.9335, prec@top5: 0.4637, loss: 0.0392, grad_norm: 0.1482 2020-11-26 21:21:21,798 - mmaction - INFO - Epoch [20][520/1441] lr: 2.000e-03, eta: 0:15:26, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0389, recall@thr=0.5: 0.7053, prec@thr=0.5: 0.7835, recall@top3: 0.8085, prec@top3: 0.6658, recall@top5: 0.9309, prec@top5: 0.4703, loss: 0.0389, grad_norm: 0.1476 2020-11-26 21:21:40,962 - mmaction - INFO - Epoch [20][540/1441] lr: 2.000e-03, eta: 0:15:06, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0401, recall@thr=0.5: 0.7116, prec@thr=0.5: 0.7745, recall@top3: 0.8104, prec@top3: 0.6634, recall@top5: 0.9316, prec@top5: 0.4686, loss: 0.0401, grad_norm: 0.1489 2020-11-26 21:22:00,295 - mmaction - INFO - Epoch [20][560/1441] lr: 2.000e-03, eta: 0:14:46, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0393, recall@thr=0.5: 0.6975, prec@thr=0.5: 0.7854, recall@top3: 0.8082, prec@top3: 0.6635, recall@top5: 0.9332, prec@top5: 0.4699, loss: 0.0393, grad_norm: 0.1502 2020-11-26 21:22:19,448 - mmaction - INFO - Epoch [20][580/1441] lr: 2.000e-03, eta: 0:14:25, time: 0.957, data_time: 0.000, memory: 10785, loss_action_cls: 0.0385, recall@thr=0.5: 0.7238, prec@thr=0.5: 0.7909, recall@top3: 0.8234, prec@top3: 0.6625, recall@top5: 0.9346, prec@top5: 0.4650, loss: 0.0385, grad_norm: 0.1427 2020-11-26 21:22:38,647 - mmaction - INFO - Epoch [20][600/1441] lr: 2.000e-03, eta: 0:14:05, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0382, recall@thr=0.5: 0.7182, prec@thr=0.5: 0.7926, recall@top3: 0.8191, prec@top3: 0.6690, recall@top5: 0.9314, prec@top5: 0.4685, loss: 0.0382, grad_norm: 0.1542 2020-11-26 21:22:57,901 - mmaction - INFO - Epoch [20][620/1441] lr: 2.000e-03, eta: 0:13:45, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0406, recall@thr=0.5: 0.6980, prec@thr=0.5: 0.7779, recall@top3: 0.8137, prec@top3: 0.6527, recall@top5: 0.9299, prec@top5: 0.4604, loss: 0.0406, grad_norm: 0.1501 2020-11-26 21:23:17,119 - mmaction - INFO - Epoch [20][640/1441] lr: 2.000e-03, eta: 0:13:25, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0380, recall@thr=0.5: 0.7136, prec@thr=0.5: 0.7983, recall@top3: 0.8258, prec@top3: 0.6734, recall@top5: 0.9422, prec@top5: 0.4735, loss: 0.0380, grad_norm: 0.1473 2020-11-26 21:23:36,340 - mmaction - INFO - Epoch [20][660/1441] lr: 2.000e-03, eta: 0:13:05, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0381, recall@thr=0.5: 0.7183, prec@thr=0.5: 0.7948, recall@top3: 0.8152, prec@top3: 0.6668, recall@top5: 0.9370, prec@top5: 0.4714, loss: 0.0381, grad_norm: 0.1492 2020-11-26 21:23:55,495 - mmaction - INFO - Epoch [20][680/1441] lr: 2.000e-03, eta: 0:12:45, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0390, recall@thr=0.5: 0.7112, prec@thr=0.5: 0.7940, recall@top3: 0.8132, prec@top3: 0.6723, recall@top5: 0.9331, prec@top5: 0.4733, loss: 0.0390, grad_norm: 0.1501 2020-11-26 21:24:14,686 - mmaction - INFO - Epoch [20][700/1441] lr: 2.000e-03, eta: 0:12:25, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0377, recall@thr=0.5: 0.7330, prec@thr=0.5: 0.7919, recall@top3: 0.8277, prec@top3: 0.6642, recall@top5: 0.9420, prec@top5: 0.4642, loss: 0.0377, grad_norm: 0.1426 2020-11-26 21:24:33,940 - mmaction - INFO - Epoch [20][720/1441] lr: 2.000e-03, eta: 0:12:04, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0391, recall@thr=0.5: 0.7088, prec@thr=0.5: 0.7939, recall@top3: 0.8165, prec@top3: 0.6701, recall@top5: 0.9331, prec@top5: 0.4694, loss: 0.0391, grad_norm: 0.1513 2020-11-26 21:24:53,106 - mmaction - INFO - Epoch [20][740/1441] lr: 2.000e-03, eta: 0:11:44, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0407, recall@thr=0.5: 0.7078, prec@thr=0.5: 0.7902, recall@top3: 0.8136, prec@top3: 0.6635, recall@top5: 0.9326, prec@top5: 0.4679, loss: 0.0407, grad_norm: 0.1493 2020-11-26 21:25:12,392 - mmaction - INFO - Epoch [20][760/1441] lr: 2.000e-03, eta: 0:11:24, time: 0.964, data_time: 0.000, memory: 10785, loss_action_cls: 0.0386, recall@thr=0.5: 0.7285, prec@thr=0.5: 0.7929, recall@top3: 0.8244, prec@top3: 0.6736, recall@top5: 0.9362, prec@top5: 0.4711, loss: 0.0386, grad_norm: 0.1472 2020-11-26 21:25:31,727 - mmaction - INFO - Epoch [20][780/1441] lr: 2.000e-03, eta: 0:11:04, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0388, recall@thr=0.5: 0.7153, prec@thr=0.5: 0.7895, recall@top3: 0.8140, prec@top3: 0.6677, recall@top5: 0.9332, prec@top5: 0.4709, loss: 0.0388, grad_norm: 0.1550 2020-11-26 21:25:50,872 - mmaction - INFO - Epoch [20][800/1441] lr: 2.000e-03, eta: 0:10:44, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0381, recall@thr=0.5: 0.7299, prec@thr=0.5: 0.7939, recall@top3: 0.8309, prec@top3: 0.6785, recall@top5: 0.9407, prec@top5: 0.4723, loss: 0.0381, grad_norm: 0.1433 2020-11-26 21:26:10,060 - mmaction - INFO - Epoch [20][820/1441] lr: 2.000e-03, eta: 0:10:24, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0394, recall@thr=0.5: 0.7165, prec@thr=0.5: 0.7836, recall@top3: 0.8209, prec@top3: 0.6684, recall@top5: 0.9405, prec@top5: 0.4696, loss: 0.0394, grad_norm: 0.1460 2020-11-26 21:26:29,203 - mmaction - INFO - Epoch [20][840/1441] lr: 2.000e-03, eta: 0:10:04, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0402, recall@thr=0.5: 0.6972, prec@thr=0.5: 0.7772, recall@top3: 0.8075, prec@top3: 0.6694, recall@top5: 0.9282, prec@top5: 0.4727, loss: 0.0402, grad_norm: 0.1546 2020-11-26 21:26:48,373 - mmaction - INFO - Epoch [20][860/1441] lr: 2.000e-03, eta: 0:09:43, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0392, recall@thr=0.5: 0.7211, prec@thr=0.5: 0.7973, recall@top3: 0.8183, prec@top3: 0.6761, recall@top5: 0.9350, prec@top5: 0.4742, loss: 0.0392, grad_norm: 0.1473 2020-11-26 21:27:07,551 - mmaction - INFO - Epoch [20][880/1441] lr: 2.000e-03, eta: 0:09:23, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0397, recall@thr=0.5: 0.7216, prec@thr=0.5: 0.7911, recall@top3: 0.8229, prec@top3: 0.6819, recall@top5: 0.9400, prec@top5: 0.4788, loss: 0.0397, grad_norm: 0.1480 2020-11-26 21:27:26,787 - mmaction - INFO - Epoch [20][900/1441] lr: 2.000e-03, eta: 0:09:03, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0393, recall@thr=0.5: 0.7139, prec@thr=0.5: 0.7870, recall@top3: 0.8092, prec@top3: 0.6656, recall@top5: 0.9345, prec@top5: 0.4716, loss: 0.0393, grad_norm: 0.1481 2020-11-26 21:27:45,938 - mmaction - INFO - Epoch [20][920/1441] lr: 2.000e-03, eta: 0:08:43, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0372, recall@thr=0.5: 0.7200, prec@thr=0.5: 0.7990, recall@top3: 0.8215, prec@top3: 0.6674, recall@top5: 0.9381, prec@top5: 0.4687, loss: 0.0372, grad_norm: 0.1480 2020-11-26 21:28:05,189 - mmaction - INFO - Epoch [20][940/1441] lr: 2.000e-03, eta: 0:08:23, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0391, recall@thr=0.5: 0.7207, prec@thr=0.5: 0.8047, recall@top3: 0.8190, prec@top3: 0.6751, recall@top5: 0.9318, prec@top5: 0.4721, loss: 0.0391, grad_norm: 0.1479 2020-11-26 21:28:24,338 - mmaction - INFO - Epoch [20][960/1441] lr: 2.000e-03, eta: 0:08:03, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0399, recall@thr=0.5: 0.7300, prec@thr=0.5: 0.7920, recall@top3: 0.8143, prec@top3: 0.6574, recall@top5: 0.9309, prec@top5: 0.4630, loss: 0.0399, grad_norm: 0.1460 2020-11-26 21:28:43,512 - mmaction - INFO - Epoch [20][980/1441] lr: 2.000e-03, eta: 0:07:43, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0400, recall@thr=0.5: 0.6969, prec@thr=0.5: 0.7772, recall@top3: 0.8054, prec@top3: 0.6654, recall@top5: 0.9286, prec@top5: 0.4703, loss: 0.0400, grad_norm: 0.1456 2020-11-26 21:29:02,788 - mmaction - INFO - Epoch [20][1000/1441] lr: 2.000e-03, eta: 0:07:23, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0390, recall@thr=0.5: 0.7127, prec@thr=0.5: 0.7822, recall@top3: 0.8208, prec@top3: 0.6640, recall@top5: 0.9333, prec@top5: 0.4652, loss: 0.0390, grad_norm: 0.1462 2020-11-26 21:29:21,922 - mmaction - INFO - Epoch [20][1020/1441] lr: 2.000e-03, eta: 0:07:03, time: 0.957, data_time: 0.000, memory: 10785, loss_action_cls: 0.0385, recall@thr=0.5: 0.7151, prec@thr=0.5: 0.8047, recall@top3: 0.8199, prec@top3: 0.6764, recall@top5: 0.9392, prec@top5: 0.4770, loss: 0.0385, grad_norm: 0.1481 2020-11-26 21:29:41,157 - mmaction - INFO - Epoch [20][1040/1441] lr: 2.000e-03, eta: 0:06:42, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0406, recall@thr=0.5: 0.6943, prec@thr=0.5: 0.7649, recall@top3: 0.7948, prec@top3: 0.6466, recall@top5: 0.9266, prec@top5: 0.4622, loss: 0.0406, grad_norm: 0.1530 2020-11-26 21:30:00,357 - mmaction - INFO - Epoch [20][1060/1441] lr: 2.000e-03, eta: 0:06:22, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0393, recall@thr=0.5: 0.7136, prec@thr=0.5: 0.7912, recall@top3: 0.8095, prec@top3: 0.6765, recall@top5: 0.9299, prec@top5: 0.4781, loss: 0.0393, grad_norm: 0.1461 2020-11-26 21:30:19,577 - mmaction - INFO - Epoch [20][1080/1441] lr: 2.000e-03, eta: 0:06:02, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0395, recall@thr=0.5: 0.7259, prec@thr=0.5: 0.7885, recall@top3: 0.8161, prec@top3: 0.6614, recall@top5: 0.9316, prec@top5: 0.4644, loss: 0.0395, grad_norm: 0.1479 2020-11-26 21:30:38,790 - mmaction - INFO - Epoch [20][1100/1441] lr: 2.000e-03, eta: 0:05:42, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0392, recall@thr=0.5: 0.7148, prec@thr=0.5: 0.7829, recall@top3: 0.8125, prec@top3: 0.6664, recall@top5: 0.9356, prec@top5: 0.4724, loss: 0.0392, grad_norm: 0.1517 2020-11-26 21:30:57,934 - mmaction - INFO - Epoch [20][1120/1441] lr: 2.000e-03, eta: 0:05:22, time: 0.957, data_time: 0.000, memory: 10785, loss_action_cls: 0.0404, recall@thr=0.5: 0.7035, prec@thr=0.5: 0.7779, recall@top3: 0.8107, prec@top3: 0.6658, recall@top5: 0.9291, prec@top5: 0.4673, loss: 0.0404, grad_norm: 0.1494 2020-11-26 21:31:17,126 - mmaction - INFO - Epoch [20][1140/1441] lr: 2.000e-03, eta: 0:05:02, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0395, recall@thr=0.5: 0.7084, prec@thr=0.5: 0.7796, recall@top3: 0.8092, prec@top3: 0.6577, recall@top5: 0.9307, prec@top5: 0.4644, loss: 0.0395, grad_norm: 0.1460 2020-11-26 21:31:36,322 - mmaction - INFO - Epoch [20][1160/1441] lr: 2.000e-03, eta: 0:04:42, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0393, recall@thr=0.5: 0.7112, prec@thr=0.5: 0.7769, recall@top3: 0.8135, prec@top3: 0.6583, recall@top5: 0.9328, prec@top5: 0.4630, loss: 0.0393, grad_norm: 0.1440 2020-11-26 21:31:55,591 - mmaction - INFO - Epoch [20][1180/1441] lr: 2.000e-03, eta: 0:04:22, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0378, recall@thr=0.5: 0.7257, prec@thr=0.5: 0.7913, recall@top3: 0.8214, prec@top3: 0.6614, recall@top5: 0.9427, prec@top5: 0.4676, loss: 0.0378, grad_norm: 0.1428 2020-11-26 21:32:14,810 - mmaction - INFO - Epoch [20][1200/1441] lr: 2.000e-03, eta: 0:04:02, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0387, recall@thr=0.5: 0.7239, prec@thr=0.5: 0.7930, recall@top3: 0.8133, prec@top3: 0.6724, recall@top5: 0.9362, prec@top5: 0.4756, loss: 0.0387, grad_norm: 0.1446 2020-11-26 21:32:34,101 - mmaction - INFO - Epoch [20][1220/1441] lr: 2.000e-03, eta: 0:03:41, time: 0.964, data_time: 0.000, memory: 10785, loss_action_cls: 0.0388, recall@thr=0.5: 0.7147, prec@thr=0.5: 0.7856, recall@top3: 0.8120, prec@top3: 0.6665, recall@top5: 0.9345, prec@top5: 0.4718, loss: 0.0388, grad_norm: 0.1490 2020-11-26 21:32:53,337 - mmaction - INFO - Epoch [20][1240/1441] lr: 2.000e-03, eta: 0:03:21, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0394, recall@thr=0.5: 0.7003, prec@thr=0.5: 0.7875, recall@top3: 0.8111, prec@top3: 0.6612, recall@top5: 0.9341, prec@top5: 0.4670, loss: 0.0394, grad_norm: 0.1482 2020-11-26 21:33:12,502 - mmaction - INFO - Epoch [20][1260/1441] lr: 2.000e-03, eta: 0:03:01, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0378, recall@thr=0.5: 0.7223, prec@thr=0.5: 0.7945, recall@top3: 0.8222, prec@top3: 0.6635, recall@top5: 0.9376, prec@top5: 0.4664, loss: 0.0378, grad_norm: 0.1437 2020-11-26 21:33:31,806 - mmaction - INFO - Epoch [20][1280/1441] lr: 2.000e-03, eta: 0:02:41, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0394, recall@thr=0.5: 0.7201, prec@thr=0.5: 0.7784, recall@top3: 0.8162, prec@top3: 0.6606, recall@top5: 0.9344, prec@top5: 0.4648, loss: 0.0394, grad_norm: 0.1498 2020-11-26 21:33:50,957 - mmaction - INFO - Epoch [20][1300/1441] lr: 2.000e-03, eta: 0:02:21, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0399, recall@thr=0.5: 0.7075, prec@thr=0.5: 0.7784, recall@top3: 0.8125, prec@top3: 0.6683, recall@top5: 0.9332, prec@top5: 0.4718, loss: 0.0399, grad_norm: 0.1529 2020-11-26 21:34:10,202 - mmaction - INFO - Epoch [20][1320/1441] lr: 2.000e-03, eta: 0:02:01, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0392, recall@thr=0.5: 0.7030, prec@thr=0.5: 0.7749, recall@top3: 0.8054, prec@top3: 0.6549, recall@top5: 0.9332, prec@top5: 0.4672, loss: 0.0392, grad_norm: 0.1509 2020-11-26 21:34:29,422 - mmaction - INFO - Epoch [20][1340/1441] lr: 2.000e-03, eta: 0:01:41, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0398, recall@thr=0.5: 0.7032, prec@thr=0.5: 0.7844, recall@top3: 0.8072, prec@top3: 0.6641, recall@top5: 0.9352, prec@top5: 0.4711, loss: 0.0398, grad_norm: 0.1456 2020-11-26 21:34:48,618 - mmaction - INFO - Epoch [20][1360/1441] lr: 2.000e-03, eta: 0:01:21, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0388, recall@thr=0.5: 0.7078, prec@thr=0.5: 0.7866, recall@top3: 0.8163, prec@top3: 0.6659, recall@top5: 0.9356, prec@top5: 0.4691, loss: 0.0388, grad_norm: 0.1530 2020-11-26 21:35:07,783 - mmaction - INFO - Epoch [20][1380/1441] lr: 2.000e-03, eta: 0:01:01, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0397, recall@thr=0.5: 0.7098, prec@thr=0.5: 0.7870, recall@top3: 0.8146, prec@top3: 0.6660, recall@top5: 0.9308, prec@top5: 0.4676, loss: 0.0397, grad_norm: 0.1426 2020-11-26 21:35:26,987 - mmaction - INFO - Epoch [20][1400/1441] lr: 2.000e-03, eta: 0:00:41, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0382, recall@thr=0.5: 0.7231, prec@thr=0.5: 0.7936, recall@top3: 0.8179, prec@top3: 0.6627, recall@top5: 0.9430, prec@top5: 0.4708, loss: 0.0382, grad_norm: 0.1451 2020-11-26 21:35:46,215 - mmaction - INFO - Epoch [20][1420/1441] lr: 2.000e-03, eta: 0:00:21, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0382, recall@thr=0.5: 0.7131, prec@thr=0.5: 0.7868, recall@top3: 0.8186, prec@top3: 0.6552, recall@top5: 0.9376, prec@top5: 0.4611, loss: 0.0382, grad_norm: 0.1489 2020-11-26 21:36:05,308 - mmaction - INFO - Epoch [20][1440/1441] lr: 2.000e-03, eta: 0:00:01, time: 0.955, data_time: 0.001, memory: 10785, loss_action_cls: 0.0398, recall@thr=0.5: 0.6994, prec@thr=0.5: 0.7799, recall@top3: 0.8082, prec@top3: 0.6534, recall@top5: 0.9293, prec@top5: 0.4610, loss: 0.0398, grad_norm: 0.1511 2020-11-26 21:36:08,338 - mmaction - INFO - Saving checkpoint at 20 epochs 2020-11-26 21:40:38,723 - mmaction - INFO - Evaluating proposal ... 2020-11-26 21:41:44,197 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-26 21:41:44,198 - mmaction - INFO - Evaluating bbox ... 2020-11-26 21:49:25,635 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2001 2020-11-26 21:49:26,654 - mmaction - INFO - Epoch(val) [20][1441] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2001