2020-11-25 15:45:09,961 - 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 15:45:09,965 - mmaction - INFO - Distributed training: True 2020-11-25 15:45:09,965 - mmaction - INFO - Config: /mnt/lustre/duanhaodong1/mmaction2/configs/ava/ava_so4x16_omni.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_omni' load_from = None resume_from = './work_dirs/ava/ava_so4x16_omni/latest.pth' find_unused_parameters = False 2020-11-25 15:45:41,867 - mmaction - INFO - 184378 out of 184378 frames are valid. 2020-11-25 15:45:57,982 - mmaction - INFO - load checkpoint from ./work_dirs/ava/ava_so4x16_omni/latest.pth 2020-11-25 15:45:58,302 - mmaction - INFO - resumed epoch 2, iter 2882 2020-11-25 15:45:58,303 - mmaction - INFO - Start running, host: duanhaodong1@SH-IDC2-172-20-21-30, work_dir: /mnt/lustre/duanhaodong1/mmaction2/work_dirs/ava/ava_so4x16_omni 2020-11-25 15:45:58,304 - mmaction - INFO - workflow: [('train', 1)], max: 20 epochs 2020-11-25 15:47:05,064 - mmaction - INFO - Epoch [3][20/1441] lr: 9.247e-02, eta: 1 day, 0:01:26, time: 3.337, data_time: 2.279, memory: 10785, loss_action_cls: 0.0676, recall@thr=0.5: 0.5910, prec@thr=0.5: 0.6882, recall@top3: 0.7304, prec@top3: 0.6057, recall@top5: 0.8920, prec@top5: 0.4533, loss: 0.0676, grad_norm: 0.1551 2020-11-25 15:47:23,876 - mmaction - INFO - Epoch [3][40/1441] lr: 9.297e-02, eta: 15:23:15, time: 0.941, data_time: 0.003, memory: 10785, loss_action_cls: 0.0711, recall@thr=0.5: 0.5938, prec@thr=0.5: 0.6867, recall@top3: 0.7265, prec@top3: 0.5978, recall@top5: 0.8940, prec@top5: 0.4493, loss: 0.0711, grad_norm: 0.1548 2020-11-25 15:47:42,689 - mmaction - INFO - Epoch [3][60/1441] lr: 9.347e-02, eta: 12:30:16, time: 0.941, data_time: 0.000, memory: 10785, loss_action_cls: 0.0720, recall@thr=0.5: 0.5730, prec@thr=0.5: 0.6832, recall@top3: 0.7259, prec@top3: 0.5972, recall@top5: 0.8842, prec@top5: 0.4470, loss: 0.0720, grad_norm: 0.1483 2020-11-25 15:48:01,647 - mmaction - INFO - Epoch [3][80/1441] lr: 9.397e-02, eta: 11:04:23, time: 0.948, data_time: 0.000, memory: 10785, loss_action_cls: 0.0682, recall@thr=0.5: 0.5948, prec@thr=0.5: 0.6925, recall@top3: 0.7394, prec@top3: 0.6034, recall@top5: 0.8904, prec@top5: 0.4457, loss: 0.0682, grad_norm: 0.1606 2020-11-25 15:48:20,533 - mmaction - INFO - Epoch [3][100/1441] lr: 9.447e-02, eta: 10:12:23, time: 0.944, data_time: 0.000, memory: 10785, loss_action_cls: 0.0714, recall@thr=0.5: 0.5599, prec@thr=0.5: 0.6674, recall@top3: 0.7158, prec@top3: 0.5848, recall@top5: 0.8813, prec@top5: 0.4412, loss: 0.0714, grad_norm: 0.1677 2020-11-25 15:48:39,410 - mmaction - INFO - Epoch [3][120/1441] lr: 9.497e-02, eta: 9:37:39, time: 0.944, data_time: 0.001, memory: 10785, loss_action_cls: 0.0703, recall@thr=0.5: 0.5825, prec@thr=0.5: 0.6893, recall@top3: 0.7402, prec@top3: 0.5961, recall@top5: 0.8963, prec@top5: 0.4443, loss: 0.0703, grad_norm: 0.1499 2020-11-25 15:48:58,304 - mmaction - INFO - Epoch [3][140/1441] lr: 9.547e-02, eta: 9:12:46, time: 0.945, data_time: 0.001, memory: 10785, loss_action_cls: 0.0735, recall@thr=0.5: 0.5771, prec@thr=0.5: 0.6827, recall@top3: 0.7325, prec@top3: 0.6010, recall@top5: 0.8913, prec@top5: 0.4479, loss: 0.0735, grad_norm: 0.1541 2020-11-25 15:49:17,349 - mmaction - INFO - Epoch [3][160/1441] lr: 9.597e-02, eta: 8:54:26, time: 0.952, data_time: 0.000, memory: 10785, loss_action_cls: 0.0714, recall@thr=0.5: 0.5926, prec@thr=0.5: 0.6835, recall@top3: 0.7272, prec@top3: 0.5987, recall@top5: 0.8881, prec@top5: 0.4468, loss: 0.0714, grad_norm: 0.1636 2020-11-25 15:49:36,304 - mmaction - INFO - Epoch [3][180/1441] lr: 9.647e-02, eta: 8:39:53, time: 0.948, data_time: 0.001, memory: 10785, loss_action_cls: 0.0708, recall@thr=0.5: 0.5614, prec@thr=0.5: 0.6746, recall@top3: 0.7214, prec@top3: 0.5987, recall@top5: 0.8836, prec@top5: 0.4476, loss: 0.0708, grad_norm: 0.1481 2020-11-25 15:49:55,341 - mmaction - INFO - Epoch [3][200/1441] lr: 9.697e-02, eta: 8:28:22, time: 0.952, data_time: 0.001, memory: 10785, loss_action_cls: 0.0701, recall@thr=0.5: 0.5829, prec@thr=0.5: 0.6934, recall@top3: 0.7296, prec@top3: 0.5947, recall@top5: 0.8958, prec@top5: 0.4504, loss: 0.0701, grad_norm: 0.1531 2020-11-25 15:50:14,328 - mmaction - INFO - Epoch [3][220/1441] lr: 9.747e-02, eta: 8:18:47, time: 0.949, data_time: 0.001, memory: 10785, loss_action_cls: 0.0687, recall@thr=0.5: 0.5987, prec@thr=0.5: 0.6870, recall@top3: 0.7250, prec@top3: 0.6036, recall@top5: 0.8841, prec@top5: 0.4502, loss: 0.0687, grad_norm: 0.1558 2020-11-25 15:50:33,344 - mmaction - INFO - Epoch [3][240/1441] lr: 9.797e-02, eta: 8:10:48, time: 0.951, data_time: 0.000, memory: 10785, loss_action_cls: 0.0665, recall@thr=0.5: 0.5762, prec@thr=0.5: 0.6809, recall@top3: 0.7303, prec@top3: 0.5820, recall@top5: 0.8844, prec@top5: 0.4343, loss: 0.0665, grad_norm: 0.1593 2020-11-25 15:50:52,320 - mmaction - INFO - Epoch [3][260/1441] lr: 9.847e-02, eta: 8:03:56, time: 0.949, data_time: 0.001, memory: 10785, loss_action_cls: 0.0687, recall@thr=0.5: 0.5758, prec@thr=0.5: 0.6713, recall@top3: 0.7260, prec@top3: 0.5847, recall@top5: 0.8856, prec@top5: 0.4380, loss: 0.0687, grad_norm: 0.1497 2020-11-25 15:51:11,320 - mmaction - INFO - Epoch [3][280/1441] lr: 9.897e-02, eta: 7:58:02, time: 0.950, data_time: 0.000, memory: 10785, loss_action_cls: 0.0687, recall@thr=0.5: 0.6085, prec@thr=0.5: 0.7049, recall@top3: 0.7417, prec@top3: 0.6128, recall@top5: 0.8961, prec@top5: 0.4539, loss: 0.0687, grad_norm: 0.1606 2020-11-25 15:51:30,311 - mmaction - INFO - Epoch [3][300/1441] lr: 9.947e-02, eta: 7:52:52, time: 0.950, data_time: 0.001, memory: 10785, loss_action_cls: 0.0680, recall@thr=0.5: 0.6054, prec@thr=0.5: 0.7049, recall@top3: 0.7449, prec@top3: 0.6138, recall@top5: 0.8959, prec@top5: 0.4526, loss: 0.0680, grad_norm: 0.1603 2020-11-25 15:51:49,310 - mmaction - INFO - Epoch [3][320/1441] lr: 9.997e-02, eta: 7:48:19, time: 0.950, data_time: 0.000, memory: 10785, loss_action_cls: 0.0710, recall@thr=0.5: 0.5547, prec@thr=0.5: 0.6756, recall@top3: 0.7269, prec@top3: 0.5882, recall@top5: 0.8878, prec@top5: 0.4391, loss: 0.0710, grad_norm: 0.1516 2020-11-25 15:52:08,305 - mmaction - INFO - Epoch [3][340/1441] lr: 1.005e-01, eta: 7:44:15, time: 0.950, data_time: 0.001, memory: 10785, loss_action_cls: 0.0710, recall@thr=0.5: 0.5802, prec@thr=0.5: 0.6857, recall@top3: 0.7355, prec@top3: 0.6003, recall@top5: 0.8883, prec@top5: 0.4417, loss: 0.0710, grad_norm: 0.1529 2020-11-25 15:52:27,340 - mmaction - INFO - Epoch [3][360/1441] lr: 1.010e-01, eta: 7:40:39, time: 0.952, data_time: 0.000, memory: 10785, loss_action_cls: 0.0718, recall@thr=0.5: 0.5921, prec@thr=0.5: 0.6875, recall@top3: 0.7370, prec@top3: 0.5911, recall@top5: 0.8896, prec@top5: 0.4402, loss: 0.0718, grad_norm: 0.1637 2020-11-25 15:52:46,421 - mmaction - INFO - Epoch [3][380/1441] lr: 1.015e-01, eta: 7:37:28, time: 0.954, data_time: 0.000, memory: 10785, loss_action_cls: 0.0696, recall@thr=0.5: 0.5772, prec@thr=0.5: 0.6861, recall@top3: 0.7253, prec@top3: 0.6050, recall@top5: 0.8968, prec@top5: 0.4577, loss: 0.0696, grad_norm: 0.1622 2020-11-25 15:53:05,454 - mmaction - INFO - Epoch [3][400/1441] lr: 1.020e-01, eta: 7:34:30, time: 0.952, data_time: 0.000, memory: 10785, loss_action_cls: 0.0668, recall@thr=0.5: 0.5747, prec@thr=0.5: 0.6817, recall@top3: 0.7315, prec@top3: 0.6048, recall@top5: 0.8904, prec@top5: 0.4517, loss: 0.0668, grad_norm: 0.1623 2020-11-25 15:53:24,509 - mmaction - INFO - Epoch [3][420/1441] lr: 1.025e-01, eta: 7:31:49, time: 0.953, data_time: 0.001, memory: 10785, loss_action_cls: 0.0717, recall@thr=0.5: 0.5865, prec@thr=0.5: 0.6789, recall@top3: 0.7296, prec@top3: 0.5995, recall@top5: 0.8908, prec@top5: 0.4505, loss: 0.0717, grad_norm: 0.1652 2020-11-25 15:53:43,508 - mmaction - INFO - Epoch [3][440/1441] lr: 1.030e-01, eta: 7:29:17, time: 0.950, data_time: 0.000, memory: 10785, loss_action_cls: 0.0677, recall@thr=0.5: 0.6007, prec@thr=0.5: 0.7005, recall@top3: 0.7375, prec@top3: 0.6074, recall@top5: 0.9003, prec@top5: 0.4560, loss: 0.0677, grad_norm: 0.1548 2020-11-25 15:54:02,553 - mmaction - INFO - Epoch [3][460/1441] lr: 1.035e-01, eta: 7:26:59, time: 0.952, data_time: 0.001, memory: 10785, loss_action_cls: 0.0710, recall@thr=0.5: 0.5890, prec@thr=0.5: 0.6960, recall@top3: 0.7302, prec@top3: 0.5998, recall@top5: 0.8801, prec@top5: 0.4440, loss: 0.0710, grad_norm: 0.1520 2020-11-25 15:54:21,631 - mmaction - INFO - Epoch [3][480/1441] lr: 1.040e-01, eta: 7:24:54, time: 0.954, data_time: 0.001, memory: 10785, loss_action_cls: 0.0649, recall@thr=0.5: 0.5981, prec@thr=0.5: 0.7010, recall@top3: 0.7350, prec@top3: 0.6113, recall@top5: 0.8937, prec@top5: 0.4570, loss: 0.0649, grad_norm: 0.1490 2020-11-25 15:54:40,683 - mmaction - INFO - Epoch [3][500/1441] lr: 1.045e-01, eta: 7:22:55, time: 0.953, data_time: 0.001, memory: 10785, loss_action_cls: 0.0713, recall@thr=0.5: 0.5689, prec@thr=0.5: 0.6778, recall@top3: 0.7270, prec@top3: 0.5978, recall@top5: 0.8892, prec@top5: 0.4482, loss: 0.0713, grad_norm: 0.1755 2020-11-25 15:54:59,802 - mmaction - INFO - Epoch [3][520/1441] lr: 1.050e-01, eta: 7:21:08, time: 0.956, data_time: 0.001, memory: 10785, loss_action_cls: 0.0730, recall@thr=0.5: 0.5709, prec@thr=0.5: 0.6752, recall@top3: 0.7312, prec@top3: 0.5937, recall@top5: 0.8885, prec@top5: 0.4428, loss: 0.0730, grad_norm: 0.1484 2020-11-25 15:55:18,793 - mmaction - INFO - Epoch [3][540/1441] lr: 1.055e-01, eta: 7:19:20, time: 0.949, data_time: 0.001, memory: 10785, loss_action_cls: 0.0698, recall@thr=0.5: 0.6089, prec@thr=0.5: 0.6863, recall@top3: 0.7413, prec@top3: 0.6174, recall@top5: 0.8976, prec@top5: 0.4587, loss: 0.0698, grad_norm: 0.1525 2020-11-25 15:55:37,767 - mmaction - INFO - Epoch [3][560/1441] lr: 1.060e-01, eta: 7:17:39, time: 0.949, data_time: 0.001, memory: 10785, loss_action_cls: 0.0671, recall@thr=0.5: 0.6029, prec@thr=0.5: 0.6919, recall@top3: 0.7388, prec@top3: 0.5986, recall@top5: 0.8924, prec@top5: 0.4422, loss: 0.0671, grad_norm: 0.1578 2020-11-25 15:55:56,733 - mmaction - INFO - Epoch [3][580/1441] lr: 1.065e-01, eta: 7:16:03, time: 0.948, data_time: 0.001, memory: 10785, loss_action_cls: 0.0685, recall@thr=0.5: 0.5859, prec@thr=0.5: 0.6881, recall@top3: 0.7422, prec@top3: 0.6069, recall@top5: 0.9021, prec@top5: 0.4519, loss: 0.0685, grad_norm: 0.1524 2020-11-25 15:56:15,783 - mmaction - INFO - Epoch [3][600/1441] lr: 1.070e-01, eta: 7:14:35, time: 0.952, data_time: 0.000, memory: 10785, loss_action_cls: 0.0654, recall@thr=0.5: 0.5894, prec@thr=0.5: 0.6865, recall@top3: 0.7311, prec@top3: 0.6006, recall@top5: 0.8878, prec@top5: 0.4478, loss: 0.0654, grad_norm: 0.1556 2020-11-25 15:56:34,801 - mmaction - INFO - Epoch [3][620/1441] lr: 1.075e-01, eta: 7:13:10, time: 0.951, data_time: 0.000, memory: 10785, loss_action_cls: 0.0680, recall@thr=0.5: 0.5958, prec@thr=0.5: 0.7015, recall@top3: 0.7365, prec@top3: 0.6054, recall@top5: 0.8950, prec@top5: 0.4511, loss: 0.0680, grad_norm: 0.1405 2020-11-25 15:56:53,876 - mmaction - INFO - Epoch [3][640/1441] lr: 1.080e-01, eta: 7:11:52, time: 0.954, data_time: 0.000, memory: 10785, loss_action_cls: 0.0711, recall@thr=0.5: 0.5706, prec@thr=0.5: 0.6761, recall@top3: 0.7229, prec@top3: 0.5914, recall@top5: 0.8812, prec@top5: 0.4412, loss: 0.0711, grad_norm: 0.1587 2020-11-25 15:57:12,952 - mmaction - INFO - Epoch [3][660/1441] lr: 1.085e-01, eta: 7:10:38, time: 0.954, data_time: 0.001, memory: 10785, loss_action_cls: 0.0681, recall@thr=0.5: 0.5853, prec@thr=0.5: 0.6876, recall@top3: 0.7298, prec@top3: 0.6000, recall@top5: 0.8862, prec@top5: 0.4473, loss: 0.0681, grad_norm: 0.1504 2020-11-25 15:57:32,007 - mmaction - INFO - Epoch [3][680/1441] lr: 1.090e-01, eta: 7:09:26, time: 0.953, data_time: 0.001, memory: 10785, loss_action_cls: 0.0686, recall@thr=0.5: 0.5874, prec@thr=0.5: 0.6803, recall@top3: 0.7275, prec@top3: 0.6067, recall@top5: 0.8806, prec@top5: 0.4509, loss: 0.0686, grad_norm: 0.1482 2020-11-25 15:57:51,047 - mmaction - INFO - Epoch [3][700/1441] lr: 1.095e-01, eta: 7:08:16, time: 0.952, data_time: 0.001, memory: 10785, loss_action_cls: 0.0687, recall@thr=0.5: 0.5643, prec@thr=0.5: 0.6799, recall@top3: 0.7245, prec@top3: 0.5934, recall@top5: 0.8812, prec@top5: 0.4434, loss: 0.0687, grad_norm: 0.1399 2020-11-25 15:58:10,086 - mmaction - INFO - Epoch [3][720/1441] lr: 1.100e-01, eta: 7:07:10, time: 0.952, data_time: 0.000, memory: 10785, loss_action_cls: 0.0658, recall@thr=0.5: 0.6022, prec@thr=0.5: 0.6862, recall@top3: 0.7358, prec@top3: 0.6051, recall@top5: 0.8982, prec@top5: 0.4533, loss: 0.0658, grad_norm: 0.1498 2020-11-25 15:58:29,034 - mmaction - INFO - Epoch [3][740/1441] lr: 1.105e-01, eta: 7:06:02, time: 0.947, data_time: 0.000, memory: 10785, loss_action_cls: 0.0649, recall@thr=0.5: 0.6034, prec@thr=0.5: 0.6953, recall@top3: 0.7430, prec@top3: 0.6034, recall@top5: 0.8995, prec@top5: 0.4477, loss: 0.0649, grad_norm: 0.1433 2020-11-25 15:58:48,095 - mmaction - INFO - Epoch [3][760/1441] lr: 1.110e-01, eta: 7:05:01, time: 0.953, data_time: 0.001, memory: 10785, loss_action_cls: 0.0627, recall@thr=0.5: 0.5896, prec@thr=0.5: 0.6901, recall@top3: 0.7355, prec@top3: 0.6144, recall@top5: 0.8950, prec@top5: 0.4571, loss: 0.0627, grad_norm: 0.1526 2020-11-25 15:59:07,148 - mmaction - INFO - Epoch [3][780/1441] lr: 1.115e-01, eta: 7:04:02, time: 0.953, data_time: 0.001, memory: 10785, loss_action_cls: 0.0646, recall@thr=0.5: 0.6031, prec@thr=0.5: 0.6995, recall@top3: 0.7462, prec@top3: 0.6164, recall@top5: 0.9021, prec@top5: 0.4541, loss: 0.0646, grad_norm: 0.1523 2020-11-25 15:59:26,191 - mmaction - INFO - Epoch [3][800/1441] lr: 1.120e-01, eta: 7:03:05, time: 0.952, data_time: 0.000, memory: 10785, loss_action_cls: 0.0686, recall@thr=0.5: 0.5886, prec@thr=0.5: 0.6693, recall@top3: 0.7302, prec@top3: 0.6074, recall@top5: 0.8941, prec@top5: 0.4556, loss: 0.0686, grad_norm: 0.1458 2020-11-25 15:59:45,247 - mmaction - INFO - Epoch [3][820/1441] lr: 1.125e-01, eta: 7:02:10, time: 0.953, data_time: 0.000, memory: 10785, loss_action_cls: 0.0640, recall@thr=0.5: 0.5865, prec@thr=0.5: 0.6919, recall@top3: 0.7439, prec@top3: 0.6040, recall@top5: 0.8978, prec@top5: 0.4471, loss: 0.0640, grad_norm: 0.1463 2020-11-25 16:00:04,296 - mmaction - INFO - Epoch [3][840/1441] lr: 1.130e-01, eta: 7:01:16, time: 0.952, data_time: 0.000, memory: 10785, loss_action_cls: 0.0679, recall@thr=0.5: 0.5903, prec@thr=0.5: 0.6846, recall@top3: 0.7282, prec@top3: 0.6081, recall@top5: 0.8828, prec@top5: 0.4527, loss: 0.0679, grad_norm: 0.1572 2020-11-25 16:00:23,352 - mmaction - INFO - Epoch [3][860/1441] lr: 1.135e-01, eta: 7:00:24, time: 0.952, data_time: 0.000, memory: 10785, loss_action_cls: 0.0669, recall@thr=0.5: 0.5979, prec@thr=0.5: 0.6845, recall@top3: 0.7357, prec@top3: 0.6033, recall@top5: 0.8984, prec@top5: 0.4504, loss: 0.0669, grad_norm: 0.1470 2020-11-25 16:00:42,385 - mmaction - INFO - Epoch [3][880/1441] lr: 1.140e-01, eta: 6:59:33, time: 0.952, data_time: 0.001, memory: 10785, loss_action_cls: 0.0704, recall@thr=0.5: 0.5682, prec@thr=0.5: 0.6782, recall@top3: 0.7336, prec@top3: 0.5848, recall@top5: 0.8945, prec@top5: 0.4368, loss: 0.0704, grad_norm: 0.1487 2020-11-25 16:01:01,454 - mmaction - INFO - Epoch [3][900/1441] lr: 1.145e-01, eta: 6:58:44, time: 0.953, data_time: 0.000, memory: 10785, loss_action_cls: 0.0676, recall@thr=0.5: 0.5719, prec@thr=0.5: 0.6765, recall@top3: 0.7304, prec@top3: 0.5845, recall@top5: 0.8934, prec@top5: 0.4402, loss: 0.0676, grad_norm: 0.1522 2020-11-25 16:01:20,583 - mmaction - INFO - Epoch [3][920/1441] lr: 1.150e-01, eta: 6:57:59, time: 0.956, data_time: 0.001, memory: 10785, loss_action_cls: 0.0690, recall@thr=0.5: 0.5773, prec@thr=0.5: 0.6718, recall@top3: 0.7307, prec@top3: 0.6016, recall@top5: 0.8844, prec@top5: 0.4470, loss: 0.0690, grad_norm: 0.1559 2020-11-25 16:01:39,629 - mmaction - INFO - Epoch [3][940/1441] lr: 1.155e-01, eta: 6:57:12, time: 0.953, data_time: 0.001, memory: 10785, loss_action_cls: 0.0690, recall@thr=0.5: 0.5810, prec@thr=0.5: 0.6790, recall@top3: 0.7308, prec@top3: 0.6009, recall@top5: 0.8938, prec@top5: 0.4507, loss: 0.0690, grad_norm: 0.1681 2020-11-25 16:01:58,726 - mmaction - INFO - Epoch [3][960/1441] lr: 1.160e-01, eta: 6:56:28, time: 0.955, data_time: 0.001, memory: 10785, loss_action_cls: 0.0652, recall@thr=0.5: 0.5847, prec@thr=0.5: 0.6789, recall@top3: 0.7384, prec@top3: 0.6011, recall@top5: 0.9046, prec@top5: 0.4502, loss: 0.0652, grad_norm: 0.1556 2020-11-25 16:02:17,815 - mmaction - INFO - Epoch [3][980/1441] lr: 1.165e-01, eta: 6:55:45, time: 0.955, data_time: 0.001, memory: 10785, loss_action_cls: 0.0688, recall@thr=0.5: 0.5980, prec@thr=0.5: 0.6916, recall@top3: 0.7322, prec@top3: 0.6092, recall@top5: 0.8989, prec@top5: 0.4582, loss: 0.0688, grad_norm: 0.1486 2020-11-25 16:02:36,867 - mmaction - INFO - Epoch [3][1000/1441] lr: 1.170e-01, eta: 6:55:01, time: 0.953, data_time: 0.000, memory: 10785, loss_action_cls: 0.0659, recall@thr=0.5: 0.5793, prec@thr=0.5: 0.6894, recall@top3: 0.7295, prec@top3: 0.6007, recall@top5: 0.8843, prec@top5: 0.4468, loss: 0.0659, grad_norm: 0.1424 2020-11-25 16:02:56,168 - mmaction - INFO - Epoch [3][1020/1441] lr: 1.175e-01, eta: 6:54:25, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0659, recall@thr=0.5: 0.6016, prec@thr=0.5: 0.7014, recall@top3: 0.7287, prec@top3: 0.6039, recall@top5: 0.8905, prec@top5: 0.4521, loss: 0.0659, grad_norm: 0.1454 2020-11-25 16:03:15,189 - mmaction - INFO - Epoch [3][1040/1441] lr: 1.180e-01, eta: 6:53:42, time: 0.951, data_time: 0.000, memory: 10785, loss_action_cls: 0.0682, recall@thr=0.5: 0.5929, prec@thr=0.5: 0.6979, recall@top3: 0.7366, prec@top3: 0.6069, recall@top5: 0.8887, prec@top5: 0.4487, loss: 0.0682, grad_norm: 0.1462 2020-11-25 16:03:34,121 - mmaction - INFO - Epoch [3][1060/1441] lr: 1.185e-01, eta: 6:52:59, time: 0.946, data_time: 0.000, memory: 10785, loss_action_cls: 0.0657, recall@thr=0.5: 0.5755, prec@thr=0.5: 0.6718, recall@top3: 0.7296, prec@top3: 0.6028, recall@top5: 0.8900, prec@top5: 0.4512, loss: 0.0657, grad_norm: 0.1507 2020-11-25 16:03:53,198 - mmaction - INFO - Epoch [3][1080/1441] lr: 1.190e-01, eta: 6:52:20, time: 0.954, data_time: 0.001, memory: 10785, loss_action_cls: 0.0679, recall@thr=0.5: 0.5943, prec@thr=0.5: 0.7012, recall@top3: 0.7486, prec@top3: 0.6117, recall@top5: 0.8950, prec@top5: 0.4491, loss: 0.0679, grad_norm: 0.1484 2020-11-25 16:04:14,407 - mmaction - INFO - Epoch [3][1100/1441] lr: 1.195e-01, eta: 6:52:29, time: 1.060, data_time: 0.000, memory: 10785, loss_action_cls: 0.0666, recall@thr=0.5: 0.5771, prec@thr=0.5: 0.6724, recall@top3: 0.7246, prec@top3: 0.5973, recall@top5: 0.8851, prec@top5: 0.4453, loss: 0.0666, grad_norm: 0.1514 2020-11-25 16:04:33,412 - mmaction - INFO - Epoch [3][1120/1441] lr: 1.200e-01, eta: 6:51:49, time: 0.950, data_time: 0.001, memory: 10785, loss_action_cls: 0.0647, recall@thr=0.5: 0.5990, prec@thr=0.5: 0.6993, recall@top3: 0.7473, prec@top3: 0.6122, recall@top5: 0.8958, prec@top5: 0.4487, loss: 0.0647, grad_norm: 0.1349 2020-11-25 16:04:52,444 - mmaction - INFO - Epoch [3][1140/1441] lr: 1.205e-01, eta: 6:51:09, time: 0.951, data_time: 0.001, memory: 10785, loss_action_cls: 0.0638, recall@thr=0.5: 0.6072, prec@thr=0.5: 0.6845, recall@top3: 0.7380, prec@top3: 0.6093, recall@top5: 0.8965, prec@top5: 0.4536, loss: 0.0638, grad_norm: 0.1445 2020-11-25 16:05:11,494 - mmaction - INFO - Epoch [3][1160/1441] lr: 1.210e-01, eta: 6:50:32, time: 0.953, data_time: 0.001, memory: 10785, loss_action_cls: 0.0676, recall@thr=0.5: 0.5855, prec@thr=0.5: 0.6894, recall@top3: 0.7292, prec@top3: 0.6082, recall@top5: 0.8868, prec@top5: 0.4515, loss: 0.0676, grad_norm: 0.1524 2020-11-25 16:05:30,590 - mmaction - INFO - Epoch [3][1180/1441] lr: 1.215e-01, eta: 6:49:55, time: 0.954, data_time: 0.001, memory: 10785, loss_action_cls: 0.0661, recall@thr=0.5: 0.5965, prec@thr=0.5: 0.6938, recall@top3: 0.7403, prec@top3: 0.6127, recall@top5: 0.8981, prec@top5: 0.4553, loss: 0.0661, grad_norm: 0.1411 2020-11-25 16:05:49,643 - mmaction - INFO - Epoch [3][1200/1441] lr: 1.220e-01, eta: 6:49:18, time: 0.953, data_time: 0.001, memory: 10785, loss_action_cls: 0.0639, recall@thr=0.5: 0.5925, prec@thr=0.5: 0.6932, recall@top3: 0.7297, prec@top3: 0.6045, recall@top5: 0.9023, prec@top5: 0.4568, loss: 0.0639, grad_norm: 0.1427 2020-11-25 16:06:08,654 - mmaction - INFO - Epoch [3][1220/1441] lr: 1.225e-01, eta: 6:48:41, time: 0.950, data_time: 0.001, memory: 10785, loss_action_cls: 0.0642, recall@thr=0.5: 0.5975, prec@thr=0.5: 0.6991, recall@top3: 0.7460, prec@top3: 0.6161, recall@top5: 0.9036, prec@top5: 0.4588, loss: 0.0642, grad_norm: 0.1504 2020-11-25 16:06:27,710 - mmaction - INFO - Epoch [3][1240/1441] lr: 1.230e-01, eta: 6:48:06, time: 0.953, data_time: 0.001, memory: 10785, loss_action_cls: 0.0659, recall@thr=0.5: 0.5906, prec@thr=0.5: 0.6958, recall@top3: 0.7360, prec@top3: 0.6088, recall@top5: 0.8900, prec@top5: 0.4497, loss: 0.0659, grad_norm: 0.1458 2020-11-25 16:06:46,784 - mmaction - INFO - Epoch [3][1260/1441] lr: 1.235e-01, eta: 6:47:31, time: 0.954, data_time: 0.001, memory: 10785, loss_action_cls: 0.0658, recall@thr=0.5: 0.5910, prec@thr=0.5: 0.6943, recall@top3: 0.7383, prec@top3: 0.6060, recall@top5: 0.8993, prec@top5: 0.4531, loss: 0.0658, grad_norm: 0.1476 2020-11-25 16:07:05,933 - mmaction - INFO - Epoch [3][1280/1441] lr: 1.240e-01, eta: 6:46:59, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0639, recall@thr=0.5: 0.6089, prec@thr=0.5: 0.7044, recall@top3: 0.7502, prec@top3: 0.6100, recall@top5: 0.8935, prec@top5: 0.4468, loss: 0.0639, grad_norm: 0.1385 2020-11-25 16:07:24,936 - mmaction - INFO - Epoch [3][1300/1441] lr: 1.245e-01, eta: 6:46:24, time: 0.950, data_time: 0.001, memory: 10785, loss_action_cls: 0.0617, recall@thr=0.5: 0.6070, prec@thr=0.5: 0.7098, recall@top3: 0.7410, prec@top3: 0.6119, recall@top5: 0.8972, prec@top5: 0.4560, loss: 0.0617, grad_norm: 0.1616 2020-11-25 16:07:44,035 - mmaction - INFO - Epoch [3][1320/1441] lr: 1.250e-01, eta: 6:45:51, time: 0.955, data_time: 0.000, memory: 10785, loss_action_cls: 0.0663, recall@thr=0.5: 0.5978, prec@thr=0.5: 0.6861, recall@top3: 0.7294, prec@top3: 0.6041, recall@top5: 0.8971, prec@top5: 0.4541, loss: 0.0663, grad_norm: 0.1409 2020-11-25 16:08:03,085 - mmaction - INFO - Epoch [3][1340/1441] lr: 1.255e-01, eta: 6:45:18, time: 0.953, data_time: 0.001, memory: 10785, loss_action_cls: 0.0647, recall@thr=0.5: 0.5891, prec@thr=0.5: 0.6922, recall@top3: 0.7372, prec@top3: 0.6019, recall@top5: 0.8888, prec@top5: 0.4459, loss: 0.0647, grad_norm: 0.1397 2020-11-25 16:08:22,147 - mmaction - INFO - Epoch [3][1360/1441] lr: 1.260e-01, eta: 6:44:45, time: 0.953, data_time: 0.001, memory: 10785, loss_action_cls: 0.0664, recall@thr=0.5: 0.5787, prec@thr=0.5: 0.6791, recall@top3: 0.7294, prec@top3: 0.5991, recall@top5: 0.8901, prec@top5: 0.4472, loss: 0.0664, grad_norm: 0.1424 2020-11-25 16:08:41,188 - mmaction - INFO - Epoch [3][1380/1441] lr: 1.265e-01, eta: 6:44:12, time: 0.952, data_time: 0.001, memory: 10785, loss_action_cls: 0.0627, recall@thr=0.5: 0.5853, prec@thr=0.5: 0.6775, recall@top3: 0.7305, prec@top3: 0.5973, recall@top5: 0.8906, prec@top5: 0.4469, loss: 0.0627, grad_norm: 0.1500 2020-11-25 16:09:00,302 - mmaction - INFO - Epoch [3][1400/1441] lr: 1.270e-01, eta: 6:43:42, time: 0.956, data_time: 0.001, memory: 10785, loss_action_cls: 0.0666, recall@thr=0.5: 0.5787, prec@thr=0.5: 0.6832, recall@top3: 0.7351, prec@top3: 0.5951, recall@top5: 0.8910, prec@top5: 0.4419, loss: 0.0666, grad_norm: 0.1409 2020-11-25 16:09:19,428 - mmaction - INFO - Epoch [3][1420/1441] lr: 1.275e-01, eta: 6:43:11, time: 0.956, data_time: 0.000, memory: 10785, loss_action_cls: 0.0610, recall@thr=0.5: 0.6006, prec@thr=0.5: 0.7011, recall@top3: 0.7477, prec@top3: 0.6014, recall@top5: 0.8942, prec@top5: 0.4420, loss: 0.0610, grad_norm: 0.1480 2020-11-25 16:09:39,817 - mmaction - INFO - Epoch [3][1440/1441] lr: 1.280e-01, eta: 6:43:03, time: 1.020, data_time: 0.015, memory: 10785, loss_action_cls: 0.0642, recall@thr=0.5: 0.5773, prec@thr=0.5: 0.6703, recall@top3: 0.7369, prec@top3: 0.5991, recall@top5: 0.8954, prec@top5: 0.4471, loss: 0.0642, grad_norm: 0.1381 2020-11-25 16:09:43,615 - mmaction - INFO - Saving checkpoint at 3 epochs 2020-11-25 16:53:09,486 - mmaction - INFO - Evaluating proposal ... 2020-11-25 16:54:20,632 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-25 16:54:20,633 - mmaction - INFO - Evaluating bbox ... 2020-11-25 17:01:59,812 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.1942 2020-11-25 17:02:01,114 - mmaction - INFO - Epoch(val) [3][1441] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.1942 2020-11-25 17:03:24,308 - mmaction - INFO - Epoch [4][20/1441] lr: 1.285e-01, eta: 7:00:05, time: 4.150, data_time: 2.688, memory: 10785, loss_action_cls: 0.0627, recall@thr=0.5: 0.5996, prec@thr=0.5: 0.7021, recall@top3: 0.7409, prec@top3: 0.6077, recall@top5: 0.9034, prec@top5: 0.4515, loss: 0.0627, grad_norm: 0.1467 2020-11-25 17:03:43,642 - mmaction - INFO - Epoch [4][40/1441] lr: 1.290e-01, eta: 6:59:23, time: 0.965, data_time: 0.006, memory: 10785, loss_action_cls: 0.0615, recall@thr=0.5: 0.5926, prec@thr=0.5: 0.7012, recall@top3: 0.7319, prec@top3: 0.6010, recall@top5: 0.8930, prec@top5: 0.4493, loss: 0.0615, grad_norm: 0.1570 2020-11-25 17:04:03,021 - mmaction - INFO - Epoch [4][60/1441] lr: 1.295e-01, eta: 6:58:45, time: 0.976, data_time: 0.007, memory: 10785, loss_action_cls: 0.0625, recall@thr=0.5: 0.6073, prec@thr=0.5: 0.7102, recall@top3: 0.7493, prec@top3: 0.6142, recall@top5: 0.8961, prec@top5: 0.4494, loss: 0.0625, grad_norm: 0.1475 2020-11-25 17:04:22,205 - mmaction - INFO - Epoch [4][80/1441] lr: 1.300e-01, eta: 6:58:03, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0657, recall@thr=0.5: 0.5969, prec@thr=0.5: 0.6918, recall@top3: 0.7444, prec@top3: 0.6042, recall@top5: 0.8935, prec@top5: 0.4437, loss: 0.0657, grad_norm: 0.1430 2020-11-25 17:04:41,388 - mmaction - INFO - Epoch [4][100/1441] lr: 1.305e-01, eta: 6:57:20, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0605, recall@thr=0.5: 0.6236, prec@thr=0.5: 0.7177, recall@top3: 0.7481, prec@top3: 0.6205, recall@top5: 0.9008, prec@top5: 0.4581, loss: 0.0605, grad_norm: 0.1561 2020-11-25 17:05:00,709 - mmaction - INFO - Epoch [4][120/1441] lr: 1.310e-01, eta: 6:56:41, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0625, recall@thr=0.5: 0.6008, prec@thr=0.5: 0.6986, recall@top3: 0.7505, prec@top3: 0.6213, recall@top5: 0.9037, prec@top5: 0.4587, loss: 0.0625, grad_norm: 0.1391 2020-11-25 17:05:19,847 - mmaction - INFO - Epoch [4][140/1441] lr: 1.315e-01, eta: 6:55:59, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0586, recall@thr=0.5: 0.6197, prec@thr=0.5: 0.7162, recall@top3: 0.7494, prec@top3: 0.6109, recall@top5: 0.9017, prec@top5: 0.4519, loss: 0.0586, grad_norm: 0.1466 2020-11-25 17:05:38,929 - mmaction - INFO - Epoch [4][160/1441] lr: 1.320e-01, eta: 6:55:17, time: 0.954, data_time: 0.000, memory: 10785, loss_action_cls: 0.0673, recall@thr=0.5: 0.6027, prec@thr=0.5: 0.6949, recall@top3: 0.7397, prec@top3: 0.6093, recall@top5: 0.8976, prec@top5: 0.4544, loss: 0.0673, grad_norm: 0.1445 2020-11-25 17:05:58,337 - mmaction - INFO - Epoch [4][180/1441] lr: 1.325e-01, eta: 6:54:41, time: 0.970, data_time: 0.000, memory: 10785, loss_action_cls: 0.0603, recall@thr=0.5: 0.6058, prec@thr=0.5: 0.7199, recall@top3: 0.7501, prec@top3: 0.6064, recall@top5: 0.9010, prec@top5: 0.4506, loss: 0.0603, grad_norm: 0.1445 2020-11-25 17:06:17,513 - mmaction - INFO - Epoch [4][200/1441] lr: 1.330e-01, eta: 6:54:01, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0624, recall@thr=0.5: 0.6142, prec@thr=0.5: 0.7116, recall@top3: 0.7493, prec@top3: 0.6168, recall@top5: 0.8955, prec@top5: 0.4512, loss: 0.0624, grad_norm: 0.1394 2020-11-25 17:06:36,680 - mmaction - INFO - Epoch [4][220/1441] lr: 1.335e-01, eta: 6:53:22, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0645, recall@thr=0.5: 0.5859, prec@thr=0.5: 0.6835, recall@top3: 0.7349, prec@top3: 0.6071, recall@top5: 0.8950, prec@top5: 0.4532, loss: 0.0645, grad_norm: 0.1396 2020-11-25 17:06:55,865 - mmaction - INFO - Epoch [4][240/1441] lr: 1.340e-01, eta: 6:52:44, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0627, recall@thr=0.5: 0.6124, prec@thr=0.5: 0.7029, recall@top3: 0.7447, prec@top3: 0.6126, recall@top5: 0.8962, prec@top5: 0.4517, loss: 0.0627, grad_norm: 0.1393 2020-11-25 17:07:14,972 - mmaction - INFO - Epoch [4][260/1441] lr: 1.345e-01, eta: 6:52:05, time: 0.956, data_time: 0.001, memory: 10785, loss_action_cls: 0.0618, recall@thr=0.5: 0.6128, prec@thr=0.5: 0.7167, recall@top3: 0.7460, prec@top3: 0.6094, recall@top5: 0.8982, prec@top5: 0.4518, loss: 0.0618, grad_norm: 0.1442 2020-11-25 17:07:34,191 - mmaction - INFO - Epoch [4][280/1441] lr: 1.350e-01, eta: 6:51:28, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0644, recall@thr=0.5: 0.5952, prec@thr=0.5: 0.6930, recall@top3: 0.7387, prec@top3: 0.5992, recall@top5: 0.8960, prec@top5: 0.4462, loss: 0.0644, grad_norm: 0.1464 2020-11-25 17:07:53,301 - mmaction - INFO - Epoch [4][300/1441] lr: 1.355e-01, eta: 6:50:49, time: 0.955, data_time: 0.001, memory: 10785, loss_action_cls: 0.0615, recall@thr=0.5: 0.6012, prec@thr=0.5: 0.6992, recall@top3: 0.7471, prec@top3: 0.6081, recall@top5: 0.8976, prec@top5: 0.4510, loss: 0.0615, grad_norm: 0.1439 2020-11-25 17:08:12,392 - mmaction - INFO - Epoch [4][320/1441] lr: 1.360e-01, eta: 6:50:11, time: 0.955, data_time: 0.001, memory: 10785, loss_action_cls: 0.0618, recall@thr=0.5: 0.5987, prec@thr=0.5: 0.7048, recall@top3: 0.7452, prec@top3: 0.6118, recall@top5: 0.8971, prec@top5: 0.4502, loss: 0.0618, grad_norm: 0.1494 2020-11-25 17:08:31,659 - mmaction - INFO - Epoch [4][340/1441] lr: 1.365e-01, eta: 6:49:36, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0621, recall@thr=0.5: 0.6133, prec@thr=0.5: 0.7169, recall@top3: 0.7531, prec@top3: 0.6135, recall@top5: 0.8927, prec@top5: 0.4473, loss: 0.0621, grad_norm: 0.1504 2020-11-25 17:08:50,826 - mmaction - INFO - Epoch [4][360/1441] lr: 1.370e-01, eta: 6:49:00, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0653, recall@thr=0.5: 0.6046, prec@thr=0.5: 0.7020, recall@top3: 0.7453, prec@top3: 0.6049, recall@top5: 0.8968, prec@top5: 0.4481, loss: 0.0653, grad_norm: 0.1488 2020-11-25 17:09:10,119 - mmaction - INFO - Epoch [4][380/1441] lr: 1.375e-01, eta: 6:48:26, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0625, recall@thr=0.5: 0.6021, prec@thr=0.5: 0.6952, recall@top3: 0.7433, prec@top3: 0.6055, recall@top5: 0.8966, prec@top5: 0.4467, loss: 0.0625, grad_norm: 0.1475 2020-11-25 17:09:29,344 - mmaction - INFO - Epoch [4][400/1441] lr: 1.380e-01, eta: 6:47:51, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0636, recall@thr=0.5: 0.6020, prec@thr=0.5: 0.6942, recall@top3: 0.7518, prec@top3: 0.6101, recall@top5: 0.9040, prec@top5: 0.4500, loss: 0.0636, grad_norm: 0.1373 2020-11-25 17:09:48,485 - mmaction - INFO - Epoch [4][420/1441] lr: 1.385e-01, eta: 6:47:16, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0631, recall@thr=0.5: 0.5993, prec@thr=0.5: 0.6934, recall@top3: 0.7461, prec@top3: 0.6146, recall@top5: 0.8953, prec@top5: 0.4530, loss: 0.0631, grad_norm: 0.1375 2020-11-25 17:10:07,729 - mmaction - INFO - Epoch [4][440/1441] lr: 1.390e-01, eta: 6:46:42, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0617, recall@thr=0.5: 0.6088, prec@thr=0.5: 0.7099, recall@top3: 0.7401, prec@top3: 0.6235, recall@top5: 0.8890, prec@top5: 0.4560, loss: 0.0617, grad_norm: 0.1418 2020-11-25 17:10:26,939 - mmaction - INFO - Epoch [4][460/1441] lr: 1.395e-01, eta: 6:46:08, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0633, recall@thr=0.5: 0.6016, prec@thr=0.5: 0.6995, recall@top3: 0.7442, prec@top3: 0.6119, recall@top5: 0.8942, prec@top5: 0.4503, loss: 0.0633, grad_norm: 0.1453 2020-11-25 17:10:46,159 - mmaction - INFO - Epoch [4][480/1441] lr: 1.400e-01, eta: 6:45:34, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0605, recall@thr=0.5: 0.6097, prec@thr=0.5: 0.7078, recall@top3: 0.7485, prec@top3: 0.6097, recall@top5: 0.8969, prec@top5: 0.4482, loss: 0.0605, grad_norm: 0.1313 2020-11-25 17:11:05,435 - mmaction - INFO - Epoch [4][500/1441] lr: 1.405e-01, eta: 6:45:02, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0636, recall@thr=0.5: 0.6025, prec@thr=0.5: 0.6982, recall@top3: 0.7358, prec@top3: 0.6126, recall@top5: 0.8920, prec@top5: 0.4541, loss: 0.0636, grad_norm: 0.1377 2020-11-25 17:11:24,540 - mmaction - INFO - Epoch [4][520/1441] lr: 1.410e-01, eta: 6:44:28, time: 0.956, data_time: 0.001, memory: 10785, loss_action_cls: 0.0631, recall@thr=0.5: 0.5907, prec@thr=0.5: 0.6913, recall@top3: 0.7407, prec@top3: 0.5995, recall@top5: 0.8957, prec@top5: 0.4469, loss: 0.0631, grad_norm: 0.1381 2020-11-25 17:11:43,783 - mmaction - INFO - Epoch [4][540/1441] lr: 1.415e-01, eta: 6:43:55, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0589, recall@thr=0.5: 0.6117, prec@thr=0.5: 0.7103, recall@top3: 0.7560, prec@top3: 0.6192, recall@top5: 0.9055, prec@top5: 0.4547, loss: 0.0589, grad_norm: 0.1397 2020-11-25 17:12:02,846 - mmaction - INFO - Epoch [4][560/1441] lr: 1.420e-01, eta: 6:43:21, time: 0.953, data_time: 0.001, memory: 10785, loss_action_cls: 0.0620, recall@thr=0.5: 0.6130, prec@thr=0.5: 0.7077, recall@top3: 0.7430, prec@top3: 0.6182, recall@top5: 0.9013, prec@top5: 0.4602, loss: 0.0620, grad_norm: 0.1567 2020-11-25 17:12:21,948 - mmaction - INFO - Epoch [4][580/1441] lr: 1.425e-01, eta: 6:42:48, time: 0.955, data_time: 0.001, memory: 10785, loss_action_cls: 0.0609, recall@thr=0.5: 0.5994, prec@thr=0.5: 0.6972, recall@top3: 0.7480, prec@top3: 0.6014, recall@top5: 0.9028, prec@top5: 0.4473, loss: 0.0609, grad_norm: 0.1506 2020-11-25 17:12:41,250 - mmaction - INFO - Epoch [4][600/1441] lr: 1.430e-01, eta: 6:42:17, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0584, recall@thr=0.5: 0.6100, prec@thr=0.5: 0.7099, recall@top3: 0.7534, prec@top3: 0.6184, recall@top5: 0.9079, prec@top5: 0.4584, loss: 0.0584, grad_norm: 0.1370 2020-11-25 17:13:00,263 - mmaction - INFO - Epoch [4][620/1441] lr: 1.435e-01, eta: 6:41:43, time: 0.950, data_time: 0.001, memory: 10785, loss_action_cls: 0.0602, recall@thr=0.5: 0.6158, prec@thr=0.5: 0.7094, recall@top3: 0.7465, prec@top3: 0.6111, recall@top5: 0.9031, prec@top5: 0.4539, loss: 0.0602, grad_norm: 0.1427 2020-11-25 17:13:19,614 - mmaction - INFO - Epoch [4][640/1441] lr: 1.440e-01, eta: 6:41:13, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0593, recall@thr=0.5: 0.6236, prec@thr=0.5: 0.7101, recall@top3: 0.7517, prec@top3: 0.6165, recall@top5: 0.9077, prec@top5: 0.4556, loss: 0.0593, grad_norm: 0.1425 2020-11-25 17:13:38,847 - mmaction - INFO - Epoch [4][660/1441] lr: 1.445e-01, eta: 6:40:42, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0599, recall@thr=0.5: 0.6106, prec@thr=0.5: 0.7149, recall@top3: 0.7522, prec@top3: 0.6138, recall@top5: 0.9058, prec@top5: 0.4538, loss: 0.0599, grad_norm: 0.1413 2020-11-25 17:13:58,125 - mmaction - INFO - Epoch [4][680/1441] lr: 1.450e-01, eta: 6:40:12, time: 0.964, data_time: 0.000, memory: 10785, loss_action_cls: 0.0610, recall@thr=0.5: 0.6034, prec@thr=0.5: 0.6846, recall@top3: 0.7420, prec@top3: 0.6112, recall@top5: 0.8951, prec@top5: 0.4515, loss: 0.0610, grad_norm: 0.1392 2020-11-25 17:14:17,275 - mmaction - INFO - Epoch [4][700/1441] lr: 1.455e-01, eta: 6:39:41, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0608, recall@thr=0.5: 0.6353, prec@thr=0.5: 0.7201, recall@top3: 0.7577, prec@top3: 0.6295, recall@top5: 0.9073, prec@top5: 0.4621, loss: 0.0608, grad_norm: 0.1321 2020-11-25 17:14:36,520 - mmaction - INFO - Epoch [4][720/1441] lr: 1.460e-01, eta: 6:39:10, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0599, recall@thr=0.5: 0.6033, prec@thr=0.5: 0.7027, recall@top3: 0.7473, prec@top3: 0.6148, recall@top5: 0.9015, prec@top5: 0.4533, loss: 0.0599, grad_norm: 0.1461 2020-11-25 17:14:55,727 - mmaction - INFO - Epoch [4][740/1441] lr: 1.465e-01, eta: 6:38:40, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0596, recall@thr=0.5: 0.5868, prec@thr=0.5: 0.6958, recall@top3: 0.7376, prec@top3: 0.6005, recall@top5: 0.8919, prec@top5: 0.4432, loss: 0.0596, grad_norm: 0.1444 2020-11-25 17:15:14,901 - mmaction - INFO - Epoch [4][760/1441] lr: 1.470e-01, eta: 6:38:09, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0626, recall@thr=0.5: 0.5897, prec@thr=0.5: 0.6819, recall@top3: 0.7363, prec@top3: 0.6039, recall@top5: 0.8903, prec@top5: 0.4474, loss: 0.0626, grad_norm: 0.1477 2020-11-25 17:15:34,001 - mmaction - INFO - Epoch [4][780/1441] lr: 1.475e-01, eta: 6:37:38, time: 0.955, data_time: 0.001, memory: 10785, loss_action_cls: 0.0620, recall@thr=0.5: 0.6030, prec@thr=0.5: 0.7002, recall@top3: 0.7506, prec@top3: 0.6234, recall@top5: 0.9011, prec@top5: 0.4579, loss: 0.0620, grad_norm: 0.1454 2020-11-25 17:15:53,306 - mmaction - INFO - Epoch [4][800/1441] lr: 1.480e-01, eta: 6:37:10, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0580, recall@thr=0.5: 0.6007, prec@thr=0.5: 0.7076, recall@top3: 0.7478, prec@top3: 0.6134, recall@top5: 0.8996, prec@top5: 0.4541, loss: 0.0580, grad_norm: 0.1362 2020-11-25 17:16:12,456 - mmaction - INFO - Epoch [4][820/1441] lr: 1.485e-01, eta: 6:36:39, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0590, recall@thr=0.5: 0.6114, prec@thr=0.5: 0.6989, recall@top3: 0.7467, prec@top3: 0.6132, recall@top5: 0.8983, prec@top5: 0.4527, loss: 0.0590, grad_norm: 0.1434 2020-11-25 17:16:31,605 - mmaction - INFO - Epoch [4][840/1441] lr: 1.490e-01, eta: 6:36:09, time: 0.957, data_time: 0.000, memory: 10785, loss_action_cls: 0.0570, recall@thr=0.5: 0.6266, prec@thr=0.5: 0.6991, recall@top3: 0.7646, prec@top3: 0.6206, recall@top5: 0.9109, prec@top5: 0.4534, loss: 0.0570, grad_norm: 0.1411 2020-11-25 17:16:50,713 - mmaction - INFO - Epoch [4][860/1441] lr: 1.495e-01, eta: 6:35:39, time: 0.955, data_time: 0.000, memory: 10785, loss_action_cls: 0.0602, recall@thr=0.5: 0.6256, prec@thr=0.5: 0.7194, recall@top3: 0.7510, prec@top3: 0.6272, recall@top5: 0.9019, prec@top5: 0.4618, loss: 0.0602, grad_norm: 0.1420 2020-11-25 17:17:09,945 - mmaction - INFO - Epoch [4][880/1441] lr: 1.500e-01, eta: 6:35:10, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0592, recall@thr=0.5: 0.6125, prec@thr=0.5: 0.7062, recall@top3: 0.7537, prec@top3: 0.6084, recall@top5: 0.8991, prec@top5: 0.4472, loss: 0.0592, grad_norm: 0.1416 2020-11-25 17:17:29,286 - mmaction - INFO - Epoch [4][900/1441] lr: 1.505e-01, eta: 6:34:43, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0590, recall@thr=0.5: 0.6166, prec@thr=0.5: 0.7077, recall@top3: 0.7426, prec@top3: 0.6194, recall@top5: 0.9014, prec@top5: 0.4609, loss: 0.0590, grad_norm: 0.1356 2020-11-25 17:17:48,536 - mmaction - INFO - Epoch [4][920/1441] lr: 1.510e-01, eta: 6:34:15, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0606, recall@thr=0.5: 0.6063, prec@thr=0.5: 0.7162, recall@top3: 0.7408, prec@top3: 0.6050, recall@top5: 0.8932, prec@top5: 0.4485, loss: 0.0606, grad_norm: 0.1308 2020-11-25 17:18:07,764 - mmaction - INFO - Epoch [4][940/1441] lr: 1.515e-01, eta: 6:33:46, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0595, recall@thr=0.5: 0.6078, prec@thr=0.5: 0.7011, recall@top3: 0.7476, prec@top3: 0.6155, recall@top5: 0.8962, prec@top5: 0.4543, loss: 0.0595, grad_norm: 0.1363 2020-11-25 17:18:26,970 - mmaction - INFO - Epoch [4][960/1441] lr: 1.520e-01, eta: 6:33:18, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0598, recall@thr=0.5: 0.6003, prec@thr=0.5: 0.6986, recall@top3: 0.7399, prec@top3: 0.5971, recall@top5: 0.8963, prec@top5: 0.4446, loss: 0.0598, grad_norm: 0.1509 2020-11-25 17:18:46,171 - mmaction - INFO - Epoch [4][980/1441] lr: 1.525e-01, eta: 6:32:49, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0587, recall@thr=0.5: 0.6046, prec@thr=0.5: 0.7139, recall@top3: 0.7442, prec@top3: 0.6062, recall@top5: 0.9016, prec@top5: 0.4502, loss: 0.0587, grad_norm: 0.1365 2020-11-25 17:19:05,536 - mmaction - INFO - Epoch [4][1000/1441] lr: 1.530e-01, eta: 6:32:23, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0602, recall@thr=0.5: 0.6054, prec@thr=0.5: 0.6954, recall@top3: 0.7466, prec@top3: 0.6116, recall@top5: 0.8982, prec@top5: 0.4513, loss: 0.0602, grad_norm: 0.1361 2020-11-25 17:19:24,790 - mmaction - INFO - Epoch [4][1020/1441] lr: 1.535e-01, eta: 6:31:55, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0591, recall@thr=0.5: 0.6090, prec@thr=0.5: 0.7140, recall@top3: 0.7495, prec@top3: 0.6145, recall@top5: 0.8971, prec@top5: 0.4512, loss: 0.0591, grad_norm: 0.1385 2020-11-25 17:19:44,069 - mmaction - INFO - Epoch [4][1040/1441] lr: 1.540e-01, eta: 6:31:28, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0584, recall@thr=0.5: 0.5877, prec@thr=0.5: 0.6939, recall@top3: 0.7418, prec@top3: 0.5972, recall@top5: 0.8935, prec@top5: 0.4404, loss: 0.0584, grad_norm: 0.1467 2020-11-25 17:20:03,247 - mmaction - INFO - Epoch [4][1060/1441] lr: 1.545e-01, eta: 6:31:00, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0603, recall@thr=0.5: 0.6143, prec@thr=0.5: 0.7094, recall@top3: 0.7483, prec@top3: 0.6115, recall@top5: 0.9022, prec@top5: 0.4506, loss: 0.0603, grad_norm: 0.1365 2020-11-25 17:20:22,538 - mmaction - INFO - Epoch [4][1080/1441] lr: 1.550e-01, eta: 6:30:33, time: 0.964, data_time: 0.000, memory: 10785, loss_action_cls: 0.0579, recall@thr=0.5: 0.6129, prec@thr=0.5: 0.7099, recall@top3: 0.7420, prec@top3: 0.6042, recall@top5: 0.8980, prec@top5: 0.4478, loss: 0.0579, grad_norm: 0.1341 2020-11-25 17:20:41,894 - mmaction - INFO - Epoch [4][1100/1441] lr: 1.555e-01, eta: 6:30:07, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0620, recall@thr=0.5: 0.6108, prec@thr=0.5: 0.7074, recall@top3: 0.7506, prec@top3: 0.6183, recall@top5: 0.9001, prec@top5: 0.4557, loss: 0.0620, grad_norm: 0.1394 2020-11-25 17:21:01,317 - mmaction - INFO - Epoch [4][1120/1441] lr: 1.560e-01, eta: 6:29:42, time: 0.972, data_time: 0.001, memory: 10785, loss_action_cls: 0.0576, recall@thr=0.5: 0.6084, prec@thr=0.5: 0.6996, recall@top3: 0.7449, prec@top3: 0.6095, recall@top5: 0.9017, prec@top5: 0.4518, loss: 0.0576, grad_norm: 0.1409 2020-11-25 17:21:20,533 - mmaction - INFO - Epoch [4][1140/1441] lr: 1.565e-01, eta: 6:29:15, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0599, recall@thr=0.5: 0.6137, prec@thr=0.5: 0.7118, recall@top3: 0.7466, prec@top3: 0.6112, recall@top5: 0.8959, prec@top5: 0.4500, loss: 0.0599, grad_norm: 0.1383 2020-11-25 17:21:39,718 - mmaction - INFO - Epoch [4][1160/1441] lr: 1.570e-01, eta: 6:28:47, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0593, recall@thr=0.5: 0.6155, prec@thr=0.5: 0.7105, recall@top3: 0.7568, prec@top3: 0.6133, recall@top5: 0.9033, prec@top5: 0.4496, loss: 0.0593, grad_norm: 0.1402 2020-11-25 17:21:58,952 - mmaction - INFO - Epoch [4][1180/1441] lr: 1.575e-01, eta: 6:28:21, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0604, recall@thr=0.5: 0.5981, prec@thr=0.5: 0.7040, recall@top3: 0.7412, prec@top3: 0.6065, recall@top5: 0.8976, prec@top5: 0.4502, loss: 0.0604, grad_norm: 0.1410 2020-11-25 17:22:18,140 - mmaction - INFO - Epoch [4][1200/1441] lr: 1.580e-01, eta: 6:27:54, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0578, recall@thr=0.5: 0.6213, prec@thr=0.5: 0.7127, recall@top3: 0.7556, prec@top3: 0.6376, recall@top5: 0.9032, prec@top5: 0.4666, loss: 0.0578, grad_norm: 0.1426 2020-11-25 17:22:37,336 - mmaction - INFO - Epoch [4][1220/1441] lr: 1.585e-01, eta: 6:27:27, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0609, recall@thr=0.5: 0.6044, prec@thr=0.5: 0.6973, recall@top3: 0.7396, prec@top3: 0.6020, recall@top5: 0.8995, prec@top5: 0.4485, loss: 0.0609, grad_norm: 0.1401 2020-11-25 17:22:56,691 - mmaction - INFO - Epoch [4][1240/1441] lr: 1.590e-01, eta: 6:27:01, time: 0.967, data_time: 0.000, memory: 10785, loss_action_cls: 0.0611, recall@thr=0.5: 0.6045, prec@thr=0.5: 0.7002, recall@top3: 0.7482, prec@top3: 0.6035, recall@top5: 0.8952, prec@top5: 0.4425, loss: 0.0611, grad_norm: 0.1392 2020-11-25 17:23:16,030 - mmaction - INFO - Epoch [4][1260/1441] lr: 1.595e-01, eta: 6:26:36, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0575, recall@thr=0.5: 0.6274, prec@thr=0.5: 0.7222, recall@top3: 0.7546, prec@top3: 0.6197, recall@top5: 0.8941, prec@top5: 0.4516, loss: 0.0575, grad_norm: 0.1426 2020-11-25 17:23:35,339 - mmaction - INFO - Epoch [4][1280/1441] lr: 1.600e-01, eta: 6:26:11, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0601, recall@thr=0.5: 0.5962, prec@thr=0.5: 0.7106, recall@top3: 0.7408, prec@top3: 0.6050, recall@top5: 0.8972, prec@top5: 0.4509, loss: 0.0601, grad_norm: 0.1416 2020-11-25 17:23:54,564 - mmaction - INFO - Epoch [4][1300/1441] lr: 1.605e-01, eta: 6:25:44, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0589, recall@thr=0.5: 0.6049, prec@thr=0.5: 0.6969, recall@top3: 0.7442, prec@top3: 0.6036, recall@top5: 0.9000, prec@top5: 0.4479, loss: 0.0589, grad_norm: 0.1397 2020-11-25 17:24:13,868 - mmaction - INFO - Epoch [4][1320/1441] lr: 1.610e-01, eta: 6:25:19, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0559, recall@thr=0.5: 0.6320, prec@thr=0.5: 0.7134, recall@top3: 0.7614, prec@top3: 0.6372, recall@top5: 0.9106, prec@top5: 0.4674, loss: 0.0559, grad_norm: 0.1364 2020-11-25 17:24:33,156 - mmaction - INFO - Epoch [4][1340/1441] lr: 1.615e-01, eta: 6:24:53, time: 0.964, data_time: 0.000, memory: 10785, loss_action_cls: 0.0581, recall@thr=0.5: 0.6115, prec@thr=0.5: 0.7030, recall@top3: 0.7540, prec@top3: 0.6198, recall@top5: 0.8980, prec@top5: 0.4517, loss: 0.0581, grad_norm: 0.1328 2020-11-25 17:24:52,452 - mmaction - INFO - Epoch [4][1360/1441] lr: 1.620e-01, eta: 6:24:28, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0572, recall@thr=0.5: 0.6073, prec@thr=0.5: 0.6927, recall@top3: 0.7442, prec@top3: 0.6086, recall@top5: 0.8980, prec@top5: 0.4502, loss: 0.0572, grad_norm: 0.1394 2020-11-25 17:25:11,695 - mmaction - INFO - Epoch [4][1380/1441] lr: 1.625e-01, eta: 6:24:03, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0589, recall@thr=0.5: 0.6002, prec@thr=0.5: 0.7072, recall@top3: 0.7426, prec@top3: 0.6044, recall@top5: 0.8953, prec@top5: 0.4474, loss: 0.0589, grad_norm: 0.1341 2020-11-25 17:25:30,934 - mmaction - INFO - Epoch [4][1400/1441] lr: 1.630e-01, eta: 6:23:37, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0585, recall@thr=0.5: 0.6056, prec@thr=0.5: 0.7040, recall@top3: 0.7484, prec@top3: 0.6202, recall@top5: 0.9006, prec@top5: 0.4567, loss: 0.0585, grad_norm: 0.1330 2020-11-25 17:25:50,079 - mmaction - INFO - Epoch [4][1420/1441] lr: 1.635e-01, eta: 6:23:11, time: 0.957, data_time: 0.000, memory: 10785, loss_action_cls: 0.0568, recall@thr=0.5: 0.6004, prec@thr=0.5: 0.6993, recall@top3: 0.7462, prec@top3: 0.6083, recall@top5: 0.8961, prec@top5: 0.4481, loss: 0.0568, grad_norm: 0.1280 2020-11-25 17:26:09,248 - mmaction - INFO - Epoch [4][1440/1441] lr: 1.640e-01, eta: 6:22:45, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0570, recall@thr=0.5: 0.6140, prec@thr=0.5: 0.7033, recall@top3: 0.7504, prec@top3: 0.6210, recall@top5: 0.9065, prec@top5: 0.4593, loss: 0.0570, grad_norm: 0.1413 2020-11-25 17:26:12,305 - mmaction - INFO - Saving checkpoint at 4 epochs 2020-11-25 18:03:04,679 - mmaction - INFO - Evaluating proposal ... 2020-11-25 18:06:20,345 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-25 18:06:20,348 - mmaction - INFO - Evaluating bbox ... 2020-11-25 18:14:09,062 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2019 2020-11-25 18:14:10,262 - mmaction - INFO - Epoch(val) [4][1441] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2019 2020-11-25 18:16:02,583 - mmaction - INFO - Epoch [5][20/1441] lr: 1.645e-01, eta: 6:34:09, time: 5.489, data_time: 2.732, memory: 10785, loss_action_cls: 0.0569, recall@thr=0.5: 0.6102, prec@thr=0.5: 0.7042, recall@top3: 0.7525, prec@top3: 0.6178, recall@top5: 0.9066, prec@top5: 0.4574, loss: 0.0569, grad_norm: 0.1363 2020-11-25 18:16:36,841 - mmaction - INFO - Epoch [5][40/1441] lr: 1.650e-01, eta: 6:35:53, time: 1.817, data_time: 0.122, memory: 10785, loss_action_cls: 0.0574, recall@thr=0.5: 0.6165, prec@thr=0.5: 0.7052, recall@top3: 0.7460, prec@top3: 0.6149, recall@top5: 0.9076, prec@top5: 0.4590, loss: 0.0574, grad_norm: 0.1443 2020-11-25 18:16:56,200 - mmaction - INFO - Epoch [5][60/1441] lr: 1.655e-01, eta: 6:35:25, time: 0.984, data_time: 0.017, memory: 10785, loss_action_cls: 0.0559, recall@thr=0.5: 0.6253, prec@thr=0.5: 0.7131, recall@top3: 0.7601, prec@top3: 0.6179, recall@top5: 0.9083, prec@top5: 0.4522, loss: 0.0559, grad_norm: 0.1412 2020-11-25 18:17:15,436 - mmaction - INFO - Epoch [5][80/1441] lr: 1.660e-01, eta: 6:34:54, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0597, recall@thr=0.5: 0.6045, prec@thr=0.5: 0.7002, recall@top3: 0.7540, prec@top3: 0.6144, recall@top5: 0.8998, prec@top5: 0.4502, loss: 0.0597, grad_norm: 0.1401 2020-11-25 18:17:34,807 - mmaction - INFO - Epoch [5][100/1441] lr: 1.665e-01, eta: 6:34:23, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0556, recall@thr=0.5: 0.6256, prec@thr=0.5: 0.7203, recall@top3: 0.7607, prec@top3: 0.6272, recall@top5: 0.9015, prec@top5: 0.4557, loss: 0.0556, grad_norm: 0.1331 2020-11-25 18:17:59,352 - mmaction - INFO - Epoch [5][120/1441] lr: 1.670e-01, eta: 6:34:20, time: 1.149, data_time: 0.085, memory: 10785, loss_action_cls: 0.0581, recall@thr=0.5: 0.6209, prec@thr=0.5: 0.7155, recall@top3: 0.7558, prec@top3: 0.6112, recall@top5: 0.9007, prec@top5: 0.4467, loss: 0.0581, grad_norm: 0.1341 2020-11-25 18:19:33,946 - mmaction - INFO - Epoch [5][140/1441] lr: 1.675e-01, eta: 6:43:33, time: 4.810, data_time: 0.135, memory: 10785, loss_action_cls: 0.0568, recall@thr=0.5: 0.5986, prec@thr=0.5: 0.6968, recall@top3: 0.7503, prec@top3: 0.6112, recall@top5: 0.9009, prec@top5: 0.4490, loss: 0.0568, grad_norm: 0.1375 2020-11-25 18:19:53,298 - mmaction - INFO - Epoch [5][160/1441] lr: 1.680e-01, eta: 6:42:58, time: 0.968, data_time: 0.005, memory: 10785, loss_action_cls: 0.0562, recall@thr=0.5: 0.6172, prec@thr=0.5: 0.7075, recall@top3: 0.7606, prec@top3: 0.6157, recall@top5: 0.9042, prec@top5: 0.4500, loss: 0.0562, grad_norm: 0.1402 2020-11-25 18:20:12,561 - mmaction - INFO - Epoch [5][180/1441] lr: 1.685e-01, eta: 6:42:23, time: 0.963, data_time: 0.003, memory: 10785, loss_action_cls: 0.0568, recall@thr=0.5: 0.6244, prec@thr=0.5: 0.7134, recall@top3: 0.7509, prec@top3: 0.6312, recall@top5: 0.9061, prec@top5: 0.4657, loss: 0.0568, grad_norm: 0.1368 2020-11-25 18:20:31,922 - mmaction - INFO - Epoch [5][200/1441] lr: 1.690e-01, eta: 6:41:49, time: 0.968, data_time: 0.003, memory: 10785, loss_action_cls: 0.0572, recall@thr=0.5: 0.6111, prec@thr=0.5: 0.7047, recall@top3: 0.7449, prec@top3: 0.6125, recall@top5: 0.8997, prec@top5: 0.4523, loss: 0.0572, grad_norm: 0.1405 2020-11-25 18:20:51,267 - mmaction - INFO - Epoch [5][220/1441] lr: 1.695e-01, eta: 6:41:15, time: 0.967, data_time: 0.003, memory: 10785, loss_action_cls: 0.0568, recall@thr=0.5: 0.6132, prec@thr=0.5: 0.7186, recall@top3: 0.7475, prec@top3: 0.6101, recall@top5: 0.9015, prec@top5: 0.4525, loss: 0.0568, grad_norm: 0.1389 2020-11-25 18:21:10,729 - mmaction - INFO - Epoch [5][240/1441] lr: 1.700e-01, eta: 6:40:42, time: 0.973, data_time: 0.003, memory: 10785, loss_action_cls: 0.0560, recall@thr=0.5: 0.6183, prec@thr=0.5: 0.7144, recall@top3: 0.7576, prec@top3: 0.6110, recall@top5: 0.9121, prec@top5: 0.4525, loss: 0.0560, grad_norm: 0.1401 2020-11-25 18:21:30,114 - mmaction - INFO - Epoch [5][260/1441] lr: 1.705e-01, eta: 6:40:09, time: 0.970, data_time: 0.004, memory: 10785, loss_action_cls: 0.0574, recall@thr=0.5: 0.6170, prec@thr=0.5: 0.7269, recall@top3: 0.7514, prec@top3: 0.6157, recall@top5: 0.8994, prec@top5: 0.4533, loss: 0.0574, grad_norm: 0.1308 2020-11-25 18:21:50,860 - mmaction - INFO - Epoch [5][280/1441] lr: 1.710e-01, eta: 6:39:46, time: 1.037, data_time: 0.004, memory: 10785, loss_action_cls: 0.0567, recall@thr=0.5: 0.6153, prec@thr=0.5: 0.7088, recall@top3: 0.7628, prec@top3: 0.6204, recall@top5: 0.9051, prec@top5: 0.4544, loss: 0.0567, grad_norm: 0.1397 2020-11-25 18:22:10,339 - mmaction - INFO - Epoch [5][300/1441] lr: 1.715e-01, eta: 6:39:13, time: 0.974, data_time: 0.003, memory: 10785, loss_action_cls: 0.0561, recall@thr=0.5: 0.6189, prec@thr=0.5: 0.7134, recall@top3: 0.7601, prec@top3: 0.6163, recall@top5: 0.9038, prec@top5: 0.4496, loss: 0.0561, grad_norm: 0.1383 2020-11-25 18:22:30,248 - mmaction - INFO - Epoch [5][320/1441] lr: 1.720e-01, eta: 6:38:44, time: 0.996, data_time: 0.001, memory: 10785, loss_action_cls: 0.0566, recall@thr=0.5: 0.6195, prec@thr=0.5: 0.7142, recall@top3: 0.7567, prec@top3: 0.6178, recall@top5: 0.9119, prec@top5: 0.4554, loss: 0.0566, grad_norm: 0.1404 2020-11-25 18:22:49,653 - mmaction - INFO - Epoch [5][340/1441] lr: 1.725e-01, eta: 6:38:11, time: 0.970, data_time: 0.001, memory: 10785, loss_action_cls: 0.0569, recall@thr=0.5: 0.6134, prec@thr=0.5: 0.7064, recall@top3: 0.7544, prec@top3: 0.6266, recall@top5: 0.9047, prec@top5: 0.4593, loss: 0.0569, grad_norm: 0.1363 2020-11-25 18:23:09,077 - mmaction - INFO - Epoch [5][360/1441] lr: 1.730e-01, eta: 6:37:39, time: 0.971, data_time: 0.001, memory: 10785, loss_action_cls: 0.0578, recall@thr=0.5: 0.6415, prec@thr=0.5: 0.7245, recall@top3: 0.7636, prec@top3: 0.6318, recall@top5: 0.9085, prec@top5: 0.4605, loss: 0.0578, grad_norm: 0.1355 2020-11-25 18:23:28,452 - mmaction - INFO - Epoch [5][380/1441] lr: 1.735e-01, eta: 6:37:07, time: 0.969, data_time: 0.000, memory: 10785, loss_action_cls: 0.0562, recall@thr=0.5: 0.6314, prec@thr=0.5: 0.7118, recall@top3: 0.7495, prec@top3: 0.6197, recall@top5: 0.8993, prec@top5: 0.4562, loss: 0.0562, grad_norm: 0.1387 2020-11-25 18:23:47,912 - mmaction - INFO - Epoch [5][400/1441] lr: 1.740e-01, eta: 6:36:35, time: 0.972, data_time: 0.001, memory: 10785, loss_action_cls: 0.0566, recall@thr=0.5: 0.6222, prec@thr=0.5: 0.7087, recall@top3: 0.7545, prec@top3: 0.6150, recall@top5: 0.9080, prec@top5: 0.4542, loss: 0.0566, grad_norm: 0.1378 2020-11-25 18:24:07,283 - mmaction - INFO - Epoch [5][420/1441] lr: 1.745e-01, eta: 6:36:03, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0580, recall@thr=0.5: 0.6066, prec@thr=0.5: 0.7158, recall@top3: 0.7468, prec@top3: 0.6201, recall@top5: 0.9013, prec@top5: 0.4578, loss: 0.0580, grad_norm: 0.1347 2020-11-25 18:24:26,579 - mmaction - INFO - Epoch [5][440/1441] lr: 1.750e-01, eta: 6:35:30, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0574, recall@thr=0.5: 0.6150, prec@thr=0.5: 0.7071, recall@top3: 0.7478, prec@top3: 0.6171, recall@top5: 0.8966, prec@top5: 0.4559, loss: 0.0574, grad_norm: 0.1413 2020-11-25 18:24:46,145 - mmaction - INFO - Epoch [5][460/1441] lr: 1.755e-01, eta: 6:35:00, time: 0.978, data_time: 0.000, memory: 10785, loss_action_cls: 0.0586, recall@thr=0.5: 0.6014, prec@thr=0.5: 0.6997, recall@top3: 0.7387, prec@top3: 0.6121, recall@top5: 0.9017, prec@top5: 0.4574, loss: 0.0586, grad_norm: 0.1396 2020-11-25 18:25:05,657 - mmaction - INFO - Epoch [5][480/1441] lr: 1.760e-01, eta: 6:34:29, time: 0.975, data_time: 0.001, memory: 10785, loss_action_cls: 0.0565, recall@thr=0.5: 0.6208, prec@thr=0.5: 0.7034, recall@top3: 0.7596, prec@top3: 0.6118, recall@top5: 0.9013, prec@top5: 0.4471, loss: 0.0565, grad_norm: 0.1362 2020-11-25 18:25:25,030 - mmaction - INFO - Epoch [5][500/1441] lr: 1.765e-01, eta: 6:33:57, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0569, recall@thr=0.5: 0.6150, prec@thr=0.5: 0.7091, recall@top3: 0.7545, prec@top3: 0.6184, recall@top5: 0.9096, prec@top5: 0.4548, loss: 0.0569, grad_norm: 0.1372 2020-11-25 18:25:44,329 - mmaction - INFO - Epoch [5][520/1441] lr: 1.770e-01, eta: 6:33:25, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0569, recall@thr=0.5: 0.6196, prec@thr=0.5: 0.7049, recall@top3: 0.7470, prec@top3: 0.6142, recall@top5: 0.9014, prec@top5: 0.4546, loss: 0.0569, grad_norm: 0.1372 2020-11-25 18:26:03,644 - mmaction - INFO - Epoch [5][540/1441] lr: 1.775e-01, eta: 6:32:53, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0569, recall@thr=0.5: 0.6065, prec@thr=0.5: 0.7076, recall@top3: 0.7503, prec@top3: 0.6076, recall@top5: 0.8961, prec@top5: 0.4441, loss: 0.0569, grad_norm: 0.1362 2020-11-25 18:26:22,931 - mmaction - INFO - Epoch [5][560/1441] lr: 1.780e-01, eta: 6:32:22, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0548, recall@thr=0.5: 0.6165, prec@thr=0.5: 0.7088, recall@top3: 0.7492, prec@top3: 0.6159, recall@top5: 0.9020, prec@top5: 0.4548, loss: 0.0548, grad_norm: 0.1456 2020-11-25 18:26:42,217 - mmaction - INFO - Epoch [5][580/1441] lr: 1.785e-01, eta: 6:31:50, time: 0.964, data_time: 0.000, memory: 10785, loss_action_cls: 0.0573, recall@thr=0.5: 0.5990, prec@thr=0.5: 0.7108, recall@top3: 0.7472, prec@top3: 0.6028, recall@top5: 0.9027, prec@top5: 0.4483, loss: 0.0573, grad_norm: 0.1298 2020-11-25 18:27:01,760 - mmaction - INFO - Epoch [5][600/1441] lr: 1.790e-01, eta: 6:31:20, time: 0.977, data_time: 0.001, memory: 10785, loss_action_cls: 0.0551, recall@thr=0.5: 0.6261, prec@thr=0.5: 0.7064, recall@top3: 0.7501, prec@top3: 0.6188, recall@top5: 0.9016, prec@top5: 0.4570, loss: 0.0551, grad_norm: 0.1371 2020-11-25 18:27:21,201 - mmaction - INFO - Epoch [5][620/1441] lr: 1.795e-01, eta: 6:30:50, time: 0.972, data_time: 0.000, memory: 10785, loss_action_cls: 0.0581, recall@thr=0.5: 0.5915, prec@thr=0.5: 0.7040, recall@top3: 0.7413, prec@top3: 0.6008, recall@top5: 0.8918, prec@top5: 0.4417, loss: 0.0581, grad_norm: 0.1361 2020-11-25 18:27:40,556 - mmaction - INFO - Epoch [5][640/1441] lr: 1.800e-01, eta: 6:30:19, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0572, recall@thr=0.5: 0.5946, prec@thr=0.5: 0.6965, recall@top3: 0.7436, prec@top3: 0.6075, recall@top5: 0.8955, prec@top5: 0.4458, loss: 0.0572, grad_norm: 0.1314 2020-11-25 18:27:59,919 - mmaction - INFO - Epoch [5][660/1441] lr: 1.805e-01, eta: 6:29:49, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0566, recall@thr=0.5: 0.6233, prec@thr=0.5: 0.7183, recall@top3: 0.7562, prec@top3: 0.6350, recall@top5: 0.8992, prec@top5: 0.4625, loss: 0.0566, grad_norm: 0.1302 2020-11-25 18:28:19,321 - mmaction - INFO - Epoch [5][680/1441] lr: 1.810e-01, eta: 6:29:18, time: 0.970, data_time: 0.001, memory: 10785, loss_action_cls: 0.0549, recall@thr=0.5: 0.6112, prec@thr=0.5: 0.7005, recall@top3: 0.7459, prec@top3: 0.6081, recall@top5: 0.8990, prec@top5: 0.4495, loss: 0.0549, grad_norm: 0.1326 2020-11-25 18:28:38,638 - mmaction - INFO - Epoch [5][700/1441] lr: 1.815e-01, eta: 6:28:48, time: 0.966, data_time: 0.000, memory: 10785, loss_action_cls: 0.0549, recall@thr=0.5: 0.6268, prec@thr=0.5: 0.7251, recall@top3: 0.7609, prec@top3: 0.6248, recall@top5: 0.9038, prec@top5: 0.4561, loss: 0.0549, grad_norm: 0.1338 2020-11-25 18:28:58,003 - mmaction - INFO - Epoch [5][720/1441] lr: 1.820e-01, eta: 6:28:18, time: 0.968, data_time: 0.000, memory: 10785, loss_action_cls: 0.0574, recall@thr=0.5: 0.6263, prec@thr=0.5: 0.7167, recall@top3: 0.7668, prec@top3: 0.6308, recall@top5: 0.9045, prec@top5: 0.4583, loss: 0.0574, grad_norm: 0.1343 2020-11-25 18:29:17,312 - mmaction - INFO - Epoch [5][740/1441] lr: 1.825e-01, eta: 6:27:47, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0554, recall@thr=0.5: 0.6132, prec@thr=0.5: 0.7026, recall@top3: 0.7417, prec@top3: 0.6117, recall@top5: 0.9024, prec@top5: 0.4553, loss: 0.0554, grad_norm: 0.1345 2020-11-25 18:29:36,444 - mmaction - INFO - Epoch [5][760/1441] lr: 1.830e-01, eta: 6:27:16, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0558, recall@thr=0.5: 0.6137, prec@thr=0.5: 0.7145, recall@top3: 0.7559, prec@top3: 0.6112, recall@top5: 0.9048, prec@top5: 0.4470, loss: 0.0558, grad_norm: 0.1325 2020-11-25 18:29:55,897 - mmaction - INFO - Epoch [5][780/1441] lr: 1.835e-01, eta: 6:26:46, time: 0.973, data_time: 0.001, memory: 10785, loss_action_cls: 0.0570, recall@thr=0.5: 0.6202, prec@thr=0.5: 0.7085, recall@top3: 0.7475, prec@top3: 0.6116, recall@top5: 0.9014, prec@top5: 0.4524, loss: 0.0570, grad_norm: 0.1354 2020-11-25 18:30:15,139 - mmaction - INFO - Epoch [5][800/1441] lr: 1.840e-01, eta: 6:26:16, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0545, recall@thr=0.5: 0.6343, prec@thr=0.5: 0.7174, recall@top3: 0.7574, prec@top3: 0.6305, recall@top5: 0.9056, prec@top5: 0.4623, loss: 0.0545, grad_norm: 0.1261 2020-11-25 18:30:34,682 - mmaction - INFO - Epoch [5][820/1441] lr: 1.845e-01, eta: 6:25:47, time: 0.977, data_time: 0.001, memory: 10785, loss_action_cls: 0.0565, recall@thr=0.5: 0.6133, prec@thr=0.5: 0.7002, recall@top3: 0.7527, prec@top3: 0.6210, recall@top5: 0.9109, prec@top5: 0.4610, loss: 0.0565, grad_norm: 0.1292 2020-11-25 18:30:54,026 - mmaction - INFO - Epoch [5][840/1441] lr: 1.850e-01, eta: 6:25:18, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0545, recall@thr=0.5: 0.5955, prec@thr=0.5: 0.6997, recall@top3: 0.7370, prec@top3: 0.6108, recall@top5: 0.8872, prec@top5: 0.4520, loss: 0.0545, grad_norm: 0.1336 2020-11-25 18:31:13,330 - mmaction - INFO - Epoch [5][860/1441] lr: 1.855e-01, eta: 6:24:48, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0564, recall@thr=0.5: 0.5943, prec@thr=0.5: 0.6929, recall@top3: 0.7443, prec@top3: 0.6057, recall@top5: 0.8965, prec@top5: 0.4487, loss: 0.0564, grad_norm: 0.1434 2020-11-25 18:31:32,772 - mmaction - INFO - Epoch [5][880/1441] lr: 1.860e-01, eta: 6:24:19, time: 0.972, data_time: 0.000, memory: 10785, loss_action_cls: 0.0564, recall@thr=0.5: 0.6055, prec@thr=0.5: 0.7091, recall@top3: 0.7384, prec@top3: 0.6062, recall@top5: 0.8966, prec@top5: 0.4506, loss: 0.0564, grad_norm: 0.1384 2020-11-25 18:31:52,031 - mmaction - INFO - Epoch [5][900/1441] lr: 1.865e-01, eta: 6:23:49, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0559, recall@thr=0.5: 0.6147, prec@thr=0.5: 0.7108, recall@top3: 0.7561, prec@top3: 0.6235, recall@top5: 0.9054, prec@top5: 0.4582, loss: 0.0559, grad_norm: 0.1323 2020-11-25 18:32:11,257 - mmaction - INFO - Epoch [5][920/1441] lr: 1.870e-01, eta: 6:23:20, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0550, recall@thr=0.5: 0.6310, prec@thr=0.5: 0.7236, recall@top3: 0.7582, prec@top3: 0.6190, recall@top5: 0.9035, prec@top5: 0.4535, loss: 0.0550, grad_norm: 0.1312 2020-11-25 18:32:30,585 - mmaction - INFO - Epoch [5][940/1441] lr: 1.875e-01, eta: 6:22:50, time: 0.966, data_time: 0.000, memory: 10785, loss_action_cls: 0.0541, recall@thr=0.5: 0.6134, prec@thr=0.5: 0.7126, recall@top3: 0.7616, prec@top3: 0.6201, recall@top5: 0.9030, prec@top5: 0.4510, loss: 0.0541, grad_norm: 0.1324 2020-11-25 18:32:49,981 - mmaction - INFO - Epoch [5][960/1441] lr: 1.880e-01, eta: 6:22:22, time: 0.970, data_time: 0.001, memory: 10785, loss_action_cls: 0.0559, recall@thr=0.5: 0.6042, prec@thr=0.5: 0.7088, recall@top3: 0.7414, prec@top3: 0.5998, recall@top5: 0.8907, prec@top5: 0.4411, loss: 0.0559, grad_norm: 0.1372 2020-11-25 18:33:09,386 - mmaction - INFO - Epoch [5][980/1441] lr: 1.885e-01, eta: 6:21:53, time: 0.971, data_time: 0.001, memory: 10785, loss_action_cls: 0.0571, recall@thr=0.5: 0.6140, prec@thr=0.5: 0.7102, recall@top3: 0.7509, prec@top3: 0.6165, recall@top5: 0.9018, prec@top5: 0.4533, loss: 0.0571, grad_norm: 0.1358 2020-11-25 18:33:28,638 - mmaction - INFO - Epoch [5][1000/1441] lr: 1.890e-01, eta: 6:21:24, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0542, recall@thr=0.5: 0.6237, prec@thr=0.5: 0.7279, recall@top3: 0.7509, prec@top3: 0.6184, recall@top5: 0.9019, prec@top5: 0.4575, loss: 0.0542, grad_norm: 0.1398 2020-11-25 18:33:48,000 - mmaction - INFO - Epoch [5][1020/1441] lr: 1.895e-01, eta: 6:20:55, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0546, recall@thr=0.5: 0.6178, prec@thr=0.5: 0.7128, recall@top3: 0.7600, prec@top3: 0.6292, recall@top5: 0.9082, prec@top5: 0.4620, loss: 0.0546, grad_norm: 0.1273 2020-11-25 18:34:07,321 - mmaction - INFO - Epoch [5][1040/1441] lr: 1.900e-01, eta: 6:20:26, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0526, recall@thr=0.5: 0.6487, prec@thr=0.5: 0.7286, recall@top3: 0.7704, prec@top3: 0.6265, recall@top5: 0.9111, prec@top5: 0.4555, loss: 0.0526, grad_norm: 0.1341 2020-11-25 18:34:26,637 - mmaction - INFO - Epoch [5][1060/1441] lr: 1.905e-01, eta: 6:19:58, time: 0.966, data_time: 0.000, memory: 10785, loss_action_cls: 0.0548, recall@thr=0.5: 0.6049, prec@thr=0.5: 0.7148, recall@top3: 0.7502, prec@top3: 0.6086, recall@top5: 0.8994, prec@top5: 0.4485, loss: 0.0548, grad_norm: 0.1229 2020-11-25 18:34:45,889 - mmaction - INFO - Epoch [5][1080/1441] lr: 1.910e-01, eta: 6:19:29, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0551, recall@thr=0.5: 0.6112, prec@thr=0.5: 0.7066, recall@top3: 0.7530, prec@top3: 0.6155, recall@top5: 0.8981, prec@top5: 0.4536, loss: 0.0551, grad_norm: 0.1346 2020-11-25 18:35:05,278 - mmaction - INFO - Epoch [5][1100/1441] lr: 1.915e-01, eta: 6:19:01, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0563, recall@thr=0.5: 0.5850, prec@thr=0.5: 0.6768, recall@top3: 0.7306, prec@top3: 0.6142, recall@top5: 0.8930, prec@top5: 0.4582, loss: 0.0563, grad_norm: 0.1365 2020-11-25 18:35:24,576 - mmaction - INFO - Epoch [5][1120/1441] lr: 1.920e-01, eta: 6:18:32, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0544, recall@thr=0.5: 0.6194, prec@thr=0.5: 0.7009, recall@top3: 0.7522, prec@top3: 0.6101, recall@top5: 0.9048, prec@top5: 0.4492, loss: 0.0544, grad_norm: 0.1362 2020-11-25 18:35:43,972 - mmaction - INFO - Epoch [5][1140/1441] lr: 1.925e-01, eta: 6:18:04, time: 0.970, data_time: 0.001, memory: 10785, loss_action_cls: 0.0560, recall@thr=0.5: 0.6175, prec@thr=0.5: 0.7110, recall@top3: 0.7462, prec@top3: 0.6127, recall@top5: 0.9097, prec@top5: 0.4594, loss: 0.0560, grad_norm: 0.1360 2020-11-25 18:36:03,337 - mmaction - INFO - Epoch [5][1160/1441] lr: 1.930e-01, eta: 6:17:36, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0567, recall@thr=0.5: 0.6123, prec@thr=0.5: 0.7158, recall@top3: 0.7401, prec@top3: 0.6131, recall@top5: 0.8940, prec@top5: 0.4550, loss: 0.0567, grad_norm: 0.1297 2020-11-25 18:36:22,754 - mmaction - INFO - Epoch [5][1180/1441] lr: 1.935e-01, eta: 6:17:09, time: 0.971, data_time: 0.001, memory: 10785, loss_action_cls: 0.0547, recall@thr=0.5: 0.6129, prec@thr=0.5: 0.7086, recall@top3: 0.7484, prec@top3: 0.6153, recall@top5: 0.9029, prec@top5: 0.4542, loss: 0.0547, grad_norm: 0.1281 2020-11-25 18:36:42,035 - mmaction - INFO - Epoch [5][1200/1441] lr: 1.940e-01, eta: 6:16:41, time: 0.964, data_time: 0.000, memory: 10785, loss_action_cls: 0.0554, recall@thr=0.5: 0.6246, prec@thr=0.5: 0.7077, recall@top3: 0.7474, prec@top3: 0.6276, recall@top5: 0.9010, prec@top5: 0.4627, loss: 0.0554, grad_norm: 0.1284 2020-11-25 18:37:01,447 - mmaction - INFO - Epoch [5][1220/1441] lr: 1.945e-01, eta: 6:16:13, time: 0.970, data_time: 0.000, memory: 10785, loss_action_cls: 0.0534, recall@thr=0.5: 0.6210, prec@thr=0.5: 0.7090, recall@top3: 0.7598, prec@top3: 0.6174, recall@top5: 0.9053, prec@top5: 0.4514, loss: 0.0534, grad_norm: 0.1384 2020-11-25 18:37:20,701 - mmaction - INFO - Epoch [5][1240/1441] lr: 1.950e-01, eta: 6:15:45, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0537, recall@thr=0.5: 0.6098, prec@thr=0.5: 0.7074, recall@top3: 0.7615, prec@top3: 0.6199, recall@top5: 0.9045, prec@top5: 0.4522, loss: 0.0537, grad_norm: 0.1303 2020-11-25 18:37:40,082 - mmaction - INFO - Epoch [5][1260/1441] lr: 1.955e-01, eta: 6:15:18, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0528, recall@thr=0.5: 0.6218, prec@thr=0.5: 0.7228, recall@top3: 0.7665, prec@top3: 0.6148, recall@top5: 0.9053, prec@top5: 0.4457, loss: 0.0528, grad_norm: 0.1332 2020-11-25 18:37:59,486 - mmaction - INFO - Epoch [5][1280/1441] lr: 1.960e-01, eta: 6:14:50, time: 0.971, data_time: 0.001, memory: 10785, loss_action_cls: 0.0529, recall@thr=0.5: 0.6286, prec@thr=0.5: 0.7263, recall@top3: 0.7560, prec@top3: 0.6245, recall@top5: 0.9083, prec@top5: 0.4595, loss: 0.0529, grad_norm: 0.1310 2020-11-25 18:38:18,776 - mmaction - INFO - Epoch [5][1300/1441] lr: 1.965e-01, eta: 6:14:23, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0562, recall@thr=0.5: 0.6313, prec@thr=0.5: 0.7113, recall@top3: 0.7663, prec@top3: 0.6275, recall@top5: 0.9063, prec@top5: 0.4584, loss: 0.0562, grad_norm: 0.1264 2020-11-25 18:38:38,028 - mmaction - INFO - Epoch [5][1320/1441] lr: 1.970e-01, eta: 6:13:55, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0531, recall@thr=0.5: 0.6274, prec@thr=0.5: 0.7245, recall@top3: 0.7567, prec@top3: 0.6299, recall@top5: 0.9045, prec@top5: 0.4611, loss: 0.0531, grad_norm: 0.1324 2020-11-25 18:38:57,430 - mmaction - INFO - Epoch [5][1340/1441] lr: 1.975e-01, eta: 6:13:28, time: 0.970, data_time: 0.001, memory: 10785, loss_action_cls: 0.0532, recall@thr=0.5: 0.6289, prec@thr=0.5: 0.7118, recall@top3: 0.7654, prec@top3: 0.6296, recall@top5: 0.9098, prec@top5: 0.4591, loss: 0.0532, grad_norm: 0.1242 2020-11-25 18:39:16,667 - mmaction - INFO - Epoch [5][1360/1441] lr: 1.980e-01, eta: 6:13:00, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0555, recall@thr=0.5: 0.6198, prec@thr=0.5: 0.7200, recall@top3: 0.7483, prec@top3: 0.6173, recall@top5: 0.9054, prec@top5: 0.4576, loss: 0.0555, grad_norm: 0.1296 2020-11-25 18:39:35,816 - mmaction - INFO - Epoch [5][1380/1441] lr: 1.985e-01, eta: 6:12:32, time: 0.957, data_time: 0.000, memory: 10785, loss_action_cls: 0.0532, recall@thr=0.5: 0.6259, prec@thr=0.5: 0.7086, recall@top3: 0.7420, prec@top3: 0.6124, recall@top5: 0.9042, prec@top5: 0.4568, loss: 0.0532, grad_norm: 0.1358 2020-11-25 18:39:55,142 - mmaction - INFO - Epoch [5][1400/1441] lr: 1.990e-01, eta: 6:12:04, time: 0.966, data_time: 0.000, memory: 10785, loss_action_cls: 0.0526, recall@thr=0.5: 0.6118, prec@thr=0.5: 0.7228, recall@top3: 0.7603, prec@top3: 0.6239, recall@top5: 0.9053, prec@top5: 0.4541, loss: 0.0526, grad_norm: 0.1260 2020-11-25 18:40:14,445 - mmaction - INFO - Epoch [5][1420/1441] lr: 1.995e-01, eta: 6:11:37, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0533, recall@thr=0.5: 0.6257, prec@thr=0.5: 0.7164, recall@top3: 0.7577, prec@top3: 0.6338, recall@top5: 0.9042, prec@top5: 0.4638, loss: 0.0533, grad_norm: 0.1371 2020-11-25 18:40:33,688 - mmaction - INFO - Epoch [5][1440/1441] lr: 2.000e-01, eta: 6:11:10, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0565, recall@thr=0.5: 0.6248, prec@thr=0.5: 0.7185, recall@top3: 0.7523, prec@top3: 0.6206, recall@top5: 0.8994, prec@top5: 0.4580, loss: 0.0565, grad_norm: 0.1315 2020-11-25 18:40:36,462 - mmaction - INFO - Saving checkpoint at 5 epochs 2020-11-25 19:15:58,445 - mmaction - INFO - Evaluating proposal ... 2020-11-25 19:17:03,778 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-25 19:17:03,779 - mmaction - INFO - Evaluating bbox ... 2020-11-25 19:24:41,015 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.1999 2020-11-25 19:24:42,141 - mmaction - INFO - Epoch(val) [5][1441] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.1999 2020-11-25 19:25:45,577 - mmaction - INFO - Epoch [6][20/1441] lr: 2.000e-01, eta: 6:14:16, time: 3.171, data_time: 2.218, memory: 10785, loss_action_cls: 0.0531, recall@thr=0.5: 0.6100, prec@thr=0.5: 0.7080, recall@top3: 0.7499, prec@top3: 0.6177, recall@top5: 0.9069, prec@top5: 0.4610, loss: 0.0531, grad_norm: 0.1343 2020-11-25 19:26:04,591 - mmaction - INFO - Epoch [6][40/1441] lr: 2.000e-01, eta: 6:13:46, time: 0.951, data_time: 0.002, memory: 10785, loss_action_cls: 0.0541, recall@thr=0.5: 0.6289, prec@thr=0.5: 0.7133, recall@top3: 0.7582, prec@top3: 0.6215, recall@top5: 0.9103, prec@top5: 0.4572, loss: 0.0541, grad_norm: 0.1309 2020-11-25 19:26:23,753 - mmaction - INFO - Epoch [6][60/1441] lr: 2.000e-01, eta: 6:13:18, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0519, recall@thr=0.5: 0.6244, prec@thr=0.5: 0.7223, recall@top3: 0.7641, prec@top3: 0.6105, recall@top5: 0.9115, prec@top5: 0.4470, loss: 0.0519, grad_norm: 0.1288 2020-11-25 19:26:42,968 - mmaction - INFO - Epoch [6][80/1441] lr: 2.000e-01, eta: 6:12:49, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0542, recall@thr=0.5: 0.6162, prec@thr=0.5: 0.7100, recall@top3: 0.7549, prec@top3: 0.6139, recall@top5: 0.9030, prec@top5: 0.4491, loss: 0.0542, grad_norm: 0.1378 2020-11-25 19:27:02,097 - mmaction - INFO - Epoch [6][100/1441] lr: 2.000e-01, eta: 6:12:20, time: 0.956, data_time: 0.000, memory: 10785, loss_action_cls: 0.0530, recall@thr=0.5: 0.6330, prec@thr=0.5: 0.7108, recall@top3: 0.7616, prec@top3: 0.6222, recall@top5: 0.9048, prec@top5: 0.4538, loss: 0.0530, grad_norm: 0.1285 2020-11-25 19:27:21,184 - mmaction - INFO - Epoch [6][120/1441] lr: 2.000e-01, eta: 6:11:51, time: 0.955, data_time: 0.001, memory: 10785, loss_action_cls: 0.0540, recall@thr=0.5: 0.6081, prec@thr=0.5: 0.7059, recall@top3: 0.7495, prec@top3: 0.6139, recall@top5: 0.8977, prec@top5: 0.4522, loss: 0.0540, grad_norm: 0.1286 2020-11-25 19:27:40,345 - mmaction - INFO - Epoch [6][140/1441] lr: 2.000e-01, eta: 6:11:23, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0539, recall@thr=0.5: 0.6218, prec@thr=0.5: 0.7239, recall@top3: 0.7564, prec@top3: 0.6167, recall@top5: 0.9034, prec@top5: 0.4513, loss: 0.0539, grad_norm: 0.1302 2020-11-25 19:27:59,481 - mmaction - INFO - Epoch [6][160/1441] lr: 2.000e-01, eta: 6:10:54, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0536, recall@thr=0.5: 0.6362, prec@thr=0.5: 0.7229, recall@top3: 0.7634, prec@top3: 0.6319, recall@top5: 0.9100, prec@top5: 0.4621, loss: 0.0536, grad_norm: 0.1266 2020-11-25 19:28:18,577 - mmaction - INFO - Epoch [6][180/1441] lr: 2.000e-01, eta: 6:10:26, time: 0.955, data_time: 0.000, memory: 10785, loss_action_cls: 0.0538, recall@thr=0.5: 0.6301, prec@thr=0.5: 0.7310, recall@top3: 0.7507, prec@top3: 0.6222, recall@top5: 0.8998, prec@top5: 0.4590, loss: 0.0538, grad_norm: 0.1346 2020-11-25 19:28:37,855 - mmaction - INFO - Epoch [6][200/1441] lr: 2.000e-01, eta: 6:09:58, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0536, recall@thr=0.5: 0.6181, prec@thr=0.5: 0.7183, recall@top3: 0.7562, prec@top3: 0.6050, recall@top5: 0.8971, prec@top5: 0.4397, loss: 0.0536, grad_norm: 0.1338 2020-11-25 19:28:57,222 - mmaction - INFO - Epoch [6][220/1441] lr: 2.000e-01, eta: 6:09:31, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0523, recall@thr=0.5: 0.6356, prec@thr=0.5: 0.7172, recall@top3: 0.7667, prec@top3: 0.6300, recall@top5: 0.9100, prec@top5: 0.4594, loss: 0.0523, grad_norm: 0.1335 2020-11-25 19:29:16,304 - mmaction - INFO - Epoch [6][240/1441] lr: 2.000e-01, eta: 6:09:03, time: 0.954, data_time: 0.001, memory: 10785, loss_action_cls: 0.0517, recall@thr=0.5: 0.6210, prec@thr=0.5: 0.7068, recall@top3: 0.7579, prec@top3: 0.6225, recall@top5: 0.9014, prec@top5: 0.4546, loss: 0.0517, grad_norm: 0.1349 2020-11-25 19:29:35,481 - mmaction - INFO - Epoch [6][260/1441] lr: 2.000e-01, eta: 6:08:35, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0508, recall@thr=0.5: 0.6301, prec@thr=0.5: 0.7284, recall@top3: 0.7610, prec@top3: 0.6357, recall@top5: 0.9096, prec@top5: 0.4645, loss: 0.0508, grad_norm: 0.1374 2020-11-25 19:29:54,650 - mmaction - INFO - Epoch [6][280/1441] lr: 2.000e-01, eta: 6:08:07, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0516, recall@thr=0.5: 0.6452, prec@thr=0.5: 0.7357, recall@top3: 0.7643, prec@top3: 0.6359, recall@top5: 0.9151, prec@top5: 0.4668, loss: 0.0516, grad_norm: 0.1361 2020-11-25 19:30:13,912 - mmaction - INFO - Epoch [6][300/1441] lr: 2.000e-01, eta: 6:07:39, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0549, recall@thr=0.5: 0.6144, prec@thr=0.5: 0.7068, recall@top3: 0.7557, prec@top3: 0.6170, recall@top5: 0.9043, prec@top5: 0.4539, loss: 0.0549, grad_norm: 0.1355 2020-11-25 19:30:33,120 - mmaction - INFO - Epoch [6][320/1441] lr: 2.000e-01, eta: 6:07:12, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0522, recall@thr=0.5: 0.6347, prec@thr=0.5: 0.7172, recall@top3: 0.7606, prec@top3: 0.6248, recall@top5: 0.9120, prec@top5: 0.4589, loss: 0.0522, grad_norm: 0.1340 2020-11-25 19:30:52,424 - mmaction - INFO - Epoch [6][340/1441] lr: 2.000e-01, eta: 6:06:45, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0533, recall@thr=0.5: 0.6132, prec@thr=0.5: 0.7173, recall@top3: 0.7529, prec@top3: 0.6234, recall@top5: 0.9031, prec@top5: 0.4566, loss: 0.0533, grad_norm: 0.1373 2020-11-25 19:31:11,663 - mmaction - INFO - Epoch [6][360/1441] lr: 2.000e-01, eta: 6:06:18, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0541, recall@thr=0.5: 0.6034, prec@thr=0.5: 0.7051, recall@top3: 0.7434, prec@top3: 0.6104, recall@top5: 0.8971, prec@top5: 0.4510, loss: 0.0541, grad_norm: 0.1318 2020-11-25 19:31:30,977 - mmaction - INFO - Epoch [6][380/1441] lr: 2.000e-01, eta: 6:05:51, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0542, recall@thr=0.5: 0.6048, prec@thr=0.5: 0.6966, recall@top3: 0.7385, prec@top3: 0.6064, recall@top5: 0.9075, prec@top5: 0.4574, loss: 0.0542, grad_norm: 0.1431 2020-11-25 19:31:50,138 - mmaction - INFO - Epoch [6][400/1441] lr: 2.000e-01, eta: 6:05:23, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0523, recall@thr=0.5: 0.6305, prec@thr=0.5: 0.7141, recall@top3: 0.7588, prec@top3: 0.6245, recall@top5: 0.9057, prec@top5: 0.4583, loss: 0.0523, grad_norm: 0.1323 2020-11-25 19:32:09,298 - mmaction - INFO - Epoch [6][420/1441] lr: 2.000e-01, eta: 6:04:56, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0533, recall@thr=0.5: 0.6196, prec@thr=0.5: 0.7192, recall@top3: 0.7519, prec@top3: 0.6187, recall@top5: 0.8977, prec@top5: 0.4510, loss: 0.0533, grad_norm: 0.1326 2020-11-25 19:32:28,489 - mmaction - INFO - Epoch [6][440/1441] lr: 2.000e-01, eta: 6:04:29, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0510, recall@thr=0.5: 0.6266, prec@thr=0.5: 0.7190, recall@top3: 0.7655, prec@top3: 0.6171, recall@top5: 0.9085, prec@top5: 0.4494, loss: 0.0510, grad_norm: 0.1321 2020-11-25 19:32:47,730 - mmaction - INFO - Epoch [6][460/1441] lr: 2.000e-01, eta: 6:04:02, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0524, recall@thr=0.5: 0.6318, prec@thr=0.5: 0.7182, recall@top3: 0.7622, prec@top3: 0.6275, recall@top5: 0.9059, prec@top5: 0.4580, loss: 0.0524, grad_norm: 0.1373 2020-11-25 19:33:06,997 - mmaction - INFO - Epoch [6][480/1441] lr: 2.000e-01, eta: 6:03:35, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0526, recall@thr=0.5: 0.6229, prec@thr=0.5: 0.7191, recall@top3: 0.7525, prec@top3: 0.6180, recall@top5: 0.9054, prec@top5: 0.4543, loss: 0.0526, grad_norm: 0.1340 2020-11-25 19:33:26,119 - mmaction - INFO - Epoch [6][500/1441] lr: 2.000e-01, eta: 6:03:08, time: 0.956, data_time: 0.001, memory: 10785, loss_action_cls: 0.0525, recall@thr=0.5: 0.6203, prec@thr=0.5: 0.7173, recall@top3: 0.7556, prec@top3: 0.6327, recall@top5: 0.9104, prec@top5: 0.4676, loss: 0.0525, grad_norm: 0.1321 2020-11-25 19:33:45,434 - mmaction - INFO - Epoch [6][520/1441] lr: 2.000e-01, eta: 6:02:41, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0521, recall@thr=0.5: 0.6274, prec@thr=0.5: 0.7104, recall@top3: 0.7615, prec@top3: 0.6237, recall@top5: 0.9020, prec@top5: 0.4544, loss: 0.0521, grad_norm: 0.1329 2020-11-25 19:34:04,725 - mmaction - INFO - Epoch [6][540/1441] lr: 2.000e-01, eta: 6:02:15, time: 0.964, data_time: 0.000, memory: 10785, loss_action_cls: 0.0512, recall@thr=0.5: 0.6366, prec@thr=0.5: 0.7278, recall@top3: 0.7559, prec@top3: 0.6252, recall@top5: 0.9024, prec@top5: 0.4576, loss: 0.0512, grad_norm: 0.1330 2020-11-25 19:34:23,794 - mmaction - INFO - Epoch [6][560/1441] lr: 2.000e-01, eta: 6:01:48, time: 0.954, data_time: 0.001, memory: 10785, loss_action_cls: 0.0507, recall@thr=0.5: 0.6148, prec@thr=0.5: 0.7235, recall@top3: 0.7625, prec@top3: 0.6229, recall@top5: 0.9045, prec@top5: 0.4534, loss: 0.0507, grad_norm: 0.1328 2020-11-25 19:34:42,928 - mmaction - INFO - Epoch [6][580/1441] lr: 2.000e-01, eta: 6:01:21, time: 0.957, data_time: 0.000, memory: 10785, loss_action_cls: 0.0515, recall@thr=0.5: 0.6333, prec@thr=0.5: 0.7313, recall@top3: 0.7642, prec@top3: 0.6285, recall@top5: 0.9061, prec@top5: 0.4596, loss: 0.0515, grad_norm: 0.1310 2020-11-25 19:35:01,990 - mmaction - INFO - Epoch [6][600/1441] lr: 2.000e-01, eta: 6:00:53, time: 0.953, data_time: 0.000, memory: 10785, loss_action_cls: 0.0534, recall@thr=0.5: 0.6191, prec@thr=0.5: 0.7282, recall@top3: 0.7546, prec@top3: 0.6139, recall@top5: 0.8965, prec@top5: 0.4458, loss: 0.0534, grad_norm: 0.1329 2020-11-25 19:35:21,173 - mmaction - INFO - Epoch [6][620/1441] lr: 2.000e-01, eta: 6:00:27, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0520, recall@thr=0.5: 0.6192, prec@thr=0.5: 0.7114, recall@top3: 0.7563, prec@top3: 0.6204, recall@top5: 0.9070, prec@top5: 0.4572, loss: 0.0520, grad_norm: 0.1288 2020-11-25 19:35:40,492 - mmaction - INFO - Epoch [6][640/1441] lr: 2.000e-01, eta: 6:00:01, time: 0.966, data_time: 0.000, memory: 10785, loss_action_cls: 0.0539, recall@thr=0.5: 0.6340, prec@thr=0.5: 0.7150, recall@top3: 0.7565, prec@top3: 0.6215, recall@top5: 0.9018, prec@top5: 0.4535, loss: 0.0539, grad_norm: 0.1270 2020-11-25 19:35:59,779 - mmaction - INFO - Epoch [6][660/1441] lr: 2.000e-01, eta: 5:59:34, time: 0.964, data_time: 0.000, memory: 10785, loss_action_cls: 0.0499, recall@thr=0.5: 0.6347, prec@thr=0.5: 0.7263, recall@top3: 0.7577, prec@top3: 0.6309, recall@top5: 0.9152, prec@top5: 0.4677, loss: 0.0499, grad_norm: 0.1404 2020-11-25 19:36:19,012 - mmaction - INFO - Epoch [6][680/1441] lr: 2.000e-01, eta: 5:59:08, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0509, recall@thr=0.5: 0.6397, prec@thr=0.5: 0.7355, recall@top3: 0.7764, prec@top3: 0.6365, recall@top5: 0.9194, prec@top5: 0.4638, loss: 0.0509, grad_norm: 0.1319 2020-11-25 19:36:38,232 - mmaction - INFO - Epoch [6][700/1441] lr: 2.000e-01, eta: 5:58:42, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0516, recall@thr=0.5: 0.6311, prec@thr=0.5: 0.7128, recall@top3: 0.7596, prec@top3: 0.6169, recall@top5: 0.9050, prec@top5: 0.4487, loss: 0.0516, grad_norm: 0.1305 2020-11-25 19:36:57,549 - mmaction - INFO - Epoch [6][720/1441] lr: 2.000e-01, eta: 5:58:16, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0518, recall@thr=0.5: 0.6364, prec@thr=0.5: 0.7224, recall@top3: 0.7671, prec@top3: 0.6228, recall@top5: 0.9162, prec@top5: 0.4577, loss: 0.0518, grad_norm: 0.1303 2020-11-25 19:37:16,749 - mmaction - INFO - Epoch [6][740/1441] lr: 2.000e-01, eta: 5:57:50, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0525, recall@thr=0.5: 0.6296, prec@thr=0.5: 0.7270, recall@top3: 0.7655, prec@top3: 0.6241, recall@top5: 0.9005, prec@top5: 0.4507, loss: 0.0525, grad_norm: 0.1335 2020-11-25 19:37:36,051 - mmaction - INFO - Epoch [6][760/1441] lr: 2.000e-01, eta: 5:57:24, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0529, recall@thr=0.5: 0.6326, prec@thr=0.5: 0.7198, recall@top3: 0.7639, prec@top3: 0.6220, recall@top5: 0.9150, prec@top5: 0.4589, loss: 0.0529, grad_norm: 0.1300 2020-11-25 19:37:55,250 - mmaction - INFO - Epoch [6][780/1441] lr: 2.000e-01, eta: 5:56:58, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0513, recall@thr=0.5: 0.6399, prec@thr=0.5: 0.7267, recall@top3: 0.7713, prec@top3: 0.6240, recall@top5: 0.9093, prec@top5: 0.4530, loss: 0.0513, grad_norm: 0.1304 2020-11-25 19:38:14,573 - mmaction - INFO - Epoch [6][800/1441] lr: 2.000e-01, eta: 5:56:32, time: 0.966, data_time: 0.000, memory: 10785, loss_action_cls: 0.0527, recall@thr=0.5: 0.6155, prec@thr=0.5: 0.7235, recall@top3: 0.7533, prec@top3: 0.6240, recall@top5: 0.9021, prec@top5: 0.4570, loss: 0.0527, grad_norm: 0.1283 2020-11-25 19:38:33,730 - mmaction - INFO - Epoch [6][820/1441] lr: 2.000e-01, eta: 5:56:06, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0534, recall@thr=0.5: 0.6324, prec@thr=0.5: 0.7110, recall@top3: 0.7560, prec@top3: 0.6252, recall@top5: 0.9071, prec@top5: 0.4598, loss: 0.0534, grad_norm: 0.1328 2020-11-25 19:38:53,026 - mmaction - INFO - Epoch [6][840/1441] lr: 2.000e-01, eta: 5:55:41, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0519, recall@thr=0.5: 0.6317, prec@thr=0.5: 0.7180, recall@top3: 0.7664, prec@top3: 0.6294, recall@top5: 0.9165, prec@top5: 0.4630, loss: 0.0519, grad_norm: 0.1409 2020-11-25 19:39:12,214 - mmaction - INFO - Epoch [6][860/1441] lr: 2.000e-01, eta: 5:55:15, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0547, recall@thr=0.5: 0.6204, prec@thr=0.5: 0.7033, recall@top3: 0.7496, prec@top3: 0.6107, recall@top5: 0.8964, prec@top5: 0.4487, loss: 0.0547, grad_norm: 0.1336 2020-11-25 19:39:31,600 - mmaction - INFO - Epoch [6][880/1441] lr: 2.000e-01, eta: 5:54:49, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0514, recall@thr=0.5: 0.6244, prec@thr=0.5: 0.7245, recall@top3: 0.7589, prec@top3: 0.6297, recall@top5: 0.9118, prec@top5: 0.4633, loss: 0.0514, grad_norm: 0.1267 2020-11-25 19:39:50,981 - mmaction - INFO - Epoch [6][900/1441] lr: 2.000e-01, eta: 5:54:24, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0522, recall@thr=0.5: 0.6307, prec@thr=0.5: 0.7116, recall@top3: 0.7623, prec@top3: 0.6219, recall@top5: 0.9066, prec@top5: 0.4553, loss: 0.0522, grad_norm: 0.1329 2020-11-25 19:40:10,193 - mmaction - INFO - Epoch [6][920/1441] lr: 2.000e-01, eta: 5:53:59, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0526, recall@thr=0.5: 0.6161, prec@thr=0.5: 0.7196, recall@top3: 0.7594, prec@top3: 0.6285, recall@top5: 0.9069, prec@top5: 0.4594, loss: 0.0526, grad_norm: 0.1277 2020-11-25 19:40:29,466 - mmaction - INFO - Epoch [6][940/1441] lr: 2.000e-01, eta: 5:53:33, time: 0.964, data_time: 0.000, memory: 10785, loss_action_cls: 0.0511, recall@thr=0.5: 0.6397, prec@thr=0.5: 0.7298, recall@top3: 0.7645, prec@top3: 0.6279, recall@top5: 0.9172, prec@top5: 0.4617, loss: 0.0511, grad_norm: 0.1271 2020-11-25 19:40:48,588 - mmaction - INFO - Epoch [6][960/1441] lr: 2.000e-01, eta: 5:53:07, time: 0.956, data_time: 0.000, memory: 10785, loss_action_cls: 0.0494, recall@thr=0.5: 0.6422, prec@thr=0.5: 0.7374, recall@top3: 0.7666, prec@top3: 0.6326, recall@top5: 0.9045, prec@top5: 0.4566, loss: 0.0494, grad_norm: 0.1221 2020-11-25 19:41:07,821 - mmaction - INFO - Epoch [6][980/1441] lr: 2.000e-01, eta: 5:52:42, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0514, recall@thr=0.5: 0.6229, prec@thr=0.5: 0.7092, recall@top3: 0.7617, prec@top3: 0.6208, recall@top5: 0.9033, prec@top5: 0.4512, loss: 0.0514, grad_norm: 0.1307 2020-11-25 19:41:27,104 - mmaction - INFO - Epoch [6][1000/1441] lr: 2.000e-01, eta: 5:52:16, time: 0.964, data_time: 0.000, memory: 10785, loss_action_cls: 0.0527, recall@thr=0.5: 0.6176, prec@thr=0.5: 0.7102, recall@top3: 0.7559, prec@top3: 0.6125, recall@top5: 0.9055, prec@top5: 0.4513, loss: 0.0527, grad_norm: 0.1320 2020-11-25 19:41:46,429 - mmaction - INFO - Epoch [6][1020/1441] lr: 2.000e-01, eta: 5:51:51, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0490, recall@thr=0.5: 0.6372, prec@thr=0.5: 0.7260, recall@top3: 0.7764, prec@top3: 0.6287, recall@top5: 0.9192, prec@top5: 0.4569, loss: 0.0490, grad_norm: 0.1296 2020-11-25 19:42:05,764 - mmaction - INFO - Epoch [6][1040/1441] lr: 2.000e-01, eta: 5:51:26, time: 0.966, data_time: 0.000, memory: 10785, loss_action_cls: 0.0504, recall@thr=0.5: 0.6338, prec@thr=0.5: 0.7381, recall@top3: 0.7685, prec@top3: 0.6179, recall@top5: 0.9111, prec@top5: 0.4500, loss: 0.0504, grad_norm: 0.1280 2020-11-25 19:42:24,882 - mmaction - INFO - Epoch [6][1060/1441] lr: 2.000e-01, eta: 5:51:01, time: 0.956, data_time: 0.001, memory: 10785, loss_action_cls: 0.0512, recall@thr=0.5: 0.6303, prec@thr=0.5: 0.7251, recall@top3: 0.7651, prec@top3: 0.6255, recall@top5: 0.9065, prec@top5: 0.4546, loss: 0.0512, grad_norm: 0.1293 2020-11-25 19:42:44,105 - mmaction - INFO - Epoch [6][1080/1441] lr: 2.000e-01, eta: 5:50:35, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0501, recall@thr=0.5: 0.6392, prec@thr=0.5: 0.7210, recall@top3: 0.7626, prec@top3: 0.6314, recall@top5: 0.9113, prec@top5: 0.4603, loss: 0.0501, grad_norm: 0.1326 2020-11-25 19:43:03,344 - mmaction - INFO - Epoch [6][1100/1441] lr: 2.000e-01, eta: 5:50:10, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0510, recall@thr=0.5: 0.6379, prec@thr=0.5: 0.7352, recall@top3: 0.7662, prec@top3: 0.6115, recall@top5: 0.9052, prec@top5: 0.4432, loss: 0.0510, grad_norm: 0.1260 2020-11-25 19:43:22,589 - mmaction - INFO - Epoch [6][1120/1441] lr: 2.000e-01, eta: 5:49:45, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0507, recall@thr=0.5: 0.6374, prec@thr=0.5: 0.7299, recall@top3: 0.7645, prec@top3: 0.6372, recall@top5: 0.9066, prec@top5: 0.4627, loss: 0.0507, grad_norm: 0.1352 2020-11-25 19:43:41,795 - mmaction - INFO - Epoch [6][1140/1441] lr: 2.000e-01, eta: 5:49:20, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0501, recall@thr=0.5: 0.6380, prec@thr=0.5: 0.7352, recall@top3: 0.7680, prec@top3: 0.6215, recall@top5: 0.9111, prec@top5: 0.4536, loss: 0.0501, grad_norm: 0.1310 2020-11-25 19:44:01,140 - mmaction - INFO - Epoch [6][1160/1441] lr: 2.000e-01, eta: 5:48:55, time: 0.967, data_time: 0.000, memory: 10785, loss_action_cls: 0.0507, recall@thr=0.5: 0.6424, prec@thr=0.5: 0.7348, recall@top3: 0.7607, prec@top3: 0.6288, recall@top5: 0.9078, prec@top5: 0.4591, loss: 0.0507, grad_norm: 0.1289 2020-11-25 19:44:20,534 - mmaction - INFO - Epoch [6][1180/1441] lr: 2.000e-01, eta: 5:48:30, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0507, recall@thr=0.5: 0.6435, prec@thr=0.5: 0.7394, recall@top3: 0.7672, prec@top3: 0.6273, recall@top5: 0.9105, prec@top5: 0.4570, loss: 0.0507, grad_norm: 0.1253 2020-11-25 19:44:39,687 - mmaction - INFO - Epoch [6][1200/1441] lr: 2.000e-01, eta: 5:48:05, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0494, recall@thr=0.5: 0.6357, prec@thr=0.5: 0.7296, recall@top3: 0.7652, prec@top3: 0.6267, recall@top5: 0.9101, prec@top5: 0.4570, loss: 0.0494, grad_norm: 0.1255 2020-11-25 19:44:58,899 - mmaction - INFO - Epoch [6][1220/1441] lr: 2.000e-01, eta: 5:47:40, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0505, recall@thr=0.5: 0.6353, prec@thr=0.5: 0.7174, recall@top3: 0.7512, prec@top3: 0.6164, recall@top5: 0.9030, prec@top5: 0.4540, loss: 0.0505, grad_norm: 0.1316 2020-11-25 19:45:18,344 - mmaction - INFO - Epoch [6][1240/1441] lr: 2.000e-01, eta: 5:47:16, time: 0.972, data_time: 0.001, memory: 10785, loss_action_cls: 0.0511, recall@thr=0.5: 0.6357, prec@thr=0.5: 0.7352, recall@top3: 0.7686, prec@top3: 0.6356, recall@top5: 0.9084, prec@top5: 0.4634, loss: 0.0511, grad_norm: 0.1290 2020-11-25 19:45:37,791 - mmaction - INFO - Epoch [6][1260/1441] lr: 2.000e-01, eta: 5:46:52, time: 0.973, data_time: 0.001, memory: 10785, loss_action_cls: 0.0497, recall@thr=0.5: 0.6495, prec@thr=0.5: 0.7467, recall@top3: 0.7703, prec@top3: 0.6289, recall@top5: 0.9152, prec@top5: 0.4602, loss: 0.0497, grad_norm: 0.1320 2020-11-25 19:45:56,984 - mmaction - INFO - Epoch [6][1280/1441] lr: 2.000e-01, eta: 5:46:27, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0508, recall@thr=0.5: 0.6432, prec@thr=0.5: 0.7290, recall@top3: 0.7573, prec@top3: 0.6269, recall@top5: 0.9031, prec@top5: 0.4569, loss: 0.0508, grad_norm: 0.1371 2020-11-25 19:46:16,336 - mmaction - INFO - Epoch [6][1300/1441] lr: 2.000e-01, eta: 5:46:02, time: 0.968, data_time: 0.000, memory: 10785, loss_action_cls: 0.0528, recall@thr=0.5: 0.6058, prec@thr=0.5: 0.7093, recall@top3: 0.7476, prec@top3: 0.6060, recall@top5: 0.8922, prec@top5: 0.4425, loss: 0.0528, grad_norm: 0.1297 2020-11-25 19:46:35,571 - mmaction - INFO - Epoch [6][1320/1441] lr: 2.000e-01, eta: 5:45:38, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0519, recall@thr=0.5: 0.6186, prec@thr=0.5: 0.7177, recall@top3: 0.7581, prec@top3: 0.6293, recall@top5: 0.9039, prec@top5: 0.4592, loss: 0.0519, grad_norm: 0.1312 2020-11-25 19:46:54,826 - mmaction - INFO - Epoch [6][1340/1441] lr: 2.000e-01, eta: 5:45:13, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0511, recall@thr=0.5: 0.6478, prec@thr=0.5: 0.7392, recall@top3: 0.7698, prec@top3: 0.6349, recall@top5: 0.9159, prec@top5: 0.4620, loss: 0.0511, grad_norm: 0.1348 2020-11-25 19:47:13,931 - mmaction - INFO - Epoch [6][1360/1441] lr: 2.000e-01, eta: 5:44:48, time: 0.955, data_time: 0.001, memory: 10785, loss_action_cls: 0.0497, recall@thr=0.5: 0.6386, prec@thr=0.5: 0.7364, recall@top3: 0.7614, prec@top3: 0.6190, recall@top5: 0.9057, prec@top5: 0.4501, loss: 0.0497, grad_norm: 0.1347 2020-11-25 19:47:33,233 - mmaction - INFO - Epoch [6][1380/1441] lr: 2.000e-01, eta: 5:44:23, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0502, recall@thr=0.5: 0.6133, prec@thr=0.5: 0.7149, recall@top3: 0.7593, prec@top3: 0.6220, recall@top5: 0.9111, prec@top5: 0.4542, loss: 0.0502, grad_norm: 0.1278 2020-11-25 19:47:52,464 - mmaction - INFO - Epoch [6][1400/1441] lr: 2.000e-01, eta: 5:43:59, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0510, recall@thr=0.5: 0.6437, prec@thr=0.5: 0.7430, recall@top3: 0.7717, prec@top3: 0.6362, recall@top5: 0.9124, prec@top5: 0.4616, loss: 0.0510, grad_norm: 0.1278 2020-11-25 19:48:11,696 - mmaction - INFO - Epoch [6][1420/1441] lr: 2.000e-01, eta: 5:43:34, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0490, recall@thr=0.5: 0.6419, prec@thr=0.5: 0.7276, recall@top3: 0.7674, prec@top3: 0.6272, recall@top5: 0.9110, prec@top5: 0.4578, loss: 0.0490, grad_norm: 0.1292 2020-11-25 19:48:30,738 - mmaction - INFO - Epoch [6][1440/1441] lr: 2.000e-01, eta: 5:43:09, time: 0.953, data_time: 0.001, memory: 10785, loss_action_cls: 0.0484, recall@thr=0.5: 0.6465, prec@thr=0.5: 0.7356, recall@top3: 0.7763, prec@top3: 0.6323, recall@top5: 0.9228, prec@top5: 0.4611, loss: 0.0484, grad_norm: 0.1309 2020-11-25 19:48:33,601 - mmaction - INFO - Saving checkpoint at 6 epochs 2020-11-25 20:22:26,085 - mmaction - INFO - Evaluating proposal ... 2020-11-25 20:23:34,218 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-25 20:23:34,220 - mmaction - INFO - Evaluating bbox ... 2020-11-25 20:33:06,025 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2007 2020-11-25 20:33:23,138 - mmaction - INFO - Epoch(val) [6][1441] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2007 2020-11-25 20:35:29,637 - mmaction - INFO - Epoch [7][20/1441] lr: 2.000e-01, eta: 5:48:52, time: 6.304, data_time: 4.331, memory: 10785, loss_action_cls: 0.0480, recall@thr=0.5: 0.6329, prec@thr=0.5: 0.7256, recall@top3: 0.7648, prec@top3: 0.6214, recall@top5: 0.9091, prec@top5: 0.4498, loss: 0.0480, grad_norm: 0.1302 2020-11-25 20:35:48,887 - mmaction - INFO - Epoch [7][40/1441] lr: 2.000e-01, eta: 5:48:27, time: 0.968, data_time: 0.007, memory: 10785, loss_action_cls: 0.0495, recall@thr=0.5: 0.6349, prec@thr=0.5: 0.7244, recall@top3: 0.7629, prec@top3: 0.6196, recall@top5: 0.9112, prec@top5: 0.4552, loss: 0.0495, grad_norm: 0.1283 2020-11-25 20:36:08,150 - mmaction - INFO - Epoch [7][60/1441] lr: 2.000e-01, eta: 5:48:00, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0486, recall@thr=0.5: 0.6446, prec@thr=0.5: 0.7286, recall@top3: 0.7601, prec@top3: 0.6337, recall@top5: 0.9071, prec@top5: 0.4664, loss: 0.0486, grad_norm: 0.1285 2020-11-25 20:36:27,150 - mmaction - INFO - Epoch [7][80/1441] lr: 2.000e-01, eta: 5:47:34, time: 0.954, data_time: 0.005, memory: 10785, loss_action_cls: 0.0507, recall@thr=0.5: 0.6284, prec@thr=0.5: 0.7259, recall@top3: 0.7672, prec@top3: 0.6277, recall@top5: 0.9098, prec@top5: 0.4546, loss: 0.0507, grad_norm: 0.1208 2020-11-25 20:36:46,260 - mmaction - INFO - Epoch [7][100/1441] lr: 2.000e-01, eta: 5:47:07, time: 0.955, data_time: 0.000, memory: 10785, loss_action_cls: 0.0503, recall@thr=0.5: 0.6245, prec@thr=0.5: 0.7057, recall@top3: 0.7636, prec@top3: 0.6103, recall@top5: 0.9017, prec@top5: 0.4443, loss: 0.0503, grad_norm: 0.1370 2020-11-25 20:37:05,387 - mmaction - INFO - Epoch [7][120/1441] lr: 2.000e-01, eta: 5:46:41, time: 0.956, data_time: 0.001, memory: 10785, loss_action_cls: 0.0508, recall@thr=0.5: 0.6257, prec@thr=0.5: 0.7309, recall@top3: 0.7608, prec@top3: 0.6240, recall@top5: 0.9013, prec@top5: 0.4541, loss: 0.0508, grad_norm: 0.1314 2020-11-25 20:37:24,529 - mmaction - INFO - Epoch [7][140/1441] lr: 2.000e-01, eta: 5:46:15, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0505, recall@thr=0.5: 0.6358, prec@thr=0.5: 0.7221, recall@top3: 0.7644, prec@top3: 0.6223, recall@top5: 0.9009, prec@top5: 0.4520, loss: 0.0505, grad_norm: 0.1349 2020-11-25 20:37:43,630 - mmaction - INFO - Epoch [7][160/1441] lr: 2.000e-01, eta: 5:45:49, time: 0.954, data_time: 0.001, memory: 10785, loss_action_cls: 0.0517, recall@thr=0.5: 0.6225, prec@thr=0.5: 0.7255, recall@top3: 0.7559, prec@top3: 0.6167, recall@top5: 0.8985, prec@top5: 0.4521, loss: 0.0517, grad_norm: 0.1333 2020-11-25 20:38:02,945 - mmaction - INFO - Epoch [7][180/1441] lr: 2.000e-01, eta: 5:45:23, time: 0.967, data_time: 0.002, memory: 10785, loss_action_cls: 0.0490, recall@thr=0.5: 0.6457, prec@thr=0.5: 0.7346, recall@top3: 0.7757, prec@top3: 0.6372, recall@top5: 0.9062, prec@top5: 0.4555, loss: 0.0490, grad_norm: 0.1293 2020-11-25 20:38:22,154 - mmaction - INFO - Epoch [7][200/1441] lr: 2.000e-01, eta: 5:44:57, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0492, recall@thr=0.5: 0.6537, prec@thr=0.5: 0.7358, recall@top3: 0.7745, prec@top3: 0.6397, recall@top5: 0.9145, prec@top5: 0.4658, loss: 0.0492, grad_norm: 0.1286 2020-11-25 20:38:41,293 - mmaction - INFO - Epoch [7][220/1441] lr: 2.000e-01, eta: 5:44:31, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0492, recall@thr=0.5: 0.6593, prec@thr=0.5: 0.7449, recall@top3: 0.7750, prec@top3: 0.6308, recall@top5: 0.9139, prec@top5: 0.4566, loss: 0.0492, grad_norm: 0.1287 2020-11-25 20:39:00,494 - mmaction - INFO - Epoch [7][240/1441] lr: 2.000e-01, eta: 5:44:05, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0499, recall@thr=0.5: 0.6549, prec@thr=0.5: 0.7424, recall@top3: 0.7742, prec@top3: 0.6338, recall@top5: 0.9121, prec@top5: 0.4590, loss: 0.0499, grad_norm: 0.1310 2020-11-25 20:39:19,600 - mmaction - INFO - Epoch [7][260/1441] lr: 2.000e-01, eta: 5:43:39, time: 0.956, data_time: 0.001, memory: 10785, loss_action_cls: 0.0513, recall@thr=0.5: 0.6418, prec@thr=0.5: 0.7278, recall@top3: 0.7637, prec@top3: 0.6322, recall@top5: 0.9137, prec@top5: 0.4634, loss: 0.0513, grad_norm: 0.1399 2020-11-25 20:39:38,851 - mmaction - INFO - Epoch [7][280/1441] lr: 2.000e-01, eta: 5:43:14, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0488, recall@thr=0.5: 0.6506, prec@thr=0.5: 0.7451, recall@top3: 0.7720, prec@top3: 0.6338, recall@top5: 0.9174, prec@top5: 0.4620, loss: 0.0488, grad_norm: 0.1232 2020-11-25 20:39:57,975 - mmaction - INFO - Epoch [7][300/1441] lr: 2.000e-01, eta: 5:42:48, time: 0.956, data_time: 0.001, memory: 10785, loss_action_cls: 0.0500, recall@thr=0.5: 0.6290, prec@thr=0.5: 0.7292, recall@top3: 0.7627, prec@top3: 0.6332, recall@top5: 0.9139, prec@top5: 0.4648, loss: 0.0500, grad_norm: 0.1362 2020-11-25 20:40:17,242 - mmaction - INFO - Epoch [7][320/1441] lr: 2.000e-01, eta: 5:42:23, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0508, recall@thr=0.5: 0.6365, prec@thr=0.5: 0.7285, recall@top3: 0.7532, prec@top3: 0.6270, recall@top5: 0.9041, prec@top5: 0.4617, loss: 0.0508, grad_norm: 0.1370 2020-11-25 20:40:36,476 - mmaction - INFO - Epoch [7][340/1441] lr: 2.000e-01, eta: 5:41:57, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0497, recall@thr=0.5: 0.6414, prec@thr=0.5: 0.7393, recall@top3: 0.7645, prec@top3: 0.6390, recall@top5: 0.9131, prec@top5: 0.4672, loss: 0.0497, grad_norm: 0.1266 2020-11-25 20:40:55,735 - mmaction - INFO - Epoch [7][360/1441] lr: 2.000e-01, eta: 5:41:32, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0492, recall@thr=0.5: 0.6463, prec@thr=0.5: 0.7254, recall@top3: 0.7662, prec@top3: 0.6261, recall@top5: 0.9161, prec@top5: 0.4589, loss: 0.0492, grad_norm: 0.1328 2020-11-25 20:41:14,889 - mmaction - INFO - Epoch [7][380/1441] lr: 2.000e-01, eta: 5:41:06, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0479, recall@thr=0.5: 0.6457, prec@thr=0.5: 0.7341, recall@top3: 0.7801, prec@top3: 0.6408, recall@top5: 0.9187, prec@top5: 0.4624, loss: 0.0479, grad_norm: 0.1345 2020-11-25 20:41:47,319 - mmaction - INFO - Epoch [7][400/1441] lr: 2.000e-01, eta: 5:41:23, time: 1.621, data_time: 0.001, memory: 10785, loss_action_cls: 0.0493, recall@thr=0.5: 0.6450, prec@thr=0.5: 0.7280, recall@top3: 0.7621, prec@top3: 0.6304, recall@top5: 0.9106, prec@top5: 0.4607, loss: 0.0493, grad_norm: 0.1332 2020-11-25 20:42:06,492 - mmaction - INFO - Epoch [7][420/1441] lr: 2.000e-01, eta: 5:40:58, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0508, recall@thr=0.5: 0.6400, prec@thr=0.5: 0.7265, recall@top3: 0.7576, prec@top3: 0.6207, recall@top5: 0.9081, prec@top5: 0.4572, loss: 0.0508, grad_norm: 0.1324 2020-11-25 20:42:25,749 - mmaction - INFO - Epoch [7][440/1441] lr: 2.000e-01, eta: 5:40:32, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0492, recall@thr=0.5: 0.6453, prec@thr=0.5: 0.7304, recall@top3: 0.7772, prec@top3: 0.6339, recall@top5: 0.9133, prec@top5: 0.4577, loss: 0.0492, grad_norm: 0.1318 2020-11-25 20:42:45,077 - mmaction - INFO - Epoch [7][460/1441] lr: 2.000e-01, eta: 5:40:07, time: 0.966, data_time: 0.000, memory: 10785, loss_action_cls: 0.0517, recall@thr=0.5: 0.6289, prec@thr=0.5: 0.7262, recall@top3: 0.7638, prec@top3: 0.6168, recall@top5: 0.9106, prec@top5: 0.4519, loss: 0.0517, grad_norm: 0.1249 2020-11-25 20:43:04,386 - mmaction - INFO - Epoch [7][480/1441] lr: 2.000e-01, eta: 5:39:42, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0499, recall@thr=0.5: 0.6496, prec@thr=0.5: 0.7310, recall@top3: 0.7690, prec@top3: 0.6280, recall@top5: 0.9145, prec@top5: 0.4579, loss: 0.0499, grad_norm: 0.1297 2020-11-25 20:43:23,691 - mmaction - INFO - Epoch [7][500/1441] lr: 2.000e-01, eta: 5:39:17, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0494, recall@thr=0.5: 0.6427, prec@thr=0.5: 0.7364, recall@top3: 0.7710, prec@top3: 0.6389, recall@top5: 0.9154, prec@top5: 0.4649, loss: 0.0494, grad_norm: 0.1262 2020-11-25 20:43:43,055 - mmaction - INFO - Epoch [7][520/1441] lr: 2.000e-01, eta: 5:38:52, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0500, recall@thr=0.5: 0.6342, prec@thr=0.5: 0.7270, recall@top3: 0.7574, prec@top3: 0.6198, recall@top5: 0.9078, prec@top5: 0.4541, loss: 0.0500, grad_norm: 0.1315 2020-11-25 20:44:02,375 - mmaction - INFO - Epoch [7][540/1441] lr: 2.000e-01, eta: 5:38:27, time: 0.966, data_time: 0.000, memory: 10785, loss_action_cls: 0.0509, recall@thr=0.5: 0.6174, prec@thr=0.5: 0.7099, recall@top3: 0.7500, prec@top3: 0.6124, recall@top5: 0.9024, prec@top5: 0.4520, loss: 0.0509, grad_norm: 0.1300 2020-11-25 20:44:21,639 - mmaction - INFO - Epoch [7][560/1441] lr: 2.000e-01, eta: 5:38:02, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0485, recall@thr=0.5: 0.6426, prec@thr=0.5: 0.7296, recall@top3: 0.7718, prec@top3: 0.6312, recall@top5: 0.9157, prec@top5: 0.4593, loss: 0.0485, grad_norm: 0.1285 2020-11-25 20:44:41,022 - mmaction - INFO - Epoch [7][580/1441] lr: 2.000e-01, eta: 5:37:37, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0495, recall@thr=0.5: 0.6326, prec@thr=0.5: 0.7328, recall@top3: 0.7665, prec@top3: 0.6300, recall@top5: 0.9131, prec@top5: 0.4622, loss: 0.0495, grad_norm: 0.1306 2020-11-25 20:45:00,354 - mmaction - INFO - Epoch [7][600/1441] lr: 2.000e-01, eta: 5:37:13, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0503, recall@thr=0.5: 0.6435, prec@thr=0.5: 0.7277, recall@top3: 0.7644, prec@top3: 0.6329, recall@top5: 0.9108, prec@top5: 0.4633, loss: 0.0503, grad_norm: 0.1303 2020-11-25 20:45:19,619 - mmaction - INFO - Epoch [7][620/1441] lr: 2.000e-01, eta: 5:36:48, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0505, recall@thr=0.5: 0.6318, prec@thr=0.5: 0.7192, recall@top3: 0.7595, prec@top3: 0.6252, recall@top5: 0.9015, prec@top5: 0.4547, loss: 0.0505, grad_norm: 0.1254 2020-11-25 20:45:38,829 - mmaction - INFO - Epoch [7][640/1441] lr: 2.000e-01, eta: 5:36:23, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0488, recall@thr=0.5: 0.6464, prec@thr=0.5: 0.7381, recall@top3: 0.7690, prec@top3: 0.6312, recall@top5: 0.9116, prec@top5: 0.4582, loss: 0.0488, grad_norm: 0.1359 2020-11-25 20:45:58,060 - mmaction - INFO - Epoch [7][660/1441] lr: 2.000e-01, eta: 5:35:58, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0497, recall@thr=0.5: 0.6254, prec@thr=0.5: 0.7211, recall@top3: 0.7521, prec@top3: 0.6128, recall@top5: 0.8989, prec@top5: 0.4486, loss: 0.0497, grad_norm: 0.1338 2020-11-25 20:46:17,266 - mmaction - INFO - Epoch [7][680/1441] lr: 2.000e-01, eta: 5:35:32, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0485, recall@thr=0.5: 0.6444, prec@thr=0.5: 0.7171, recall@top3: 0.7710, prec@top3: 0.6250, recall@top5: 0.9189, prec@top5: 0.4570, loss: 0.0485, grad_norm: 0.1318 2020-11-25 20:46:36,646 - mmaction - INFO - Epoch [7][700/1441] lr: 2.000e-01, eta: 5:35:08, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0492, recall@thr=0.5: 0.6245, prec@thr=0.5: 0.7219, recall@top3: 0.7617, prec@top3: 0.6172, recall@top5: 0.9094, prec@top5: 0.4525, loss: 0.0492, grad_norm: 0.1387 2020-11-25 20:46:55,976 - mmaction - INFO - Epoch [7][720/1441] lr: 2.000e-01, eta: 5:34:43, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0489, recall@thr=0.5: 0.6300, prec@thr=0.5: 0.7189, recall@top3: 0.7585, prec@top3: 0.6189, recall@top5: 0.9057, prec@top5: 0.4522, loss: 0.0489, grad_norm: 0.1245 2020-11-25 20:47:15,166 - mmaction - INFO - Epoch [7][740/1441] lr: 2.000e-01, eta: 5:34:18, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0494, recall@thr=0.5: 0.6407, prec@thr=0.5: 0.7413, recall@top3: 0.7741, prec@top3: 0.6354, recall@top5: 0.9146, prec@top5: 0.4611, loss: 0.0494, grad_norm: 0.1291 2020-11-25 20:47:34,448 - mmaction - INFO - Epoch [7][760/1441] lr: 2.000e-01, eta: 5:33:54, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0499, recall@thr=0.5: 0.6395, prec@thr=0.5: 0.7257, recall@top3: 0.7713, prec@top3: 0.6247, recall@top5: 0.9109, prec@top5: 0.4531, loss: 0.0499, grad_norm: 0.1320 2020-11-25 20:47:53,805 - mmaction - INFO - Epoch [7][780/1441] lr: 2.000e-01, eta: 5:33:29, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0487, recall@thr=0.5: 0.6348, prec@thr=0.5: 0.7234, recall@top3: 0.7686, prec@top3: 0.6186, recall@top5: 0.9111, prec@top5: 0.4483, loss: 0.0487, grad_norm: 0.1255 2020-11-25 20:48:13,039 - mmaction - INFO - Epoch [7][800/1441] lr: 2.000e-01, eta: 5:33:04, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0495, recall@thr=0.5: 0.6331, prec@thr=0.5: 0.7287, recall@top3: 0.7583, prec@top3: 0.6183, recall@top5: 0.9093, prec@top5: 0.4542, loss: 0.0495, grad_norm: 0.1352 2020-11-25 20:48:32,257 - mmaction - INFO - Epoch [7][820/1441] lr: 2.000e-01, eta: 5:32:40, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0497, recall@thr=0.5: 0.6297, prec@thr=0.5: 0.7297, recall@top3: 0.7767, prec@top3: 0.6369, recall@top5: 0.9107, prec@top5: 0.4591, loss: 0.0497, grad_norm: 0.1280 2020-11-25 20:48:51,379 - mmaction - INFO - Epoch [7][840/1441] lr: 2.000e-01, eta: 5:32:15, time: 0.956, data_time: 0.001, memory: 10785, loss_action_cls: 0.0495, recall@thr=0.5: 0.6311, prec@thr=0.5: 0.7154, recall@top3: 0.7644, prec@top3: 0.6237, recall@top5: 0.9053, prec@top5: 0.4545, loss: 0.0495, grad_norm: 0.1294 2020-11-25 20:49:10,572 - mmaction - INFO - Epoch [7][860/1441] lr: 2.000e-01, eta: 5:31:50, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0478, recall@thr=0.5: 0.6407, prec@thr=0.5: 0.7284, recall@top3: 0.7696, prec@top3: 0.6297, recall@top5: 0.9239, prec@top5: 0.4633, loss: 0.0478, grad_norm: 0.1369 2020-11-25 20:49:29,731 - mmaction - INFO - Epoch [7][880/1441] lr: 2.000e-01, eta: 5:31:25, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0508, recall@thr=0.5: 0.6259, prec@thr=0.5: 0.7106, recall@top3: 0.7531, prec@top3: 0.6236, recall@top5: 0.9051, prec@top5: 0.4599, loss: 0.0508, grad_norm: 0.1357 2020-11-25 20:49:49,008 - mmaction - INFO - Epoch [7][900/1441] lr: 2.000e-01, eta: 5:31:01, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0493, recall@thr=0.5: 0.6393, prec@thr=0.5: 0.7381, recall@top3: 0.7684, prec@top3: 0.6264, recall@top5: 0.9178, prec@top5: 0.4597, loss: 0.0493, grad_norm: 0.1268 2020-11-25 20:50:08,342 - mmaction - INFO - Epoch [7][920/1441] lr: 2.000e-01, eta: 5:30:36, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0483, recall@thr=0.5: 0.6466, prec@thr=0.5: 0.7324, recall@top3: 0.7725, prec@top3: 0.6269, recall@top5: 0.9076, prec@top5: 0.4535, loss: 0.0483, grad_norm: 0.1322 2020-11-25 20:50:27,543 - mmaction - INFO - Epoch [7][940/1441] lr: 2.000e-01, eta: 5:30:12, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0489, recall@thr=0.5: 0.6473, prec@thr=0.5: 0.7426, recall@top3: 0.7719, prec@top3: 0.6390, recall@top5: 0.9184, prec@top5: 0.4654, loss: 0.0489, grad_norm: 0.1345 2020-11-25 20:50:46,744 - mmaction - INFO - Epoch [7][960/1441] lr: 2.000e-01, eta: 5:29:47, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0489, recall@thr=0.5: 0.6507, prec@thr=0.5: 0.7330, recall@top3: 0.7619, prec@top3: 0.6345, recall@top5: 0.9080, prec@top5: 0.4663, loss: 0.0489, grad_norm: 0.1288 2020-11-25 20:51:06,047 - mmaction - INFO - Epoch [7][980/1441] lr: 2.000e-01, eta: 5:29:23, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0505, recall@thr=0.5: 0.6354, prec@thr=0.5: 0.7381, recall@top3: 0.7610, prec@top3: 0.6212, recall@top5: 0.9052, prec@top5: 0.4540, loss: 0.0505, grad_norm: 0.1310 2020-11-25 20:51:25,184 - mmaction - INFO - Epoch [7][1000/1441] lr: 2.000e-01, eta: 5:28:58, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0489, recall@thr=0.5: 0.6468, prec@thr=0.5: 0.7339, recall@top3: 0.7706, prec@top3: 0.6351, recall@top5: 0.9174, prec@top5: 0.4631, loss: 0.0489, grad_norm: 0.1334 2020-11-25 20:51:44,389 - mmaction - INFO - Epoch [7][1020/1441] lr: 2.000e-01, eta: 5:28:33, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0477, recall@thr=0.5: 0.6644, prec@thr=0.5: 0.7489, recall@top3: 0.7804, prec@top3: 0.6389, recall@top5: 0.9183, prec@top5: 0.4614, loss: 0.0477, grad_norm: 0.1272 2020-11-25 20:52:03,585 - mmaction - INFO - Epoch [7][1040/1441] lr: 2.000e-01, eta: 5:28:09, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0485, recall@thr=0.5: 0.6520, prec@thr=0.5: 0.7401, recall@top3: 0.7782, prec@top3: 0.6381, recall@top5: 0.9178, prec@top5: 0.4625, loss: 0.0485, grad_norm: 0.1253 2020-11-25 20:52:22,905 - mmaction - INFO - Epoch [7][1060/1441] lr: 2.000e-01, eta: 5:27:45, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0476, recall@thr=0.5: 0.6516, prec@thr=0.5: 0.7397, recall@top3: 0.7805, prec@top3: 0.6366, recall@top5: 0.9208, prec@top5: 0.4617, loss: 0.0476, grad_norm: 0.1306 2020-11-25 20:52:42,236 - mmaction - INFO - Epoch [7][1080/1441] lr: 2.000e-01, eta: 5:27:21, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0473, recall@thr=0.5: 0.6542, prec@thr=0.5: 0.7278, recall@top3: 0.7699, prec@top3: 0.6370, recall@top5: 0.9138, prec@top5: 0.4627, loss: 0.0473, grad_norm: 0.1335 2020-11-25 20:53:01,474 - mmaction - INFO - Epoch [7][1100/1441] lr: 2.000e-01, eta: 5:26:57, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0477, recall@thr=0.5: 0.6531, prec@thr=0.5: 0.7371, recall@top3: 0.7721, prec@top3: 0.6311, recall@top5: 0.9165, prec@top5: 0.4603, loss: 0.0477, grad_norm: 0.1239 2020-11-25 20:53:20,699 - mmaction - INFO - Epoch [7][1120/1441] lr: 2.000e-01, eta: 5:26:32, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0503, recall@thr=0.5: 0.6379, prec@thr=0.5: 0.7160, recall@top3: 0.7578, prec@top3: 0.6206, recall@top5: 0.9113, prec@top5: 0.4574, loss: 0.0503, grad_norm: 0.1344 2020-11-25 20:53:40,035 - mmaction - INFO - Epoch [7][1140/1441] lr: 2.000e-01, eta: 5:26:08, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0486, recall@thr=0.5: 0.6356, prec@thr=0.5: 0.7346, recall@top3: 0.7741, prec@top3: 0.6343, recall@top5: 0.9143, prec@top5: 0.4600, loss: 0.0486, grad_norm: 0.1303 2020-11-25 20:53:59,232 - mmaction - INFO - Epoch [7][1160/1441] lr: 2.000e-01, eta: 5:25:44, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0477, recall@thr=0.5: 0.6319, prec@thr=0.5: 0.7238, recall@top3: 0.7775, prec@top3: 0.6283, recall@top5: 0.9124, prec@top5: 0.4538, loss: 0.0477, grad_norm: 0.1306 2020-11-25 20:54:18,585 - mmaction - INFO - Epoch [7][1180/1441] lr: 2.000e-01, eta: 5:25:20, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0501, recall@thr=0.5: 0.6479, prec@thr=0.5: 0.7264, recall@top3: 0.7645, prec@top3: 0.6323, recall@top5: 0.9110, prec@top5: 0.4624, loss: 0.0501, grad_norm: 0.1270 2020-11-25 20:54:37,857 - mmaction - INFO - Epoch [7][1200/1441] lr: 2.000e-01, eta: 5:24:56, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0495, recall@thr=0.5: 0.6264, prec@thr=0.5: 0.7157, recall@top3: 0.7616, prec@top3: 0.6209, recall@top5: 0.9079, prec@top5: 0.4545, loss: 0.0495, grad_norm: 0.1360 2020-11-25 20:54:57,096 - mmaction - INFO - Epoch [7][1220/1441] lr: 2.000e-01, eta: 5:24:32, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0473, recall@thr=0.5: 0.6383, prec@thr=0.5: 0.7229, recall@top3: 0.7710, prec@top3: 0.6294, recall@top5: 0.9109, prec@top5: 0.4553, loss: 0.0473, grad_norm: 0.1240 2020-11-25 20:55:16,302 - mmaction - INFO - Epoch [7][1240/1441] lr: 2.000e-01, eta: 5:24:08, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0494, recall@thr=0.5: 0.6558, prec@thr=0.5: 0.7318, recall@top3: 0.7637, prec@top3: 0.6375, recall@top5: 0.9081, prec@top5: 0.4631, loss: 0.0494, grad_norm: 0.1315 2020-11-25 20:55:35,701 - mmaction - INFO - Epoch [7][1260/1441] lr: 2.000e-01, eta: 5:23:44, time: 0.970, data_time: 0.001, memory: 10785, loss_action_cls: 0.0484, recall@thr=0.5: 0.6372, prec@thr=0.5: 0.7353, recall@top3: 0.7734, prec@top3: 0.6367, recall@top5: 0.9145, prec@top5: 0.4620, loss: 0.0484, grad_norm: 0.1249 2020-11-25 20:55:54,980 - mmaction - INFO - Epoch [7][1280/1441] lr: 2.000e-01, eta: 5:23:20, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0494, recall@thr=0.5: 0.6281, prec@thr=0.5: 0.7056, recall@top3: 0.7506, prec@top3: 0.6088, recall@top5: 0.9009, prec@top5: 0.4482, loss: 0.0494, grad_norm: 0.1369 2020-11-25 20:56:14,220 - mmaction - INFO - Epoch [7][1300/1441] lr: 2.000e-01, eta: 5:22:56, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0499, recall@thr=0.5: 0.6424, prec@thr=0.5: 0.7346, recall@top3: 0.7679, prec@top3: 0.6252, recall@top5: 0.9119, prec@top5: 0.4574, loss: 0.0499, grad_norm: 0.1350 2020-11-25 20:56:33,413 - mmaction - INFO - Epoch [7][1320/1441] lr: 2.000e-01, eta: 5:22:32, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0500, recall@thr=0.5: 0.6391, prec@thr=0.5: 0.7324, recall@top3: 0.7706, prec@top3: 0.6324, recall@top5: 0.9107, prec@top5: 0.4584, loss: 0.0500, grad_norm: 0.1313 2020-11-25 20:56:52,778 - mmaction - INFO - Epoch [7][1340/1441] lr: 2.000e-01, eta: 5:22:09, time: 0.968, data_time: 0.000, memory: 10785, loss_action_cls: 0.0489, recall@thr=0.5: 0.6447, prec@thr=0.5: 0.7285, recall@top3: 0.7714, prec@top3: 0.6373, recall@top5: 0.9116, prec@top5: 0.4619, loss: 0.0489, grad_norm: 0.1276 2020-11-25 20:57:12,200 - mmaction - INFO - Epoch [7][1360/1441] lr: 2.000e-01, eta: 5:21:45, time: 0.971, data_time: 0.001, memory: 10785, loss_action_cls: 0.0473, recall@thr=0.5: 0.6532, prec@thr=0.5: 0.7416, recall@top3: 0.7799, prec@top3: 0.6361, recall@top5: 0.9139, prec@top5: 0.4571, loss: 0.0473, grad_norm: 0.1313 2020-11-25 20:57:31,464 - mmaction - INFO - Epoch [7][1380/1441] lr: 2.000e-01, eta: 5:21:21, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0498, recall@thr=0.5: 0.6259, prec@thr=0.5: 0.7318, recall@top3: 0.7596, prec@top3: 0.6313, recall@top5: 0.9105, prec@top5: 0.4647, loss: 0.0498, grad_norm: 0.1251 2020-11-25 20:57:50,731 - mmaction - INFO - Epoch [7][1400/1441] lr: 2.000e-01, eta: 5:20:57, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0504, recall@thr=0.5: 0.6265, prec@thr=0.5: 0.7100, recall@top3: 0.7462, prec@top3: 0.6183, recall@top5: 0.8950, prec@top5: 0.4572, loss: 0.0504, grad_norm: 0.1411 2020-11-25 20:58:09,901 - mmaction - INFO - Epoch [7][1420/1441] lr: 2.000e-01, eta: 5:20:33, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0486, recall@thr=0.5: 0.6380, prec@thr=0.5: 0.7262, recall@top3: 0.7690, prec@top3: 0.6252, recall@top5: 0.9119, prec@top5: 0.4543, loss: 0.0486, grad_norm: 0.1246 2020-11-25 20:58:28,885 - mmaction - INFO - Epoch [7][1440/1441] lr: 2.000e-01, eta: 5:20:09, time: 0.949, data_time: 0.000, memory: 10785, loss_action_cls: 0.0460, recall@thr=0.5: 0.6569, prec@thr=0.5: 0.7419, recall@top3: 0.7823, prec@top3: 0.6354, recall@top5: 0.9218, prec@top5: 0.4605, loss: 0.0460, grad_norm: 0.1282 2020-11-25 20:58:32,355 - mmaction - INFO - Saving checkpoint at 7 epochs 2020-11-25 21:32:30,737 - mmaction - INFO - Evaluating proposal ... 2020-11-25 21:33:38,917 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-25 21:33:38,918 - mmaction - INFO - Evaluating bbox ... 2020-11-25 21:41:16,966 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2000 2020-11-25 21:41:18,024 - mmaction - INFO - Epoch(val) [7][1441] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2000 2020-11-25 21:42:21,645 - mmaction - INFO - Epoch [8][20/1441] lr: 2.000e-01, eta: 5:21:36, time: 3.180, data_time: 2.230, memory: 10785, loss_action_cls: 0.0472, recall@thr=0.5: 0.6586, prec@thr=0.5: 0.7475, recall@top3: 0.7776, prec@top3: 0.6426, recall@top5: 0.9185, prec@top5: 0.4666, loss: 0.0472, grad_norm: 0.1351 2020-11-25 21:42:40,559 - mmaction - INFO - Epoch [8][40/1441] lr: 2.000e-01, eta: 5:21:11, time: 0.946, data_time: 0.003, memory: 10785, loss_action_cls: 0.0504, recall@thr=0.5: 0.6263, prec@thr=0.5: 0.7243, recall@top3: 0.7592, prec@top3: 0.6315, recall@top5: 0.9035, prec@top5: 0.4625, loss: 0.0504, grad_norm: 0.1373 2020-11-25 21:42:59,858 - mmaction - INFO - Epoch [8][60/1441] lr: 2.000e-01, eta: 5:20:47, time: 0.964, data_time: 0.000, memory: 10785, loss_action_cls: 0.0474, recall@thr=0.5: 0.6514, prec@thr=0.5: 0.7411, recall@top3: 0.7747, prec@top3: 0.6348, recall@top5: 0.9168, prec@top5: 0.4624, loss: 0.0474, grad_norm: 0.1264 2020-11-25 21:43:18,992 - mmaction - INFO - Epoch [8][80/1441] lr: 2.000e-01, eta: 5:20:23, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0469, recall@thr=0.5: 0.6612, prec@thr=0.5: 0.7420, recall@top3: 0.7857, prec@top3: 0.6447, recall@top5: 0.9229, prec@top5: 0.4653, loss: 0.0469, grad_norm: 0.1342 2020-11-25 21:43:38,075 - mmaction - INFO - Epoch [8][100/1441] lr: 2.000e-01, eta: 5:19:58, time: 0.955, data_time: 0.001, memory: 10785, loss_action_cls: 0.0477, recall@thr=0.5: 0.6549, prec@thr=0.5: 0.7479, recall@top3: 0.7772, prec@top3: 0.6416, recall@top5: 0.9131, prec@top5: 0.4635, loss: 0.0477, grad_norm: 0.1270 2020-11-25 21:43:57,105 - mmaction - INFO - Epoch [8][120/1441] lr: 2.000e-01, eta: 5:19:34, time: 0.951, data_time: 0.000, memory: 10785, loss_action_cls: 0.0480, recall@thr=0.5: 0.6401, prec@thr=0.5: 0.7246, recall@top3: 0.7694, prec@top3: 0.6210, recall@top5: 0.9106, prec@top5: 0.4510, loss: 0.0480, grad_norm: 0.1305 2020-11-25 21:44:16,220 - mmaction - INFO - Epoch [8][140/1441] lr: 2.000e-01, eta: 5:19:09, time: 0.956, data_time: 0.001, memory: 10785, loss_action_cls: 0.0471, recall@thr=0.5: 0.6411, prec@thr=0.5: 0.7381, recall@top3: 0.7680, prec@top3: 0.6291, recall@top5: 0.9176, prec@top5: 0.4617, loss: 0.0471, grad_norm: 0.1341 2020-11-25 21:44:35,316 - mmaction - INFO - Epoch [8][160/1441] lr: 2.000e-01, eta: 5:18:45, time: 0.955, data_time: 0.001, memory: 10785, loss_action_cls: 0.0476, recall@thr=0.5: 0.6687, prec@thr=0.5: 0.7474, recall@top3: 0.7814, prec@top3: 0.6469, recall@top5: 0.9163, prec@top5: 0.4653, loss: 0.0476, grad_norm: 0.1304 2020-11-25 21:44:54,366 - mmaction - INFO - Epoch [8][180/1441] lr: 2.000e-01, eta: 5:18:21, time: 0.952, data_time: 0.000, memory: 10785, loss_action_cls: 0.0456, recall@thr=0.5: 0.6539, prec@thr=0.5: 0.7395, recall@top3: 0.7831, prec@top3: 0.6373, recall@top5: 0.9231, prec@top5: 0.4605, loss: 0.0456, grad_norm: 0.1347 2020-11-25 21:45:13,507 - mmaction - INFO - Epoch [8][200/1441] lr: 2.000e-01, eta: 5:17:56, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0444, recall@thr=0.5: 0.6697, prec@thr=0.5: 0.7561, recall@top3: 0.7869, prec@top3: 0.6444, recall@top5: 0.9213, prec@top5: 0.4662, loss: 0.0444, grad_norm: 0.1339 2020-11-25 21:45:32,590 - mmaction - INFO - Epoch [8][220/1441] lr: 2.000e-01, eta: 5:17:32, time: 0.954, data_time: 0.001, memory: 10785, loss_action_cls: 0.0489, recall@thr=0.5: 0.6527, prec@thr=0.5: 0.7347, recall@top3: 0.7642, prec@top3: 0.6419, recall@top5: 0.9052, prec@top5: 0.4654, loss: 0.0489, grad_norm: 0.1275 2020-11-25 21:45:51,722 - mmaction - INFO - Epoch [8][240/1441] lr: 2.000e-01, eta: 5:17:08, time: 0.956, data_time: 0.001, memory: 10785, loss_action_cls: 0.0473, recall@thr=0.5: 0.6412, prec@thr=0.5: 0.7259, recall@top3: 0.7697, prec@top3: 0.6242, recall@top5: 0.9134, prec@top5: 0.4548, loss: 0.0473, grad_norm: 0.1310 2020-11-25 21:46:10,828 - mmaction - INFO - Epoch [8][260/1441] lr: 2.000e-01, eta: 5:16:44, time: 0.956, data_time: 0.001, memory: 10785, loss_action_cls: 0.0473, recall@thr=0.5: 0.6537, prec@thr=0.5: 0.7364, recall@top3: 0.7711, prec@top3: 0.6379, recall@top5: 0.9177, prec@top5: 0.4661, loss: 0.0473, grad_norm: 0.1348 2020-11-25 21:46:29,986 - mmaction - INFO - Epoch [8][280/1441] lr: 2.000e-01, eta: 5:16:20, time: 0.957, data_time: 0.000, memory: 10785, loss_action_cls: 0.0487, recall@thr=0.5: 0.6477, prec@thr=0.5: 0.7275, recall@top3: 0.7688, prec@top3: 0.6282, recall@top5: 0.9074, prec@top5: 0.4553, loss: 0.0487, grad_norm: 0.1285 2020-11-25 21:46:49,144 - mmaction - INFO - Epoch [8][300/1441] lr: 2.000e-01, eta: 5:15:55, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0488, recall@thr=0.5: 0.6339, prec@thr=0.5: 0.7248, recall@top3: 0.7684, prec@top3: 0.6342, recall@top5: 0.9059, prec@top5: 0.4587, loss: 0.0488, grad_norm: 0.1335 2020-11-25 21:47:08,335 - mmaction - INFO - Epoch [8][320/1441] lr: 2.000e-01, eta: 5:15:32, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0491, recall@thr=0.5: 0.6519, prec@thr=0.5: 0.7331, recall@top3: 0.7695, prec@top3: 0.6327, recall@top5: 0.9103, prec@top5: 0.4602, loss: 0.0491, grad_norm: 0.1366 2020-11-25 21:47:27,633 - mmaction - INFO - Epoch [8][340/1441] lr: 2.000e-01, eta: 5:15:08, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0482, recall@thr=0.5: 0.6396, prec@thr=0.5: 0.7344, recall@top3: 0.7703, prec@top3: 0.6339, recall@top5: 0.9081, prec@top5: 0.4577, loss: 0.0482, grad_norm: 0.1274 2020-11-25 21:47:46,819 - mmaction - INFO - Epoch [8][360/1441] lr: 2.000e-01, eta: 5:14:44, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0473, recall@thr=0.5: 0.6509, prec@thr=0.5: 0.7394, recall@top3: 0.7785, prec@top3: 0.6373, recall@top5: 0.9168, prec@top5: 0.4619, loss: 0.0473, grad_norm: 0.1353 2020-11-25 21:48:05,991 - mmaction - INFO - Epoch [8][380/1441] lr: 2.000e-01, eta: 5:14:20, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0467, recall@thr=0.5: 0.6442, prec@thr=0.5: 0.7376, recall@top3: 0.7739, prec@top3: 0.6258, recall@top5: 0.9093, prec@top5: 0.4527, loss: 0.0467, grad_norm: 0.1367 2020-11-25 21:48:25,180 - mmaction - INFO - Epoch [8][400/1441] lr: 2.000e-01, eta: 5:13:56, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0481, recall@thr=0.5: 0.6442, prec@thr=0.5: 0.7325, recall@top3: 0.7745, prec@top3: 0.6323, recall@top5: 0.9147, prec@top5: 0.4585, loss: 0.0481, grad_norm: 0.1277 2020-11-25 21:48:44,279 - mmaction - INFO - Epoch [8][420/1441] lr: 2.000e-01, eta: 5:13:32, time: 0.955, data_time: 0.000, memory: 10785, loss_action_cls: 0.0490, recall@thr=0.5: 0.6524, prec@thr=0.5: 0.7390, recall@top3: 0.7706, prec@top3: 0.6409, recall@top5: 0.9131, prec@top5: 0.4652, loss: 0.0490, grad_norm: 0.1294 2020-11-25 21:49:03,484 - mmaction - INFO - Epoch [8][440/1441] lr: 2.000e-01, eta: 5:13:08, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0487, recall@thr=0.5: 0.6333, prec@thr=0.5: 0.7252, recall@top3: 0.7724, prec@top3: 0.6302, recall@top5: 0.9058, prec@top5: 0.4533, loss: 0.0487, grad_norm: 0.1322 2020-11-25 21:49:22,586 - mmaction - INFO - Epoch [8][460/1441] lr: 2.000e-01, eta: 5:12:44, time: 0.955, data_time: 0.000, memory: 10785, loss_action_cls: 0.0500, recall@thr=0.5: 0.6232, prec@thr=0.5: 0.7221, recall@top3: 0.7633, prec@top3: 0.6262, recall@top5: 0.9037, prec@top5: 0.4549, loss: 0.0500, grad_norm: 0.1339 2020-11-25 21:49:41,603 - mmaction - INFO - Epoch [8][480/1441] lr: 2.000e-01, eta: 5:12:20, time: 0.951, data_time: 0.000, memory: 10785, loss_action_cls: 0.0481, recall@thr=0.5: 0.6435, prec@thr=0.5: 0.7379, recall@top3: 0.7727, prec@top3: 0.6340, recall@top5: 0.9064, prec@top5: 0.4560, loss: 0.0481, grad_norm: 0.1324 2020-11-25 21:50:00,681 - mmaction - INFO - Epoch [8][500/1441] lr: 2.000e-01, eta: 5:11:56, time: 0.954, data_time: 0.000, memory: 10785, loss_action_cls: 0.0490, recall@thr=0.5: 0.6324, prec@thr=0.5: 0.7277, recall@top3: 0.7674, prec@top3: 0.6275, recall@top5: 0.9112, prec@top5: 0.4569, loss: 0.0490, grad_norm: 0.1292 2020-11-25 21:50:19,878 - mmaction - INFO - Epoch [8][520/1441] lr: 2.000e-01, eta: 5:11:33, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0493, recall@thr=0.5: 0.6316, prec@thr=0.5: 0.7248, recall@top3: 0.7616, prec@top3: 0.6191, recall@top5: 0.8920, prec@top5: 0.4455, loss: 0.0493, grad_norm: 0.1326 2020-11-25 21:50:39,034 - mmaction - INFO - Epoch [8][540/1441] lr: 2.000e-01, eta: 5:11:09, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0457, recall@thr=0.5: 0.6673, prec@thr=0.5: 0.7447, recall@top3: 0.7925, prec@top3: 0.6513, recall@top5: 0.9250, prec@top5: 0.4667, loss: 0.0457, grad_norm: 0.1356 2020-11-25 21:50:58,137 - mmaction - INFO - Epoch [8][560/1441] lr: 2.000e-01, eta: 5:10:45, time: 0.955, data_time: 0.001, memory: 10785, loss_action_cls: 0.0467, recall@thr=0.5: 0.6632, prec@thr=0.5: 0.7451, recall@top3: 0.7769, prec@top3: 0.6385, recall@top5: 0.9179, prec@top5: 0.4640, loss: 0.0467, grad_norm: 0.1319 2020-11-25 21:51:17,280 - mmaction - INFO - Epoch [8][580/1441] lr: 2.000e-01, eta: 5:10:21, time: 0.957, data_time: 0.000, memory: 10785, loss_action_cls: 0.0473, recall@thr=0.5: 0.6448, prec@thr=0.5: 0.7506, recall@top3: 0.7697, prec@top3: 0.6388, recall@top5: 0.9117, prec@top5: 0.4639, loss: 0.0473, grad_norm: 0.1371 2020-11-25 21:51:36,503 - mmaction - INFO - Epoch [8][600/1441] lr: 2.000e-01, eta: 5:09:58, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0477, recall@thr=0.5: 0.6526, prec@thr=0.5: 0.7395, recall@top3: 0.7741, prec@top3: 0.6361, recall@top5: 0.9159, prec@top5: 0.4627, loss: 0.0477, grad_norm: 0.1286 2020-11-25 21:51:55,628 - mmaction - INFO - Epoch [8][620/1441] lr: 2.000e-01, eta: 5:09:34, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0473, recall@thr=0.5: 0.6498, prec@thr=0.5: 0.7300, recall@top3: 0.7658, prec@top3: 0.6339, recall@top5: 0.9092, prec@top5: 0.4628, loss: 0.0473, grad_norm: 0.1289 2020-11-25 21:52:14,668 - mmaction - INFO - Epoch [8][640/1441] lr: 2.000e-01, eta: 5:09:10, time: 0.952, data_time: 0.001, memory: 10785, loss_action_cls: 0.0473, recall@thr=0.5: 0.6475, prec@thr=0.5: 0.7417, recall@top3: 0.7859, prec@top3: 0.6328, recall@top5: 0.9176, prec@top5: 0.4540, loss: 0.0473, grad_norm: 0.1345 2020-11-25 21:52:33,691 - mmaction - INFO - Epoch [8][660/1441] lr: 2.000e-01, eta: 5:08:46, time: 0.951, data_time: 0.000, memory: 10785, loss_action_cls: 0.0480, recall@thr=0.5: 0.6516, prec@thr=0.5: 0.7409, recall@top3: 0.7752, prec@top3: 0.6359, recall@top5: 0.9127, prec@top5: 0.4606, loss: 0.0480, grad_norm: 0.1337 2020-11-25 21:52:52,893 - mmaction - INFO - Epoch [8][680/1441] lr: 2.000e-01, eta: 5:08:23, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0481, recall@thr=0.5: 0.6521, prec@thr=0.5: 0.7467, recall@top3: 0.7717, prec@top3: 0.6412, recall@top5: 0.9135, prec@top5: 0.4663, loss: 0.0481, grad_norm: 0.1349 2020-11-25 21:53:12,017 - mmaction - INFO - Epoch [8][700/1441] lr: 2.000e-01, eta: 5:07:59, time: 0.956, data_time: 0.001, memory: 10785, loss_action_cls: 0.0469, recall@thr=0.5: 0.6517, prec@thr=0.5: 0.7353, recall@top3: 0.7724, prec@top3: 0.6415, recall@top5: 0.9163, prec@top5: 0.4653, loss: 0.0469, grad_norm: 0.1364 2020-11-25 21:53:31,154 - mmaction - INFO - Epoch [8][720/1441] lr: 2.000e-01, eta: 5:07:36, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0483, recall@thr=0.5: 0.6414, prec@thr=0.5: 0.7355, recall@top3: 0.7709, prec@top3: 0.6294, recall@top5: 0.9093, prec@top5: 0.4551, loss: 0.0483, grad_norm: 0.1325 2020-11-25 21:53:50,405 - mmaction - INFO - Epoch [8][740/1441] lr: 2.000e-01, eta: 5:07:12, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0479, recall@thr=0.5: 0.6531, prec@thr=0.5: 0.7375, recall@top3: 0.7787, prec@top3: 0.6413, recall@top5: 0.9156, prec@top5: 0.4622, loss: 0.0479, grad_norm: 0.1383 2020-11-25 21:54:09,491 - mmaction - INFO - Epoch [8][760/1441] lr: 2.000e-01, eta: 5:06:49, time: 0.954, data_time: 0.000, memory: 10785, loss_action_cls: 0.0474, recall@thr=0.5: 0.6394, prec@thr=0.5: 0.7376, recall@top3: 0.7767, prec@top3: 0.6304, recall@top5: 0.9162, prec@top5: 0.4553, loss: 0.0474, grad_norm: 0.1324 2020-11-25 21:54:28,573 - mmaction - INFO - Epoch [8][780/1441] lr: 2.000e-01, eta: 5:06:25, time: 0.954, data_time: 0.001, memory: 10785, loss_action_cls: 0.0456, recall@thr=0.5: 0.6575, prec@thr=0.5: 0.7358, recall@top3: 0.7771, prec@top3: 0.6311, recall@top5: 0.9210, prec@top5: 0.4592, loss: 0.0456, grad_norm: 0.1324 2020-11-25 21:54:47,700 - mmaction - INFO - Epoch [8][800/1441] lr: 2.000e-01, eta: 5:06:01, time: 0.956, data_time: 0.000, memory: 10785, loss_action_cls: 0.0468, recall@thr=0.5: 0.6454, prec@thr=0.5: 0.7451, recall@top3: 0.7700, prec@top3: 0.6293, recall@top5: 0.9110, prec@top5: 0.4560, loss: 0.0468, grad_norm: 0.1409 2020-11-25 21:55:06,866 - mmaction - INFO - Epoch [8][820/1441] lr: 2.000e-01, eta: 5:05:38, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0469, recall@thr=0.5: 0.6516, prec@thr=0.5: 0.7364, recall@top3: 0.7760, prec@top3: 0.6450, recall@top5: 0.9185, prec@top5: 0.4658, loss: 0.0469, grad_norm: 0.1330 2020-11-25 21:55:26,160 - mmaction - INFO - Epoch [8][840/1441] lr: 2.000e-01, eta: 5:05:15, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0469, recall@thr=0.5: 0.6516, prec@thr=0.5: 0.7424, recall@top3: 0.7776, prec@top3: 0.6349, recall@top5: 0.9093, prec@top5: 0.4558, loss: 0.0469, grad_norm: 0.1300 2020-11-25 21:55:45,418 - mmaction - INFO - Epoch [8][860/1441] lr: 2.000e-01, eta: 5:04:52, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0485, recall@thr=0.5: 0.6466, prec@thr=0.5: 0.7301, recall@top3: 0.7722, prec@top3: 0.6375, recall@top5: 0.9082, prec@top5: 0.4614, loss: 0.0485, grad_norm: 0.1337 2020-11-25 21:56:04,523 - mmaction - INFO - Epoch [8][880/1441] lr: 2.000e-01, eta: 5:04:28, time: 0.955, data_time: 0.000, memory: 10785, loss_action_cls: 0.0480, recall@thr=0.5: 0.6315, prec@thr=0.5: 0.7206, recall@top3: 0.7699, prec@top3: 0.6226, recall@top5: 0.9086, prec@top5: 0.4502, loss: 0.0480, grad_norm: 0.1346 2020-11-25 21:56:23,767 - mmaction - INFO - Epoch [8][900/1441] lr: 2.000e-01, eta: 5:04:05, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0478, recall@thr=0.5: 0.6471, prec@thr=0.5: 0.7281, recall@top3: 0.7653, prec@top3: 0.6297, recall@top5: 0.9122, prec@top5: 0.4593, loss: 0.0478, grad_norm: 0.1318 2020-11-25 21:56:42,852 - mmaction - INFO - Epoch [8][920/1441] lr: 2.000e-01, eta: 5:03:42, time: 0.954, data_time: 0.001, memory: 10785, loss_action_cls: 0.0465, recall@thr=0.5: 0.6562, prec@thr=0.5: 0.7335, recall@top3: 0.7761, prec@top3: 0.6358, recall@top5: 0.9122, prec@top5: 0.4575, loss: 0.0465, grad_norm: 0.1383 2020-11-25 21:57:01,988 - mmaction - INFO - Epoch [8][940/1441] lr: 2.000e-01, eta: 5:03:18, time: 0.957, data_time: 0.000, memory: 10785, loss_action_cls: 0.0474, recall@thr=0.5: 0.6489, prec@thr=0.5: 0.7364, recall@top3: 0.7826, prec@top3: 0.6439, recall@top5: 0.9145, prec@top5: 0.4614, loss: 0.0474, grad_norm: 0.1318 2020-11-25 21:57:20,972 - mmaction - INFO - Epoch [8][960/1441] lr: 2.000e-01, eta: 5:02:55, time: 0.949, data_time: 0.000, memory: 10785, loss_action_cls: 0.0474, recall@thr=0.5: 0.6392, prec@thr=0.5: 0.7342, recall@top3: 0.7660, prec@top3: 0.6307, recall@top5: 0.9068, prec@top5: 0.4589, loss: 0.0474, grad_norm: 0.1280 2020-11-25 21:57:40,332 - mmaction - INFO - Epoch [8][980/1441] lr: 2.000e-01, eta: 5:02:32, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0466, recall@thr=0.5: 0.6581, prec@thr=0.5: 0.7449, recall@top3: 0.7812, prec@top3: 0.6384, recall@top5: 0.9133, prec@top5: 0.4583, loss: 0.0466, grad_norm: 0.1370 2020-11-25 21:57:59,610 - mmaction - INFO - Epoch [8][1000/1441] lr: 2.000e-01, eta: 5:02:09, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0478, recall@thr=0.5: 0.6332, prec@thr=0.5: 0.7346, recall@top3: 0.7668, prec@top3: 0.6241, recall@top5: 0.9098, prec@top5: 0.4541, loss: 0.0478, grad_norm: 0.1331 2020-11-25 21:58:18,835 - mmaction - INFO - Epoch [8][1020/1441] lr: 2.000e-01, eta: 5:01:46, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0463, recall@thr=0.5: 0.6558, prec@thr=0.5: 0.7480, recall@top3: 0.7759, prec@top3: 0.6429, recall@top5: 0.9133, prec@top5: 0.4643, loss: 0.0463, grad_norm: 0.1257 2020-11-25 21:58:38,098 - mmaction - INFO - Epoch [8][1040/1441] lr: 2.000e-01, eta: 5:01:23, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0465, recall@thr=0.5: 0.6636, prec@thr=0.5: 0.7377, recall@top3: 0.7881, prec@top3: 0.6444, recall@top5: 0.9180, prec@top5: 0.4614, loss: 0.0465, grad_norm: 0.1331 2020-11-25 21:58:57,226 - mmaction - INFO - Epoch [8][1060/1441] lr: 2.000e-01, eta: 5:01:00, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0459, recall@thr=0.5: 0.6690, prec@thr=0.5: 0.7382, recall@top3: 0.7803, prec@top3: 0.6462, recall@top5: 0.9214, prec@top5: 0.4693, loss: 0.0459, grad_norm: 0.1315 2020-11-25 21:59:16,377 - mmaction - INFO - Epoch [8][1080/1441] lr: 2.000e-01, eta: 5:00:36, time: 0.957, data_time: 0.000, memory: 10785, loss_action_cls: 0.0458, recall@thr=0.5: 0.6438, prec@thr=0.5: 0.7237, recall@top3: 0.7730, prec@top3: 0.6220, recall@top5: 0.9169, prec@top5: 0.4560, loss: 0.0458, grad_norm: 0.1445 2020-11-25 21:59:35,440 - mmaction - INFO - Epoch [8][1100/1441] lr: 2.000e-01, eta: 5:00:13, time: 0.953, data_time: 0.001, memory: 10785, loss_action_cls: 0.0468, recall@thr=0.5: 0.6618, prec@thr=0.5: 0.7359, recall@top3: 0.7723, prec@top3: 0.6389, recall@top5: 0.9152, prec@top5: 0.4648, loss: 0.0468, grad_norm: 0.1319 2020-11-25 21:59:54,662 - mmaction - INFO - Epoch [8][1120/1441] lr: 2.000e-01, eta: 4:59:50, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0460, recall@thr=0.5: 0.6566, prec@thr=0.5: 0.7426, recall@top3: 0.7747, prec@top3: 0.6397, recall@top5: 0.9165, prec@top5: 0.4641, loss: 0.0460, grad_norm: 0.1324 2020-11-25 22:00:13,771 - mmaction - INFO - Epoch [8][1140/1441] lr: 2.000e-01, eta: 4:59:27, time: 0.955, data_time: 0.000, memory: 10785, loss_action_cls: 0.0465, recall@thr=0.5: 0.6475, prec@thr=0.5: 0.7526, recall@top3: 0.7849, prec@top3: 0.6376, recall@top5: 0.9122, prec@top5: 0.4537, loss: 0.0465, grad_norm: 0.1353 2020-11-25 22:00:32,988 - mmaction - INFO - Epoch [8][1160/1441] lr: 2.000e-01, eta: 4:59:04, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0463, recall@thr=0.5: 0.6554, prec@thr=0.5: 0.7416, recall@top3: 0.7827, prec@top3: 0.6379, recall@top5: 0.9160, prec@top5: 0.4582, loss: 0.0463, grad_norm: 0.1394 2020-11-25 22:00:52,151 - mmaction - INFO - Epoch [8][1180/1441] lr: 2.000e-01, eta: 4:58:41, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0470, recall@thr=0.5: 0.6534, prec@thr=0.5: 0.7351, recall@top3: 0.7709, prec@top3: 0.6310, recall@top5: 0.9116, prec@top5: 0.4569, loss: 0.0470, grad_norm: 0.1394 2020-11-25 22:01:11,528 - mmaction - INFO - Epoch [8][1200/1441] lr: 2.000e-01, eta: 4:58:18, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0464, recall@thr=0.5: 0.6495, prec@thr=0.5: 0.7352, recall@top3: 0.7721, prec@top3: 0.6376, recall@top5: 0.9129, prec@top5: 0.4631, loss: 0.0464, grad_norm: 0.1274 2020-11-25 22:01:30,782 - mmaction - INFO - Epoch [8][1220/1441] lr: 2.000e-01, eta: 4:57:55, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0464, recall@thr=0.5: 0.6559, prec@thr=0.5: 0.7285, recall@top3: 0.7688, prec@top3: 0.6299, recall@top5: 0.9139, prec@top5: 0.4599, loss: 0.0464, grad_norm: 0.1397 2020-11-25 22:01:50,143 - mmaction - INFO - Epoch [8][1240/1441] lr: 2.000e-01, eta: 4:57:33, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0452, recall@thr=0.5: 0.6528, prec@thr=0.5: 0.7435, recall@top3: 0.7771, prec@top3: 0.6415, recall@top5: 0.9158, prec@top5: 0.4617, loss: 0.0452, grad_norm: 0.1347 2020-11-25 22:02:09,382 - mmaction - INFO - Epoch [8][1260/1441] lr: 2.000e-01, eta: 4:57:10, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0487, recall@thr=0.5: 0.6392, prec@thr=0.5: 0.7247, recall@top3: 0.7596, prec@top3: 0.6368, recall@top5: 0.9064, prec@top5: 0.4653, loss: 0.0487, grad_norm: 0.1324 2020-11-25 22:02:28,612 - mmaction - INFO - Epoch [8][1280/1441] lr: 2.000e-01, eta: 4:56:47, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0482, recall@thr=0.5: 0.6409, prec@thr=0.5: 0.7340, recall@top3: 0.7683, prec@top3: 0.6304, recall@top5: 0.9086, prec@top5: 0.4573, loss: 0.0482, grad_norm: 0.1346 2020-11-25 22:02:47,887 - mmaction - INFO - Epoch [8][1300/1441] lr: 2.000e-01, eta: 4:56:24, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0468, recall@thr=0.5: 0.6523, prec@thr=0.5: 0.7484, recall@top3: 0.7764, prec@top3: 0.6364, recall@top5: 0.9157, prec@top5: 0.4603, loss: 0.0468, grad_norm: 0.1310 2020-11-25 22:03:07,150 - mmaction - INFO - Epoch [8][1320/1441] lr: 2.000e-01, eta: 4:56:02, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0484, recall@thr=0.5: 0.6398, prec@thr=0.5: 0.7289, recall@top3: 0.7702, prec@top3: 0.6279, recall@top5: 0.9127, prec@top5: 0.4569, loss: 0.0484, grad_norm: 0.1335 2020-11-25 22:03:26,305 - mmaction - INFO - Epoch [8][1340/1441] lr: 2.000e-01, eta: 4:55:39, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0455, recall@thr=0.5: 0.6523, prec@thr=0.5: 0.7361, recall@top3: 0.7784, prec@top3: 0.6365, recall@top5: 0.9218, prec@top5: 0.4600, loss: 0.0455, grad_norm: 0.1379 2020-11-25 22:03:45,606 - mmaction - INFO - Epoch [8][1360/1441] lr: 2.000e-01, eta: 4:55:16, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0462, recall@thr=0.5: 0.6524, prec@thr=0.5: 0.7436, recall@top3: 0.7770, prec@top3: 0.6198, recall@top5: 0.9129, prec@top5: 0.4464, loss: 0.0462, grad_norm: 0.1285 2020-11-25 22:04:04,854 - mmaction - INFO - Epoch [8][1380/1441] lr: 2.000e-01, eta: 4:54:53, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0469, recall@thr=0.5: 0.6525, prec@thr=0.5: 0.7362, recall@top3: 0.7801, prec@top3: 0.6356, recall@top5: 0.9167, prec@top5: 0.4595, loss: 0.0469, grad_norm: 0.1393 2020-11-25 22:04:24,110 - mmaction - INFO - Epoch [8][1400/1441] lr: 2.000e-01, eta: 4:54:31, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0466, recall@thr=0.5: 0.6471, prec@thr=0.5: 0.7397, recall@top3: 0.7804, prec@top3: 0.6403, recall@top5: 0.9208, prec@top5: 0.4622, loss: 0.0466, grad_norm: 0.1350 2020-11-25 22:04:43,185 - mmaction - INFO - Epoch [8][1420/1441] lr: 2.000e-01, eta: 4:54:08, time: 0.953, data_time: 0.000, memory: 10785, loss_action_cls: 0.0473, recall@thr=0.5: 0.6537, prec@thr=0.5: 0.7301, recall@top3: 0.7740, prec@top3: 0.6391, recall@top5: 0.9168, prec@top5: 0.4645, loss: 0.0473, grad_norm: 0.1311 2020-11-25 22:05:02,223 - mmaction - INFO - Epoch [8][1440/1441] lr: 2.000e-01, eta: 4:53:45, time: 0.952, data_time: 0.001, memory: 10785, loss_action_cls: 0.0478, recall@thr=0.5: 0.6555, prec@thr=0.5: 0.7476, recall@top3: 0.7805, prec@top3: 0.6401, recall@top5: 0.9136, prec@top5: 0.4622, loss: 0.0478, grad_norm: 0.1296 2020-11-25 22:05:05,211 - mmaction - INFO - Saving checkpoint at 8 epochs 2020-11-25 22:36:18,604 - mmaction - INFO - Evaluating proposal ... 2020-11-25 22:37:23,550 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-25 22:37:23,551 - mmaction - INFO - Evaluating bbox ... 2020-11-25 22:45:01,137 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.1965 2020-11-25 22:45:02,270 - mmaction - INFO - Epoch(val) [8][1441] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.1965 2020-11-25 22:46:06,653 - mmaction - INFO - Epoch [9][20/1441] lr: 2.000e-01, eta: 4:54:49, time: 3.218, data_time: 2.269, memory: 10785, loss_action_cls: 0.0459, recall@thr=0.5: 0.6579, prec@thr=0.5: 0.7370, recall@top3: 0.7629, prec@top3: 0.6266, recall@top5: 0.9177, prec@top5: 0.4617, loss: 0.0459, grad_norm: 0.1297 2020-11-25 22:46:25,638 - mmaction - INFO - Epoch [9][40/1441] lr: 2.000e-01, eta: 4:54:25, time: 0.950, data_time: 0.004, memory: 10785, loss_action_cls: 0.0460, recall@thr=0.5: 0.6639, prec@thr=0.5: 0.7457, recall@top3: 0.7792, prec@top3: 0.6272, recall@top5: 0.9104, prec@top5: 0.4487, loss: 0.0460, grad_norm: 0.1284 2020-11-25 22:46:44,514 - mmaction - INFO - Epoch [9][60/1441] lr: 2.000e-01, eta: 4:54:02, time: 0.944, data_time: 0.000, memory: 10785, loss_action_cls: 0.0454, recall@thr=0.5: 0.6483, prec@thr=0.5: 0.7478, recall@top3: 0.7789, prec@top3: 0.6320, recall@top5: 0.9163, prec@top5: 0.4544, loss: 0.0454, grad_norm: 0.1342 2020-11-25 22:47:03,517 - mmaction - INFO - Epoch [9][80/1441] lr: 2.000e-01, eta: 4:53:38, time: 0.950, data_time: 0.000, memory: 10785, loss_action_cls: 0.0460, recall@thr=0.5: 0.6606, prec@thr=0.5: 0.7387, recall@top3: 0.7756, prec@top3: 0.6390, recall@top5: 0.9183, prec@top5: 0.4642, loss: 0.0460, grad_norm: 0.1364 2020-11-25 22:47:22,606 - mmaction - INFO - Epoch [9][100/1441] lr: 2.000e-01, eta: 4:53:15, time: 0.954, data_time: 0.000, memory: 10785, loss_action_cls: 0.0452, recall@thr=0.5: 0.6490, prec@thr=0.5: 0.7365, recall@top3: 0.7719, prec@top3: 0.6366, recall@top5: 0.9159, prec@top5: 0.4635, loss: 0.0452, grad_norm: 0.1333 2020-11-25 22:47:41,678 - mmaction - INFO - Epoch [9][120/1441] lr: 2.000e-01, eta: 4:52:52, time: 0.954, data_time: 0.001, memory: 10785, loss_action_cls: 0.0464, recall@thr=0.5: 0.6537, prec@thr=0.5: 0.7426, recall@top3: 0.7795, prec@top3: 0.6465, recall@top5: 0.9141, prec@top5: 0.4643, loss: 0.0464, grad_norm: 0.1350 2020-11-25 22:48:00,839 - mmaction - INFO - Epoch [9][140/1441] lr: 2.000e-01, eta: 4:52:29, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0456, recall@thr=0.5: 0.6566, prec@thr=0.5: 0.7343, recall@top3: 0.7719, prec@top3: 0.6322, recall@top5: 0.9125, prec@top5: 0.4590, loss: 0.0456, grad_norm: 0.1348 2020-11-25 22:48:19,938 - mmaction - INFO - Epoch [9][160/1441] lr: 2.000e-01, eta: 4:52:06, time: 0.955, data_time: 0.001, memory: 10785, loss_action_cls: 0.0457, recall@thr=0.5: 0.6530, prec@thr=0.5: 0.7415, recall@top3: 0.7804, prec@top3: 0.6445, recall@top5: 0.9217, prec@top5: 0.4667, loss: 0.0457, grad_norm: 0.1361 2020-11-25 22:48:39,007 - mmaction - INFO - Epoch [9][180/1441] lr: 2.000e-01, eta: 4:51:43, time: 0.953, data_time: 0.001, memory: 10785, loss_action_cls: 0.0463, recall@thr=0.5: 0.6523, prec@thr=0.5: 0.7455, recall@top3: 0.7758, prec@top3: 0.6423, recall@top5: 0.9105, prec@top5: 0.4634, loss: 0.0463, grad_norm: 0.1393 2020-11-25 22:48:58,237 - mmaction - INFO - Epoch [9][200/1441] lr: 2.000e-01, eta: 4:51:20, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0456, recall@thr=0.5: 0.6555, prec@thr=0.5: 0.7411, recall@top3: 0.7740, prec@top3: 0.6352, recall@top5: 0.9165, prec@top5: 0.4603, loss: 0.0456, grad_norm: 0.1403 2020-11-25 22:49:17,624 - mmaction - INFO - Epoch [9][220/1441] lr: 2.000e-01, eta: 4:50:57, time: 0.969, data_time: 0.000, memory: 10785, loss_action_cls: 0.0467, recall@thr=0.5: 0.6571, prec@thr=0.5: 0.7319, recall@top3: 0.7713, prec@top3: 0.6278, recall@top5: 0.9158, prec@top5: 0.4577, loss: 0.0467, grad_norm: 0.1396 2020-11-25 22:49:36,818 - mmaction - INFO - Epoch [9][240/1441] lr: 2.000e-01, eta: 4:50:34, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0453, recall@thr=0.5: 0.6512, prec@thr=0.5: 0.7436, recall@top3: 0.7858, prec@top3: 0.6451, recall@top5: 0.9226, prec@top5: 0.4651, loss: 0.0453, grad_norm: 0.1313 2020-11-25 22:49:56,044 - mmaction - INFO - Epoch [9][260/1441] lr: 2.000e-01, eta: 4:50:12, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0468, recall@thr=0.5: 0.6787, prec@thr=0.5: 0.7531, recall@top3: 0.7736, prec@top3: 0.6410, recall@top5: 0.9214, prec@top5: 0.4683, loss: 0.0468, grad_norm: 0.1351 2020-11-25 22:50:15,229 - mmaction - INFO - Epoch [9][280/1441] lr: 2.000e-01, eta: 4:49:49, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0447, recall@thr=0.5: 0.6671, prec@thr=0.5: 0.7529, recall@top3: 0.7843, prec@top3: 0.6457, recall@top5: 0.9210, prec@top5: 0.4651, loss: 0.0447, grad_norm: 0.1322 2020-11-25 22:50:34,313 - mmaction - INFO - Epoch [9][300/1441] lr: 2.000e-01, eta: 4:49:26, time: 0.954, data_time: 0.001, memory: 10785, loss_action_cls: 0.0454, recall@thr=0.5: 0.6828, prec@thr=0.5: 0.7533, recall@top3: 0.7849, prec@top3: 0.6432, recall@top5: 0.9193, prec@top5: 0.4630, loss: 0.0454, grad_norm: 0.1330 2020-11-25 22:50:53,432 - mmaction - INFO - Epoch [9][320/1441] lr: 2.000e-01, eta: 4:49:03, time: 0.956, data_time: 0.001, memory: 10785, loss_action_cls: 0.0468, recall@thr=0.5: 0.6562, prec@thr=0.5: 0.7505, recall@top3: 0.7752, prec@top3: 0.6375, recall@top5: 0.9132, prec@top5: 0.4629, loss: 0.0468, grad_norm: 0.1373 2020-11-25 22:51:12,573 - mmaction - INFO - Epoch [9][340/1441] lr: 2.000e-01, eta: 4:48:40, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0463, recall@thr=0.5: 0.6482, prec@thr=0.5: 0.7381, recall@top3: 0.7718, prec@top3: 0.6306, recall@top5: 0.9138, prec@top5: 0.4594, loss: 0.0463, grad_norm: 0.1405 2020-11-25 22:51:31,757 - mmaction - INFO - Epoch [9][360/1441] lr: 2.000e-01, eta: 4:48:17, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0451, recall@thr=0.5: 0.6597, prec@thr=0.5: 0.7480, recall@top3: 0.7857, prec@top3: 0.6421, recall@top5: 0.9168, prec@top5: 0.4606, loss: 0.0451, grad_norm: 0.1313 2020-11-25 22:51:51,009 - mmaction - INFO - Epoch [9][380/1441] lr: 2.000e-01, eta: 4:47:54, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0467, recall@thr=0.5: 0.6529, prec@thr=0.5: 0.7386, recall@top3: 0.7813, prec@top3: 0.6395, recall@top5: 0.9114, prec@top5: 0.4593, loss: 0.0467, grad_norm: 0.1315 2020-11-25 22:52:10,137 - mmaction - INFO - Epoch [9][400/1441] lr: 2.000e-01, eta: 4:47:32, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0463, recall@thr=0.5: 0.6620, prec@thr=0.5: 0.7464, recall@top3: 0.7830, prec@top3: 0.6418, recall@top5: 0.9129, prec@top5: 0.4587, loss: 0.0463, grad_norm: 0.1360 2020-11-25 22:52:29,251 - mmaction - INFO - Epoch [9][420/1441] lr: 2.000e-01, eta: 4:47:09, time: 0.955, data_time: 0.001, memory: 10785, loss_action_cls: 0.0454, recall@thr=0.5: 0.6554, prec@thr=0.5: 0.7577, recall@top3: 0.7776, prec@top3: 0.6442, recall@top5: 0.9208, prec@top5: 0.4675, loss: 0.0454, grad_norm: 0.1404 2020-11-25 22:52:48,416 - mmaction - INFO - Epoch [9][440/1441] lr: 2.000e-01, eta: 4:46:46, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0466, recall@thr=0.5: 0.6508, prec@thr=0.5: 0.7348, recall@top3: 0.7761, prec@top3: 0.6268, recall@top5: 0.9152, prec@top5: 0.4535, loss: 0.0466, grad_norm: 0.1411 2020-11-25 22:53:07,562 - mmaction - INFO - Epoch [9][460/1441] lr: 2.000e-01, eta: 4:46:23, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0446, recall@thr=0.5: 0.6496, prec@thr=0.5: 0.7498, recall@top3: 0.7824, prec@top3: 0.6357, recall@top5: 0.9194, prec@top5: 0.4590, loss: 0.0446, grad_norm: 0.1389 2020-11-25 22:53:26,642 - mmaction - INFO - Epoch [9][480/1441] lr: 2.000e-01, eta: 4:46:00, time: 0.954, data_time: 0.000, memory: 10785, loss_action_cls: 0.0471, recall@thr=0.5: 0.6474, prec@thr=0.5: 0.7429, recall@top3: 0.7712, prec@top3: 0.6411, recall@top5: 0.9171, prec@top5: 0.4678, loss: 0.0471, grad_norm: 0.1393 2020-11-25 22:53:45,787 - mmaction - INFO - Epoch [9][500/1441] lr: 2.000e-01, eta: 4:45:38, time: 0.957, data_time: 0.000, memory: 10785, loss_action_cls: 0.0454, recall@thr=0.5: 0.6519, prec@thr=0.5: 0.7374, recall@top3: 0.7741, prec@top3: 0.6293, recall@top5: 0.9144, prec@top5: 0.4551, loss: 0.0454, grad_norm: 0.1298 2020-11-25 22:54:04,940 - mmaction - INFO - Epoch [9][520/1441] lr: 2.000e-01, eta: 4:45:15, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0447, recall@thr=0.5: 0.6628, prec@thr=0.5: 0.7383, recall@top3: 0.7865, prec@top3: 0.6415, recall@top5: 0.9198, prec@top5: 0.4608, loss: 0.0447, grad_norm: 0.1424 2020-11-25 22:54:24,075 - mmaction - INFO - Epoch [9][540/1441] lr: 2.000e-01, eta: 4:44:52, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0465, recall@thr=0.5: 0.6520, prec@thr=0.5: 0.7431, recall@top3: 0.7663, prec@top3: 0.6338, recall@top5: 0.9151, prec@top5: 0.4632, loss: 0.0465, grad_norm: 0.1351 2020-11-25 22:54:43,226 - mmaction - INFO - Epoch [9][560/1441] lr: 2.000e-01, eta: 4:44:29, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0463, recall@thr=0.5: 0.6502, prec@thr=0.5: 0.7397, recall@top3: 0.7803, prec@top3: 0.6371, recall@top5: 0.9210, prec@top5: 0.4599, loss: 0.0463, grad_norm: 0.1317 2020-11-25 22:55:02,372 - mmaction - INFO - Epoch [9][580/1441] lr: 2.000e-01, eta: 4:44:07, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0452, recall@thr=0.5: 0.6716, prec@thr=0.5: 0.7494, recall@top3: 0.7880, prec@top3: 0.6512, recall@top5: 0.9269, prec@top5: 0.4693, loss: 0.0452, grad_norm: 0.1348 2020-11-25 22:55:21,592 - mmaction - INFO - Epoch [9][600/1441] lr: 2.000e-01, eta: 4:43:44, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0457, recall@thr=0.5: 0.6492, prec@thr=0.5: 0.7371, recall@top3: 0.7746, prec@top3: 0.6255, recall@top5: 0.9206, prec@top5: 0.4575, loss: 0.0457, grad_norm: 0.1335 2020-11-25 22:55:40,742 - mmaction - INFO - Epoch [9][620/1441] lr: 2.000e-01, eta: 4:43:22, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0469, recall@thr=0.5: 0.6391, prec@thr=0.5: 0.7359, recall@top3: 0.7630, prec@top3: 0.6259, recall@top5: 0.9078, prec@top5: 0.4568, loss: 0.0469, grad_norm: 0.1427 2020-11-25 22:55:59,838 - mmaction - INFO - Epoch [9][640/1441] lr: 2.000e-01, eta: 4:42:59, time: 0.955, data_time: 0.001, memory: 10785, loss_action_cls: 0.0453, recall@thr=0.5: 0.6554, prec@thr=0.5: 0.7428, recall@top3: 0.7844, prec@top3: 0.6365, recall@top5: 0.9209, prec@top5: 0.4583, loss: 0.0453, grad_norm: 0.1274 2020-11-25 22:56:18,993 - mmaction - INFO - Epoch [9][660/1441] lr: 2.000e-01, eta: 4:42:36, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0462, recall@thr=0.5: 0.6610, prec@thr=0.5: 0.7437, recall@top3: 0.7737, prec@top3: 0.6385, recall@top5: 0.9211, prec@top5: 0.4660, loss: 0.0462, grad_norm: 0.1291 2020-11-25 22:56:38,126 - mmaction - INFO - Epoch [9][680/1441] lr: 2.000e-01, eta: 4:42:14, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0445, recall@thr=0.5: 0.6548, prec@thr=0.5: 0.7513, recall@top3: 0.7827, prec@top3: 0.6275, recall@top5: 0.9212, prec@top5: 0.4535, loss: 0.0445, grad_norm: 0.1339 2020-11-25 22:56:57,331 - mmaction - INFO - Epoch [9][700/1441] lr: 2.000e-01, eta: 4:41:51, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0449, recall@thr=0.5: 0.6551, prec@thr=0.5: 0.7405, recall@top3: 0.7800, prec@top3: 0.6414, recall@top5: 0.9168, prec@top5: 0.4626, loss: 0.0449, grad_norm: 0.1424 2020-11-25 22:57:16,437 - mmaction - INFO - Epoch [9][720/1441] lr: 2.000e-01, eta: 4:41:28, time: 0.955, data_time: 0.001, memory: 10785, loss_action_cls: 0.0442, recall@thr=0.5: 0.6605, prec@thr=0.5: 0.7477, recall@top3: 0.7845, prec@top3: 0.6366, recall@top5: 0.9226, prec@top5: 0.4590, loss: 0.0442, grad_norm: 0.1310 2020-11-25 22:57:35,616 - mmaction - INFO - Epoch [9][740/1441] lr: 2.000e-01, eta: 4:41:06, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0461, recall@thr=0.5: 0.6574, prec@thr=0.5: 0.7486, recall@top3: 0.7851, prec@top3: 0.6404, recall@top5: 0.9200, prec@top5: 0.4600, loss: 0.0461, grad_norm: 0.1309 2020-11-25 22:57:54,771 - mmaction - INFO - Epoch [9][760/1441] lr: 2.000e-01, eta: 4:40:43, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0446, recall@thr=0.5: 0.6641, prec@thr=0.5: 0.7439, recall@top3: 0.7825, prec@top3: 0.6397, recall@top5: 0.9194, prec@top5: 0.4608, loss: 0.0446, grad_norm: 0.1355 2020-11-25 22:58:13,915 - mmaction - INFO - Epoch [9][780/1441] lr: 2.000e-01, eta: 4:40:21, time: 0.956, data_time: 0.001, memory: 10785, loss_action_cls: 0.0461, recall@thr=0.5: 0.6512, prec@thr=0.5: 0.7206, recall@top3: 0.7707, prec@top3: 0.6404, recall@top5: 0.9168, prec@top5: 0.4671, loss: 0.0461, grad_norm: 0.1375 2020-11-25 22:58:33,147 - mmaction - INFO - Epoch [9][800/1441] lr: 2.000e-01, eta: 4:39:58, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0459, recall@thr=0.5: 0.6670, prec@thr=0.5: 0.7441, recall@top3: 0.7855, prec@top3: 0.6439, recall@top5: 0.9169, prec@top5: 0.4616, loss: 0.0459, grad_norm: 0.1365 2020-11-25 22:58:52,286 - mmaction - INFO - Epoch [9][820/1441] lr: 2.000e-01, eta: 4:39:36, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0454, recall@thr=0.5: 0.6633, prec@thr=0.5: 0.7541, recall@top3: 0.7883, prec@top3: 0.6432, recall@top5: 0.9162, prec@top5: 0.4588, loss: 0.0454, grad_norm: 0.1311 2020-11-25 22:59:11,398 - mmaction - INFO - Epoch [9][840/1441] lr: 2.000e-01, eta: 4:39:13, time: 0.956, data_time: 0.001, memory: 10785, loss_action_cls: 0.0432, recall@thr=0.5: 0.6788, prec@thr=0.5: 0.7506, recall@top3: 0.7951, prec@top3: 0.6512, recall@top5: 0.9251, prec@top5: 0.4656, loss: 0.0432, grad_norm: 0.1390 2020-11-25 22:59:30,536 - mmaction - INFO - Epoch [9][860/1441] lr: 2.000e-01, eta: 4:38:51, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0464, recall@thr=0.5: 0.6495, prec@thr=0.5: 0.7265, recall@top3: 0.7785, prec@top3: 0.6426, recall@top5: 0.9131, prec@top5: 0.4630, loss: 0.0464, grad_norm: 0.1415 2020-11-25 22:59:49,572 - mmaction - INFO - Epoch [9][880/1441] lr: 2.000e-01, eta: 4:38:28, time: 0.952, data_time: 0.000, memory: 10785, loss_action_cls: 0.0454, recall@thr=0.5: 0.6547, prec@thr=0.5: 0.7476, recall@top3: 0.7716, prec@top3: 0.6375, recall@top5: 0.9111, prec@top5: 0.4620, loss: 0.0454, grad_norm: 0.1316 2020-11-25 23:00:08,684 - mmaction - INFO - Epoch [9][900/1441] lr: 2.000e-01, eta: 4:38:06, time: 0.955, data_time: 0.001, memory: 10785, loss_action_cls: 0.0460, recall@thr=0.5: 0.6547, prec@thr=0.5: 0.7423, recall@top3: 0.7688, prec@top3: 0.6287, recall@top5: 0.9099, prec@top5: 0.4574, loss: 0.0460, grad_norm: 0.1333 2020-11-25 23:00:27,819 - mmaction - INFO - Epoch [9][920/1441] lr: 2.000e-01, eta: 4:37:43, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0454, recall@thr=0.5: 0.6656, prec@thr=0.5: 0.7476, recall@top3: 0.7804, prec@top3: 0.6436, recall@top5: 0.9149, prec@top5: 0.4641, loss: 0.0454, grad_norm: 0.1345 2020-11-25 23:00:46,880 - mmaction - INFO - Epoch [9][940/1441] lr: 2.000e-01, eta: 4:37:21, time: 0.953, data_time: 0.000, memory: 10785, loss_action_cls: 0.0452, recall@thr=0.5: 0.6634, prec@thr=0.5: 0.7484, recall@top3: 0.7760, prec@top3: 0.6394, recall@top5: 0.9208, prec@top5: 0.4659, loss: 0.0452, grad_norm: 0.1324 2020-11-25 23:01:05,930 - mmaction - INFO - Epoch [9][960/1441] lr: 2.000e-01, eta: 4:36:58, time: 0.952, data_time: 0.000, memory: 10785, loss_action_cls: 0.0447, recall@thr=0.5: 0.6627, prec@thr=0.5: 0.7469, recall@top3: 0.7760, prec@top3: 0.6348, recall@top5: 0.9169, prec@top5: 0.4599, loss: 0.0447, grad_norm: 0.1363 2020-11-25 23:01:25,208 - mmaction - INFO - Epoch [9][980/1441] lr: 2.000e-01, eta: 4:36:36, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0457, recall@thr=0.5: 0.6605, prec@thr=0.5: 0.7408, recall@top3: 0.7734, prec@top3: 0.6408, recall@top5: 0.9163, prec@top5: 0.4646, loss: 0.0457, grad_norm: 0.1404 2020-11-25 23:01:44,289 - mmaction - INFO - Epoch [9][1000/1441] lr: 2.000e-01, eta: 4:36:14, time: 0.953, data_time: 0.001, memory: 10785, loss_action_cls: 0.0448, recall@thr=0.5: 0.6633, prec@thr=0.5: 0.7484, recall@top3: 0.7845, prec@top3: 0.6381, recall@top5: 0.9187, prec@top5: 0.4588, loss: 0.0448, grad_norm: 0.1287 2020-11-25 23:02:03,465 - mmaction - INFO - Epoch [9][1020/1441] lr: 2.000e-01, eta: 4:35:51, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0448, recall@thr=0.5: 0.6568, prec@thr=0.5: 0.7470, recall@top3: 0.7867, prec@top3: 0.6353, recall@top5: 0.9232, prec@top5: 0.4576, loss: 0.0448, grad_norm: 0.1357 2020-11-25 23:02:22,617 - mmaction - INFO - Epoch [9][1040/1441] lr: 2.000e-01, eta: 4:35:29, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0463, recall@thr=0.5: 0.6498, prec@thr=0.5: 0.7247, recall@top3: 0.7748, prec@top3: 0.6366, recall@top5: 0.9188, prec@top5: 0.4637, loss: 0.0463, grad_norm: 0.1370 2020-11-25 23:02:41,657 - mmaction - INFO - Epoch [9][1060/1441] lr: 2.000e-01, eta: 4:35:06, time: 0.952, data_time: 0.000, memory: 10785, loss_action_cls: 0.0452, recall@thr=0.5: 0.6647, prec@thr=0.5: 0.7389, recall@top3: 0.7871, prec@top3: 0.6446, recall@top5: 0.9244, prec@top5: 0.4629, loss: 0.0452, grad_norm: 0.1303 2020-11-25 23:03:00,764 - mmaction - INFO - Epoch [9][1080/1441] lr: 2.000e-01, eta: 4:34:44, time: 0.955, data_time: 0.001, memory: 10785, loss_action_cls: 0.0454, recall@thr=0.5: 0.6500, prec@thr=0.5: 0.7359, recall@top3: 0.7807, prec@top3: 0.6282, recall@top5: 0.9223, prec@top5: 0.4553, loss: 0.0454, grad_norm: 0.1373 2020-11-25 23:03:19,902 - mmaction - INFO - Epoch [9][1100/1441] lr: 2.000e-01, eta: 4:34:22, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0446, recall@thr=0.5: 0.6737, prec@thr=0.5: 0.7600, recall@top3: 0.7893, prec@top3: 0.6438, recall@top5: 0.9175, prec@top5: 0.4609, loss: 0.0446, grad_norm: 0.1360 2020-11-25 23:03:39,094 - mmaction - INFO - Epoch [9][1120/1441] lr: 2.000e-01, eta: 4:33:59, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0460, recall@thr=0.5: 0.6452, prec@thr=0.5: 0.7358, recall@top3: 0.7731, prec@top3: 0.6437, recall@top5: 0.9093, prec@top5: 0.4645, loss: 0.0460, grad_norm: 0.1346 2020-11-25 23:03:58,238 - mmaction - INFO - Epoch [9][1140/1441] lr: 2.000e-01, eta: 4:33:37, time: 0.957, data_time: 0.000, memory: 10785, loss_action_cls: 0.0455, recall@thr=0.5: 0.6519, prec@thr=0.5: 0.7407, recall@top3: 0.7756, prec@top3: 0.6334, recall@top5: 0.9176, prec@top5: 0.4594, loss: 0.0455, grad_norm: 0.1286 2020-11-25 23:04:17,313 - mmaction - INFO - Epoch [9][1160/1441] lr: 2.000e-01, eta: 4:33:15, time: 0.953, data_time: 0.000, memory: 10785, loss_action_cls: 0.0451, recall@thr=0.5: 0.6622, prec@thr=0.5: 0.7595, recall@top3: 0.7826, prec@top3: 0.6374, recall@top5: 0.9220, prec@top5: 0.4608, loss: 0.0451, grad_norm: 0.1343 2020-11-25 23:04:36,421 - mmaction - INFO - Epoch [9][1180/1441] lr: 2.000e-01, eta: 4:32:52, time: 0.955, data_time: 0.001, memory: 10785, loss_action_cls: 0.0446, recall@thr=0.5: 0.6874, prec@thr=0.5: 0.7600, recall@top3: 0.7886, prec@top3: 0.6473, recall@top5: 0.9243, prec@top5: 0.4657, loss: 0.0446, grad_norm: 0.1328 2020-11-25 23:04:55,523 - mmaction - INFO - Epoch [9][1200/1441] lr: 2.000e-01, eta: 4:32:30, time: 0.956, data_time: 0.002, memory: 10785, loss_action_cls: 0.0467, recall@thr=0.5: 0.6567, prec@thr=0.5: 0.7471, recall@top3: 0.7719, prec@top3: 0.6331, recall@top5: 0.9195, prec@top5: 0.4628, loss: 0.0467, grad_norm: 0.1332 2020-11-25 23:05:14,779 - mmaction - INFO - Epoch [9][1220/1441] lr: 2.000e-01, eta: 4:32:08, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0452, recall@thr=0.5: 0.6629, prec@thr=0.5: 0.7467, recall@top3: 0.7764, prec@top3: 0.6332, recall@top5: 0.9172, prec@top5: 0.4595, loss: 0.0452, grad_norm: 0.1332 2020-11-25 23:05:33,880 - mmaction - INFO - Epoch [9][1240/1441] lr: 2.000e-01, eta: 4:31:46, time: 0.955, data_time: 0.001, memory: 10785, loss_action_cls: 0.0459, recall@thr=0.5: 0.6619, prec@thr=0.5: 0.7422, recall@top3: 0.7839, prec@top3: 0.6390, recall@top5: 0.9132, prec@top5: 0.4562, loss: 0.0459, grad_norm: 0.1364 2020-11-25 23:05:53,070 - mmaction - INFO - Epoch [9][1260/1441] lr: 2.000e-01, eta: 4:31:24, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0468, recall@thr=0.5: 0.6581, prec@thr=0.5: 0.7508, recall@top3: 0.7761, prec@top3: 0.6330, recall@top5: 0.9144, prec@top5: 0.4596, loss: 0.0468, grad_norm: 0.1367 2020-11-25 23:06:12,132 - mmaction - INFO - Epoch [9][1280/1441] lr: 2.000e-01, eta: 4:31:01, time: 0.953, data_time: 0.001, memory: 10785, loss_action_cls: 0.0447, recall@thr=0.5: 0.6685, prec@thr=0.5: 0.7531, recall@top3: 0.7816, prec@top3: 0.6310, recall@top5: 0.9151, prec@top5: 0.4539, loss: 0.0447, grad_norm: 0.1278 2020-11-25 23:06:31,271 - mmaction - INFO - Epoch [9][1300/1441] lr: 2.000e-01, eta: 4:30:39, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0455, recall@thr=0.5: 0.6642, prec@thr=0.5: 0.7507, recall@top3: 0.7711, prec@top3: 0.6389, recall@top5: 0.9173, prec@top5: 0.4650, loss: 0.0455, grad_norm: 0.1353 2020-11-25 23:06:50,421 - mmaction - INFO - Epoch [9][1320/1441] lr: 2.000e-01, eta: 4:30:17, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0469, recall@thr=0.5: 0.6474, prec@thr=0.5: 0.7454, recall@top3: 0.7802, prec@top3: 0.6353, recall@top5: 0.9125, prec@top5: 0.4562, loss: 0.0469, grad_norm: 0.1332 2020-11-25 23:07:09,549 - mmaction - INFO - Epoch [9][1340/1441] lr: 2.000e-01, eta: 4:29:55, time: 0.956, data_time: 0.001, memory: 10785, loss_action_cls: 0.0463, recall@thr=0.5: 0.6438, prec@thr=0.5: 0.7342, recall@top3: 0.7759, prec@top3: 0.6317, recall@top5: 0.9158, prec@top5: 0.4581, loss: 0.0463, grad_norm: 0.1405 2020-11-25 23:07:28,727 - mmaction - INFO - Epoch [9][1360/1441] lr: 2.000e-01, eta: 4:29:33, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0451, recall@thr=0.5: 0.6575, prec@thr=0.5: 0.7285, recall@top3: 0.7791, prec@top3: 0.6379, recall@top5: 0.9169, prec@top5: 0.4603, loss: 0.0451, grad_norm: 0.1315 2020-11-25 23:07:47,869 - mmaction - INFO - Epoch [9][1380/1441] lr: 2.000e-01, eta: 4:29:10, time: 0.957, data_time: 0.000, memory: 10785, loss_action_cls: 0.0442, recall@thr=0.5: 0.6761, prec@thr=0.5: 0.7649, recall@top3: 0.7786, prec@top3: 0.6518, recall@top5: 0.9251, prec@top5: 0.4745, loss: 0.0442, grad_norm: 0.1349 2020-11-25 23:08:07,017 - mmaction - INFO - Epoch [9][1400/1441] lr: 2.000e-01, eta: 4:28:48, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0443, recall@thr=0.5: 0.6517, prec@thr=0.5: 0.7357, recall@top3: 0.7857, prec@top3: 0.6341, recall@top5: 0.9223, prec@top5: 0.4585, loss: 0.0443, grad_norm: 0.1342 2020-11-25 23:08:26,126 - mmaction - INFO - Epoch [9][1420/1441] lr: 2.000e-01, eta: 4:28:26, time: 0.955, data_time: 0.001, memory: 10785, loss_action_cls: 0.0452, recall@thr=0.5: 0.6507, prec@thr=0.5: 0.7465, recall@top3: 0.7824, prec@top3: 0.6391, recall@top5: 0.9178, prec@top5: 0.4604, loss: 0.0452, grad_norm: 0.1318 2020-11-25 23:08:45,287 - mmaction - INFO - Epoch [9][1440/1441] lr: 2.000e-01, eta: 4:28:04, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0450, recall@thr=0.5: 0.6589, prec@thr=0.5: 0.7429, recall@top3: 0.7834, prec@top3: 0.6444, recall@top5: 0.9212, prec@top5: 0.4649, loss: 0.0450, grad_norm: 0.1325 2020-11-25 23:08:47,940 - mmaction - INFO - Saving checkpoint at 9 epochs 2020-11-25 23:40:14,717 - mmaction - INFO - Evaluating proposal ... 2020-11-25 23:41:23,140 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-25 23:41:23,141 - mmaction - INFO - Evaluating bbox ... 2020-11-25 23:49:01,345 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2011 2020-11-25 23:49:02,461 - mmaction - INFO - Epoch(val) [9][1441] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2011 2020-11-25 23:50:05,013 - mmaction - INFO - Epoch [10][20/1441] lr: 2.000e-01, eta: 4:28:47, time: 3.127, data_time: 2.187, memory: 10785, loss_action_cls: 0.0445, recall@thr=0.5: 0.6680, prec@thr=0.5: 0.7567, recall@top3: 0.7874, prec@top3: 0.6423, recall@top5: 0.9292, prec@top5: 0.4642, loss: 0.0445, grad_norm: 0.1287 2020-11-25 23:50:24,037 - mmaction - INFO - Epoch [10][40/1441] lr: 2.000e-01, eta: 4:28:25, time: 0.951, data_time: 0.000, memory: 10785, loss_action_cls: 0.0455, recall@thr=0.5: 0.6598, prec@thr=0.5: 0.7460, recall@top3: 0.7780, prec@top3: 0.6413, recall@top5: 0.9139, prec@top5: 0.4638, loss: 0.0455, grad_norm: 0.1364 2020-11-25 23:51:01,426 - mmaction - INFO - Epoch [10][60/1441] lr: 2.000e-01, eta: 4:28:31, time: 1.870, data_time: 0.001, memory: 10785, loss_action_cls: 0.0450, recall@thr=0.5: 0.6639, prec@thr=0.5: 0.7415, recall@top3: 0.7820, prec@top3: 0.6345, recall@top5: 0.9187, prec@top5: 0.4573, loss: 0.0450, grad_norm: 0.1373 2020-11-25 23:51:20,527 - mmaction - INFO - Epoch [10][80/1441] lr: 2.000e-01, eta: 4:28:09, time: 0.955, data_time: 0.000, memory: 10785, loss_action_cls: 0.0449, recall@thr=0.5: 0.6629, prec@thr=0.5: 0.7494, recall@top3: 0.7847, prec@top3: 0.6366, recall@top5: 0.9152, prec@top5: 0.4571, loss: 0.0449, grad_norm: 0.1379 2020-11-25 23:51:39,515 - mmaction - INFO - Epoch [10][100/1441] lr: 2.000e-01, eta: 4:27:46, time: 0.949, data_time: 0.001, memory: 10785, loss_action_cls: 0.0438, recall@thr=0.5: 0.6712, prec@thr=0.5: 0.7587, recall@top3: 0.7839, prec@top3: 0.6527, recall@top5: 0.9227, prec@top5: 0.4714, loss: 0.0438, grad_norm: 0.1384 2020-11-25 23:51:58,613 - mmaction - INFO - Epoch [10][120/1441] lr: 2.000e-01, eta: 4:27:24, time: 0.955, data_time: 0.001, memory: 10785, loss_action_cls: 0.0434, recall@thr=0.5: 0.6702, prec@thr=0.5: 0.7394, recall@top3: 0.7810, prec@top3: 0.6346, recall@top5: 0.9240, prec@top5: 0.4614, loss: 0.0434, grad_norm: 0.1474 2020-11-25 23:52:17,674 - mmaction - INFO - Epoch [10][140/1441] lr: 2.000e-01, eta: 4:27:01, time: 0.953, data_time: 0.000, memory: 10785, loss_action_cls: 0.0466, recall@thr=0.5: 0.6519, prec@thr=0.5: 0.7354, recall@top3: 0.7657, prec@top3: 0.6330, recall@top5: 0.9122, prec@top5: 0.4632, loss: 0.0466, grad_norm: 0.1440 2020-11-25 23:52:36,687 - mmaction - INFO - Epoch [10][160/1441] lr: 2.000e-01, eta: 4:26:39, time: 0.951, data_time: 0.000, memory: 10785, loss_action_cls: 0.0445, recall@thr=0.5: 0.6671, prec@thr=0.5: 0.7479, recall@top3: 0.7910, prec@top3: 0.6455, recall@top5: 0.9204, prec@top5: 0.4610, loss: 0.0445, grad_norm: 0.1295 2020-11-25 23:52:55,824 - mmaction - INFO - Epoch [10][180/1441] lr: 2.000e-01, eta: 4:26:16, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0436, recall@thr=0.5: 0.6769, prec@thr=0.5: 0.7625, recall@top3: 0.7919, prec@top3: 0.6532, recall@top5: 0.9223, prec@top5: 0.4668, loss: 0.0436, grad_norm: 0.1254 2020-11-25 23:53:14,919 - mmaction - INFO - Epoch [10][200/1441] lr: 2.000e-01, eta: 4:25:54, time: 0.954, data_time: 0.000, memory: 10785, loss_action_cls: 0.0431, recall@thr=0.5: 0.6590, prec@thr=0.5: 0.7521, recall@top3: 0.7854, prec@top3: 0.6321, recall@top5: 0.9252, prec@top5: 0.4575, loss: 0.0431, grad_norm: 0.1373 2020-11-25 23:53:33,980 - mmaction - INFO - Epoch [10][220/1441] lr: 2.000e-01, eta: 4:25:32, time: 0.953, data_time: 0.001, memory: 10785, loss_action_cls: 0.0449, recall@thr=0.5: 0.6647, prec@thr=0.5: 0.7529, recall@top3: 0.7809, prec@top3: 0.6456, recall@top5: 0.9160, prec@top5: 0.4660, loss: 0.0449, grad_norm: 0.1379 2020-11-25 23:53:53,034 - mmaction - INFO - Epoch [10][240/1441] lr: 2.000e-01, eta: 4:25:09, time: 0.953, data_time: 0.001, memory: 10785, loss_action_cls: 0.0440, recall@thr=0.5: 0.6688, prec@thr=0.5: 0.7485, recall@top3: 0.7850, prec@top3: 0.6539, recall@top5: 0.9223, prec@top5: 0.4712, loss: 0.0440, grad_norm: 0.1390 2020-11-25 23:54:12,214 - mmaction - INFO - Epoch [10][260/1441] lr: 2.000e-01, eta: 4:24:47, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0473, recall@thr=0.5: 0.6541, prec@thr=0.5: 0.7440, recall@top3: 0.7698, prec@top3: 0.6338, recall@top5: 0.9138, prec@top5: 0.4630, loss: 0.0473, grad_norm: 0.1402 2020-11-25 23:54:31,286 - mmaction - INFO - Epoch [10][280/1441] lr: 2.000e-01, eta: 4:24:25, time: 0.953, data_time: 0.000, memory: 10785, loss_action_cls: 0.0457, recall@thr=0.5: 0.6551, prec@thr=0.5: 0.7396, recall@top3: 0.7772, prec@top3: 0.6353, recall@top5: 0.9184, prec@top5: 0.4613, loss: 0.0457, grad_norm: 0.1388 2020-11-25 23:54:50,628 - mmaction - INFO - Epoch [10][300/1441] lr: 2.000e-01, eta: 4:24:03, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0459, recall@thr=0.5: 0.6651, prec@thr=0.5: 0.7486, recall@top3: 0.7833, prec@top3: 0.6448, recall@top5: 0.9178, prec@top5: 0.4638, loss: 0.0459, grad_norm: 0.1460 2020-11-25 23:55:09,799 - mmaction - INFO - Epoch [10][320/1441] lr: 2.000e-01, eta: 4:23:40, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0450, recall@thr=0.5: 0.6675, prec@thr=0.5: 0.7427, recall@top3: 0.7811, prec@top3: 0.6391, recall@top5: 0.9172, prec@top5: 0.4613, loss: 0.0450, grad_norm: 0.1376 2020-11-25 23:55:28,986 - mmaction - INFO - Epoch [10][340/1441] lr: 2.000e-01, eta: 4:23:18, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0456, recall@thr=0.5: 0.6627, prec@thr=0.5: 0.7459, recall@top3: 0.7767, prec@top3: 0.6471, recall@top5: 0.9186, prec@top5: 0.4688, loss: 0.0456, grad_norm: 0.1376 2020-11-25 23:55:48,196 - mmaction - INFO - Epoch [10][360/1441] lr: 2.000e-01, eta: 4:22:56, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0455, recall@thr=0.5: 0.6544, prec@thr=0.5: 0.7423, recall@top3: 0.7712, prec@top3: 0.6389, recall@top5: 0.9112, prec@top5: 0.4638, loss: 0.0455, grad_norm: 0.1416 2020-11-25 23:56:07,495 - mmaction - INFO - Epoch [10][380/1441] lr: 2.000e-01, eta: 4:22:34, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0463, recall@thr=0.5: 0.6599, prec@thr=0.5: 0.7484, recall@top3: 0.7782, prec@top3: 0.6439, recall@top5: 0.9163, prec@top5: 0.4662, loss: 0.0463, grad_norm: 0.1398 2020-11-25 23:56:26,712 - mmaction - INFO - Epoch [10][400/1441] lr: 2.000e-01, eta: 4:22:12, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0448, recall@thr=0.5: 0.6621, prec@thr=0.5: 0.7484, recall@top3: 0.7882, prec@top3: 0.6416, recall@top5: 0.9230, prec@top5: 0.4614, loss: 0.0448, grad_norm: 0.1435 2020-11-25 23:56:45,900 - mmaction - INFO - Epoch [10][420/1441] lr: 2.000e-01, eta: 4:21:50, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0456, recall@thr=0.5: 0.6597, prec@thr=0.5: 0.7464, recall@top3: 0.7853, prec@top3: 0.6468, recall@top5: 0.9205, prec@top5: 0.4658, loss: 0.0456, grad_norm: 0.1342 2020-11-25 23:57:05,164 - mmaction - INFO - Epoch [10][440/1441] lr: 2.000e-01, eta: 4:21:28, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0450, recall@thr=0.5: 0.6623, prec@thr=0.5: 0.7576, recall@top3: 0.7840, prec@top3: 0.6387, recall@top5: 0.9128, prec@top5: 0.4573, loss: 0.0450, grad_norm: 0.1377 2020-11-25 23:57:24,427 - mmaction - INFO - Epoch [10][460/1441] lr: 2.000e-01, eta: 4:21:06, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0445, recall@thr=0.5: 0.6634, prec@thr=0.5: 0.7471, recall@top3: 0.7851, prec@top3: 0.6510, recall@top5: 0.9187, prec@top5: 0.4662, loss: 0.0445, grad_norm: 0.1351 2020-11-25 23:57:43,719 - mmaction - INFO - Epoch [10][480/1441] lr: 2.000e-01, eta: 4:20:44, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0450, recall@thr=0.5: 0.6687, prec@thr=0.5: 0.7352, recall@top3: 0.7818, prec@top3: 0.6425, recall@top5: 0.9152, prec@top5: 0.4604, loss: 0.0450, grad_norm: 0.1329 2020-11-25 23:58:02,892 - mmaction - INFO - Epoch [10][500/1441] lr: 2.000e-01, eta: 4:20:22, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0452, recall@thr=0.5: 0.6713, prec@thr=0.5: 0.7532, recall@top3: 0.7900, prec@top3: 0.6403, recall@top5: 0.9220, prec@top5: 0.4602, loss: 0.0452, grad_norm: 0.1412 2020-11-25 23:58:21,929 - mmaction - INFO - Epoch [10][520/1441] lr: 2.000e-01, eta: 4:20:00, time: 0.952, data_time: 0.001, memory: 10785, loss_action_cls: 0.0445, recall@thr=0.5: 0.6744, prec@thr=0.5: 0.7459, recall@top3: 0.7838, prec@top3: 0.6412, recall@top5: 0.9204, prec@top5: 0.4609, loss: 0.0445, grad_norm: 0.1333 2020-11-25 23:58:41,099 - mmaction - INFO - Epoch [10][540/1441] lr: 2.000e-01, eta: 4:19:38, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0449, recall@thr=0.5: 0.6632, prec@thr=0.5: 0.7419, recall@top3: 0.7880, prec@top3: 0.6379, recall@top5: 0.9239, prec@top5: 0.4607, loss: 0.0449, grad_norm: 0.1359 2020-11-25 23:59:00,045 - mmaction - INFO - Epoch [10][560/1441] lr: 2.000e-01, eta: 4:19:16, time: 0.947, data_time: 0.001, memory: 10785, loss_action_cls: 0.0445, recall@thr=0.5: 0.6660, prec@thr=0.5: 0.7449, recall@top3: 0.7865, prec@top3: 0.6314, recall@top5: 0.9228, prec@top5: 0.4557, loss: 0.0445, grad_norm: 0.1465 2020-11-25 23:59:19,353 - mmaction - INFO - Epoch [10][580/1441] lr: 2.000e-01, eta: 4:18:54, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0442, recall@thr=0.5: 0.6641, prec@thr=0.5: 0.7513, recall@top3: 0.7803, prec@top3: 0.6401, recall@top5: 0.9210, prec@top5: 0.4630, loss: 0.0442, grad_norm: 0.1383 2020-11-25 23:59:38,490 - mmaction - INFO - Epoch [10][600/1441] lr: 2.000e-01, eta: 4:18:32, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0447, recall@thr=0.5: 0.6575, prec@thr=0.5: 0.7487, recall@top3: 0.7802, prec@top3: 0.6366, recall@top5: 0.9183, prec@top5: 0.4574, loss: 0.0447, grad_norm: 0.1395 2020-11-25 23:59:57,675 - mmaction - INFO - Epoch [10][620/1441] lr: 2.000e-01, eta: 4:18:10, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0437, recall@thr=0.5: 0.6747, prec@thr=0.5: 0.7630, recall@top3: 0.7876, prec@top3: 0.6496, recall@top5: 0.9214, prec@top5: 0.4661, loss: 0.0437, grad_norm: 0.1418 2020-11-26 00:00:16,982 - mmaction - INFO - Epoch [10][640/1441] lr: 2.000e-01, eta: 4:17:48, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0441, recall@thr=0.5: 0.6641, prec@thr=0.5: 0.7433, recall@top3: 0.7888, prec@top3: 0.6400, recall@top5: 0.9205, prec@top5: 0.4588, loss: 0.0441, grad_norm: 0.1379 2020-11-26 00:00:36,119 - mmaction - INFO - Epoch [10][660/1441] lr: 2.000e-01, eta: 4:17:26, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0449, recall@thr=0.5: 0.6669, prec@thr=0.5: 0.7559, recall@top3: 0.7866, prec@top3: 0.6345, recall@top5: 0.9201, prec@top5: 0.4571, loss: 0.0449, grad_norm: 0.1343 2020-11-26 00:00:55,233 - mmaction - INFO - Epoch [10][680/1441] lr: 2.000e-01, eta: 4:17:04, time: 0.955, data_time: 0.000, memory: 10785, loss_action_cls: 0.0448, recall@thr=0.5: 0.6712, prec@thr=0.5: 0.7518, recall@top3: 0.7874, prec@top3: 0.6459, recall@top5: 0.9218, prec@top5: 0.4645, loss: 0.0448, grad_norm: 0.1355 2020-11-26 00:01:14,464 - mmaction - INFO - Epoch [10][700/1441] lr: 2.000e-01, eta: 4:16:42, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0451, recall@thr=0.5: 0.6566, prec@thr=0.5: 0.7471, recall@top3: 0.7789, prec@top3: 0.6355, recall@top5: 0.9182, prec@top5: 0.4596, loss: 0.0451, grad_norm: 0.1367 2020-11-26 00:01:33,706 - mmaction - INFO - Epoch [10][720/1441] lr: 2.000e-01, eta: 4:16:20, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0433, recall@thr=0.5: 0.6698, prec@thr=0.5: 0.7447, recall@top3: 0.7828, prec@top3: 0.6407, recall@top5: 0.9228, prec@top5: 0.4618, loss: 0.0433, grad_norm: 0.1403 2020-11-26 00:01:53,113 - mmaction - INFO - Epoch [10][740/1441] lr: 2.000e-01, eta: 4:15:58, time: 0.970, data_time: 0.000, memory: 10785, loss_action_cls: 0.0440, recall@thr=0.5: 0.6658, prec@thr=0.5: 0.7510, recall@top3: 0.7920, prec@top3: 0.6486, recall@top5: 0.9242, prec@top5: 0.4659, loss: 0.0440, grad_norm: 0.1400 2020-11-26 00:02:12,276 - mmaction - INFO - Epoch [10][760/1441] lr: 2.000e-01, eta: 4:15:36, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0439, recall@thr=0.5: 0.6628, prec@thr=0.5: 0.7437, recall@top3: 0.7866, prec@top3: 0.6406, recall@top5: 0.9262, prec@top5: 0.4628, loss: 0.0439, grad_norm: 0.1402 2020-11-26 00:02:31,485 - mmaction - INFO - Epoch [10][780/1441] lr: 2.000e-01, eta: 4:15:15, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0445, recall@thr=0.5: 0.6704, prec@thr=0.5: 0.7410, recall@top3: 0.7847, prec@top3: 0.6421, recall@top5: 0.9148, prec@top5: 0.4616, loss: 0.0445, grad_norm: 0.1348 2020-11-26 00:02:50,516 - mmaction - INFO - Epoch [10][800/1441] lr: 2.000e-01, eta: 4:14:52, time: 0.952, data_time: 0.000, memory: 10785, loss_action_cls: 0.0431, recall@thr=0.5: 0.6631, prec@thr=0.5: 0.7478, recall@top3: 0.7895, prec@top3: 0.6308, recall@top5: 0.9217, prec@top5: 0.4516, loss: 0.0431, grad_norm: 0.1420 2020-11-26 00:03:09,652 - mmaction - INFO - Epoch [10][820/1441] lr: 2.000e-01, eta: 4:14:30, time: 0.956, data_time: 0.000, memory: 10785, loss_action_cls: 0.0445, recall@thr=0.5: 0.6538, prec@thr=0.5: 0.7419, recall@top3: 0.7787, prec@top3: 0.6399, recall@top5: 0.9158, prec@top5: 0.4616, loss: 0.0445, grad_norm: 0.1365 2020-11-26 00:03:28,864 - mmaction - INFO - Epoch [10][840/1441] lr: 2.000e-01, eta: 4:14:09, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0444, recall@thr=0.5: 0.6664, prec@thr=0.5: 0.7452, recall@top3: 0.7849, prec@top3: 0.6399, recall@top5: 0.9153, prec@top5: 0.4596, loss: 0.0444, grad_norm: 0.1429 2020-11-26 00:03:47,964 - mmaction - INFO - Epoch [10][860/1441] lr: 2.000e-01, eta: 4:13:47, time: 0.955, data_time: 0.000, memory: 10785, loss_action_cls: 0.0439, recall@thr=0.5: 0.6717, prec@thr=0.5: 0.7542, recall@top3: 0.7884, prec@top3: 0.6369, recall@top5: 0.9181, prec@top5: 0.4570, loss: 0.0439, grad_norm: 0.1355 2020-11-26 00:04:07,175 - mmaction - INFO - Epoch [10][880/1441] lr: 2.000e-01, eta: 4:13:25, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0445, recall@thr=0.5: 0.6632, prec@thr=0.5: 0.7510, recall@top3: 0.7764, prec@top3: 0.6426, recall@top5: 0.9175, prec@top5: 0.4674, loss: 0.0445, grad_norm: 0.1387 2020-11-26 00:04:26,279 - mmaction - INFO - Epoch [10][900/1441] lr: 2.000e-01, eta: 4:13:03, time: 0.955, data_time: 0.001, memory: 10785, loss_action_cls: 0.0448, recall@thr=0.5: 0.6665, prec@thr=0.5: 0.7479, recall@top3: 0.7873, prec@top3: 0.6393, recall@top5: 0.9227, prec@top5: 0.4590, loss: 0.0448, grad_norm: 0.1429 2020-11-26 00:04:45,332 - mmaction - INFO - Epoch [10][920/1441] lr: 2.000e-01, eta: 4:12:41, time: 0.953, data_time: 0.000, memory: 10785, loss_action_cls: 0.0447, recall@thr=0.5: 0.6677, prec@thr=0.5: 0.7320, recall@top3: 0.7840, prec@top3: 0.6433, recall@top5: 0.9262, prec@top5: 0.4651, loss: 0.0447, grad_norm: 0.1371 2020-11-26 00:05:04,636 - mmaction - INFO - Epoch [10][940/1441] lr: 2.000e-01, eta: 4:12:19, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0442, recall@thr=0.5: 0.6742, prec@thr=0.5: 0.7497, recall@top3: 0.7745, prec@top3: 0.6454, recall@top5: 0.9203, prec@top5: 0.4698, loss: 0.0442, grad_norm: 0.1400 2020-11-26 00:05:23,742 - mmaction - INFO - Epoch [10][960/1441] lr: 2.000e-01, eta: 4:11:57, time: 0.955, data_time: 0.000, memory: 10785, loss_action_cls: 0.0441, recall@thr=0.5: 0.6737, prec@thr=0.5: 0.7573, recall@top3: 0.7781, prec@top3: 0.6527, recall@top5: 0.9255, prec@top5: 0.4754, loss: 0.0441, grad_norm: 0.1460 2020-11-26 00:05:43,037 - mmaction - INFO - Epoch [10][980/1441] lr: 2.000e-01, eta: 4:11:36, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0438, recall@thr=0.5: 0.6563, prec@thr=0.5: 0.7413, recall@top3: 0.7822, prec@top3: 0.6348, recall@top5: 0.9160, prec@top5: 0.4554, loss: 0.0438, grad_norm: 0.1418 2020-11-26 00:06:02,287 - mmaction - INFO - Epoch [10][1000/1441] lr: 2.000e-01, eta: 4:11:14, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0453, recall@thr=0.5: 0.6698, prec@thr=0.5: 0.7441, recall@top3: 0.7780, prec@top3: 0.6438, recall@top5: 0.9192, prec@top5: 0.4675, loss: 0.0453, grad_norm: 0.1365 2020-11-26 00:06:21,328 - mmaction - INFO - Epoch [10][1020/1441] lr: 2.000e-01, eta: 4:10:52, time: 0.952, data_time: 0.000, memory: 10785, loss_action_cls: 0.0449, recall@thr=0.5: 0.6502, prec@thr=0.5: 0.7359, recall@top3: 0.7747, prec@top3: 0.6367, recall@top5: 0.9208, prec@top5: 0.4650, loss: 0.0449, grad_norm: 0.1374 2020-11-26 00:06:40,562 - mmaction - INFO - Epoch [10][1040/1441] lr: 2.000e-01, eta: 4:10:30, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0461, recall@thr=0.5: 0.6632, prec@thr=0.5: 0.7470, recall@top3: 0.7731, prec@top3: 0.6432, recall@top5: 0.9135, prec@top5: 0.4668, loss: 0.0461, grad_norm: 0.1393 2020-11-26 00:06:59,769 - mmaction - INFO - Epoch [10][1060/1441] lr: 2.000e-01, eta: 4:10:08, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0447, recall@thr=0.5: 0.6752, prec@thr=0.5: 0.7505, recall@top3: 0.7847, prec@top3: 0.6461, recall@top5: 0.9216, prec@top5: 0.4641, loss: 0.0447, grad_norm: 0.1351 2020-11-26 00:07:18,778 - mmaction - INFO - Epoch [10][1080/1441] lr: 2.000e-01, eta: 4:09:46, time: 0.950, data_time: 0.000, memory: 10785, loss_action_cls: 0.0447, recall@thr=0.5: 0.6565, prec@thr=0.5: 0.7402, recall@top3: 0.7726, prec@top3: 0.6368, recall@top5: 0.9125, prec@top5: 0.4616, loss: 0.0447, grad_norm: 0.1461 2020-11-26 00:07:37,929 - mmaction - INFO - Epoch [10][1100/1441] lr: 2.000e-01, eta: 4:09:25, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0455, recall@thr=0.5: 0.6508, prec@thr=0.5: 0.7443, recall@top3: 0.7808, prec@top3: 0.6339, recall@top5: 0.9230, prec@top5: 0.4588, loss: 0.0455, grad_norm: 0.1415 2020-11-26 00:07:57,144 - mmaction - INFO - Epoch [10][1120/1441] lr: 2.000e-01, eta: 4:09:03, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0415, recall@thr=0.5: 0.6758, prec@thr=0.5: 0.7648, recall@top3: 0.8008, prec@top3: 0.6507, recall@top5: 0.9313, prec@top5: 0.4651, loss: 0.0415, grad_norm: 0.1385 2020-11-26 00:08:16,452 - mmaction - INFO - Epoch [10][1140/1441] lr: 2.000e-01, eta: 4:08:41, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0444, recall@thr=0.5: 0.6673, prec@thr=0.5: 0.7396, recall@top3: 0.7822, prec@top3: 0.6386, recall@top5: 0.9212, prec@top5: 0.4613, loss: 0.0444, grad_norm: 0.1466 2020-11-26 00:08:35,556 - mmaction - INFO - Epoch [10][1160/1441] lr: 2.000e-01, eta: 4:08:20, time: 0.955, data_time: 0.000, memory: 10785, loss_action_cls: 0.0445, recall@thr=0.5: 0.6641, prec@thr=0.5: 0.7545, recall@top3: 0.7838, prec@top3: 0.6440, recall@top5: 0.9188, prec@top5: 0.4624, loss: 0.0445, grad_norm: 0.1300 2020-11-26 00:08:54,673 - mmaction - INFO - Epoch [10][1180/1441] lr: 2.000e-01, eta: 4:07:58, time: 0.956, data_time: 0.001, memory: 10785, loss_action_cls: 0.0448, recall@thr=0.5: 0.6485, prec@thr=0.5: 0.7401, recall@top3: 0.7734, prec@top3: 0.6395, recall@top5: 0.9152, prec@top5: 0.4624, loss: 0.0448, grad_norm: 0.1445 2020-11-26 00:09:13,938 - mmaction - INFO - Epoch [10][1200/1441] lr: 2.000e-01, eta: 4:07:36, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0462, recall@thr=0.5: 0.6456, prec@thr=0.5: 0.7280, recall@top3: 0.7622, prec@top3: 0.6224, recall@top5: 0.9074, prec@top5: 0.4539, loss: 0.0462, grad_norm: 0.1408 2020-11-26 00:09:33,141 - mmaction - INFO - Epoch [10][1220/1441] lr: 2.000e-01, eta: 4:07:14, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0465, recall@thr=0.5: 0.6490, prec@thr=0.5: 0.7394, recall@top3: 0.7745, prec@top3: 0.6324, recall@top5: 0.9126, prec@top5: 0.4583, loss: 0.0465, grad_norm: 0.1337 2020-11-26 00:09:52,412 - mmaction - INFO - Epoch [10][1240/1441] lr: 2.000e-01, eta: 4:06:53, time: 0.964, data_time: 0.000, memory: 10785, loss_action_cls: 0.0438, recall@thr=0.5: 0.6649, prec@thr=0.5: 0.7559, recall@top3: 0.7915, prec@top3: 0.6427, recall@top5: 0.9218, prec@top5: 0.4582, loss: 0.0438, grad_norm: 0.1401 2020-11-26 00:10:11,447 - mmaction - INFO - Epoch [10][1260/1441] lr: 2.000e-01, eta: 4:06:31, time: 0.952, data_time: 0.000, memory: 10785, loss_action_cls: 0.0449, recall@thr=0.5: 0.6557, prec@thr=0.5: 0.7438, recall@top3: 0.7822, prec@top3: 0.6378, recall@top5: 0.9207, prec@top5: 0.4596, loss: 0.0449, grad_norm: 0.1314 2020-11-26 00:10:30,584 - mmaction - INFO - Epoch [10][1280/1441] lr: 2.000e-01, eta: 4:06:09, time: 0.956, data_time: 0.000, memory: 10785, loss_action_cls: 0.0427, recall@thr=0.5: 0.6712, prec@thr=0.5: 0.7519, recall@top3: 0.7885, prec@top3: 0.6508, recall@top5: 0.9233, prec@top5: 0.4689, loss: 0.0427, grad_norm: 0.1371 2020-11-26 00:10:49,753 - mmaction - INFO - Epoch [10][1300/1441] lr: 2.000e-01, eta: 4:05:48, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0452, recall@thr=0.5: 0.6687, prec@thr=0.5: 0.7506, recall@top3: 0.7786, prec@top3: 0.6378, recall@top5: 0.9143, prec@top5: 0.4599, loss: 0.0452, grad_norm: 0.1470 2020-11-26 00:11:08,962 - mmaction - INFO - Epoch [10][1320/1441] lr: 2.000e-01, eta: 4:05:26, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0448, recall@thr=0.5: 0.6621, prec@thr=0.5: 0.7411, recall@top3: 0.7778, prec@top3: 0.6375, recall@top5: 0.9170, prec@top5: 0.4595, loss: 0.0448, grad_norm: 0.1385 2020-11-26 00:11:28,177 - mmaction - INFO - Epoch [10][1340/1441] lr: 2.000e-01, eta: 4:05:04, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0451, recall@thr=0.5: 0.6536, prec@thr=0.5: 0.7475, recall@top3: 0.7762, prec@top3: 0.6400, recall@top5: 0.9155, prec@top5: 0.4622, loss: 0.0451, grad_norm: 0.1318 2020-11-26 00:11:47,340 - mmaction - INFO - Epoch [10][1360/1441] lr: 2.000e-01, eta: 4:04:43, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0443, recall@thr=0.5: 0.6647, prec@thr=0.5: 0.7543, recall@top3: 0.7880, prec@top3: 0.6378, recall@top5: 0.9242, prec@top5: 0.4599, loss: 0.0443, grad_norm: 0.1349 2020-11-26 00:12:06,602 - mmaction - INFO - Epoch [10][1380/1441] lr: 2.000e-01, eta: 4:04:21, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0459, recall@thr=0.5: 0.6566, prec@thr=0.5: 0.7474, recall@top3: 0.7668, prec@top3: 0.6383, recall@top5: 0.9126, prec@top5: 0.4655, loss: 0.0459, grad_norm: 0.1480 2020-11-26 00:12:25,728 - mmaction - INFO - Epoch [10][1400/1441] lr: 2.000e-01, eta: 4:03:59, time: 0.956, data_time: 0.000, memory: 10785, loss_action_cls: 0.0438, recall@thr=0.5: 0.6561, prec@thr=0.5: 0.7303, recall@top3: 0.7789, prec@top3: 0.6353, recall@top5: 0.9203, prec@top5: 0.4596, loss: 0.0438, grad_norm: 0.1373 2020-11-26 00:12:44,790 - mmaction - INFO - Epoch [10][1420/1441] lr: 2.000e-01, eta: 4:03:38, time: 0.953, data_time: 0.000, memory: 10785, loss_action_cls: 0.0455, recall@thr=0.5: 0.6474, prec@thr=0.5: 0.7417, recall@top3: 0.7744, prec@top3: 0.6272, recall@top5: 0.9137, prec@top5: 0.4541, loss: 0.0455, grad_norm: 0.1417 2020-11-26 00:13:03,871 - mmaction - INFO - Epoch [10][1440/1441] lr: 2.000e-01, eta: 4:03:16, time: 0.954, data_time: 0.001, memory: 10785, loss_action_cls: 0.0453, recall@thr=0.5: 0.6599, prec@thr=0.5: 0.7374, recall@top3: 0.7827, prec@top3: 0.6384, recall@top5: 0.9234, prec@top5: 0.4617, loss: 0.0453, grad_norm: 0.1403 2020-11-26 00:13:06,979 - mmaction - INFO - Saving checkpoint at 10 epochs 2020-11-26 01:07:25,882 - mmaction - INFO - Evaluating proposal ... 2020-11-26 01:08:30,829 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-26 01:08:30,830 - mmaction - INFO - Evaluating bbox ... 2020-11-26 01:16:09,322 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.1965 2020-11-26 01:16:10,384 - mmaction - INFO - Epoch(val) [10][1441] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.1965 2020-11-26 01:17:13,105 - mmaction - INFO - Epoch [11][20/1441] lr: 2.000e-02, eta: 4:03:46, time: 3.134, data_time: 2.179, memory: 10785, loss_action_cls: 0.0446, recall@thr=0.5: 0.6570, prec@thr=0.5: 0.7580, recall@top3: 0.7809, prec@top3: 0.6463, recall@top5: 0.9171, prec@top5: 0.4656, loss: 0.0446, grad_norm: 0.1326 2020-11-26 01:17:32,140 - mmaction - INFO - Epoch [11][40/1441] lr: 2.000e-02, eta: 4:03:24, time: 0.953, data_time: 0.002, memory: 10785, loss_action_cls: 0.0448, recall@thr=0.5: 0.6620, prec@thr=0.5: 0.7494, recall@top3: 0.7920, prec@top3: 0.6350, recall@top5: 0.9190, prec@top5: 0.4519, loss: 0.0448, grad_norm: 0.1302 2020-11-26 01:17:51,219 - mmaction - INFO - Epoch [11][60/1441] lr: 2.000e-02, eta: 4:03:03, time: 0.954, data_time: 0.001, memory: 10785, loss_action_cls: 0.0414, recall@thr=0.5: 0.6812, prec@thr=0.5: 0.7698, recall@top3: 0.8037, prec@top3: 0.6485, recall@top5: 0.9281, prec@top5: 0.4597, loss: 0.0414, grad_norm: 0.1217 2020-11-26 01:18:10,246 - mmaction - INFO - Epoch [11][80/1441] lr: 2.000e-02, eta: 4:02:41, time: 0.951, data_time: 0.000, memory: 10785, loss_action_cls: 0.0429, recall@thr=0.5: 0.6715, prec@thr=0.5: 0.7578, recall@top3: 0.7801, prec@top3: 0.6416, recall@top5: 0.9160, prec@top5: 0.4614, loss: 0.0429, grad_norm: 0.1249 2020-11-26 01:18:29,288 - mmaction - INFO - Epoch [11][100/1441] lr: 2.000e-02, eta: 4:02:19, time: 0.952, data_time: 0.000, memory: 10785, loss_action_cls: 0.0424, recall@thr=0.5: 0.6895, prec@thr=0.5: 0.7698, recall@top3: 0.7962, prec@top3: 0.6552, recall@top5: 0.9216, prec@top5: 0.4653, loss: 0.0424, grad_norm: 0.1289 2020-11-26 01:18:48,379 - mmaction - INFO - Epoch [11][120/1441] lr: 2.000e-02, eta: 4:01:57, time: 0.955, data_time: 0.000, memory: 10785, loss_action_cls: 0.0423, recall@thr=0.5: 0.6789, prec@thr=0.5: 0.7689, recall@top3: 0.7993, prec@top3: 0.6489, recall@top5: 0.9297, prec@top5: 0.4619, loss: 0.0423, grad_norm: 0.1362 2020-11-26 01:19:07,686 - mmaction - INFO - Epoch [11][140/1441] lr: 2.000e-02, eta: 4:01:35, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0416, recall@thr=0.5: 0.6875, prec@thr=0.5: 0.7725, recall@top3: 0.8031, prec@top3: 0.6546, recall@top5: 0.9232, prec@top5: 0.4629, loss: 0.0416, grad_norm: 0.1328 2020-11-26 01:19:26,935 - mmaction - INFO - Epoch [11][160/1441] lr: 2.000e-02, eta: 4:01:14, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0427, recall@thr=0.5: 0.6901, prec@thr=0.5: 0.7704, recall@top3: 0.8012, prec@top3: 0.6587, recall@top5: 0.9282, prec@top5: 0.4696, loss: 0.0427, grad_norm: 0.1374 2020-11-26 01:19:46,241 - mmaction - INFO - Epoch [11][180/1441] lr: 2.000e-02, eta: 4:00:52, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0401, recall@thr=0.5: 0.6938, prec@thr=0.5: 0.7737, recall@top3: 0.8137, prec@top3: 0.6541, recall@top5: 0.9364, prec@top5: 0.4633, loss: 0.0401, grad_norm: 0.1358 2020-11-26 01:20:05,469 - mmaction - INFO - Epoch [11][200/1441] lr: 2.000e-02, eta: 4:00:31, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0419, recall@thr=0.5: 0.6798, prec@thr=0.5: 0.7642, recall@top3: 0.7958, prec@top3: 0.6503, recall@top5: 0.9232, prec@top5: 0.4621, loss: 0.0419, grad_norm: 0.1425 2020-11-26 01:20:24,682 - mmaction - INFO - Epoch [11][220/1441] lr: 2.000e-02, eta: 4:00:09, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0419, recall@thr=0.5: 0.6849, prec@thr=0.5: 0.7745, recall@top3: 0.8017, prec@top3: 0.6488, recall@top5: 0.9300, prec@top5: 0.4612, loss: 0.0419, grad_norm: 0.1297 2020-11-26 01:20:43,846 - mmaction - INFO - Epoch [11][240/1441] lr: 2.000e-02, eta: 3:59:47, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0422, recall@thr=0.5: 0.6884, prec@thr=0.5: 0.7709, recall@top3: 0.8010, prec@top3: 0.6599, recall@top5: 0.9271, prec@top5: 0.4688, loss: 0.0422, grad_norm: 0.1307 2020-11-26 01:21:02,941 - mmaction - INFO - Epoch [11][260/1441] lr: 2.000e-02, eta: 3:59:25, time: 0.954, data_time: 0.000, memory: 10785, loss_action_cls: 0.0406, recall@thr=0.5: 0.6934, prec@thr=0.5: 0.7813, recall@top3: 0.8005, prec@top3: 0.6513, recall@top5: 0.9237, prec@top5: 0.4625, loss: 0.0406, grad_norm: 0.1354 2020-11-26 01:21:22,292 - mmaction - INFO - Epoch [11][280/1441] lr: 2.000e-02, eta: 3:59:04, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0428, recall@thr=0.5: 0.6816, prec@thr=0.5: 0.7655, recall@top3: 0.7924, prec@top3: 0.6468, recall@top5: 0.9233, prec@top5: 0.4635, loss: 0.0428, grad_norm: 0.1342 2020-11-26 01:21:41,553 - mmaction - INFO - Epoch [11][300/1441] lr: 2.000e-02, eta: 3:58:42, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0405, recall@thr=0.5: 0.7006, prec@thr=0.5: 0.7826, recall@top3: 0.8048, prec@top3: 0.6581, recall@top5: 0.9284, prec@top5: 0.4656, loss: 0.0405, grad_norm: 0.1356 2020-11-26 01:22:00,712 - mmaction - INFO - Epoch [11][320/1441] lr: 2.000e-02, eta: 3:58:21, time: 0.957, data_time: 0.000, memory: 10785, loss_action_cls: 0.0402, recall@thr=0.5: 0.6991, prec@thr=0.5: 0.7859, recall@top3: 0.8181, prec@top3: 0.6677, recall@top5: 0.9396, prec@top5: 0.4724, loss: 0.0402, grad_norm: 0.1356 2020-11-26 01:22:20,417 - mmaction - INFO - Epoch [11][340/1441] lr: 2.000e-02, eta: 3:58:00, time: 0.986, data_time: 0.001, memory: 10785, loss_action_cls: 0.0401, recall@thr=0.5: 0.7103, prec@thr=0.5: 0.7846, recall@top3: 0.8091, prec@top3: 0.6629, recall@top5: 0.9348, prec@top5: 0.4707, loss: 0.0401, grad_norm: 0.1312 2020-11-26 01:22:39,720 - mmaction - INFO - Epoch [11][360/1441] lr: 2.000e-02, eta: 3:57:38, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0411, recall@thr=0.5: 0.6985, prec@thr=0.5: 0.7768, recall@top3: 0.8061, prec@top3: 0.6604, recall@top5: 0.9275, prec@top5: 0.4664, loss: 0.0411, grad_norm: 0.1331 2020-11-26 01:22:58,854 - mmaction - INFO - Epoch [11][380/1441] lr: 2.000e-02, eta: 3:57:17, time: 0.956, data_time: 0.000, memory: 10785, loss_action_cls: 0.0399, recall@thr=0.5: 0.7094, prec@thr=0.5: 0.7854, recall@top3: 0.8140, prec@top3: 0.6645, recall@top5: 0.9339, prec@top5: 0.4672, loss: 0.0399, grad_norm: 0.1352 2020-11-26 01:23:18,024 - mmaction - INFO - Epoch [11][400/1441] lr: 2.000e-02, eta: 3:56:55, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0419, recall@thr=0.5: 0.6863, prec@thr=0.5: 0.7788, recall@top3: 0.8030, prec@top3: 0.6523, recall@top5: 0.9255, prec@top5: 0.4624, loss: 0.0419, grad_norm: 0.1349 2020-11-26 01:23:37,240 - mmaction - INFO - Epoch [11][420/1441] lr: 2.000e-02, eta: 3:56:33, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0426, recall@thr=0.5: 0.6846, prec@thr=0.5: 0.7508, recall@top3: 0.7953, prec@top3: 0.6621, recall@top5: 0.9220, prec@top5: 0.4719, loss: 0.0426, grad_norm: 0.1392 2020-11-26 01:23:56,330 - mmaction - INFO - Epoch [11][440/1441] lr: 2.000e-02, eta: 3:56:12, time: 0.955, data_time: 0.001, memory: 10785, loss_action_cls: 0.0420, recall@thr=0.5: 0.6862, prec@thr=0.5: 0.7719, recall@top3: 0.8050, prec@top3: 0.6517, recall@top5: 0.9327, prec@top5: 0.4617, loss: 0.0420, grad_norm: 0.1390 2020-11-26 01:24:15,393 - mmaction - INFO - Epoch [11][460/1441] lr: 2.000e-02, eta: 3:55:50, time: 0.953, data_time: 0.000, memory: 10785, loss_action_cls: 0.0428, recall@thr=0.5: 0.6873, prec@thr=0.5: 0.7623, recall@top3: 0.7985, prec@top3: 0.6415, recall@top5: 0.9262, prec@top5: 0.4563, loss: 0.0428, grad_norm: 0.1358 2020-11-26 01:24:34,523 - mmaction - INFO - Epoch [11][480/1441] lr: 2.000e-02, eta: 3:55:28, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0411, recall@thr=0.5: 0.6971, prec@thr=0.5: 0.7787, recall@top3: 0.8051, prec@top3: 0.6465, recall@top5: 0.9292, prec@top5: 0.4596, loss: 0.0411, grad_norm: 0.1333 2020-11-26 01:24:53,782 - mmaction - INFO - Epoch [11][500/1441] lr: 2.000e-02, eta: 3:55:07, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0401, recall@thr=0.5: 0.6903, prec@thr=0.5: 0.7680, recall@top3: 0.8093, prec@top3: 0.6525, recall@top5: 0.9350, prec@top5: 0.4632, loss: 0.0401, grad_norm: 0.1387 2020-11-26 01:25:12,955 - mmaction - INFO - Epoch [11][520/1441] lr: 2.000e-02, eta: 3:54:45, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0415, recall@thr=0.5: 0.6932, prec@thr=0.5: 0.7726, recall@top3: 0.7994, prec@top3: 0.6557, recall@top5: 0.9346, prec@top5: 0.4715, loss: 0.0415, grad_norm: 0.1342 2020-11-26 01:25:32,219 - mmaction - INFO - Epoch [11][540/1441] lr: 2.000e-02, eta: 3:54:24, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0403, recall@thr=0.5: 0.7134, prec@thr=0.5: 0.7789, recall@top3: 0.8095, prec@top3: 0.6640, recall@top5: 0.9340, prec@top5: 0.4721, loss: 0.0403, grad_norm: 0.1359 2020-11-26 01:25:51,285 - mmaction - INFO - Epoch [11][560/1441] lr: 2.000e-02, eta: 3:54:02, time: 0.954, data_time: 0.001, memory: 10785, loss_action_cls: 0.0406, recall@thr=0.5: 0.6992, prec@thr=0.5: 0.7884, recall@top3: 0.8034, prec@top3: 0.6595, recall@top5: 0.9323, prec@top5: 0.4686, loss: 0.0406, grad_norm: 0.1381 2020-11-26 01:26:10,406 - mmaction - INFO - Epoch [11][580/1441] lr: 2.000e-02, eta: 3:53:41, time: 0.956, data_time: 0.000, memory: 10785, loss_action_cls: 0.0409, recall@thr=0.5: 0.7048, prec@thr=0.5: 0.7731, recall@top3: 0.8076, prec@top3: 0.6577, recall@top5: 0.9285, prec@top5: 0.4655, loss: 0.0409, grad_norm: 0.1361 2020-11-26 01:26:29,577 - mmaction - INFO - Epoch [11][600/1441] lr: 2.000e-02, eta: 3:53:19, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0406, recall@thr=0.5: 0.7099, prec@thr=0.5: 0.7821, recall@top3: 0.8088, prec@top3: 0.6602, recall@top5: 0.9315, prec@top5: 0.4674, loss: 0.0406, grad_norm: 0.1313 2020-11-26 01:26:48,743 - mmaction - INFO - Epoch [11][620/1441] lr: 2.000e-02, eta: 3:52:58, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0402, recall@thr=0.5: 0.6980, prec@thr=0.5: 0.7799, recall@top3: 0.8127, prec@top3: 0.6582, recall@top5: 0.9314, prec@top5: 0.4649, loss: 0.0402, grad_norm: 0.1382 2020-11-26 01:27:07,892 - mmaction - INFO - Epoch [11][640/1441] lr: 2.000e-02, eta: 3:52:36, time: 0.957, data_time: 0.000, memory: 10785, loss_action_cls: 0.0411, recall@thr=0.5: 0.6993, prec@thr=0.5: 0.7731, recall@top3: 0.8087, prec@top3: 0.6562, recall@top5: 0.9282, prec@top5: 0.4645, loss: 0.0411, grad_norm: 0.1413 2020-11-26 01:27:27,010 - mmaction - INFO - Epoch [11][660/1441] lr: 2.000e-02, eta: 3:52:14, time: 0.956, data_time: 0.001, memory: 10785, loss_action_cls: 0.0420, recall@thr=0.5: 0.6967, prec@thr=0.5: 0.7745, recall@top3: 0.8061, prec@top3: 0.6512, recall@top5: 0.9271, prec@top5: 0.4627, loss: 0.0420, grad_norm: 0.1357 2020-11-26 01:27:46,241 - mmaction - INFO - Epoch [11][680/1441] lr: 2.000e-02, eta: 3:51:53, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0411, recall@thr=0.5: 0.6934, prec@thr=0.5: 0.7789, recall@top3: 0.8144, prec@top3: 0.6610, recall@top5: 0.9293, prec@top5: 0.4629, loss: 0.0411, grad_norm: 0.1328 2020-11-26 01:28:05,359 - mmaction - INFO - Epoch [11][700/1441] lr: 2.000e-02, eta: 3:51:31, time: 0.956, data_time: 0.000, memory: 10785, loss_action_cls: 0.0418, recall@thr=0.5: 0.6836, prec@thr=0.5: 0.7565, recall@top3: 0.7957, prec@top3: 0.6400, recall@top5: 0.9219, prec@top5: 0.4546, loss: 0.0418, grad_norm: 0.1411 2020-11-26 01:28:24,408 - mmaction - INFO - Epoch [11][720/1441] lr: 2.000e-02, eta: 3:51:10, time: 0.952, data_time: 0.000, memory: 10785, loss_action_cls: 0.0419, recall@thr=0.5: 0.6922, prec@thr=0.5: 0.7779, recall@top3: 0.8031, prec@top3: 0.6519, recall@top5: 0.9278, prec@top5: 0.4652, loss: 0.0419, grad_norm: 0.1306 2020-11-26 01:28:43,625 - mmaction - INFO - Epoch [11][740/1441] lr: 2.000e-02, eta: 3:50:48, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0403, recall@thr=0.5: 0.7034, prec@thr=0.5: 0.7797, recall@top3: 0.8106, prec@top3: 0.6614, recall@top5: 0.9368, prec@top5: 0.4707, loss: 0.0403, grad_norm: 0.1359 2020-11-26 01:29:02,802 - mmaction - INFO - Epoch [11][760/1441] lr: 2.000e-02, eta: 3:50:27, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0410, recall@thr=0.5: 0.6870, prec@thr=0.5: 0.7688, recall@top3: 0.7972, prec@top3: 0.6544, recall@top5: 0.9280, prec@top5: 0.4676, loss: 0.0410, grad_norm: 0.1314 2020-11-26 01:29:21,859 - mmaction - INFO - Epoch [11][780/1441] lr: 2.000e-02, eta: 3:50:05, time: 0.953, data_time: 0.000, memory: 10785, loss_action_cls: 0.0412, recall@thr=0.5: 0.6974, prec@thr=0.5: 0.7819, recall@top3: 0.7964, prec@top3: 0.6658, recall@top5: 0.9297, prec@top5: 0.4765, loss: 0.0412, grad_norm: 0.1344 2020-11-26 01:29:40,942 - mmaction - INFO - Epoch [11][800/1441] lr: 2.000e-02, eta: 3:49:44, time: 0.954, data_time: 0.001, memory: 10785, loss_action_cls: 0.0402, recall@thr=0.5: 0.7053, prec@thr=0.5: 0.7813, recall@top3: 0.8071, prec@top3: 0.6627, recall@top5: 0.9390, prec@top5: 0.4725, loss: 0.0402, grad_norm: 0.1390 2020-11-26 01:30:00,114 - mmaction - INFO - Epoch [11][820/1441] lr: 2.000e-02, eta: 3:49:22, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0419, recall@thr=0.5: 0.6983, prec@thr=0.5: 0.7748, recall@top3: 0.8000, prec@top3: 0.6666, recall@top5: 0.9296, prec@top5: 0.4756, loss: 0.0419, grad_norm: 0.1418 2020-11-26 01:30:19,166 - mmaction - INFO - Epoch [11][840/1441] lr: 2.000e-02, eta: 3:49:01, time: 0.953, data_time: 0.001, memory: 10785, loss_action_cls: 0.0410, recall@thr=0.5: 0.6927, prec@thr=0.5: 0.7776, recall@top3: 0.8098, prec@top3: 0.6556, recall@top5: 0.9209, prec@top5: 0.4587, loss: 0.0410, grad_norm: 0.1379 2020-11-26 01:30:38,264 - mmaction - INFO - Epoch [11][860/1441] lr: 2.000e-02, eta: 3:48:39, time: 0.955, data_time: 0.001, memory: 10785, loss_action_cls: 0.0405, recall@thr=0.5: 0.7028, prec@thr=0.5: 0.7880, recall@top3: 0.8130, prec@top3: 0.6588, recall@top5: 0.9329, prec@top5: 0.4658, loss: 0.0405, grad_norm: 0.1364 2020-11-26 01:30:57,434 - mmaction - INFO - Epoch [11][880/1441] lr: 2.000e-02, eta: 3:48:18, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0404, recall@thr=0.5: 0.7030, prec@thr=0.5: 0.7772, recall@top3: 0.8027, prec@top3: 0.6619, recall@top5: 0.9310, prec@top5: 0.4718, loss: 0.0404, grad_norm: 0.1399 2020-11-26 01:31:16,581 - mmaction - INFO - Epoch [11][900/1441] lr: 2.000e-02, eta: 3:47:56, time: 0.957, data_time: 0.000, memory: 10785, loss_action_cls: 0.0415, recall@thr=0.5: 0.6936, prec@thr=0.5: 0.7751, recall@top3: 0.7957, prec@top3: 0.6510, recall@top5: 0.9225, prec@top5: 0.4651, loss: 0.0415, grad_norm: 0.1400 2020-11-26 01:31:35,736 - mmaction - INFO - Epoch [11][920/1441] lr: 2.000e-02, eta: 3:47:35, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0402, recall@thr=0.5: 0.7006, prec@thr=0.5: 0.7750, recall@top3: 0.8057, prec@top3: 0.6592, recall@top5: 0.9362, prec@top5: 0.4697, loss: 0.0402, grad_norm: 0.1357 2020-11-26 01:31:54,875 - mmaction - INFO - Epoch [11][940/1441] lr: 2.000e-02, eta: 3:47:14, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0417, recall@thr=0.5: 0.7036, prec@thr=0.5: 0.7702, recall@top3: 0.8030, prec@top3: 0.6690, recall@top5: 0.9291, prec@top5: 0.4740, loss: 0.0417, grad_norm: 0.1399 2020-11-26 01:32:14,127 - mmaction - INFO - Epoch [11][960/1441] lr: 2.000e-02, eta: 3:46:52, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0407, recall@thr=0.5: 0.6921, prec@thr=0.5: 0.7730, recall@top3: 0.8000, prec@top3: 0.6563, recall@top5: 0.9255, prec@top5: 0.4671, loss: 0.0407, grad_norm: 0.1365 2020-11-26 01:32:33,258 - mmaction - INFO - Epoch [11][980/1441] lr: 2.000e-02, eta: 3:46:31, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0422, recall@thr=0.5: 0.6982, prec@thr=0.5: 0.7763, recall@top3: 0.7942, prec@top3: 0.6567, recall@top5: 0.9250, prec@top5: 0.4705, loss: 0.0422, grad_norm: 0.1395 2020-11-26 01:32:52,271 - mmaction - INFO - Epoch [11][1000/1441] lr: 2.000e-02, eta: 3:46:09, time: 0.951, data_time: 0.001, memory: 10785, loss_action_cls: 0.0407, recall@thr=0.5: 0.6961, prec@thr=0.5: 0.7752, recall@top3: 0.8101, prec@top3: 0.6633, recall@top5: 0.9332, prec@top5: 0.4695, loss: 0.0407, grad_norm: 0.1340 2020-11-26 01:33:11,373 - mmaction - INFO - Epoch [11][1020/1441] lr: 2.000e-02, eta: 3:45:48, time: 0.954, data_time: 0.000, memory: 10785, loss_action_cls: 0.0406, recall@thr=0.5: 0.6910, prec@thr=0.5: 0.7741, recall@top3: 0.8005, prec@top3: 0.6564, recall@top5: 0.9214, prec@top5: 0.4635, loss: 0.0406, grad_norm: 0.1355 2020-11-26 01:33:30,480 - mmaction - INFO - Epoch [11][1040/1441] lr: 2.000e-02, eta: 3:45:26, time: 0.956, data_time: 0.001, memory: 10785, loss_action_cls: 0.0423, recall@thr=0.5: 0.6814, prec@thr=0.5: 0.7597, recall@top3: 0.7990, prec@top3: 0.6536, recall@top5: 0.9265, prec@top5: 0.4638, loss: 0.0423, grad_norm: 0.1467 2020-11-26 01:33:49,627 - mmaction - INFO - Epoch [11][1060/1441] lr: 2.000e-02, eta: 3:45:05, time: 0.957, data_time: 0.000, memory: 10785, loss_action_cls: 0.0413, recall@thr=0.5: 0.6871, prec@thr=0.5: 0.7737, recall@top3: 0.8038, prec@top3: 0.6599, recall@top5: 0.9261, prec@top5: 0.4663, loss: 0.0413, grad_norm: 0.1367 2020-11-26 01:34:08,787 - mmaction - INFO - Epoch [11][1080/1441] lr: 2.000e-02, eta: 3:44:44, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0401, recall@thr=0.5: 0.7044, prec@thr=0.5: 0.7820, recall@top3: 0.8086, prec@top3: 0.6547, recall@top5: 0.9281, prec@top5: 0.4620, loss: 0.0401, grad_norm: 0.1430 2020-11-26 01:34:28,258 - mmaction - INFO - Epoch [11][1100/1441] lr: 2.000e-02, eta: 3:44:23, time: 0.973, data_time: 0.001, memory: 10785, loss_action_cls: 0.0410, recall@thr=0.5: 0.6989, prec@thr=0.5: 0.7786, recall@top3: 0.8137, prec@top3: 0.6582, recall@top5: 0.9271, prec@top5: 0.4620, loss: 0.0410, grad_norm: 0.1339 2020-11-26 01:34:47,453 - mmaction - INFO - Epoch [11][1120/1441] lr: 2.000e-02, eta: 3:44:01, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0426, recall@thr=0.5: 0.6985, prec@thr=0.5: 0.7634, recall@top3: 0.7987, prec@top3: 0.6516, recall@top5: 0.9267, prec@top5: 0.4644, loss: 0.0426, grad_norm: 0.1406 2020-11-26 01:35:06,658 - mmaction - INFO - Epoch [11][1140/1441] lr: 2.000e-02, eta: 3:43:40, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0393, recall@thr=0.5: 0.7010, prec@thr=0.5: 0.7810, recall@top3: 0.8084, prec@top3: 0.6585, recall@top5: 0.9286, prec@top5: 0.4652, loss: 0.0393, grad_norm: 0.1362 2020-11-26 01:35:26,351 - mmaction - INFO - Epoch [11][1160/1441] lr: 2.000e-02, eta: 3:43:19, time: 0.985, data_time: 0.000, memory: 10785, loss_action_cls: 0.0417, recall@thr=0.5: 0.6884, prec@thr=0.5: 0.7697, recall@top3: 0.8035, prec@top3: 0.6484, recall@top5: 0.9295, prec@top5: 0.4610, loss: 0.0417, grad_norm: 0.1368 2020-11-26 01:35:45,528 - mmaction - INFO - Epoch [11][1180/1441] lr: 2.000e-02, eta: 3:42:58, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0416, recall@thr=0.5: 0.7029, prec@thr=0.5: 0.7703, recall@top3: 0.8006, prec@top3: 0.6556, recall@top5: 0.9296, prec@top5: 0.4686, loss: 0.0416, grad_norm: 0.1367 2020-11-26 01:36:04,635 - mmaction - INFO - Epoch [11][1200/1441] lr: 2.000e-02, eta: 3:42:36, time: 0.956, data_time: 0.001, memory: 10785, loss_action_cls: 0.0413, recall@thr=0.5: 0.6976, prec@thr=0.5: 0.7756, recall@top3: 0.8042, prec@top3: 0.6673, recall@top5: 0.9246, prec@top5: 0.4694, loss: 0.0413, grad_norm: 0.1384 2020-11-26 01:36:23,817 - mmaction - INFO - Epoch [11][1220/1441] lr: 2.000e-02, eta: 3:42:15, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0411, recall@thr=0.5: 0.6961, prec@thr=0.5: 0.7816, recall@top3: 0.8054, prec@top3: 0.6668, recall@top5: 0.9291, prec@top5: 0.4737, loss: 0.0411, grad_norm: 0.1394 2020-11-26 01:36:43,005 - mmaction - INFO - Epoch [11][1240/1441] lr: 2.000e-02, eta: 3:41:54, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0416, recall@thr=0.5: 0.7047, prec@thr=0.5: 0.7800, recall@top3: 0.8081, prec@top3: 0.6675, recall@top5: 0.9342, prec@top5: 0.4746, loss: 0.0416, grad_norm: 0.1392 2020-11-26 01:37:02,130 - mmaction - INFO - Epoch [11][1260/1441] lr: 2.000e-02, eta: 3:41:33, time: 0.956, data_time: 0.000, memory: 10785, loss_action_cls: 0.0398, recall@thr=0.5: 0.7182, prec@thr=0.5: 0.7911, recall@top3: 0.8149, prec@top3: 0.6781, recall@top5: 0.9335, prec@top5: 0.4760, loss: 0.0398, grad_norm: 0.1371 2020-11-26 01:37:21,396 - mmaction - INFO - Epoch [11][1280/1441] lr: 2.000e-02, eta: 3:41:11, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0409, recall@thr=0.5: 0.7007, prec@thr=0.5: 0.7720, recall@top3: 0.8037, prec@top3: 0.6618, recall@top5: 0.9283, prec@top5: 0.4686, loss: 0.0409, grad_norm: 0.1405 2020-11-26 01:37:40,700 - mmaction - INFO - Epoch [11][1300/1441] lr: 2.000e-02, eta: 3:40:50, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0407, recall@thr=0.5: 0.7040, prec@thr=0.5: 0.7754, recall@top3: 0.8074, prec@top3: 0.6688, recall@top5: 0.9341, prec@top5: 0.4736, loss: 0.0407, grad_norm: 0.1450 2020-11-26 01:37:59,918 - mmaction - INFO - Epoch [11][1320/1441] lr: 2.000e-02, eta: 3:40:29, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0403, recall@thr=0.5: 0.7008, prec@thr=0.5: 0.7786, recall@top3: 0.8096, prec@top3: 0.6618, recall@top5: 0.9332, prec@top5: 0.4661, loss: 0.0403, grad_norm: 0.1386 2020-11-26 01:38:19,098 - mmaction - INFO - Epoch [11][1340/1441] lr: 2.000e-02, eta: 3:40:08, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0396, recall@thr=0.5: 0.7082, prec@thr=0.5: 0.7819, recall@top3: 0.8148, prec@top3: 0.6667, recall@top5: 0.9402, prec@top5: 0.4727, loss: 0.0396, grad_norm: 0.1440 2020-11-26 01:38:38,310 - mmaction - INFO - Epoch [11][1360/1441] lr: 2.000e-02, eta: 3:39:46, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0389, recall@thr=0.5: 0.7173, prec@thr=0.5: 0.7755, recall@top3: 0.8142, prec@top3: 0.6709, recall@top5: 0.9356, prec@top5: 0.4742, loss: 0.0389, grad_norm: 0.1400 2020-11-26 01:38:57,506 - mmaction - INFO - Epoch [11][1380/1441] lr: 2.000e-02, eta: 3:39:25, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0418, recall@thr=0.5: 0.6973, prec@thr=0.5: 0.7804, recall@top3: 0.7991, prec@top3: 0.6597, recall@top5: 0.9273, prec@top5: 0.4720, loss: 0.0418, grad_norm: 0.1425 2020-11-26 01:39:16,815 - mmaction - INFO - Epoch [11][1400/1441] lr: 2.000e-02, eta: 3:39:04, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0396, recall@thr=0.5: 0.7059, prec@thr=0.5: 0.7804, recall@top3: 0.8137, prec@top3: 0.6655, recall@top5: 0.9329, prec@top5: 0.4688, loss: 0.0396, grad_norm: 0.1385 2020-11-26 01:39:35,950 - mmaction - INFO - Epoch [11][1420/1441] lr: 2.000e-02, eta: 3:38:43, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0407, recall@thr=0.5: 0.6993, prec@thr=0.5: 0.7769, recall@top3: 0.8062, prec@top3: 0.6631, recall@top5: 0.9333, prec@top5: 0.4715, loss: 0.0407, grad_norm: 0.1402 2020-11-26 01:39:54,992 - mmaction - INFO - Epoch [11][1440/1441] lr: 2.000e-02, eta: 3:38:21, time: 0.952, data_time: 0.001, memory: 10785, loss_action_cls: 0.0413, recall@thr=0.5: 0.6978, prec@thr=0.5: 0.7678, recall@top3: 0.7992, prec@top3: 0.6583, recall@top5: 0.9264, prec@top5: 0.4708, loss: 0.0413, grad_norm: 0.1407 2020-11-26 01:39:57,683 - mmaction - INFO - Saving checkpoint at 11 epochs 2020-11-26 02:24:48,309 - mmaction - INFO - Evaluating proposal ... 2020-11-26 02:25:56,739 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-26 02:25:56,740 - mmaction - INFO - Evaluating bbox ... 2020-11-26 02:33:33,052 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2145 2020-11-26 02:33:34,125 - mmaction - INFO - Epoch(val) [11][1441] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2145 2020-11-26 02:34:37,070 - mmaction - INFO - Epoch [12][20/1441] lr: 2.000e-02, eta: 3:38:42, time: 3.146, data_time: 2.192, memory: 10785, loss_action_cls: 0.0415, recall@thr=0.5: 0.7050, prec@thr=0.5: 0.7764, recall@top3: 0.8109, prec@top3: 0.6659, recall@top5: 0.9340, prec@top5: 0.4708, loss: 0.0415, grad_norm: 0.1382 2020-11-26 02:34:56,154 - mmaction - INFO - Epoch [12][40/1441] lr: 2.000e-02, eta: 3:38:20, time: 0.955, data_time: 0.001, memory: 10785, loss_action_cls: 0.0407, recall@thr=0.5: 0.6958, prec@thr=0.5: 0.7696, recall@top3: 0.8015, prec@top3: 0.6641, recall@top5: 0.9332, prec@top5: 0.4742, loss: 0.0407, grad_norm: 0.1388 2020-11-26 02:35:15,200 - mmaction - INFO - Epoch [12][60/1441] lr: 2.000e-02, eta: 3:37:59, time: 0.952, data_time: 0.000, memory: 10785, loss_action_cls: 0.0415, recall@thr=0.5: 0.7071, prec@thr=0.5: 0.7796, recall@top3: 0.8050, prec@top3: 0.6604, recall@top5: 0.9295, prec@top5: 0.4693, loss: 0.0415, grad_norm: 0.1400 2020-11-26 02:35:34,374 - mmaction - INFO - Epoch [12][80/1441] lr: 2.000e-02, eta: 3:37:38, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0412, recall@thr=0.5: 0.6921, prec@thr=0.5: 0.7675, recall@top3: 0.8011, prec@top3: 0.6497, recall@top5: 0.9260, prec@top5: 0.4626, loss: 0.0412, grad_norm: 0.1411 2020-11-26 02:35:53,470 - mmaction - INFO - Epoch [12][100/1441] lr: 2.000e-02, eta: 3:37:16, time: 0.954, data_time: 0.000, memory: 10785, loss_action_cls: 0.0397, recall@thr=0.5: 0.7098, prec@thr=0.5: 0.7795, recall@top3: 0.8151, prec@top3: 0.6682, recall@top5: 0.9363, prec@top5: 0.4701, loss: 0.0397, grad_norm: 0.1397 2020-11-26 02:36:12,718 - mmaction - INFO - Epoch [12][120/1441] lr: 2.000e-02, eta: 3:36:55, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0392, recall@thr=0.5: 0.7235, prec@thr=0.5: 0.7890, recall@top3: 0.8102, prec@top3: 0.6785, recall@top5: 0.9306, prec@top5: 0.4788, loss: 0.0392, grad_norm: 0.1384 2020-11-26 02:36:31,822 - mmaction - INFO - Epoch [12][140/1441] lr: 2.000e-02, eta: 3:36:34, time: 0.955, data_time: 0.000, memory: 10785, loss_action_cls: 0.0383, recall@thr=0.5: 0.7102, prec@thr=0.5: 0.7863, recall@top3: 0.8186, prec@top3: 0.6625, recall@top5: 0.9339, prec@top5: 0.4651, loss: 0.0383, grad_norm: 0.1413 2020-11-26 02:36:50,947 - mmaction - INFO - Epoch [12][160/1441] lr: 2.000e-02, eta: 3:36:12, time: 0.956, data_time: 0.001, memory: 10785, loss_action_cls: 0.0400, recall@thr=0.5: 0.7022, prec@thr=0.5: 0.7893, recall@top3: 0.8023, prec@top3: 0.6566, recall@top5: 0.9320, prec@top5: 0.4670, loss: 0.0400, grad_norm: 0.1451 2020-11-26 02:37:10,002 - mmaction - INFO - Epoch [12][180/1441] lr: 2.000e-02, eta: 3:35:51, time: 0.953, data_time: 0.001, memory: 10785, loss_action_cls: 0.0392, recall@thr=0.5: 0.7190, prec@thr=0.5: 0.7930, recall@top3: 0.8180, prec@top3: 0.6633, recall@top5: 0.9363, prec@top5: 0.4664, loss: 0.0392, grad_norm: 0.1430 2020-11-26 02:37:29,171 - mmaction - INFO - Epoch [12][200/1441] lr: 2.000e-02, eta: 3:35:29, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0402, recall@thr=0.5: 0.7063, prec@thr=0.5: 0.7890, recall@top3: 0.8087, prec@top3: 0.6774, recall@top5: 0.9372, prec@top5: 0.4837, loss: 0.0402, grad_norm: 0.1395 2020-11-26 02:37:48,288 - mmaction - INFO - Epoch [12][220/1441] lr: 2.000e-02, eta: 3:35:08, time: 0.956, data_time: 0.001, memory: 10785, loss_action_cls: 0.0401, recall@thr=0.5: 0.7149, prec@thr=0.5: 0.7986, recall@top3: 0.8160, prec@top3: 0.6758, recall@top5: 0.9369, prec@top5: 0.4755, loss: 0.0401, grad_norm: 0.1401 2020-11-26 02:38:07,469 - mmaction - INFO - Epoch [12][240/1441] lr: 2.000e-02, eta: 3:34:47, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0403, recall@thr=0.5: 0.7094, prec@thr=0.5: 0.7742, recall@top3: 0.8121, prec@top3: 0.6626, recall@top5: 0.9359, prec@top5: 0.4693, loss: 0.0403, grad_norm: 0.1424 2020-11-26 02:38:26,546 - mmaction - INFO - Epoch [12][260/1441] lr: 2.000e-02, eta: 3:34:25, time: 0.954, data_time: 0.000, memory: 10785, loss_action_cls: 0.0409, recall@thr=0.5: 0.6866, prec@thr=0.5: 0.7772, recall@top3: 0.7959, prec@top3: 0.6520, recall@top5: 0.9272, prec@top5: 0.4656, loss: 0.0409, grad_norm: 0.1429 2020-11-26 02:38:45,777 - mmaction - INFO - Epoch [12][280/1441] lr: 2.000e-02, eta: 3:34:04, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0391, recall@thr=0.5: 0.7194, prec@thr=0.5: 0.7919, recall@top3: 0.8129, prec@top3: 0.6754, recall@top5: 0.9356, prec@top5: 0.4771, loss: 0.0391, grad_norm: 0.1410 2020-11-26 02:39:04,932 - mmaction - INFO - Epoch [12][300/1441] lr: 2.000e-02, eta: 3:33:43, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0405, recall@thr=0.5: 0.7033, prec@thr=0.5: 0.7713, recall@top3: 0.8032, prec@top3: 0.6493, recall@top5: 0.9294, prec@top5: 0.4623, loss: 0.0405, grad_norm: 0.1489 2020-11-26 02:39:24,005 - mmaction - INFO - Epoch [12][320/1441] lr: 2.000e-02, eta: 3:33:22, time: 0.954, data_time: 0.001, memory: 10785, loss_action_cls: 0.0405, recall@thr=0.5: 0.7077, prec@thr=0.5: 0.7830, recall@top3: 0.8045, prec@top3: 0.6630, recall@top5: 0.9321, prec@top5: 0.4730, loss: 0.0405, grad_norm: 0.1403 2020-11-26 02:39:43,111 - mmaction - INFO - Epoch [12][340/1441] lr: 2.000e-02, eta: 3:33:00, time: 0.955, data_time: 0.000, memory: 10785, loss_action_cls: 0.0404, recall@thr=0.5: 0.6973, prec@thr=0.5: 0.7794, recall@top3: 0.8073, prec@top3: 0.6530, recall@top5: 0.9374, prec@top5: 0.4667, loss: 0.0404, grad_norm: 0.1400 2020-11-26 02:40:02,243 - mmaction - INFO - Epoch [12][360/1441] lr: 2.000e-02, eta: 3:32:39, time: 0.957, data_time: 0.000, memory: 10785, loss_action_cls: 0.0411, recall@thr=0.5: 0.7000, prec@thr=0.5: 0.7702, recall@top3: 0.8038, prec@top3: 0.6624, recall@top5: 0.9329, prec@top5: 0.4720, loss: 0.0411, grad_norm: 0.1454 2020-11-26 02:40:21,493 - mmaction - INFO - Epoch [12][380/1441] lr: 2.000e-02, eta: 3:32:18, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0398, recall@thr=0.5: 0.7090, prec@thr=0.5: 0.7904, recall@top3: 0.8119, prec@top3: 0.6669, recall@top5: 0.9326, prec@top5: 0.4696, loss: 0.0398, grad_norm: 0.1349 2020-11-26 02:40:40,669 - mmaction - INFO - Epoch [12][400/1441] lr: 2.000e-02, eta: 3:31:57, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0395, recall@thr=0.5: 0.7174, prec@thr=0.5: 0.7863, recall@top3: 0.8087, prec@top3: 0.6652, recall@top5: 0.9346, prec@top5: 0.4719, loss: 0.0395, grad_norm: 0.1404 2020-11-26 02:40:59,914 - mmaction - INFO - Epoch [12][420/1441] lr: 2.000e-02, eta: 3:31:35, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0405, recall@thr=0.5: 0.7077, prec@thr=0.5: 0.7845, recall@top3: 0.8113, prec@top3: 0.6628, recall@top5: 0.9307, prec@top5: 0.4677, loss: 0.0405, grad_norm: 0.1414 2020-11-26 02:41:19,061 - mmaction - INFO - Epoch [12][440/1441] lr: 2.000e-02, eta: 3:31:14, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0404, recall@thr=0.5: 0.7098, prec@thr=0.5: 0.7796, recall@top3: 0.8126, prec@top3: 0.6700, recall@top5: 0.9393, prec@top5: 0.4766, loss: 0.0404, grad_norm: 0.1411 2020-11-26 02:41:38,273 - mmaction - INFO - Epoch [12][460/1441] lr: 2.000e-02, eta: 3:30:53, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0408, recall@thr=0.5: 0.7121, prec@thr=0.5: 0.7793, recall@top3: 0.8144, prec@top3: 0.6644, recall@top5: 0.9316, prec@top5: 0.4674, loss: 0.0408, grad_norm: 0.1454 2020-11-26 02:41:57,463 - mmaction - INFO - Epoch [12][480/1441] lr: 2.000e-02, eta: 3:30:32, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0396, recall@thr=0.5: 0.7048, prec@thr=0.5: 0.7820, recall@top3: 0.8142, prec@top3: 0.6569, recall@top5: 0.9336, prec@top5: 0.4641, loss: 0.0396, grad_norm: 0.1453 2020-11-26 02:42:16,649 - mmaction - INFO - Epoch [12][500/1441] lr: 2.000e-02, eta: 3:30:11, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0403, recall@thr=0.5: 0.6935, prec@thr=0.5: 0.7777, recall@top3: 0.8081, prec@top3: 0.6601, recall@top5: 0.9338, prec@top5: 0.4675, loss: 0.0403, grad_norm: 0.1430 2020-11-26 02:42:35,783 - mmaction - INFO - Epoch [12][520/1441] lr: 2.000e-02, eta: 3:29:49, time: 0.957, data_time: 0.000, memory: 10785, loss_action_cls: 0.0392, recall@thr=0.5: 0.7208, prec@thr=0.5: 0.7875, recall@top3: 0.8214, prec@top3: 0.6858, recall@top5: 0.9399, prec@top5: 0.4822, loss: 0.0392, grad_norm: 0.1486 2020-11-26 02:42:54,853 - mmaction - INFO - Epoch [12][540/1441] lr: 2.000e-02, eta: 3:29:28, time: 0.953, data_time: 0.000, memory: 10785, loss_action_cls: 0.0409, recall@thr=0.5: 0.6995, prec@thr=0.5: 0.7847, recall@top3: 0.8023, prec@top3: 0.6523, recall@top5: 0.9342, prec@top5: 0.4661, loss: 0.0409, grad_norm: 0.1510 2020-11-26 02:43:14,049 - mmaction - INFO - Epoch [12][560/1441] lr: 2.000e-02, eta: 3:29:07, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0397, recall@thr=0.5: 0.7087, prec@thr=0.5: 0.7833, recall@top3: 0.8117, prec@top3: 0.6603, recall@top5: 0.9289, prec@top5: 0.4646, loss: 0.0397, grad_norm: 0.1402 2020-11-26 02:43:33,192 - mmaction - INFO - Epoch [12][580/1441] lr: 2.000e-02, eta: 3:28:46, time: 0.957, data_time: 0.000, memory: 10785, loss_action_cls: 0.0393, recall@thr=0.5: 0.7101, prec@thr=0.5: 0.7808, recall@top3: 0.8106, prec@top3: 0.6670, recall@top5: 0.9359, prec@top5: 0.4737, loss: 0.0393, grad_norm: 0.1450 2020-11-26 02:43:52,457 - mmaction - INFO - Epoch [12][600/1441] lr: 2.000e-02, eta: 3:28:25, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0405, recall@thr=0.5: 0.6946, prec@thr=0.5: 0.7658, recall@top3: 0.8048, prec@top3: 0.6583, recall@top5: 0.9250, prec@top5: 0.4654, loss: 0.0405, grad_norm: 0.1474 2020-11-26 02:44:11,624 - mmaction - INFO - Epoch [12][620/1441] lr: 2.000e-02, eta: 3:28:03, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0393, recall@thr=0.5: 0.7102, prec@thr=0.5: 0.7845, recall@top3: 0.8154, prec@top3: 0.6643, recall@top5: 0.9279, prec@top5: 0.4652, loss: 0.0393, grad_norm: 0.1387 2020-11-26 02:44:30,940 - mmaction - INFO - Epoch [12][640/1441] lr: 2.000e-02, eta: 3:27:42, time: 0.966, data_time: 0.000, memory: 10785, loss_action_cls: 0.0405, recall@thr=0.5: 0.7037, prec@thr=0.5: 0.7794, recall@top3: 0.7998, prec@top3: 0.6608, recall@top5: 0.9292, prec@top5: 0.4689, loss: 0.0405, grad_norm: 0.1468 2020-11-26 02:44:50,151 - mmaction - INFO - Epoch [12][660/1441] lr: 2.000e-02, eta: 3:27:21, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0400, recall@thr=0.5: 0.6982, prec@thr=0.5: 0.7729, recall@top3: 0.8147, prec@top3: 0.6618, recall@top5: 0.9330, prec@top5: 0.4651, loss: 0.0400, grad_norm: 0.1406 2020-11-26 02:45:09,296 - mmaction - INFO - Epoch [12][680/1441] lr: 2.000e-02, eta: 3:27:00, time: 0.957, data_time: 0.000, memory: 10785, loss_action_cls: 0.0381, recall@thr=0.5: 0.7134, prec@thr=0.5: 0.7948, recall@top3: 0.8203, prec@top3: 0.6694, recall@top5: 0.9404, prec@top5: 0.4711, loss: 0.0381, grad_norm: 0.1407 2020-11-26 02:45:28,506 - mmaction - INFO - Epoch [12][700/1441] lr: 2.000e-02, eta: 3:26:39, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0402, recall@thr=0.5: 0.7077, prec@thr=0.5: 0.7886, recall@top3: 0.8111, prec@top3: 0.6571, recall@top5: 0.9342, prec@top5: 0.4647, loss: 0.0402, grad_norm: 0.1380 2020-11-26 02:45:47,774 - mmaction - INFO - Epoch [12][720/1441] lr: 2.000e-02, eta: 3:26:18, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0387, recall@thr=0.5: 0.7158, prec@thr=0.5: 0.7853, recall@top3: 0.8211, prec@top3: 0.6572, recall@top5: 0.9391, prec@top5: 0.4635, loss: 0.0387, grad_norm: 0.1400 2020-11-26 02:46:07,016 - mmaction - INFO - Epoch [12][740/1441] lr: 2.000e-02, eta: 3:25:57, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0398, recall@thr=0.5: 0.7059, prec@thr=0.5: 0.7722, recall@top3: 0.8162, prec@top3: 0.6630, recall@top5: 0.9311, prec@top5: 0.4639, loss: 0.0398, grad_norm: 0.1433 2020-11-26 02:46:26,274 - mmaction - INFO - Epoch [12][760/1441] lr: 2.000e-02, eta: 3:25:36, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0408, recall@thr=0.5: 0.6975, prec@thr=0.5: 0.7787, recall@top3: 0.8032, prec@top3: 0.6572, recall@top5: 0.9301, prec@top5: 0.4668, loss: 0.0408, grad_norm: 0.1513 2020-11-26 02:46:45,515 - mmaction - INFO - Epoch [12][780/1441] lr: 2.000e-02, eta: 3:25:15, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0400, recall@thr=0.5: 0.7064, prec@thr=0.5: 0.7917, recall@top3: 0.8162, prec@top3: 0.6634, recall@top5: 0.9336, prec@top5: 0.4673, loss: 0.0400, grad_norm: 0.1437 2020-11-26 02:47:04,745 - mmaction - INFO - Epoch [12][800/1441] lr: 2.000e-02, eta: 3:24:54, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0389, recall@thr=0.5: 0.7031, prec@thr=0.5: 0.7763, recall@top3: 0.8100, prec@top3: 0.6566, recall@top5: 0.9386, prec@top5: 0.4666, loss: 0.0389, grad_norm: 0.1436 2020-11-26 02:47:24,070 - mmaction - INFO - Epoch [12][820/1441] lr: 2.000e-02, eta: 3:24:33, time: 0.966, data_time: 0.000, memory: 10785, loss_action_cls: 0.0418, recall@thr=0.5: 0.6959, prec@thr=0.5: 0.7748, recall@top3: 0.8076, prec@top3: 0.6645, recall@top5: 0.9285, prec@top5: 0.4686, loss: 0.0418, grad_norm: 0.1492 2020-11-26 02:47:43,206 - mmaction - INFO - Epoch [12][840/1441] lr: 2.000e-02, eta: 3:24:11, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0401, recall@thr=0.5: 0.7228, prec@thr=0.5: 0.7802, recall@top3: 0.8133, prec@top3: 0.6642, recall@top5: 0.9315, prec@top5: 0.4678, loss: 0.0401, grad_norm: 0.1471 2020-11-26 02:48:02,328 - mmaction - INFO - Epoch [12][860/1441] lr: 2.000e-02, eta: 3:23:50, time: 0.956, data_time: 0.000, memory: 10785, loss_action_cls: 0.0389, recall@thr=0.5: 0.7122, prec@thr=0.5: 0.7937, recall@top3: 0.8178, prec@top3: 0.6702, recall@top5: 0.9383, prec@top5: 0.4713, loss: 0.0389, grad_norm: 0.1444 2020-11-26 02:48:21,568 - mmaction - INFO - Epoch [12][880/1441] lr: 2.000e-02, eta: 3:23:29, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0395, recall@thr=0.5: 0.7098, prec@thr=0.5: 0.7824, recall@top3: 0.8178, prec@top3: 0.6603, recall@top5: 0.9357, prec@top5: 0.4641, loss: 0.0395, grad_norm: 0.1402 2020-11-26 02:48:40,791 - mmaction - INFO - Epoch [12][900/1441] lr: 2.000e-02, eta: 3:23:08, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0404, recall@thr=0.5: 0.6997, prec@thr=0.5: 0.7766, recall@top3: 0.8085, prec@top3: 0.6623, recall@top5: 0.9366, prec@top5: 0.4723, loss: 0.0404, grad_norm: 0.1482 2020-11-26 02:48:59,952 - mmaction - INFO - Epoch [12][920/1441] lr: 2.000e-02, eta: 3:22:47, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0402, recall@thr=0.5: 0.7159, prec@thr=0.5: 0.7812, recall@top3: 0.8150, prec@top3: 0.6716, recall@top5: 0.9362, prec@top5: 0.4755, loss: 0.0402, grad_norm: 0.1424 2020-11-26 02:49:19,163 - mmaction - INFO - Epoch [12][940/1441] lr: 2.000e-02, eta: 3:22:26, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0412, recall@thr=0.5: 0.7054, prec@thr=0.5: 0.7786, recall@top3: 0.8056, prec@top3: 0.6490, recall@top5: 0.9322, prec@top5: 0.4605, loss: 0.0412, grad_norm: 0.1412 2020-11-26 02:49:38,328 - mmaction - INFO - Epoch [12][960/1441] lr: 2.000e-02, eta: 3:22:05, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0415, recall@thr=0.5: 0.6919, prec@thr=0.5: 0.7726, recall@top3: 0.7986, prec@top3: 0.6493, recall@top5: 0.9273, prec@top5: 0.4629, loss: 0.0415, grad_norm: 0.1469 2020-11-26 02:49:57,596 - mmaction - INFO - Epoch [12][980/1441] lr: 2.000e-02, eta: 3:21:44, time: 0.963, data_time: 0.002, memory: 10785, loss_action_cls: 0.0408, recall@thr=0.5: 0.7099, prec@thr=0.5: 0.7771, recall@top3: 0.7994, prec@top3: 0.6598, recall@top5: 0.9280, prec@top5: 0.4705, loss: 0.0408, grad_norm: 0.1418 2020-11-26 02:50:16,835 - mmaction - INFO - Epoch [12][1000/1441] lr: 2.000e-02, eta: 3:21:23, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0409, recall@thr=0.5: 0.6977, prec@thr=0.5: 0.7835, recall@top3: 0.8083, prec@top3: 0.6561, recall@top5: 0.9272, prec@top5: 0.4624, loss: 0.0409, grad_norm: 0.1434 2020-11-26 02:50:36,055 - mmaction - INFO - Epoch [12][1020/1441] lr: 2.000e-02, eta: 3:21:02, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0384, recall@thr=0.5: 0.7226, prec@thr=0.5: 0.7905, recall@top3: 0.8210, prec@top3: 0.6749, recall@top5: 0.9384, prec@top5: 0.4739, loss: 0.0384, grad_norm: 0.1415 2020-11-26 02:50:55,231 - mmaction - INFO - Epoch [12][1040/1441] lr: 2.000e-02, eta: 3:20:41, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0404, recall@thr=0.5: 0.7035, prec@thr=0.5: 0.7718, recall@top3: 0.8041, prec@top3: 0.6493, recall@top5: 0.9353, prec@top5: 0.4642, loss: 0.0404, grad_norm: 0.1481 2020-11-26 02:51:14,271 - mmaction - INFO - Epoch [12][1060/1441] lr: 2.000e-02, eta: 3:20:20, time: 0.952, data_time: 0.000, memory: 10785, loss_action_cls: 0.0401, recall@thr=0.5: 0.7084, prec@thr=0.5: 0.7800, recall@top3: 0.8058, prec@top3: 0.6542, recall@top5: 0.9315, prec@top5: 0.4644, loss: 0.0401, grad_norm: 0.1492 2020-11-26 02:51:33,403 - mmaction - INFO - Epoch [12][1080/1441] lr: 2.000e-02, eta: 3:19:59, time: 0.957, data_time: 0.000, memory: 10785, loss_action_cls: 0.0397, recall@thr=0.5: 0.7090, prec@thr=0.5: 0.7870, recall@top3: 0.8165, prec@top3: 0.6667, recall@top5: 0.9337, prec@top5: 0.4686, loss: 0.0397, grad_norm: 0.1445 2020-11-26 02:51:52,614 - mmaction - INFO - Epoch [12][1100/1441] lr: 2.000e-02, eta: 3:19:38, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0402, recall@thr=0.5: 0.7098, prec@thr=0.5: 0.7914, recall@top3: 0.8172, prec@top3: 0.6629, recall@top5: 0.9366, prec@top5: 0.4669, loss: 0.0402, grad_norm: 0.1466 2020-11-26 02:52:11,761 - mmaction - INFO - Epoch [12][1120/1441] lr: 2.000e-02, eta: 3:19:17, time: 0.957, data_time: 0.000, memory: 10785, loss_action_cls: 0.0399, recall@thr=0.5: 0.7099, prec@thr=0.5: 0.7864, recall@top3: 0.8127, prec@top3: 0.6734, recall@top5: 0.9322, prec@top5: 0.4730, loss: 0.0399, grad_norm: 0.1483 2020-11-26 02:52:30,985 - mmaction - INFO - Epoch [12][1140/1441] lr: 2.000e-02, eta: 3:18:56, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0402, recall@thr=0.5: 0.7093, prec@thr=0.5: 0.7783, recall@top3: 0.8101, prec@top3: 0.6613, recall@top5: 0.9320, prec@top5: 0.4669, loss: 0.0402, grad_norm: 0.1410 2020-11-26 02:52:50,220 - mmaction - INFO - Epoch [12][1160/1441] lr: 2.000e-02, eta: 3:18:35, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0389, recall@thr=0.5: 0.7070, prec@thr=0.5: 0.7816, recall@top3: 0.8064, prec@top3: 0.6609, recall@top5: 0.9314, prec@top5: 0.4678, loss: 0.0389, grad_norm: 0.1468 2020-11-26 02:53:09,480 - mmaction - INFO - Epoch [12][1180/1441] lr: 2.000e-02, eta: 3:18:14, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0410, recall@thr=0.5: 0.6986, prec@thr=0.5: 0.7830, recall@top3: 0.8113, prec@top3: 0.6634, recall@top5: 0.9334, prec@top5: 0.4686, loss: 0.0410, grad_norm: 0.1487 2020-11-26 02:53:28,538 - mmaction - INFO - Epoch [12][1200/1441] lr: 2.000e-02, eta: 3:17:53, time: 0.953, data_time: 0.000, memory: 10785, loss_action_cls: 0.0401, recall@thr=0.5: 0.7247, prec@thr=0.5: 0.7818, recall@top3: 0.8119, prec@top3: 0.6596, recall@top5: 0.9297, prec@top5: 0.4641, loss: 0.0401, grad_norm: 0.1477 2020-11-26 02:53:47,774 - mmaction - INFO - Epoch [12][1220/1441] lr: 2.000e-02, eta: 3:17:32, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0401, recall@thr=0.5: 0.6971, prec@thr=0.5: 0.7767, recall@top3: 0.8095, prec@top3: 0.6628, recall@top5: 0.9280, prec@top5: 0.4662, loss: 0.0401, grad_norm: 0.1430 2020-11-26 02:54:06,995 - mmaction - INFO - Epoch [12][1240/1441] lr: 2.000e-02, eta: 3:17:11, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0397, recall@thr=0.5: 0.7093, prec@thr=0.5: 0.7727, recall@top3: 0.8135, prec@top3: 0.6506, recall@top5: 0.9339, prec@top5: 0.4598, loss: 0.0397, grad_norm: 0.1463 2020-11-26 02:54:26,266 - mmaction - INFO - Epoch [12][1260/1441] lr: 2.000e-02, eta: 3:16:50, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0407, recall@thr=0.5: 0.7055, prec@thr=0.5: 0.7852, recall@top3: 0.8110, prec@top3: 0.6627, recall@top5: 0.9293, prec@top5: 0.4657, loss: 0.0407, grad_norm: 0.1443 2020-11-26 02:54:45,507 - mmaction - INFO - Epoch [12][1280/1441] lr: 2.000e-02, eta: 3:16:29, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0412, recall@thr=0.5: 0.6894, prec@thr=0.5: 0.7790, recall@top3: 0.8065, prec@top3: 0.6530, recall@top5: 0.9282, prec@top5: 0.4625, loss: 0.0412, grad_norm: 0.1468 2020-11-26 02:55:04,845 - mmaction - INFO - Epoch [12][1300/1441] lr: 2.000e-02, eta: 3:16:08, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0394, recall@thr=0.5: 0.7144, prec@thr=0.5: 0.7916, recall@top3: 0.8224, prec@top3: 0.6654, recall@top5: 0.9391, prec@top5: 0.4655, loss: 0.0394, grad_norm: 0.1387 2020-11-26 02:55:24,024 - mmaction - INFO - Epoch [12][1320/1441] lr: 2.000e-02, eta: 3:15:47, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0404, recall@thr=0.5: 0.7122, prec@thr=0.5: 0.7817, recall@top3: 0.8121, prec@top3: 0.6753, recall@top5: 0.9355, prec@top5: 0.4771, loss: 0.0404, grad_norm: 0.1420 2020-11-26 02:55:43,168 - mmaction - INFO - Epoch [12][1340/1441] lr: 2.000e-02, eta: 3:15:26, time: 0.957, data_time: 0.000, memory: 10785, loss_action_cls: 0.0409, recall@thr=0.5: 0.7025, prec@thr=0.5: 0.7748, recall@top3: 0.8133, prec@top3: 0.6649, recall@top5: 0.9313, prec@top5: 0.4701, loss: 0.0409, grad_norm: 0.1561 2020-11-26 02:56:02,255 - mmaction - INFO - Epoch [12][1360/1441] lr: 2.000e-02, eta: 3:15:05, time: 0.954, data_time: 0.001, memory: 10785, loss_action_cls: 0.0425, recall@thr=0.5: 0.6920, prec@thr=0.5: 0.7639, recall@top3: 0.7987, prec@top3: 0.6587, recall@top5: 0.9263, prec@top5: 0.4681, loss: 0.0425, grad_norm: 0.1495 2020-11-26 02:56:21,362 - mmaction - INFO - Epoch [12][1380/1441] lr: 2.000e-02, eta: 3:14:44, time: 0.955, data_time: 0.000, memory: 10785, loss_action_cls: 0.0391, recall@thr=0.5: 0.7159, prec@thr=0.5: 0.7871, recall@top3: 0.8191, prec@top3: 0.6662, recall@top5: 0.9357, prec@top5: 0.4677, loss: 0.0391, grad_norm: 0.1453 2020-11-26 02:56:40,497 - mmaction - INFO - Epoch [12][1400/1441] lr: 2.000e-02, eta: 3:14:23, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0403, recall@thr=0.5: 0.7006, prec@thr=0.5: 0.7677, recall@top3: 0.8061, prec@top3: 0.6488, recall@top5: 0.9241, prec@top5: 0.4577, loss: 0.0403, grad_norm: 0.1426 2020-11-26 02:56:59,682 - mmaction - INFO - Epoch [12][1420/1441] lr: 2.000e-02, eta: 3:14:02, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0392, recall@thr=0.5: 0.7184, prec@thr=0.5: 0.7846, recall@top3: 0.8160, prec@top3: 0.6714, recall@top5: 0.9348, prec@top5: 0.4721, loss: 0.0392, grad_norm: 0.1420 2020-11-26 02:57:18,754 - mmaction - INFO - Epoch [12][1440/1441] lr: 2.000e-02, eta: 3:13:41, time: 0.954, data_time: 0.001, memory: 10785, loss_action_cls: 0.0400, recall@thr=0.5: 0.7114, prec@thr=0.5: 0.7842, recall@top3: 0.8111, prec@top3: 0.6571, recall@top5: 0.9364, prec@top5: 0.4657, loss: 0.0400, grad_norm: 0.1469 2020-11-26 02:57:21,507 - mmaction - INFO - Saving checkpoint at 12 epochs 2020-11-26 03:37:06,455 - mmaction - INFO - Evaluating proposal ... 2020-11-26 03:38:13,356 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-26 03:38:13,357 - mmaction - INFO - Evaluating bbox ... 2020-11-26 03:45:46,342 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2156 2020-11-26 03:45:47,397 - mmaction - INFO - Epoch(val) [12][1441] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2156 2020-11-26 03:46:50,594 - mmaction - INFO - Epoch [13][20/1441] lr: 2.000e-02, eta: 3:13:53, time: 3.159, data_time: 2.203, memory: 10785, loss_action_cls: 0.0403, recall@thr=0.5: 0.7045, prec@thr=0.5: 0.7737, recall@top3: 0.8083, prec@top3: 0.6592, recall@top5: 0.9347, prec@top5: 0.4694, loss: 0.0403, grad_norm: 0.1477 2020-11-26 03:47:09,711 - mmaction - INFO - Epoch [13][40/1441] lr: 2.000e-02, eta: 3:13:32, time: 0.956, data_time: 0.002, memory: 10785, loss_action_cls: 0.0402, recall@thr=0.5: 0.7166, prec@thr=0.5: 0.7844, recall@top3: 0.8116, prec@top3: 0.6650, recall@top5: 0.9326, prec@top5: 0.4707, loss: 0.0402, grad_norm: 0.1472 2020-11-26 03:47:28,823 - mmaction - INFO - Epoch [13][60/1441] lr: 2.000e-02, eta: 3:13:11, time: 0.956, data_time: 0.000, memory: 10785, loss_action_cls: 0.0376, recall@thr=0.5: 0.7268, prec@thr=0.5: 0.7930, recall@top3: 0.8227, prec@top3: 0.6720, recall@top5: 0.9399, prec@top5: 0.4698, loss: 0.0376, grad_norm: 0.1418 2020-11-26 03:47:48,059 - mmaction - INFO - Epoch [13][80/1441] lr: 2.000e-02, eta: 3:12:50, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0395, recall@thr=0.5: 0.7160, prec@thr=0.5: 0.7899, recall@top3: 0.8098, prec@top3: 0.6733, recall@top5: 0.9341, prec@top5: 0.4775, loss: 0.0395, grad_norm: 0.1427 2020-11-26 03:48:07,202 - mmaction - INFO - Epoch [13][100/1441] lr: 2.000e-02, eta: 3:12:29, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0390, recall@thr=0.5: 0.7112, prec@thr=0.5: 0.7885, recall@top3: 0.8121, prec@top3: 0.6605, recall@top5: 0.9336, prec@top5: 0.4658, loss: 0.0390, grad_norm: 0.1478 2020-11-26 03:48:26,360 - mmaction - INFO - Epoch [13][120/1441] lr: 2.000e-02, eta: 3:12:08, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0390, recall@thr=0.5: 0.7184, prec@thr=0.5: 0.7917, recall@top3: 0.8163, prec@top3: 0.6676, recall@top5: 0.9359, prec@top5: 0.4715, loss: 0.0390, grad_norm: 0.1481 2020-11-26 03:48:45,478 - mmaction - INFO - Epoch [13][140/1441] lr: 2.000e-02, eta: 3:11:47, time: 0.956, data_time: 0.000, memory: 10785, loss_action_cls: 0.0392, recall@thr=0.5: 0.7206, prec@thr=0.5: 0.7843, recall@top3: 0.8219, prec@top3: 0.6631, recall@top5: 0.9397, prec@top5: 0.4678, loss: 0.0392, grad_norm: 0.1474 2020-11-26 03:49:04,897 - mmaction - INFO - Epoch [13][160/1441] lr: 2.000e-02, eta: 3:11:26, time: 0.971, data_time: 0.001, memory: 10785, loss_action_cls: 0.0395, recall@thr=0.5: 0.7118, prec@thr=0.5: 0.7889, recall@top3: 0.8228, prec@top3: 0.6742, recall@top5: 0.9389, prec@top5: 0.4720, loss: 0.0395, grad_norm: 0.1433 2020-11-26 03:49:24,032 - mmaction - INFO - Epoch [13][180/1441] lr: 2.000e-02, eta: 3:11:05, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0386, recall@thr=0.5: 0.7149, prec@thr=0.5: 0.7791, recall@top3: 0.8194, prec@top3: 0.6635, recall@top5: 0.9369, prec@top5: 0.4663, loss: 0.0386, grad_norm: 0.1511 2020-11-26 03:49:43,104 - mmaction - INFO - Epoch [13][200/1441] lr: 2.000e-02, eta: 3:10:44, time: 0.954, data_time: 0.000, memory: 10785, loss_action_cls: 0.0399, recall@thr=0.5: 0.7042, prec@thr=0.5: 0.7904, recall@top3: 0.8137, prec@top3: 0.6771, recall@top5: 0.9341, prec@top5: 0.4760, loss: 0.0399, grad_norm: 0.1430 2020-11-26 03:50:02,338 - mmaction - INFO - Epoch [13][220/1441] lr: 2.000e-02, eta: 3:10:23, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0416, recall@thr=0.5: 0.7079, prec@thr=0.5: 0.7791, recall@top3: 0.8004, prec@top3: 0.6602, recall@top5: 0.9223, prec@top5: 0.4664, loss: 0.0416, grad_norm: 0.1444 2020-11-26 03:50:21,556 - mmaction - INFO - Epoch [13][240/1441] lr: 2.000e-02, eta: 3:10:02, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0410, recall@thr=0.5: 0.7025, prec@thr=0.5: 0.7904, recall@top3: 0.8097, prec@top3: 0.6680, recall@top5: 0.9307, prec@top5: 0.4713, loss: 0.0410, grad_norm: 0.1470 2020-11-26 03:50:40,899 - mmaction - INFO - Epoch [13][260/1441] lr: 2.000e-02, eta: 3:09:41, time: 0.967, data_time: 0.000, memory: 10785, loss_action_cls: 0.0386, recall@thr=0.5: 0.7232, prec@thr=0.5: 0.7951, recall@top3: 0.8156, prec@top3: 0.6783, recall@top5: 0.9335, prec@top5: 0.4773, loss: 0.0386, grad_norm: 0.1442 2020-11-26 03:51:00,106 - mmaction - INFO - Epoch [13][280/1441] lr: 2.000e-02, eta: 3:09:20, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0397, recall@thr=0.5: 0.7095, prec@thr=0.5: 0.7817, recall@top3: 0.8090, prec@top3: 0.6699, recall@top5: 0.9347, prec@top5: 0.4747, loss: 0.0397, grad_norm: 0.1494 2020-11-26 03:51:19,155 - mmaction - INFO - Epoch [13][300/1441] lr: 2.000e-02, eta: 3:08:59, time: 0.953, data_time: 0.000, memory: 10785, loss_action_cls: 0.0402, recall@thr=0.5: 0.7097, prec@thr=0.5: 0.7854, recall@top3: 0.8127, prec@top3: 0.6620, recall@top5: 0.9342, prec@top5: 0.4682, loss: 0.0402, grad_norm: 0.1400 2020-11-26 03:51:38,352 - mmaction - INFO - Epoch [13][320/1441] lr: 2.000e-02, eta: 3:08:38, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0395, recall@thr=0.5: 0.7142, prec@thr=0.5: 0.7881, recall@top3: 0.8144, prec@top3: 0.6702, recall@top5: 0.9404, prec@top5: 0.4737, loss: 0.0395, grad_norm: 0.1458 2020-11-26 03:51:57,563 - mmaction - INFO - Epoch [13][340/1441] lr: 2.000e-02, eta: 3:08:17, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0391, recall@thr=0.5: 0.7242, prec@thr=0.5: 0.7959, recall@top3: 0.8179, prec@top3: 0.6797, recall@top5: 0.9367, prec@top5: 0.4771, loss: 0.0391, grad_norm: 0.1446 2020-11-26 03:52:16,892 - mmaction - INFO - Epoch [13][360/1441] lr: 2.000e-02, eta: 3:07:56, time: 0.966, data_time: 0.000, memory: 10785, loss_action_cls: 0.0387, recall@thr=0.5: 0.7194, prec@thr=0.5: 0.7871, recall@top3: 0.8150, prec@top3: 0.6695, recall@top5: 0.9344, prec@top5: 0.4736, loss: 0.0387, grad_norm: 0.1500 2020-11-26 03:52:35,993 - mmaction - INFO - Epoch [13][380/1441] lr: 2.000e-02, eta: 3:07:35, time: 0.955, data_time: 0.000, memory: 10785, loss_action_cls: 0.0400, recall@thr=0.5: 0.7182, prec@thr=0.5: 0.7863, recall@top3: 0.8112, prec@top3: 0.6756, recall@top5: 0.9294, prec@top5: 0.4762, loss: 0.0400, grad_norm: 0.1476 2020-11-26 03:52:55,293 - mmaction - INFO - Epoch [13][400/1441] lr: 2.000e-02, eta: 3:07:15, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0386, recall@thr=0.5: 0.7088, prec@thr=0.5: 0.7837, recall@top3: 0.8222, prec@top3: 0.6622, recall@top5: 0.9346, prec@top5: 0.4620, loss: 0.0386, grad_norm: 0.1499 2020-11-26 03:53:14,417 - mmaction - INFO - Epoch [13][420/1441] lr: 2.000e-02, eta: 3:06:54, time: 0.956, data_time: 0.000, memory: 10785, loss_action_cls: 0.0385, recall@thr=0.5: 0.7135, prec@thr=0.5: 0.7735, recall@top3: 0.8093, prec@top3: 0.6519, recall@top5: 0.9351, prec@top5: 0.4626, loss: 0.0385, grad_norm: 0.1490 2020-11-26 03:53:33,493 - mmaction - INFO - Epoch [13][440/1441] lr: 2.000e-02, eta: 3:06:32, time: 0.954, data_time: 0.001, memory: 10785, loss_action_cls: 0.0387, recall@thr=0.5: 0.7096, prec@thr=0.5: 0.7899, recall@top3: 0.8111, prec@top3: 0.6662, recall@top5: 0.9397, prec@top5: 0.4736, loss: 0.0387, grad_norm: 0.1526 2020-11-26 03:53:52,794 - mmaction - INFO - Epoch [13][460/1441] lr: 2.000e-02, eta: 3:06:12, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0398, recall@thr=0.5: 0.7081, prec@thr=0.5: 0.7835, recall@top3: 0.8177, prec@top3: 0.6720, recall@top5: 0.9327, prec@top5: 0.4718, loss: 0.0398, grad_norm: 0.1503 2020-11-26 03:54:12,109 - mmaction - INFO - Epoch [13][480/1441] lr: 2.000e-02, eta: 3:05:51, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0377, recall@thr=0.5: 0.7210, prec@thr=0.5: 0.7957, recall@top3: 0.8233, prec@top3: 0.6664, recall@top5: 0.9382, prec@top5: 0.4664, loss: 0.0377, grad_norm: 0.1472 2020-11-26 03:54:31,481 - mmaction - INFO - Epoch [13][500/1441] lr: 2.000e-02, eta: 3:05:30, time: 0.968, data_time: 0.000, memory: 10785, loss_action_cls: 0.0401, recall@thr=0.5: 0.7205, prec@thr=0.5: 0.7862, recall@top3: 0.8157, prec@top3: 0.6772, recall@top5: 0.9356, prec@top5: 0.4775, loss: 0.0401, grad_norm: 0.1445 2020-11-26 03:54:50,763 - mmaction - INFO - Epoch [13][520/1441] lr: 2.000e-02, eta: 3:05:09, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0396, recall@thr=0.5: 0.7022, prec@thr=0.5: 0.7715, recall@top3: 0.8126, prec@top3: 0.6609, recall@top5: 0.9351, prec@top5: 0.4690, loss: 0.0396, grad_norm: 0.1566 2020-11-26 03:55:10,024 - mmaction - INFO - Epoch [13][540/1441] lr: 2.000e-02, eta: 3:04:48, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0401, recall@thr=0.5: 0.6981, prec@thr=0.5: 0.7765, recall@top3: 0.8062, prec@top3: 0.6642, recall@top5: 0.9342, prec@top5: 0.4726, loss: 0.0401, grad_norm: 0.1478 2020-11-26 03:55:29,296 - mmaction - INFO - Epoch [13][560/1441] lr: 2.000e-02, eta: 3:04:27, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0383, recall@thr=0.5: 0.7185, prec@thr=0.5: 0.7884, recall@top3: 0.8130, prec@top3: 0.6600, recall@top5: 0.9323, prec@top5: 0.4643, loss: 0.0383, grad_norm: 0.1486 2020-11-26 03:55:48,500 - mmaction - INFO - Epoch [13][580/1441] lr: 2.000e-02, eta: 3:04:07, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0398, recall@thr=0.5: 0.7110, prec@thr=0.5: 0.7873, recall@top3: 0.8127, prec@top3: 0.6704, recall@top5: 0.9345, prec@top5: 0.4737, loss: 0.0398, grad_norm: 0.1468 2020-11-26 03:56:07,846 - mmaction - INFO - Epoch [13][600/1441] lr: 2.000e-02, eta: 3:03:46, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0394, recall@thr=0.5: 0.7219, prec@thr=0.5: 0.7941, recall@top3: 0.8152, prec@top3: 0.6718, recall@top5: 0.9345, prec@top5: 0.4745, loss: 0.0394, grad_norm: 0.1472 2020-11-26 03:56:27,034 - mmaction - INFO - Epoch [13][620/1441] lr: 2.000e-02, eta: 3:03:25, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0379, recall@thr=0.5: 0.7310, prec@thr=0.5: 0.7974, recall@top3: 0.8298, prec@top3: 0.6685, recall@top5: 0.9429, prec@top5: 0.4664, loss: 0.0379, grad_norm: 0.1517 2020-11-26 03:56:46,416 - mmaction - INFO - Epoch [13][640/1441] lr: 2.000e-02, eta: 3:03:04, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0403, recall@thr=0.5: 0.7085, prec@thr=0.5: 0.7956, recall@top3: 0.8131, prec@top3: 0.6619, recall@top5: 0.9327, prec@top5: 0.4669, loss: 0.0403, grad_norm: 0.1482 2020-11-26 03:57:05,839 - mmaction - INFO - Epoch [13][660/1441] lr: 2.000e-02, eta: 3:02:43, time: 0.971, data_time: 0.000, memory: 10785, loss_action_cls: 0.0402, recall@thr=0.5: 0.7106, prec@thr=0.5: 0.7929, recall@top3: 0.8163, prec@top3: 0.6588, recall@top5: 0.9363, prec@top5: 0.4638, loss: 0.0402, grad_norm: 0.1388 2020-11-26 03:57:25,086 - mmaction - INFO - Epoch [13][680/1441] lr: 2.000e-02, eta: 3:02:23, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0411, recall@thr=0.5: 0.7026, prec@thr=0.5: 0.7713, recall@top3: 0.8019, prec@top3: 0.6645, recall@top5: 0.9253, prec@top5: 0.4710, loss: 0.0411, grad_norm: 0.1533 2020-11-26 03:57:44,404 - mmaction - INFO - Epoch [13][700/1441] lr: 2.000e-02, eta: 3:02:02, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0400, recall@thr=0.5: 0.7079, prec@thr=0.5: 0.7908, recall@top3: 0.8144, prec@top3: 0.6649, recall@top5: 0.9357, prec@top5: 0.4692, loss: 0.0400, grad_norm: 0.1439 2020-11-26 03:58:03,762 - mmaction - INFO - Epoch [13][720/1441] lr: 2.000e-02, eta: 3:01:41, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0393, recall@thr=0.5: 0.7292, prec@thr=0.5: 0.7957, recall@top3: 0.8120, prec@top3: 0.6724, recall@top5: 0.9336, prec@top5: 0.4741, loss: 0.0393, grad_norm: 0.1396 2020-11-26 03:58:23,065 - mmaction - INFO - Epoch [13][740/1441] lr: 2.000e-02, eta: 3:01:20, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0389, recall@thr=0.5: 0.7345, prec@thr=0.5: 0.7930, recall@top3: 0.8215, prec@top3: 0.6687, recall@top5: 0.9366, prec@top5: 0.4697, loss: 0.0389, grad_norm: 0.1408 2020-11-26 03:58:42,452 - mmaction - INFO - Epoch [13][760/1441] lr: 2.000e-02, eta: 3:00:59, time: 0.970, data_time: 0.001, memory: 10785, loss_action_cls: 0.0384, recall@thr=0.5: 0.7159, prec@thr=0.5: 0.7916, recall@top3: 0.8221, prec@top3: 0.6698, recall@top5: 0.9392, prec@top5: 0.4702, loss: 0.0384, grad_norm: 0.1447 2020-11-26 03:59:01,736 - mmaction - INFO - Epoch [13][780/1441] lr: 2.000e-02, eta: 3:00:39, time: 0.964, data_time: 0.000, memory: 10785, loss_action_cls: 0.0389, recall@thr=0.5: 0.7161, prec@thr=0.5: 0.7821, recall@top3: 0.8201, prec@top3: 0.6695, recall@top5: 0.9405, prec@top5: 0.4730, loss: 0.0389, grad_norm: 0.1491 2020-11-26 03:59:20,950 - mmaction - INFO - Epoch [13][800/1441] lr: 2.000e-02, eta: 3:00:18, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0392, recall@thr=0.5: 0.7112, prec@thr=0.5: 0.7816, recall@top3: 0.8157, prec@top3: 0.6620, recall@top5: 0.9359, prec@top5: 0.4685, loss: 0.0392, grad_norm: 0.1498 2020-11-26 03:59:40,135 - mmaction - INFO - Epoch [13][820/1441] lr: 2.000e-02, eta: 2:59:57, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0400, recall@thr=0.5: 0.7105, prec@thr=0.5: 0.7832, recall@top3: 0.8026, prec@top3: 0.6593, recall@top5: 0.9296, prec@top5: 0.4674, loss: 0.0400, grad_norm: 0.1511 2020-11-26 03:59:59,499 - mmaction - INFO - Epoch [13][840/1441] lr: 2.000e-02, eta: 2:59:36, time: 0.968, data_time: 0.000, memory: 10785, loss_action_cls: 0.0400, recall@thr=0.5: 0.7017, prec@thr=0.5: 0.7649, recall@top3: 0.8003, prec@top3: 0.6498, recall@top5: 0.9300, prec@top5: 0.4617, loss: 0.0400, grad_norm: 0.1479 2020-11-26 04:00:18,722 - mmaction - INFO - Epoch [13][860/1441] lr: 2.000e-02, eta: 2:59:15, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0384, recall@thr=0.5: 0.7280, prec@thr=0.5: 0.7956, recall@top3: 0.8176, prec@top3: 0.6691, recall@top5: 0.9406, prec@top5: 0.4734, loss: 0.0384, grad_norm: 0.1475 2020-11-26 04:00:37,902 - mmaction - INFO - Epoch [13][880/1441] lr: 2.000e-02, eta: 2:58:55, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0395, recall@thr=0.5: 0.7157, prec@thr=0.5: 0.7892, recall@top3: 0.8107, prec@top3: 0.6754, recall@top5: 0.9355, prec@top5: 0.4784, loss: 0.0395, grad_norm: 0.1505 2020-11-26 04:00:57,180 - mmaction - INFO - Epoch [13][900/1441] lr: 2.000e-02, eta: 2:58:34, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0401, recall@thr=0.5: 0.7048, prec@thr=0.5: 0.7734, recall@top3: 0.8053, prec@top3: 0.6546, recall@top5: 0.9278, prec@top5: 0.4642, loss: 0.0401, grad_norm: 0.1540 2020-11-26 04:01:16,352 - mmaction - INFO - Epoch [13][920/1441] lr: 2.000e-02, eta: 2:58:13, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0390, recall@thr=0.5: 0.7251, prec@thr=0.5: 0.7981, recall@top3: 0.8213, prec@top3: 0.6692, recall@top5: 0.9342, prec@top5: 0.4695, loss: 0.0390, grad_norm: 0.1428 2020-11-26 04:01:35,571 - mmaction - INFO - Epoch [13][940/1441] lr: 2.000e-02, eta: 2:57:52, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0401, recall@thr=0.5: 0.7160, prec@thr=0.5: 0.7828, recall@top3: 0.8141, prec@top3: 0.6702, recall@top5: 0.9376, prec@top5: 0.4739, loss: 0.0401, grad_norm: 0.1542 2020-11-26 04:01:54,842 - mmaction - INFO - Epoch [13][960/1441] lr: 2.000e-02, eta: 2:57:31, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0402, recall@thr=0.5: 0.7017, prec@thr=0.5: 0.7761, recall@top3: 0.8105, prec@top3: 0.6646, recall@top5: 0.9330, prec@top5: 0.4691, loss: 0.0402, grad_norm: 0.1544 2020-11-26 04:02:14,045 - mmaction - INFO - Epoch [13][980/1441] lr: 2.000e-02, eta: 2:57:11, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0391, recall@thr=0.5: 0.7165, prec@thr=0.5: 0.7865, recall@top3: 0.8121, prec@top3: 0.6708, recall@top5: 0.9382, prec@top5: 0.4753, loss: 0.0391, grad_norm: 0.1485 2020-11-26 04:02:33,342 - mmaction - INFO - Epoch [13][1000/1441] lr: 2.000e-02, eta: 2:56:50, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0396, recall@thr=0.5: 0.7097, prec@thr=0.5: 0.7768, recall@top3: 0.8066, prec@top3: 0.6647, recall@top5: 0.9298, prec@top5: 0.4729, loss: 0.0396, grad_norm: 0.1552 2020-11-26 04:02:52,504 - mmaction - INFO - Epoch [13][1020/1441] lr: 2.000e-02, eta: 2:56:29, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0385, recall@thr=0.5: 0.7134, prec@thr=0.5: 0.7866, recall@top3: 0.8163, prec@top3: 0.6672, recall@top5: 0.9439, prec@top5: 0.4731, loss: 0.0385, grad_norm: 0.1487 2020-11-26 04:03:11,791 - mmaction - INFO - Epoch [13][1040/1441] lr: 2.000e-02, eta: 2:56:08, time: 0.964, data_time: 0.000, memory: 10785, loss_action_cls: 0.0392, recall@thr=0.5: 0.7081, prec@thr=0.5: 0.7838, recall@top3: 0.8172, prec@top3: 0.6736, recall@top5: 0.9408, prec@top5: 0.4755, loss: 0.0392, grad_norm: 0.1500 2020-11-26 04:03:31,180 - mmaction - INFO - Epoch [13][1060/1441] lr: 2.000e-02, eta: 2:55:48, time: 0.970, data_time: 0.001, memory: 10785, loss_action_cls: 0.0388, recall@thr=0.5: 0.7169, prec@thr=0.5: 0.7811, recall@top3: 0.8199, prec@top3: 0.6697, recall@top5: 0.9387, prec@top5: 0.4709, loss: 0.0388, grad_norm: 0.1522 2020-11-26 04:03:50,522 - mmaction - INFO - Epoch [13][1080/1441] lr: 2.000e-02, eta: 2:55:27, time: 0.967, data_time: 0.000, memory: 10785, loss_action_cls: 0.0391, recall@thr=0.5: 0.7202, prec@thr=0.5: 0.7737, recall@top3: 0.8066, prec@top3: 0.6575, recall@top5: 0.9305, prec@top5: 0.4687, loss: 0.0391, grad_norm: 0.1511 2020-11-26 04:04:09,936 - mmaction - INFO - Epoch [13][1100/1441] lr: 2.000e-02, eta: 2:55:06, time: 0.971, data_time: 0.000, memory: 10785, loss_action_cls: 0.0404, recall@thr=0.5: 0.7048, prec@thr=0.5: 0.7879, recall@top3: 0.8073, prec@top3: 0.6555, recall@top5: 0.9303, prec@top5: 0.4634, loss: 0.0404, grad_norm: 0.1481 2020-11-26 04:04:29,145 - mmaction - INFO - Epoch [13][1120/1441] lr: 2.000e-02, eta: 2:54:45, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0405, recall@thr=0.5: 0.7017, prec@thr=0.5: 0.7916, recall@top3: 0.8092, prec@top3: 0.6662, recall@top5: 0.9341, prec@top5: 0.4739, loss: 0.0405, grad_norm: 0.1489 2020-11-26 04:04:48,427 - mmaction - INFO - Epoch [13][1140/1441] lr: 2.000e-02, eta: 2:54:25, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0387, recall@thr=0.5: 0.7228, prec@thr=0.5: 0.7781, recall@top3: 0.8226, prec@top3: 0.6620, recall@top5: 0.9356, prec@top5: 0.4626, loss: 0.0387, grad_norm: 0.1458 2020-11-26 04:05:07,755 - mmaction - INFO - Epoch [13][1160/1441] lr: 2.000e-02, eta: 2:54:04, time: 0.966, data_time: 0.000, memory: 10785, loss_action_cls: 0.0383, recall@thr=0.5: 0.7188, prec@thr=0.5: 0.7843, recall@top3: 0.8194, prec@top3: 0.6779, recall@top5: 0.9408, prec@top5: 0.4765, loss: 0.0383, grad_norm: 0.1500 2020-11-26 04:05:26,932 - mmaction - INFO - Epoch [13][1180/1441] lr: 2.000e-02, eta: 2:53:43, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0390, recall@thr=0.5: 0.7114, prec@thr=0.5: 0.7947, recall@top3: 0.8109, prec@top3: 0.6673, recall@top5: 0.9370, prec@top5: 0.4740, loss: 0.0390, grad_norm: 0.1519 2020-11-26 04:05:46,113 - mmaction - INFO - Epoch [13][1200/1441] lr: 2.000e-02, eta: 2:53:22, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0386, recall@thr=0.5: 0.7243, prec@thr=0.5: 0.7986, recall@top3: 0.8171, prec@top3: 0.6699, recall@top5: 0.9345, prec@top5: 0.4707, loss: 0.0386, grad_norm: 0.1545 2020-11-26 04:06:05,348 - mmaction - INFO - Epoch [13][1220/1441] lr: 2.000e-02, eta: 2:53:02, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0403, recall@thr=0.5: 0.7093, prec@thr=0.5: 0.7818, recall@top3: 0.8130, prec@top3: 0.6567, recall@top5: 0.9326, prec@top5: 0.4633, loss: 0.0403, grad_norm: 0.1501 2020-11-26 04:06:24,704 - mmaction - INFO - Epoch [13][1240/1441] lr: 2.000e-02, eta: 2:52:41, time: 0.967, data_time: 0.000, memory: 10785, loss_action_cls: 0.0389, recall@thr=0.5: 0.7085, prec@thr=0.5: 0.7923, recall@top3: 0.8054, prec@top3: 0.6606, recall@top5: 0.9347, prec@top5: 0.4699, loss: 0.0389, grad_norm: 0.1515 2020-11-26 04:06:44,090 - mmaction - INFO - Epoch [13][1260/1441] lr: 2.000e-02, eta: 2:52:20, time: 0.970, data_time: 0.001, memory: 10785, loss_action_cls: 0.0387, recall@thr=0.5: 0.7141, prec@thr=0.5: 0.7795, recall@top3: 0.8217, prec@top3: 0.6596, recall@top5: 0.9381, prec@top5: 0.4621, loss: 0.0387, grad_norm: 0.1509 2020-11-26 04:07:03,328 - mmaction - INFO - Epoch [13][1280/1441] lr: 2.000e-02, eta: 2:52:00, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0390, recall@thr=0.5: 0.7212, prec@thr=0.5: 0.7998, recall@top3: 0.8259, prec@top3: 0.6777, recall@top5: 0.9416, prec@top5: 0.4744, loss: 0.0390, grad_norm: 0.1490 2020-11-26 04:07:22,646 - mmaction - INFO - Epoch [13][1300/1441] lr: 2.000e-02, eta: 2:51:39, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0409, recall@thr=0.5: 0.7060, prec@thr=0.5: 0.7703, recall@top3: 0.8128, prec@top3: 0.6629, recall@top5: 0.9339, prec@top5: 0.4685, loss: 0.0409, grad_norm: 0.1533 2020-11-26 04:07:41,906 - mmaction - INFO - Epoch [13][1320/1441] lr: 2.000e-02, eta: 2:51:18, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0399, recall@thr=0.5: 0.7143, prec@thr=0.5: 0.7951, recall@top3: 0.8132, prec@top3: 0.6645, recall@top5: 0.9307, prec@top5: 0.4685, loss: 0.0399, grad_norm: 0.1584 2020-11-26 04:08:01,208 - mmaction - INFO - Epoch [13][1340/1441] lr: 2.000e-02, eta: 2:50:58, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0381, recall@thr=0.5: 0.7352, prec@thr=0.5: 0.7942, recall@top3: 0.8234, prec@top3: 0.6668, recall@top5: 0.9401, prec@top5: 0.4690, loss: 0.0381, grad_norm: 0.1403 2020-11-26 04:08:20,564 - mmaction - INFO - Epoch [13][1360/1441] lr: 2.000e-02, eta: 2:50:37, time: 0.967, data_time: 0.000, memory: 10785, loss_action_cls: 0.0389, recall@thr=0.5: 0.7089, prec@thr=0.5: 0.7897, recall@top3: 0.8155, prec@top3: 0.6661, recall@top5: 0.9375, prec@top5: 0.4716, loss: 0.0389, grad_norm: 0.1553 2020-11-26 04:08:39,778 - mmaction - INFO - Epoch [13][1380/1441] lr: 2.000e-02, eta: 2:50:16, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0395, recall@thr=0.5: 0.7094, prec@thr=0.5: 0.7756, recall@top3: 0.8128, prec@top3: 0.6547, recall@top5: 0.9399, prec@top5: 0.4654, loss: 0.0395, grad_norm: 0.1550 2020-11-26 04:08:59,155 - mmaction - INFO - Epoch [13][1400/1441] lr: 2.000e-02, eta: 2:49:56, time: 0.969, data_time: 0.000, memory: 10785, loss_action_cls: 0.0393, recall@thr=0.5: 0.7135, prec@thr=0.5: 0.7835, recall@top3: 0.8157, prec@top3: 0.6641, recall@top5: 0.9327, prec@top5: 0.4645, loss: 0.0393, grad_norm: 0.1498 2020-11-26 04:09:18,517 - mmaction - INFO - Epoch [13][1420/1441] lr: 2.000e-02, eta: 2:49:35, time: 0.968, data_time: 0.000, memory: 10785, loss_action_cls: 0.0399, recall@thr=0.5: 0.7081, prec@thr=0.5: 0.7895, recall@top3: 0.8082, prec@top3: 0.6617, recall@top5: 0.9311, prec@top5: 0.4694, loss: 0.0399, grad_norm: 0.1486 2020-11-26 04:09:37,715 - mmaction - INFO - Epoch [13][1440/1441] lr: 2.000e-02, eta: 2:49:14, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0392, recall@thr=0.5: 0.7255, prec@thr=0.5: 0.7907, recall@top3: 0.8208, prec@top3: 0.6676, recall@top5: 0.9401, prec@top5: 0.4698, loss: 0.0392, grad_norm: 0.1444 2020-11-26 04:09:40,475 - mmaction - INFO - Saving checkpoint at 13 epochs 2020-11-26 04:43:38,776 - mmaction - INFO - Evaluating proposal ... 2020-11-26 04:44:45,787 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-26 04:44:45,789 - mmaction - INFO - Evaluating bbox ... 2020-11-26 04:52:22,445 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2176 2020-11-26 04:52:23,476 - mmaction - INFO - Epoch(val) [13][1441] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2176 2020-11-26 04:53:25,884 - mmaction - INFO - Epoch [14][20/1441] lr: 2.000e-02, eta: 2:49:19, time: 3.119, data_time: 2.170, memory: 10785, loss_action_cls: 0.0382, recall@thr=0.5: 0.7340, prec@thr=0.5: 0.8040, recall@top3: 0.8281, prec@top3: 0.6819, recall@top5: 0.9366, prec@top5: 0.4745, loss: 0.0382, grad_norm: 0.1446 2020-11-26 04:53:44,997 - mmaction - INFO - Epoch [14][40/1441] lr: 2.000e-02, eta: 2:48:58, time: 0.956, data_time: 0.002, memory: 10785, loss_action_cls: 0.0382, recall@thr=0.5: 0.7207, prec@thr=0.5: 0.7907, recall@top3: 0.8150, prec@top3: 0.6690, recall@top5: 0.9329, prec@top5: 0.4699, loss: 0.0382, grad_norm: 0.1508 2020-11-26 04:54:04,117 - mmaction - INFO - Epoch [14][60/1441] lr: 2.000e-02, eta: 2:48:38, time: 0.956, data_time: 0.000, memory: 10785, loss_action_cls: 0.0377, recall@thr=0.5: 0.7254, prec@thr=0.5: 0.8024, recall@top3: 0.8256, prec@top3: 0.6809, recall@top5: 0.9453, prec@top5: 0.4798, loss: 0.0377, grad_norm: 0.1500 2020-11-26 04:54:23,266 - mmaction - INFO - Epoch [14][80/1441] lr: 2.000e-02, eta: 2:48:17, time: 0.957, data_time: 0.000, memory: 10785, loss_action_cls: 0.0379, recall@thr=0.5: 0.7170, prec@thr=0.5: 0.7825, recall@top3: 0.8157, prec@top3: 0.6598, recall@top5: 0.9403, prec@top5: 0.4679, loss: 0.0379, grad_norm: 0.1565 2020-11-26 04:54:42,432 - mmaction - INFO - Epoch [14][100/1441] lr: 2.000e-02, eta: 2:47:56, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0403, recall@thr=0.5: 0.7109, prec@thr=0.5: 0.7830, recall@top3: 0.8057, prec@top3: 0.6556, recall@top5: 0.9299, prec@top5: 0.4643, loss: 0.0403, grad_norm: 0.1564 2020-11-26 04:55:01,667 - mmaction - INFO - Epoch [14][120/1441] lr: 2.000e-02, eta: 2:47:35, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0374, recall@thr=0.5: 0.7213, prec@thr=0.5: 0.7935, recall@top3: 0.8212, prec@top3: 0.6734, recall@top5: 0.9403, prec@top5: 0.4732, loss: 0.0374, grad_norm: 0.1509 2020-11-26 04:55:20,961 - mmaction - INFO - Epoch [14][140/1441] lr: 2.000e-02, eta: 2:47:14, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0380, recall@thr=0.5: 0.7261, prec@thr=0.5: 0.7921, recall@top3: 0.8271, prec@top3: 0.6816, recall@top5: 0.9383, prec@top5: 0.4744, loss: 0.0380, grad_norm: 0.1535 2020-11-26 04:55:40,194 - mmaction - INFO - Epoch [14][160/1441] lr: 2.000e-02, eta: 2:46:54, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0392, recall@thr=0.5: 0.7179, prec@thr=0.5: 0.7859, recall@top3: 0.8183, prec@top3: 0.6742, recall@top5: 0.9370, prec@top5: 0.4744, loss: 0.0392, grad_norm: 0.1546 2020-11-26 04:55:59,346 - mmaction - INFO - Epoch [14][180/1441] lr: 2.000e-02, eta: 2:46:33, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0384, recall@thr=0.5: 0.7220, prec@thr=0.5: 0.7889, recall@top3: 0.8190, prec@top3: 0.6764, recall@top5: 0.9447, prec@top5: 0.4797, loss: 0.0384, grad_norm: 0.1516 2020-11-26 04:56:18,468 - mmaction - INFO - Epoch [14][200/1441] lr: 2.000e-02, eta: 2:46:12, time: 0.956, data_time: 0.001, memory: 10785, loss_action_cls: 0.0383, recall@thr=0.5: 0.7246, prec@thr=0.5: 0.7910, recall@top3: 0.8188, prec@top3: 0.6633, recall@top5: 0.9324, prec@top5: 0.4653, loss: 0.0383, grad_norm: 0.1575 2020-11-26 04:56:37,672 - mmaction - INFO - Epoch [14][220/1441] lr: 2.000e-02, eta: 2:45:51, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0383, recall@thr=0.5: 0.7266, prec@thr=0.5: 0.8049, recall@top3: 0.8211, prec@top3: 0.6737, recall@top5: 0.9344, prec@top5: 0.4702, loss: 0.0383, grad_norm: 0.1532 2020-11-26 04:56:56,963 - mmaction - INFO - Epoch [14][240/1441] lr: 2.000e-02, eta: 2:45:31, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0389, recall@thr=0.5: 0.7198, prec@thr=0.5: 0.7849, recall@top3: 0.8253, prec@top3: 0.6618, recall@top5: 0.9412, prec@top5: 0.4653, loss: 0.0389, grad_norm: 0.1547 2020-11-26 04:57:16,246 - mmaction - INFO - Epoch [14][260/1441] lr: 2.000e-02, eta: 2:45:10, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0398, recall@thr=0.5: 0.7151, prec@thr=0.5: 0.7872, recall@top3: 0.8147, prec@top3: 0.6720, recall@top5: 0.9370, prec@top5: 0.4741, loss: 0.0398, grad_norm: 0.1510 2020-11-26 04:57:35,571 - mmaction - INFO - Epoch [14][280/1441] lr: 2.000e-02, eta: 2:44:49, time: 0.966, data_time: 0.000, memory: 10785, loss_action_cls: 0.0375, recall@thr=0.5: 0.7224, prec@thr=0.5: 0.7899, recall@top3: 0.8253, prec@top3: 0.6744, recall@top5: 0.9420, prec@top5: 0.4723, loss: 0.0375, grad_norm: 0.1536 2020-11-26 04:57:54,764 - mmaction - INFO - Epoch [14][300/1441] lr: 2.000e-02, eta: 2:44:28, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0405, recall@thr=0.5: 0.7055, prec@thr=0.5: 0.7872, recall@top3: 0.8067, prec@top3: 0.6623, recall@top5: 0.9344, prec@top5: 0.4718, loss: 0.0405, grad_norm: 0.1581 2020-11-26 04:58:13,921 - mmaction - INFO - Epoch [14][320/1441] lr: 2.000e-02, eta: 2:44:08, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0385, recall@thr=0.5: 0.7226, prec@thr=0.5: 0.7879, recall@top3: 0.8199, prec@top3: 0.6720, recall@top5: 0.9414, prec@top5: 0.4746, loss: 0.0385, grad_norm: 0.1509 2020-11-26 04:58:33,309 - mmaction - INFO - Epoch [14][340/1441] lr: 2.000e-02, eta: 2:43:47, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0374, recall@thr=0.5: 0.7211, prec@thr=0.5: 0.7993, recall@top3: 0.8253, prec@top3: 0.6764, recall@top5: 0.9366, prec@top5: 0.4714, loss: 0.0374, grad_norm: 0.1544 2020-11-26 04:58:52,536 - mmaction - INFO - Epoch [14][360/1441] lr: 2.000e-02, eta: 2:43:26, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0393, recall@thr=0.5: 0.7020, prec@thr=0.5: 0.7798, recall@top3: 0.8136, prec@top3: 0.6628, recall@top5: 0.9320, prec@top5: 0.4655, loss: 0.0393, grad_norm: 0.1574 2020-11-26 04:59:11,923 - mmaction - INFO - Epoch [14][380/1441] lr: 2.000e-02, eta: 2:43:06, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0395, recall@thr=0.5: 0.7195, prec@thr=0.5: 0.7850, recall@top3: 0.8205, prec@top3: 0.6636, recall@top5: 0.9377, prec@top5: 0.4660, loss: 0.0395, grad_norm: 0.1547 2020-11-26 04:59:31,177 - mmaction - INFO - Epoch [14][400/1441] lr: 2.000e-02, eta: 2:42:45, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0380, recall@thr=0.5: 0.7053, prec@thr=0.5: 0.7836, recall@top3: 0.8154, prec@top3: 0.6632, recall@top5: 0.9401, prec@top5: 0.4687, loss: 0.0380, grad_norm: 0.1553 2020-11-26 04:59:50,561 - mmaction - INFO - Epoch [14][420/1441] lr: 2.000e-02, eta: 2:42:24, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0395, recall@thr=0.5: 0.7057, prec@thr=0.5: 0.7876, recall@top3: 0.8016, prec@top3: 0.6637, recall@top5: 0.9289, prec@top5: 0.4706, loss: 0.0395, grad_norm: 0.1495 2020-11-26 05:00:09,758 - mmaction - INFO - Epoch [14][440/1441] lr: 2.000e-02, eta: 2:42:04, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0391, recall@thr=0.5: 0.7209, prec@thr=0.5: 0.7839, recall@top3: 0.8099, prec@top3: 0.6698, recall@top5: 0.9361, prec@top5: 0.4752, loss: 0.0391, grad_norm: 0.1551 2020-11-26 05:00:29,032 - mmaction - INFO - Epoch [14][460/1441] lr: 2.000e-02, eta: 2:41:43, time: 0.964, data_time: 0.000, memory: 10785, loss_action_cls: 0.0376, recall@thr=0.5: 0.7150, prec@thr=0.5: 0.7877, recall@top3: 0.8259, prec@top3: 0.6727, recall@top5: 0.9416, prec@top5: 0.4687, loss: 0.0376, grad_norm: 0.1530 2020-11-26 05:00:48,282 - mmaction - INFO - Epoch [14][480/1441] lr: 2.000e-02, eta: 2:41:22, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0382, recall@thr=0.5: 0.7246, prec@thr=0.5: 0.7966, recall@top3: 0.8249, prec@top3: 0.6701, recall@top5: 0.9442, prec@top5: 0.4718, loss: 0.0382, grad_norm: 0.1512 2020-11-26 05:01:07,616 - mmaction - INFO - Epoch [14][500/1441] lr: 2.000e-02, eta: 2:41:02, time: 0.967, data_time: 0.000, memory: 10785, loss_action_cls: 0.0403, recall@thr=0.5: 0.7011, prec@thr=0.5: 0.7829, recall@top3: 0.8074, prec@top3: 0.6600, recall@top5: 0.9325, prec@top5: 0.4680, loss: 0.0403, grad_norm: 0.1542 2020-11-26 05:01:26,851 - mmaction - INFO - Epoch [14][520/1441] lr: 2.000e-02, eta: 2:40:41, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0392, recall@thr=0.5: 0.7169, prec@thr=0.5: 0.7917, recall@top3: 0.8153, prec@top3: 0.6661, recall@top5: 0.9358, prec@top5: 0.4686, loss: 0.0392, grad_norm: 0.1502 2020-11-26 05:01:46,309 - mmaction - INFO - Epoch [14][540/1441] lr: 2.000e-02, eta: 2:40:20, time: 0.973, data_time: 0.001, memory: 10785, loss_action_cls: 0.0394, recall@thr=0.5: 0.7360, prec@thr=0.5: 0.7947, recall@top3: 0.8132, prec@top3: 0.6729, recall@top5: 0.9320, prec@top5: 0.4746, loss: 0.0394, grad_norm: 0.1569 2020-11-26 05:02:05,682 - mmaction - INFO - Epoch [14][560/1441] lr: 2.000e-02, eta: 2:40:00, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0379, recall@thr=0.5: 0.7240, prec@thr=0.5: 0.7969, recall@top3: 0.8172, prec@top3: 0.6694, recall@top5: 0.9379, prec@top5: 0.4706, loss: 0.0379, grad_norm: 0.1552 2020-11-26 05:02:24,984 - mmaction - INFO - Epoch [14][580/1441] lr: 2.000e-02, eta: 2:39:39, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0392, recall@thr=0.5: 0.7149, prec@thr=0.5: 0.7903, recall@top3: 0.8119, prec@top3: 0.6707, recall@top5: 0.9378, prec@top5: 0.4755, loss: 0.0392, grad_norm: 0.1564 2020-11-26 05:02:44,306 - mmaction - INFO - Epoch [14][600/1441] lr: 2.000e-02, eta: 2:39:18, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0398, recall@thr=0.5: 0.7204, prec@thr=0.5: 0.7863, recall@top3: 0.8114, prec@top3: 0.6681, recall@top5: 0.9369, prec@top5: 0.4751, loss: 0.0398, grad_norm: 0.1551 2020-11-26 05:03:03,732 - mmaction - INFO - Epoch [14][620/1441] lr: 2.000e-02, eta: 2:38:58, time: 0.971, data_time: 0.001, memory: 10785, loss_action_cls: 0.0390, recall@thr=0.5: 0.7159, prec@thr=0.5: 0.7948, recall@top3: 0.8179, prec@top3: 0.6646, recall@top5: 0.9382, prec@top5: 0.4673, loss: 0.0390, grad_norm: 0.1543 2020-11-26 05:03:23,038 - mmaction - INFO - Epoch [14][640/1441] lr: 2.000e-02, eta: 2:38:37, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0401, recall@thr=0.5: 0.7116, prec@thr=0.5: 0.7854, recall@top3: 0.8167, prec@top3: 0.6612, recall@top5: 0.9318, prec@top5: 0.4628, loss: 0.0401, grad_norm: 0.1578 2020-11-26 05:03:42,238 - mmaction - INFO - Epoch [14][660/1441] lr: 2.000e-02, eta: 2:38:16, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0400, recall@thr=0.5: 0.7006, prec@thr=0.5: 0.7726, recall@top3: 0.8037, prec@top3: 0.6629, recall@top5: 0.9341, prec@top5: 0.4707, loss: 0.0400, grad_norm: 0.1544 2020-11-26 05:04:01,545 - mmaction - INFO - Epoch [14][680/1441] lr: 2.000e-02, eta: 2:37:56, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0394, recall@thr=0.5: 0.7122, prec@thr=0.5: 0.7819, recall@top3: 0.8151, prec@top3: 0.6720, recall@top5: 0.9362, prec@top5: 0.4719, loss: 0.0394, grad_norm: 0.1558 2020-11-26 05:04:20,808 - mmaction - INFO - Epoch [14][700/1441] lr: 2.000e-02, eta: 2:37:35, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0379, recall@thr=0.5: 0.7133, prec@thr=0.5: 0.7902, recall@top3: 0.8273, prec@top3: 0.6722, recall@top5: 0.9432, prec@top5: 0.4711, loss: 0.0379, grad_norm: 0.1492 2020-11-26 05:04:39,965 - mmaction - INFO - Epoch [14][720/1441] lr: 2.000e-02, eta: 2:37:14, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0392, recall@thr=0.5: 0.7240, prec@thr=0.5: 0.7826, recall@top3: 0.8205, prec@top3: 0.6601, recall@top5: 0.9403, prec@top5: 0.4649, loss: 0.0392, grad_norm: 0.1528 2020-11-26 05:04:59,225 - mmaction - INFO - Epoch [14][740/1441] lr: 2.000e-02, eta: 2:36:54, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0402, recall@thr=0.5: 0.7071, prec@thr=0.5: 0.7829, recall@top3: 0.8044, prec@top3: 0.6617, recall@top5: 0.9289, prec@top5: 0.4710, loss: 0.0402, grad_norm: 0.1570 2020-11-26 05:05:18,546 - mmaction - INFO - Epoch [14][760/1441] lr: 2.000e-02, eta: 2:36:33, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0401, recall@thr=0.5: 0.7086, prec@thr=0.5: 0.7752, recall@top3: 0.8120, prec@top3: 0.6663, recall@top5: 0.9352, prec@top5: 0.4710, loss: 0.0401, grad_norm: 0.1526 2020-11-26 05:05:37,914 - mmaction - INFO - Epoch [14][780/1441] lr: 2.000e-02, eta: 2:36:13, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0384, recall@thr=0.5: 0.7260, prec@thr=0.5: 0.7975, recall@top3: 0.8211, prec@top3: 0.6735, recall@top5: 0.9332, prec@top5: 0.4725, loss: 0.0384, grad_norm: 0.1558 2020-11-26 05:05:57,174 - mmaction - INFO - Epoch [14][800/1441] lr: 2.000e-02, eta: 2:35:52, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0390, recall@thr=0.5: 0.7219, prec@thr=0.5: 0.7895, recall@top3: 0.8191, prec@top3: 0.6701, recall@top5: 0.9336, prec@top5: 0.4703, loss: 0.0390, grad_norm: 0.1529 2020-11-26 05:06:16,405 - mmaction - INFO - Epoch [14][820/1441] lr: 2.000e-02, eta: 2:35:31, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0384, recall@thr=0.5: 0.7338, prec@thr=0.5: 0.7982, recall@top3: 0.8236, prec@top3: 0.6713, recall@top5: 0.9368, prec@top5: 0.4692, loss: 0.0384, grad_norm: 0.1521 2020-11-26 05:06:35,618 - mmaction - INFO - Epoch [14][840/1441] lr: 2.000e-02, eta: 2:35:11, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0393, recall@thr=0.5: 0.7258, prec@thr=0.5: 0.8035, recall@top3: 0.8141, prec@top3: 0.6764, recall@top5: 0.9344, prec@top5: 0.4774, loss: 0.0393, grad_norm: 0.1528 2020-11-26 05:06:54,926 - mmaction - INFO - Epoch [14][860/1441] lr: 2.000e-02, eta: 2:34:50, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0408, recall@thr=0.5: 0.7102, prec@thr=0.5: 0.7762, recall@top3: 0.8097, prec@top3: 0.6605, recall@top5: 0.9336, prec@top5: 0.4686, loss: 0.0408, grad_norm: 0.1569 2020-11-26 05:07:14,266 - mmaction - INFO - Epoch [14][880/1441] lr: 2.000e-02, eta: 2:34:30, time: 0.967, data_time: 0.000, memory: 10785, loss_action_cls: 0.0391, recall@thr=0.5: 0.7134, prec@thr=0.5: 0.7844, recall@top3: 0.8165, prec@top3: 0.6723, recall@top5: 0.9389, prec@top5: 0.4753, loss: 0.0391, grad_norm: 0.1549 2020-11-26 05:07:33,538 - mmaction - INFO - Epoch [14][900/1441] lr: 2.000e-02, eta: 2:34:09, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0385, recall@thr=0.5: 0.7235, prec@thr=0.5: 0.7933, recall@top3: 0.8198, prec@top3: 0.6655, recall@top5: 0.9351, prec@top5: 0.4676, loss: 0.0385, grad_norm: 0.1540 2020-11-26 05:07:52,823 - mmaction - INFO - Epoch [14][920/1441] lr: 2.000e-02, eta: 2:33:48, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0394, recall@thr=0.5: 0.7127, prec@thr=0.5: 0.7897, recall@top3: 0.8113, prec@top3: 0.6721, recall@top5: 0.9406, prec@top5: 0.4775, loss: 0.0394, grad_norm: 0.1465 2020-11-26 05:08:12,144 - mmaction - INFO - Epoch [14][940/1441] lr: 2.000e-02, eta: 2:33:28, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0398, recall@thr=0.5: 0.7144, prec@thr=0.5: 0.7876, recall@top3: 0.8206, prec@top3: 0.6604, recall@top5: 0.9343, prec@top5: 0.4647, loss: 0.0398, grad_norm: 0.1497 2020-11-26 05:08:31,347 - mmaction - INFO - Epoch [14][960/1441] lr: 2.000e-02, eta: 2:33:07, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0396, recall@thr=0.5: 0.7228, prec@thr=0.5: 0.7929, recall@top3: 0.8208, prec@top3: 0.6754, recall@top5: 0.9385, prec@top5: 0.4764, loss: 0.0396, grad_norm: 0.1559 2020-11-26 05:08:50,588 - mmaction - INFO - Epoch [14][980/1441] lr: 2.000e-02, eta: 2:32:47, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0379, recall@thr=0.5: 0.7362, prec@thr=0.5: 0.7947, recall@top3: 0.8269, prec@top3: 0.6822, recall@top5: 0.9409, prec@top5: 0.4764, loss: 0.0379, grad_norm: 0.1477 2020-11-26 05:09:09,880 - mmaction - INFO - Epoch [14][1000/1441] lr: 2.000e-02, eta: 2:32:26, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0369, recall@thr=0.5: 0.7422, prec@thr=0.5: 0.8100, recall@top3: 0.8335, prec@top3: 0.6725, recall@top5: 0.9450, prec@top5: 0.4690, loss: 0.0369, grad_norm: 0.1493 2020-11-26 05:09:29,045 - mmaction - INFO - Epoch [14][1020/1441] lr: 2.000e-02, eta: 2:32:05, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0391, recall@thr=0.5: 0.7201, prec@thr=0.5: 0.7851, recall@top3: 0.8180, prec@top3: 0.6622, recall@top5: 0.9328, prec@top5: 0.4627, loss: 0.0391, grad_norm: 0.1575 2020-11-26 05:09:48,368 - mmaction - INFO - Epoch [14][1040/1441] lr: 2.000e-02, eta: 2:31:45, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0398, recall@thr=0.5: 0.7096, prec@thr=0.5: 0.7804, recall@top3: 0.8106, prec@top3: 0.6569, recall@top5: 0.9323, prec@top5: 0.4635, loss: 0.0398, grad_norm: 0.1624 2020-11-26 05:10:07,543 - mmaction - INFO - Epoch [14][1060/1441] lr: 2.000e-02, eta: 2:31:24, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0412, recall@thr=0.5: 0.7104, prec@thr=0.5: 0.7988, recall@top3: 0.8085, prec@top3: 0.6727, recall@top5: 0.9328, prec@top5: 0.4783, loss: 0.0412, grad_norm: 0.1583 2020-11-26 05:10:26,815 - mmaction - INFO - Epoch [14][1080/1441] lr: 2.000e-02, eta: 2:31:03, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0372, recall@thr=0.5: 0.7405, prec@thr=0.5: 0.8029, recall@top3: 0.8187, prec@top3: 0.6841, recall@top5: 0.9370, prec@top5: 0.4823, loss: 0.0372, grad_norm: 0.1549 2020-11-26 05:10:46,309 - mmaction - INFO - Epoch [14][1100/1441] lr: 2.000e-02, eta: 2:30:43, time: 0.975, data_time: 0.001, memory: 10785, loss_action_cls: 0.0393, recall@thr=0.5: 0.7274, prec@thr=0.5: 0.7900, recall@top3: 0.8165, prec@top3: 0.6666, recall@top5: 0.9364, prec@top5: 0.4709, loss: 0.0393, grad_norm: 0.1518 2020-11-26 05:11:05,518 - mmaction - INFO - Epoch [14][1120/1441] lr: 2.000e-02, eta: 2:30:22, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0383, recall@thr=0.5: 0.7222, prec@thr=0.5: 0.8008, recall@top3: 0.8117, prec@top3: 0.6854, recall@top5: 0.9371, prec@top5: 0.4854, loss: 0.0383, grad_norm: 0.1551 2020-11-26 05:11:24,914 - mmaction - INFO - Epoch [14][1140/1441] lr: 2.000e-02, eta: 2:30:02, time: 0.970, data_time: 0.001, memory: 10785, loss_action_cls: 0.0386, recall@thr=0.5: 0.7238, prec@thr=0.5: 0.7877, recall@top3: 0.8128, prec@top3: 0.6689, recall@top5: 0.9345, prec@top5: 0.4740, loss: 0.0386, grad_norm: 0.1596 2020-11-26 05:11:44,164 - mmaction - INFO - Epoch [14][1160/1441] lr: 2.000e-02, eta: 2:29:41, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0388, recall@thr=0.5: 0.7209, prec@thr=0.5: 0.7936, recall@top3: 0.8134, prec@top3: 0.6681, recall@top5: 0.9326, prec@top5: 0.4730, loss: 0.0388, grad_norm: 0.1539 2020-11-26 05:12:03,464 - mmaction - INFO - Epoch [14][1180/1441] lr: 2.000e-02, eta: 2:29:21, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0390, recall@thr=0.5: 0.7205, prec@thr=0.5: 0.7854, recall@top3: 0.8199, prec@top3: 0.6622, recall@top5: 0.9382, prec@top5: 0.4657, loss: 0.0390, grad_norm: 0.1515 2020-11-26 05:12:22,660 - mmaction - INFO - Epoch [14][1200/1441] lr: 2.000e-02, eta: 2:29:00, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0399, recall@thr=0.5: 0.7047, prec@thr=0.5: 0.7869, recall@top3: 0.8105, prec@top3: 0.6624, recall@top5: 0.9324, prec@top5: 0.4676, loss: 0.0399, grad_norm: 0.1599 2020-11-26 05:12:41,882 - mmaction - INFO - Epoch [14][1220/1441] lr: 2.000e-02, eta: 2:28:40, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0396, recall@thr=0.5: 0.7218, prec@thr=0.5: 0.7963, recall@top3: 0.8206, prec@top3: 0.6653, recall@top5: 0.9333, prec@top5: 0.4649, loss: 0.0396, grad_norm: 0.1516 2020-11-26 05:13:01,172 - mmaction - INFO - Epoch [14][1240/1441] lr: 2.000e-02, eta: 2:28:19, time: 0.964, data_time: 0.000, memory: 10785, loss_action_cls: 0.0409, recall@thr=0.5: 0.7111, prec@thr=0.5: 0.7910, recall@top3: 0.8085, prec@top3: 0.6669, recall@top5: 0.9327, prec@top5: 0.4731, loss: 0.0409, grad_norm: 0.1555 2020-11-26 05:13:20,556 - mmaction - INFO - Epoch [14][1260/1441] lr: 2.000e-02, eta: 2:27:59, time: 0.969, data_time: 0.000, memory: 10785, loss_action_cls: 0.0385, recall@thr=0.5: 0.7141, prec@thr=0.5: 0.7886, recall@top3: 0.8174, prec@top3: 0.6470, recall@top5: 0.9402, prec@top5: 0.4569, loss: 0.0385, grad_norm: 0.1506 2020-11-26 05:13:39,927 - mmaction - INFO - Epoch [14][1280/1441] lr: 2.000e-02, eta: 2:27:38, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0393, recall@thr=0.5: 0.7070, prec@thr=0.5: 0.7870, recall@top3: 0.8031, prec@top3: 0.6684, recall@top5: 0.9331, prec@top5: 0.4761, loss: 0.0393, grad_norm: 0.1599 2020-11-26 05:13:59,252 - mmaction - INFO - Epoch [14][1300/1441] lr: 2.000e-02, eta: 2:27:18, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0386, recall@thr=0.5: 0.7156, prec@thr=0.5: 0.7872, recall@top3: 0.8238, prec@top3: 0.6688, recall@top5: 0.9423, prec@top5: 0.4700, loss: 0.0386, grad_norm: 0.1519 2020-11-26 05:14:18,364 - mmaction - INFO - Epoch [14][1320/1441] lr: 2.000e-02, eta: 2:26:57, time: 0.956, data_time: 0.001, memory: 10785, loss_action_cls: 0.0398, recall@thr=0.5: 0.7194, prec@thr=0.5: 0.7840, recall@top3: 0.8140, prec@top3: 0.6672, recall@top5: 0.9365, prec@top5: 0.4721, loss: 0.0398, grad_norm: 0.1581 2020-11-26 05:14:37,587 - mmaction - INFO - Epoch [14][1340/1441] lr: 2.000e-02, eta: 2:26:36, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0390, recall@thr=0.5: 0.7205, prec@thr=0.5: 0.7965, recall@top3: 0.8141, prec@top3: 0.6677, recall@top5: 0.9412, prec@top5: 0.4768, loss: 0.0390, grad_norm: 0.1576 2020-11-26 05:14:56,817 - mmaction - INFO - Epoch [14][1360/1441] lr: 2.000e-02, eta: 2:26:16, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0383, recall@thr=0.5: 0.7216, prec@thr=0.5: 0.8020, recall@top3: 0.8221, prec@top3: 0.6695, recall@top5: 0.9357, prec@top5: 0.4700, loss: 0.0383, grad_norm: 0.1518 2020-11-26 05:15:16,015 - mmaction - INFO - Epoch [14][1380/1441] lr: 2.000e-02, eta: 2:25:55, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0394, recall@thr=0.5: 0.7125, prec@thr=0.5: 0.7961, recall@top3: 0.8137, prec@top3: 0.6757, recall@top5: 0.9322, prec@top5: 0.4744, loss: 0.0394, grad_norm: 0.1581 2020-11-26 05:15:35,279 - mmaction - INFO - Epoch [14][1400/1441] lr: 2.000e-02, eta: 2:25:35, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0387, recall@thr=0.5: 0.7200, prec@thr=0.5: 0.7794, recall@top3: 0.8215, prec@top3: 0.6691, recall@top5: 0.9410, prec@top5: 0.4704, loss: 0.0387, grad_norm: 0.1560 2020-11-26 05:15:54,615 - mmaction - INFO - Epoch [14][1420/1441] lr: 2.000e-02, eta: 2:25:14, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0382, recall@thr=0.5: 0.7175, prec@thr=0.5: 0.7863, recall@top3: 0.8211, prec@top3: 0.6685, recall@top5: 0.9361, prec@top5: 0.4700, loss: 0.0382, grad_norm: 0.1518 2020-11-26 05:16:13,696 - mmaction - INFO - Epoch [14][1440/1441] lr: 2.000e-02, eta: 2:24:54, time: 0.954, data_time: 0.001, memory: 10785, loss_action_cls: 0.0382, recall@thr=0.5: 0.7347, prec@thr=0.5: 0.8023, recall@top3: 0.8308, prec@top3: 0.6789, recall@top5: 0.9387, prec@top5: 0.4694, loss: 0.0382, grad_norm: 0.1576 2020-11-26 05:16:16,325 - mmaction - INFO - Saving checkpoint at 14 epochs 2020-11-26 05:47:37,579 - mmaction - INFO - Evaluating proposal ... 2020-11-26 05:48:42,145 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-26 05:48:42,146 - mmaction - INFO - Evaluating bbox ... 2020-11-26 05:56:19,769 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2167 2020-11-26 05:56:20,770 - mmaction - INFO - Epoch(val) [14][1441] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2167 2020-11-26 05:57:24,125 - mmaction - INFO - Epoch [15][20/1441] lr: 2.000e-02, eta: 2:24:53, time: 3.167, data_time: 2.214, memory: 10785, loss_action_cls: 0.0389, recall@thr=0.5: 0.7195, prec@thr=0.5: 0.8000, recall@top3: 0.8176, prec@top3: 0.6707, recall@top5: 0.9348, prec@top5: 0.4714, loss: 0.0389, grad_norm: 0.1497 2020-11-26 05:57:43,162 - mmaction - INFO - Epoch [15][40/1441] lr: 2.000e-02, eta: 2:24:33, time: 0.952, data_time: 0.003, memory: 10785, loss_action_cls: 0.0375, recall@thr=0.5: 0.7368, prec@thr=0.5: 0.8022, recall@top3: 0.8312, prec@top3: 0.6737, recall@top5: 0.9438, prec@top5: 0.4691, loss: 0.0375, grad_norm: 0.1551 2020-11-26 05:58:02,178 - mmaction - INFO - Epoch [15][60/1441] lr: 2.000e-02, eta: 2:24:12, time: 0.951, data_time: 0.001, memory: 10785, loss_action_cls: 0.0396, recall@thr=0.5: 0.7017, prec@thr=0.5: 0.7924, recall@top3: 0.8211, prec@top3: 0.6678, recall@top5: 0.9380, prec@top5: 0.4685, loss: 0.0396, grad_norm: 0.1547 2020-11-26 05:58:21,349 - mmaction - INFO - Epoch [15][80/1441] lr: 2.000e-02, eta: 2:23:51, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0388, recall@thr=0.5: 0.7339, prec@thr=0.5: 0.7955, recall@top3: 0.8235, prec@top3: 0.6781, recall@top5: 0.9416, prec@top5: 0.4773, loss: 0.0388, grad_norm: 0.1615 2020-11-26 05:58:40,501 - mmaction - INFO - Epoch [15][100/1441] lr: 2.000e-02, eta: 2:23:31, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0394, recall@thr=0.5: 0.7070, prec@thr=0.5: 0.7930, recall@top3: 0.8107, prec@top3: 0.6595, recall@top5: 0.9340, prec@top5: 0.4688, loss: 0.0394, grad_norm: 0.1565 2020-11-26 05:58:59,662 - mmaction - INFO - Epoch [15][120/1441] lr: 2.000e-02, eta: 2:23:10, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0397, recall@thr=0.5: 0.7161, prec@thr=0.5: 0.7868, recall@top3: 0.8153, prec@top3: 0.6693, recall@top5: 0.9315, prec@top5: 0.4701, loss: 0.0397, grad_norm: 0.1529 2020-11-26 05:59:18,948 - mmaction - INFO - Epoch [15][140/1441] lr: 2.000e-02, eta: 2:22:50, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0383, recall@thr=0.5: 0.7265, prec@thr=0.5: 0.7956, recall@top3: 0.8206, prec@top3: 0.6630, recall@top5: 0.9355, prec@top5: 0.4645, loss: 0.0383, grad_norm: 0.1564 2020-11-26 05:59:38,103 - mmaction - INFO - Epoch [15][160/1441] lr: 2.000e-02, eta: 2:22:29, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0388, recall@thr=0.5: 0.7091, prec@thr=0.5: 0.7915, recall@top3: 0.8157, prec@top3: 0.6693, recall@top5: 0.9424, prec@top5: 0.4751, loss: 0.0388, grad_norm: 0.1600 2020-11-26 05:59:57,279 - mmaction - INFO - Epoch [15][180/1441] lr: 2.000e-02, eta: 2:22:08, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0397, recall@thr=0.5: 0.7076, prec@thr=0.5: 0.7857, recall@top3: 0.8194, prec@top3: 0.6637, recall@top5: 0.9335, prec@top5: 0.4652, loss: 0.0397, grad_norm: 0.1584 2020-11-26 06:00:16,756 - mmaction - INFO - Epoch [15][200/1441] lr: 2.000e-02, eta: 2:21:48, time: 0.974, data_time: 0.001, memory: 10785, loss_action_cls: 0.0373, recall@thr=0.5: 0.7340, prec@thr=0.5: 0.8007, recall@top3: 0.8286, prec@top3: 0.6710, recall@top5: 0.9427, prec@top5: 0.4710, loss: 0.0373, grad_norm: 0.1577 2020-11-26 06:00:36,054 - mmaction - INFO - Epoch [15][220/1441] lr: 2.000e-02, eta: 2:21:27, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0402, recall@thr=0.5: 0.7118, prec@thr=0.5: 0.7802, recall@top3: 0.8150, prec@top3: 0.6611, recall@top5: 0.9343, prec@top5: 0.4670, loss: 0.0402, grad_norm: 0.1570 2020-11-26 06:00:55,383 - mmaction - INFO - Epoch [15][240/1441] lr: 2.000e-02, eta: 2:21:07, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0382, recall@thr=0.5: 0.7341, prec@thr=0.5: 0.8028, recall@top3: 0.8252, prec@top3: 0.6786, recall@top5: 0.9433, prec@top5: 0.4784, loss: 0.0382, grad_norm: 0.1509 2020-11-26 06:01:14,705 - mmaction - INFO - Epoch [15][260/1441] lr: 2.000e-02, eta: 2:20:46, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0384, recall@thr=0.5: 0.7233, prec@thr=0.5: 0.7916, recall@top3: 0.8171, prec@top3: 0.6754, recall@top5: 0.9395, prec@top5: 0.4768, loss: 0.0384, grad_norm: 0.1514 2020-11-26 06:01:33,970 - mmaction - INFO - Epoch [15][280/1441] lr: 2.000e-02, eta: 2:20:26, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0385, recall@thr=0.5: 0.7225, prec@thr=0.5: 0.7987, recall@top3: 0.8213, prec@top3: 0.6601, recall@top5: 0.9405, prec@top5: 0.4666, loss: 0.0385, grad_norm: 0.1583 2020-11-26 06:01:53,174 - mmaction - INFO - Epoch [15][300/1441] lr: 2.000e-02, eta: 2:20:05, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0383, recall@thr=0.5: 0.7299, prec@thr=0.5: 0.7965, recall@top3: 0.8199, prec@top3: 0.6790, recall@top5: 0.9378, prec@top5: 0.4786, loss: 0.0383, grad_norm: 0.1597 2020-11-26 06:02:12,516 - mmaction - INFO - Epoch [15][320/1441] lr: 2.000e-02, eta: 2:19:44, time: 0.967, data_time: 0.000, memory: 10785, loss_action_cls: 0.0389, recall@thr=0.5: 0.7132, prec@thr=0.5: 0.7964, recall@top3: 0.8161, prec@top3: 0.6612, recall@top5: 0.9379, prec@top5: 0.4681, loss: 0.0389, grad_norm: 0.1606 2020-11-26 06:02:31,748 - mmaction - INFO - Epoch [15][340/1441] lr: 2.000e-02, eta: 2:19:24, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0377, recall@thr=0.5: 0.7355, prec@thr=0.5: 0.7994, recall@top3: 0.8194, prec@top3: 0.6699, recall@top5: 0.9364, prec@top5: 0.4707, loss: 0.0377, grad_norm: 0.1571 2020-11-26 06:02:50,929 - mmaction - INFO - Epoch [15][360/1441] lr: 2.000e-02, eta: 2:19:03, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0373, recall@thr=0.5: 0.7221, prec@thr=0.5: 0.7899, recall@top3: 0.8221, prec@top3: 0.6671, recall@top5: 0.9413, prec@top5: 0.4704, loss: 0.0373, grad_norm: 0.1585 2020-11-26 06:03:10,268 - mmaction - INFO - Epoch [15][380/1441] lr: 2.000e-02, eta: 2:18:43, time: 0.966, data_time: 0.000, memory: 10785, loss_action_cls: 0.0373, recall@thr=0.5: 0.7371, prec@thr=0.5: 0.8042, recall@top3: 0.8214, prec@top3: 0.6895, recall@top5: 0.9395, prec@top5: 0.4864, loss: 0.0373, grad_norm: 0.1629 2020-11-26 06:03:29,483 - mmaction - INFO - Epoch [15][400/1441] lr: 2.000e-02, eta: 2:18:22, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0382, recall@thr=0.5: 0.7197, prec@thr=0.5: 0.7857, recall@top3: 0.8185, prec@top3: 0.6592, recall@top5: 0.9345, prec@top5: 0.4649, loss: 0.0382, grad_norm: 0.1598 2020-11-26 06:03:48,646 - mmaction - INFO - Epoch [15][420/1441] lr: 2.000e-02, eta: 2:18:02, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0371, recall@thr=0.5: 0.7393, prec@thr=0.5: 0.8062, recall@top3: 0.8241, prec@top3: 0.6741, recall@top5: 0.9400, prec@top5: 0.4743, loss: 0.0371, grad_norm: 0.1521 2020-11-26 06:04:07,904 - mmaction - INFO - Epoch [15][440/1441] lr: 2.000e-02, eta: 2:17:41, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0387, recall@thr=0.5: 0.7184, prec@thr=0.5: 0.7957, recall@top3: 0.8154, prec@top3: 0.6592, recall@top5: 0.9335, prec@top5: 0.4661, loss: 0.0387, grad_norm: 0.1529 2020-11-26 06:04:27,079 - mmaction - INFO - Epoch [15][460/1441] lr: 2.000e-02, eta: 2:17:21, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0373, recall@thr=0.5: 0.7284, prec@thr=0.5: 0.8028, recall@top3: 0.8307, prec@top3: 0.6630, recall@top5: 0.9417, prec@top5: 0.4611, loss: 0.0373, grad_norm: 0.1531 2020-11-26 06:04:46,385 - mmaction - INFO - Epoch [15][480/1441] lr: 2.000e-02, eta: 2:17:00, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0396, recall@thr=0.5: 0.7250, prec@thr=0.5: 0.7945, recall@top3: 0.8158, prec@top3: 0.6645, recall@top5: 0.9412, prec@top5: 0.4715, loss: 0.0396, grad_norm: 0.1601 2020-11-26 06:05:05,659 - mmaction - INFO - Epoch [15][500/1441] lr: 2.000e-02, eta: 2:16:39, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0382, recall@thr=0.5: 0.7223, prec@thr=0.5: 0.7995, recall@top3: 0.8212, prec@top3: 0.6659, recall@top5: 0.9384, prec@top5: 0.4672, loss: 0.0382, grad_norm: 0.1647 2020-11-26 06:05:24,999 - mmaction - INFO - Epoch [15][520/1441] lr: 2.000e-02, eta: 2:16:19, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0376, recall@thr=0.5: 0.7222, prec@thr=0.5: 0.7811, recall@top3: 0.8147, prec@top3: 0.6622, recall@top5: 0.9455, prec@top5: 0.4714, loss: 0.0376, grad_norm: 0.1617 2020-11-26 06:05:44,127 - mmaction - INFO - Epoch [15][540/1441] lr: 2.000e-02, eta: 2:15:58, time: 0.956, data_time: 0.000, memory: 10785, loss_action_cls: 0.0388, recall@thr=0.5: 0.7139, prec@thr=0.5: 0.7851, recall@top3: 0.8223, prec@top3: 0.6651, recall@top5: 0.9382, prec@top5: 0.4655, loss: 0.0388, grad_norm: 0.1675 2020-11-26 06:06:03,440 - mmaction - INFO - Epoch [15][560/1441] lr: 2.000e-02, eta: 2:15:38, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0394, recall@thr=0.5: 0.7210, prec@thr=0.5: 0.7875, recall@top3: 0.8187, prec@top3: 0.6668, recall@top5: 0.9399, prec@top5: 0.4722, loss: 0.0394, grad_norm: 0.1622 2020-11-26 06:06:22,651 - mmaction - INFO - Epoch [15][580/1441] lr: 2.000e-02, eta: 2:15:17, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0391, recall@thr=0.5: 0.7008, prec@thr=0.5: 0.7746, recall@top3: 0.8097, prec@top3: 0.6535, recall@top5: 0.9352, prec@top5: 0.4635, loss: 0.0391, grad_norm: 0.1658 2020-11-26 06:06:42,023 - mmaction - INFO - Epoch [15][600/1441] lr: 2.000e-02, eta: 2:14:57, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0385, recall@thr=0.5: 0.7190, prec@thr=0.5: 0.7968, recall@top3: 0.8197, prec@top3: 0.6770, recall@top5: 0.9412, prec@top5: 0.4781, loss: 0.0385, grad_norm: 0.1573 2020-11-26 06:07:01,229 - mmaction - INFO - Epoch [15][620/1441] lr: 2.000e-02, eta: 2:14:36, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0392, recall@thr=0.5: 0.7190, prec@thr=0.5: 0.7875, recall@top3: 0.8139, prec@top3: 0.6687, recall@top5: 0.9386, prec@top5: 0.4741, loss: 0.0392, grad_norm: 0.1616 2020-11-26 06:07:20,324 - mmaction - INFO - Epoch [15][640/1441] lr: 2.000e-02, eta: 2:14:16, time: 0.955, data_time: 0.001, memory: 10785, loss_action_cls: 0.0381, recall@thr=0.5: 0.7231, prec@thr=0.5: 0.7914, recall@top3: 0.8205, prec@top3: 0.6637, recall@top5: 0.9359, prec@top5: 0.4652, loss: 0.0381, grad_norm: 0.1585 2020-11-26 06:07:39,673 - mmaction - INFO - Epoch [15][660/1441] lr: 2.000e-02, eta: 2:13:55, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0398, recall@thr=0.5: 0.7082, prec@thr=0.5: 0.7857, recall@top3: 0.8117, prec@top3: 0.6639, recall@top5: 0.9308, prec@top5: 0.4663, loss: 0.0398, grad_norm: 0.1615 2020-11-26 06:07:58,991 - mmaction - INFO - Epoch [15][680/1441] lr: 2.000e-02, eta: 2:13:35, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0387, recall@thr=0.5: 0.7096, prec@thr=0.5: 0.7805, recall@top3: 0.8128, prec@top3: 0.6638, recall@top5: 0.9326, prec@top5: 0.4676, loss: 0.0387, grad_norm: 0.1577 2020-11-26 06:08:18,291 - mmaction - INFO - Epoch [15][700/1441] lr: 2.000e-02, eta: 2:13:14, time: 0.964, data_time: 0.000, memory: 10785, loss_action_cls: 0.0393, recall@thr=0.5: 0.7268, prec@thr=0.5: 0.7993, recall@top3: 0.8188, prec@top3: 0.6747, recall@top5: 0.9363, prec@top5: 0.4739, loss: 0.0393, grad_norm: 0.1554 2020-11-26 06:08:37,479 - mmaction - INFO - Epoch [15][720/1441] lr: 2.000e-02, eta: 2:12:54, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0388, recall@thr=0.5: 0.7154, prec@thr=0.5: 0.7874, recall@top3: 0.8245, prec@top3: 0.6756, recall@top5: 0.9348, prec@top5: 0.4699, loss: 0.0388, grad_norm: 0.1558 2020-11-26 06:08:56,769 - mmaction - INFO - Epoch [15][740/1441] lr: 2.000e-02, eta: 2:12:33, time: 0.964, data_time: 0.000, memory: 10785, loss_action_cls: 0.0385, recall@thr=0.5: 0.7213, prec@thr=0.5: 0.7910, recall@top3: 0.8240, prec@top3: 0.6677, recall@top5: 0.9398, prec@top5: 0.4688, loss: 0.0385, grad_norm: 0.1591 2020-11-26 06:09:16,188 - mmaction - INFO - Epoch [15][760/1441] lr: 2.000e-02, eta: 2:12:13, time: 0.971, data_time: 0.001, memory: 10785, loss_action_cls: 0.0378, recall@thr=0.5: 0.7304, prec@thr=0.5: 0.8005, recall@top3: 0.8220, prec@top3: 0.6686, recall@top5: 0.9358, prec@top5: 0.4680, loss: 0.0378, grad_norm: 0.1528 2020-11-26 06:09:35,429 - mmaction - INFO - Epoch [15][780/1441] lr: 2.000e-02, eta: 2:11:52, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0373, recall@thr=0.5: 0.7249, prec@thr=0.5: 0.8085, recall@top3: 0.8212, prec@top3: 0.6785, recall@top5: 0.9436, prec@top5: 0.4794, loss: 0.0373, grad_norm: 0.1582 2020-11-26 06:09:54,642 - mmaction - INFO - Epoch [15][800/1441] lr: 2.000e-02, eta: 2:11:32, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0391, recall@thr=0.5: 0.7193, prec@thr=0.5: 0.7807, recall@top3: 0.8163, prec@top3: 0.6624, recall@top5: 0.9342, prec@top5: 0.4664, loss: 0.0391, grad_norm: 0.1605 2020-11-26 06:10:13,885 - mmaction - INFO - Epoch [15][820/1441] lr: 2.000e-02, eta: 2:11:11, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0384, recall@thr=0.5: 0.7194, prec@thr=0.5: 0.7954, recall@top3: 0.8152, prec@top3: 0.6722, recall@top5: 0.9339, prec@top5: 0.4737, loss: 0.0384, grad_norm: 0.1555 2020-11-26 06:10:33,112 - mmaction - INFO - Epoch [15][840/1441] lr: 2.000e-02, eta: 2:10:51, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0386, recall@thr=0.5: 0.7251, prec@thr=0.5: 0.7806, recall@top3: 0.8240, prec@top3: 0.6668, recall@top5: 0.9393, prec@top5: 0.4666, loss: 0.0386, grad_norm: 0.1601 2020-11-26 06:10:52,317 - mmaction - INFO - Epoch [15][860/1441] lr: 2.000e-02, eta: 2:10:30, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0392, recall@thr=0.5: 0.7154, prec@thr=0.5: 0.7974, recall@top3: 0.8192, prec@top3: 0.6649, recall@top5: 0.9348, prec@top5: 0.4654, loss: 0.0392, grad_norm: 0.1556 2020-11-26 06:11:11,517 - mmaction - INFO - Epoch [15][880/1441] lr: 2.000e-02, eta: 2:10:10, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0382, recall@thr=0.5: 0.7172, prec@thr=0.5: 0.7950, recall@top3: 0.8148, prec@top3: 0.6692, recall@top5: 0.9355, prec@top5: 0.4717, loss: 0.0382, grad_norm: 0.1545 2020-11-26 06:11:30,706 - mmaction - INFO - Epoch [15][900/1441] lr: 2.000e-02, eta: 2:09:49, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0385, recall@thr=0.5: 0.7207, prec@thr=0.5: 0.7883, recall@top3: 0.8184, prec@top3: 0.6744, recall@top5: 0.9374, prec@top5: 0.4752, loss: 0.0385, grad_norm: 0.1552 2020-11-26 06:11:49,846 - mmaction - INFO - Epoch [15][920/1441] lr: 2.000e-02, eta: 2:09:29, time: 0.957, data_time: 0.000, memory: 10785, loss_action_cls: 0.0379, recall@thr=0.5: 0.7278, prec@thr=0.5: 0.7966, recall@top3: 0.8283, prec@top3: 0.6788, recall@top5: 0.9420, prec@top5: 0.4746, loss: 0.0379, grad_norm: 0.1578 2020-11-26 06:12:08,963 - mmaction - INFO - Epoch [15][940/1441] lr: 2.000e-02, eta: 2:09:08, time: 0.956, data_time: 0.001, memory: 10785, loss_action_cls: 0.0356, recall@thr=0.5: 0.7436, prec@thr=0.5: 0.8042, recall@top3: 0.8335, prec@top3: 0.6741, recall@top5: 0.9458, prec@top5: 0.4715, loss: 0.0356, grad_norm: 0.1538 2020-11-26 06:12:28,129 - mmaction - INFO - Epoch [15][960/1441] lr: 2.000e-02, eta: 2:08:48, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0364, recall@thr=0.5: 0.7339, prec@thr=0.5: 0.7937, recall@top3: 0.8252, prec@top3: 0.6722, recall@top5: 0.9460, prec@top5: 0.4746, loss: 0.0364, grad_norm: 0.1632 2020-11-26 06:12:47,326 - mmaction - INFO - Epoch [15][980/1441] lr: 2.000e-02, eta: 2:08:27, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0392, recall@thr=0.5: 0.7163, prec@thr=0.5: 0.7885, recall@top3: 0.8158, prec@top3: 0.6726, recall@top5: 0.9315, prec@top5: 0.4722, loss: 0.0392, grad_norm: 0.1597 2020-11-26 06:13:06,454 - mmaction - INFO - Epoch [15][1000/1441] lr: 2.000e-02, eta: 2:08:07, time: 0.956, data_time: 0.000, memory: 10785, loss_action_cls: 0.0380, recall@thr=0.5: 0.7392, prec@thr=0.5: 0.8072, recall@top3: 0.8254, prec@top3: 0.6799, recall@top5: 0.9438, prec@top5: 0.4771, loss: 0.0380, grad_norm: 0.1602 2020-11-26 06:13:25,778 - mmaction - INFO - Epoch [15][1020/1441] lr: 2.000e-02, eta: 2:07:46, time: 0.966, data_time: 0.000, memory: 10785, loss_action_cls: 0.0387, recall@thr=0.5: 0.7305, prec@thr=0.5: 0.7967, recall@top3: 0.8184, prec@top3: 0.6700, recall@top5: 0.9348, prec@top5: 0.4713, loss: 0.0387, grad_norm: 0.1584 2020-11-26 06:13:44,973 - mmaction - INFO - Epoch [15][1040/1441] lr: 2.000e-02, eta: 2:07:26, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0400, recall@thr=0.5: 0.7089, prec@thr=0.5: 0.7814, recall@top3: 0.8184, prec@top3: 0.6675, recall@top5: 0.9343, prec@top5: 0.4685, loss: 0.0400, grad_norm: 0.1643 2020-11-26 06:14:04,167 - mmaction - INFO - Epoch [15][1060/1441] lr: 2.000e-02, eta: 2:07:05, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0390, recall@thr=0.5: 0.7056, prec@thr=0.5: 0.7854, recall@top3: 0.8154, prec@top3: 0.6729, recall@top5: 0.9325, prec@top5: 0.4730, loss: 0.0390, grad_norm: 0.1537 2020-11-26 06:14:23,425 - mmaction - INFO - Epoch [15][1080/1441] lr: 2.000e-02, eta: 2:06:45, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0375, recall@thr=0.5: 0.7363, prec@thr=0.5: 0.7971, recall@top3: 0.8228, prec@top3: 0.6837, recall@top5: 0.9432, prec@top5: 0.4789, loss: 0.0375, grad_norm: 0.1575 2020-11-26 06:14:42,820 - mmaction - INFO - Epoch [15][1100/1441] lr: 2.000e-02, eta: 2:06:24, time: 0.970, data_time: 0.001, memory: 10785, loss_action_cls: 0.0386, recall@thr=0.5: 0.7134, prec@thr=0.5: 0.7928, recall@top3: 0.8199, prec@top3: 0.6525, recall@top5: 0.9385, prec@top5: 0.4584, loss: 0.0386, grad_norm: 0.1637 2020-11-26 06:15:02,050 - mmaction - INFO - Epoch [15][1120/1441] lr: 2.000e-02, eta: 2:06:04, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0385, recall@thr=0.5: 0.7369, prec@thr=0.5: 0.8092, recall@top3: 0.8201, prec@top3: 0.6875, recall@top5: 0.9383, prec@top5: 0.4841, loss: 0.0385, grad_norm: 0.1609 2020-11-26 06:15:21,180 - mmaction - INFO - Epoch [15][1140/1441] lr: 2.000e-02, eta: 2:05:44, time: 0.956, data_time: 0.000, memory: 10785, loss_action_cls: 0.0385, recall@thr=0.5: 0.7278, prec@thr=0.5: 0.8030, recall@top3: 0.8223, prec@top3: 0.6693, recall@top5: 0.9435, prec@top5: 0.4734, loss: 0.0385, grad_norm: 0.1577 2020-11-26 06:15:40,286 - mmaction - INFO - Epoch [15][1160/1441] lr: 2.000e-02, eta: 2:05:23, time: 0.955, data_time: 0.001, memory: 10785, loss_action_cls: 0.0387, recall@thr=0.5: 0.7081, prec@thr=0.5: 0.7875, recall@top3: 0.8206, prec@top3: 0.6777, recall@top5: 0.9397, prec@top5: 0.4764, loss: 0.0387, grad_norm: 0.1598 2020-11-26 06:15:59,526 - mmaction - INFO - Epoch [15][1180/1441] lr: 2.000e-02, eta: 2:05:03, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0384, recall@thr=0.5: 0.7275, prec@thr=0.5: 0.7967, recall@top3: 0.8228, prec@top3: 0.6713, recall@top5: 0.9370, prec@top5: 0.4681, loss: 0.0384, grad_norm: 0.1583 2020-11-26 06:16:18,762 - mmaction - INFO - Epoch [15][1200/1441] lr: 2.000e-02, eta: 2:04:42, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0388, recall@thr=0.5: 0.7209, prec@thr=0.5: 0.7909, recall@top3: 0.8164, prec@top3: 0.6582, recall@top5: 0.9388, prec@top5: 0.4652, loss: 0.0388, grad_norm: 0.1590 2020-11-26 06:16:37,897 - mmaction - INFO - Epoch [15][1220/1441] lr: 2.000e-02, eta: 2:04:22, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0383, recall@thr=0.5: 0.7338, prec@thr=0.5: 0.8002, recall@top3: 0.8229, prec@top3: 0.6736, recall@top5: 0.9410, prec@top5: 0.4737, loss: 0.0383, grad_norm: 0.1585 2020-11-26 06:16:57,208 - mmaction - INFO - Epoch [15][1240/1441] lr: 2.000e-02, eta: 2:04:01, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0378, recall@thr=0.5: 0.7256, prec@thr=0.5: 0.7910, recall@top3: 0.8256, prec@top3: 0.6745, recall@top5: 0.9367, prec@top5: 0.4716, loss: 0.0378, grad_norm: 0.1532 2020-11-26 06:17:16,536 - mmaction - INFO - Epoch [15][1260/1441] lr: 2.000e-02, eta: 2:03:41, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0371, recall@thr=0.5: 0.7221, prec@thr=0.5: 0.7888, recall@top3: 0.8209, prec@top3: 0.6717, recall@top5: 0.9397, prec@top5: 0.4730, loss: 0.0371, grad_norm: 0.1647 2020-11-26 06:17:35,687 - mmaction - INFO - Epoch [15][1280/1441] lr: 2.000e-02, eta: 2:03:20, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0376, recall@thr=0.5: 0.7301, prec@thr=0.5: 0.8068, recall@top3: 0.8269, prec@top3: 0.6692, recall@top5: 0.9408, prec@top5: 0.4684, loss: 0.0376, grad_norm: 0.1538 2020-11-26 06:17:55,000 - mmaction - INFO - Epoch [15][1300/1441] lr: 2.000e-02, eta: 2:03:00, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0390, recall@thr=0.5: 0.7100, prec@thr=0.5: 0.7886, recall@top3: 0.8182, prec@top3: 0.6703, recall@top5: 0.9367, prec@top5: 0.4715, loss: 0.0390, grad_norm: 0.1574 2020-11-26 06:18:14,422 - mmaction - INFO - Epoch [15][1320/1441] lr: 2.000e-02, eta: 2:02:40, time: 0.972, data_time: 0.001, memory: 10785, loss_action_cls: 0.0389, recall@thr=0.5: 0.7324, prec@thr=0.5: 0.7913, recall@top3: 0.8166, prec@top3: 0.6843, recall@top5: 0.9374, prec@top5: 0.4817, loss: 0.0389, grad_norm: 0.1538 2020-11-26 06:18:33,668 - mmaction - INFO - Epoch [15][1340/1441] lr: 2.000e-02, eta: 2:02:19, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0395, recall@thr=0.5: 0.7068, prec@thr=0.5: 0.7853, recall@top3: 0.8083, prec@top3: 0.6619, recall@top5: 0.9344, prec@top5: 0.4683, loss: 0.0395, grad_norm: 0.1580 2020-11-26 06:18:52,932 - mmaction - INFO - Epoch [15][1360/1441] lr: 2.000e-02, eta: 2:01:59, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0359, recall@thr=0.5: 0.7366, prec@thr=0.5: 0.8048, recall@top3: 0.8365, prec@top3: 0.6848, recall@top5: 0.9476, prec@top5: 0.4762, loss: 0.0359, grad_norm: 0.1539 2020-11-26 06:19:12,161 - mmaction - INFO - Epoch [15][1380/1441] lr: 2.000e-02, eta: 2:01:38, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0394, recall@thr=0.5: 0.7181, prec@thr=0.5: 0.7913, recall@top3: 0.8116, prec@top3: 0.6630, recall@top5: 0.9263, prec@top5: 0.4667, loss: 0.0394, grad_norm: 0.1614 2020-11-26 06:19:31,294 - mmaction - INFO - Epoch [15][1400/1441] lr: 2.000e-02, eta: 2:01:18, time: 0.957, data_time: 0.000, memory: 10785, loss_action_cls: 0.0381, recall@thr=0.5: 0.7279, prec@thr=0.5: 0.7887, recall@top3: 0.8147, prec@top3: 0.6641, recall@top5: 0.9375, prec@top5: 0.4683, loss: 0.0381, grad_norm: 0.1578 2020-11-26 06:19:50,488 - mmaction - INFO - Epoch [15][1420/1441] lr: 2.000e-02, eta: 2:00:57, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0390, recall@thr=0.5: 0.7191, prec@thr=0.5: 0.7891, recall@top3: 0.8203, prec@top3: 0.6687, recall@top5: 0.9396, prec@top5: 0.4717, loss: 0.0390, grad_norm: 0.1601 2020-11-26 06:20:09,720 - mmaction - INFO - Epoch [15][1440/1441] lr: 2.000e-02, eta: 2:00:37, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0400, recall@thr=0.5: 0.7135, prec@thr=0.5: 0.7871, recall@top3: 0.8118, prec@top3: 0.6687, recall@top5: 0.9369, prec@top5: 0.4735, loss: 0.0400, grad_norm: 0.1627 2020-11-26 06:20:13,163 - mmaction - INFO - Saving checkpoint at 15 epochs 2020-11-26 06:50:51,948 - mmaction - INFO - Evaluating proposal ... 2020-11-26 06:51:58,722 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-26 06:51:58,723 - mmaction - INFO - Evaluating bbox ... 2020-11-26 06:59:37,795 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2176 2020-11-26 06:59:38,879 - mmaction - INFO - Epoch(val) [15][1441] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2176 2020-11-26 07:00:40,861 - mmaction - INFO - Epoch [16][20/1441] lr: 2.000e-03, eta: 2:00:32, time: 3.098, data_time: 2.152, memory: 10785, loss_action_cls: 0.0395, recall@thr=0.5: 0.7163, prec@thr=0.5: 0.7897, recall@top3: 0.8070, prec@top3: 0.6745, recall@top5: 0.9316, prec@top5: 0.4786, loss: 0.0395, grad_norm: 0.1555 2020-11-26 07:00:59,804 - mmaction - INFO - Epoch [16][40/1441] lr: 2.000e-03, eta: 2:00:11, time: 0.948, data_time: 0.001, memory: 10785, loss_action_cls: 0.0394, recall@thr=0.5: 0.7158, prec@thr=0.5: 0.7826, recall@top3: 0.8101, prec@top3: 0.6667, recall@top5: 0.9295, prec@top5: 0.4695, loss: 0.0394, grad_norm: 0.1651 2020-11-26 07:01:18,959 - mmaction - INFO - Epoch [16][60/1441] lr: 2.000e-03, eta: 1:59:50, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0389, recall@thr=0.5: 0.7238, prec@thr=0.5: 0.7935, recall@top3: 0.8213, prec@top3: 0.6692, recall@top5: 0.9373, prec@top5: 0.4706, loss: 0.0389, grad_norm: 0.1577 2020-11-26 07:01:38,178 - mmaction - INFO - Epoch [16][80/1441] lr: 2.000e-03, eta: 1:59:30, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0373, recall@thr=0.5: 0.7283, prec@thr=0.5: 0.7911, recall@top3: 0.8273, prec@top3: 0.6876, recall@top5: 0.9419, prec@top5: 0.4810, loss: 0.0373, grad_norm: 0.1554 2020-11-26 07:01:57,314 - mmaction - INFO - Epoch [16][100/1441] lr: 2.000e-03, eta: 1:59:10, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0380, recall@thr=0.5: 0.7246, prec@thr=0.5: 0.8014, recall@top3: 0.8147, prec@top3: 0.6694, recall@top5: 0.9339, prec@top5: 0.4721, loss: 0.0380, grad_norm: 0.1553 2020-11-26 07:02:16,415 - mmaction - INFO - Epoch [16][120/1441] lr: 2.000e-03, eta: 1:58:49, time: 0.955, data_time: 0.001, memory: 10785, loss_action_cls: 0.0369, recall@thr=0.5: 0.7344, prec@thr=0.5: 0.8014, recall@top3: 0.8232, prec@top3: 0.6759, recall@top5: 0.9356, prec@top5: 0.4729, loss: 0.0369, grad_norm: 0.1591 2020-11-26 07:02:35,733 - mmaction - INFO - Epoch [16][140/1441] lr: 2.000e-03, eta: 1:58:29, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0375, recall@thr=0.5: 0.7303, prec@thr=0.5: 0.8049, recall@top3: 0.8281, prec@top3: 0.6771, recall@top5: 0.9375, prec@top5: 0.4725, loss: 0.0375, grad_norm: 0.1539 2020-11-26 07:02:54,906 - mmaction - INFO - Epoch [16][160/1441] lr: 2.000e-03, eta: 1:58:08, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0373, recall@thr=0.5: 0.7343, prec@thr=0.5: 0.8048, recall@top3: 0.8275, prec@top3: 0.6791, recall@top5: 0.9444, prec@top5: 0.4761, loss: 0.0373, grad_norm: 0.1516 2020-11-26 07:03:14,162 - mmaction - INFO - Epoch [16][180/1441] lr: 2.000e-03, eta: 1:57:48, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0380, recall@thr=0.5: 0.7193, prec@thr=0.5: 0.7998, recall@top3: 0.8290, prec@top3: 0.6724, recall@top5: 0.9410, prec@top5: 0.4677, loss: 0.0380, grad_norm: 0.1578 2020-11-26 07:03:33,335 - mmaction - INFO - Epoch [16][200/1441] lr: 2.000e-03, eta: 1:57:27, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0377, recall@thr=0.5: 0.7305, prec@thr=0.5: 0.7980, recall@top3: 0.8245, prec@top3: 0.6760, recall@top5: 0.9408, prec@top5: 0.4745, loss: 0.0377, grad_norm: 0.1558 2020-11-26 07:03:52,515 - mmaction - INFO - Epoch [16][220/1441] lr: 2.000e-03, eta: 1:57:07, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0391, recall@thr=0.5: 0.7204, prec@thr=0.5: 0.7976, recall@top3: 0.8136, prec@top3: 0.6593, recall@top5: 0.9378, prec@top5: 0.4678, loss: 0.0391, grad_norm: 0.1590 2020-11-26 07:04:11,586 - mmaction - INFO - Epoch [16][240/1441] lr: 2.000e-03, eta: 1:56:46, time: 0.954, data_time: 0.001, memory: 10785, loss_action_cls: 0.0372, recall@thr=0.5: 0.7294, prec@thr=0.5: 0.8048, recall@top3: 0.8319, prec@top3: 0.6767, recall@top5: 0.9423, prec@top5: 0.4717, loss: 0.0372, grad_norm: 0.1581 2020-11-26 07:04:30,816 - mmaction - INFO - Epoch [16][260/1441] lr: 2.000e-03, eta: 1:56:26, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0381, recall@thr=0.5: 0.7214, prec@thr=0.5: 0.7943, recall@top3: 0.8224, prec@top3: 0.6739, recall@top5: 0.9394, prec@top5: 0.4732, loss: 0.0381, grad_norm: 0.1603 2020-11-26 07:04:50,075 - mmaction - INFO - Epoch [16][280/1441] lr: 2.000e-03, eta: 1:56:05, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0383, recall@thr=0.5: 0.7232, prec@thr=0.5: 0.7846, recall@top3: 0.8209, prec@top3: 0.6617, recall@top5: 0.9347, prec@top5: 0.4619, loss: 0.0383, grad_norm: 0.1673 2020-11-26 07:05:09,380 - mmaction - INFO - Epoch [16][300/1441] lr: 2.000e-03, eta: 1:55:45, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0398, recall@thr=0.5: 0.7188, prec@thr=0.5: 0.7936, recall@top3: 0.8155, prec@top3: 0.6646, recall@top5: 0.9361, prec@top5: 0.4694, loss: 0.0398, grad_norm: 0.1565 2020-11-26 07:05:28,583 - mmaction - INFO - Epoch [16][320/1441] lr: 2.000e-03, eta: 1:55:24, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0377, recall@thr=0.5: 0.7245, prec@thr=0.5: 0.7944, recall@top3: 0.8302, prec@top3: 0.6715, recall@top5: 0.9458, prec@top5: 0.4703, loss: 0.0377, grad_norm: 0.1579 2020-11-26 07:05:47,736 - mmaction - INFO - Epoch [16][340/1441] lr: 2.000e-03, eta: 1:55:04, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0377, recall@thr=0.5: 0.7143, prec@thr=0.5: 0.7881, recall@top3: 0.8221, prec@top3: 0.6669, recall@top5: 0.9387, prec@top5: 0.4684, loss: 0.0377, grad_norm: 0.1654 2020-11-26 07:06:06,975 - mmaction - INFO - Epoch [16][360/1441] lr: 2.000e-03, eta: 1:54:44, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0385, recall@thr=0.5: 0.7145, prec@thr=0.5: 0.7825, recall@top3: 0.8218, prec@top3: 0.6642, recall@top5: 0.9377, prec@top5: 0.4649, loss: 0.0385, grad_norm: 0.1652 2020-11-26 07:06:26,223 - mmaction - INFO - Epoch [16][380/1441] lr: 2.000e-03, eta: 1:54:23, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0369, recall@thr=0.5: 0.7272, prec@thr=0.5: 0.7905, recall@top3: 0.8330, prec@top3: 0.6746, recall@top5: 0.9442, prec@top5: 0.4688, loss: 0.0369, grad_norm: 0.1533 2020-11-26 07:06:45,417 - mmaction - INFO - Epoch [16][400/1441] lr: 2.000e-03, eta: 1:54:03, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0379, recall@thr=0.5: 0.7224, prec@thr=0.5: 0.7997, recall@top3: 0.8171, prec@top3: 0.6706, recall@top5: 0.9380, prec@top5: 0.4710, loss: 0.0379, grad_norm: 0.1607 2020-11-26 07:07:04,582 - mmaction - INFO - Epoch [16][420/1441] lr: 2.000e-03, eta: 1:53:42, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0382, recall@thr=0.5: 0.7197, prec@thr=0.5: 0.7938, recall@top3: 0.8201, prec@top3: 0.6642, recall@top5: 0.9404, prec@top5: 0.4694, loss: 0.0382, grad_norm: 0.1560 2020-11-26 07:07:23,842 - mmaction - INFO - Epoch [16][440/1441] lr: 2.000e-03, eta: 1:53:22, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0376, recall@thr=0.5: 0.7353, prec@thr=0.5: 0.7965, recall@top3: 0.8186, prec@top3: 0.6772, recall@top5: 0.9393, prec@top5: 0.4778, loss: 0.0376, grad_norm: 0.1604 2020-11-26 07:07:43,080 - mmaction - INFO - Epoch [16][460/1441] lr: 2.000e-03, eta: 1:53:01, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0394, recall@thr=0.5: 0.7140, prec@thr=0.5: 0.7884, recall@top3: 0.8075, prec@top3: 0.6719, recall@top5: 0.9314, prec@top5: 0.4757, loss: 0.0394, grad_norm: 0.1611 2020-11-26 07:08:02,295 - mmaction - INFO - Epoch [16][480/1441] lr: 2.000e-03, eta: 1:52:41, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0389, recall@thr=0.5: 0.7279, prec@thr=0.5: 0.7949, recall@top3: 0.8125, prec@top3: 0.6805, recall@top5: 0.9390, prec@top5: 0.4835, loss: 0.0389, grad_norm: 0.1589 2020-11-26 07:08:21,554 - mmaction - INFO - Epoch [16][500/1441] lr: 2.000e-03, eta: 1:52:21, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0395, recall@thr=0.5: 0.7179, prec@thr=0.5: 0.7952, recall@top3: 0.8195, prec@top3: 0.6732, recall@top5: 0.9330, prec@top5: 0.4716, loss: 0.0395, grad_norm: 0.1668 2020-11-26 07:08:40,742 - mmaction - INFO - Epoch [16][520/1441] lr: 2.000e-03, eta: 1:52:00, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0391, recall@thr=0.5: 0.7108, prec@thr=0.5: 0.7924, recall@top3: 0.8140, prec@top3: 0.6583, recall@top5: 0.9325, prec@top5: 0.4639, loss: 0.0391, grad_norm: 0.1700 2020-11-26 07:08:59,856 - mmaction - INFO - Epoch [16][540/1441] lr: 2.000e-03, eta: 1:51:40, time: 0.956, data_time: 0.001, memory: 10785, loss_action_cls: 0.0384, recall@thr=0.5: 0.7265, prec@thr=0.5: 0.8084, recall@top3: 0.8230, prec@top3: 0.6784, recall@top5: 0.9360, prec@top5: 0.4742, loss: 0.0384, grad_norm: 0.1594 2020-11-26 07:09:19,142 - mmaction - INFO - Epoch [16][560/1441] lr: 2.000e-03, eta: 1:51:19, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0369, recall@thr=0.5: 0.7363, prec@thr=0.5: 0.8019, recall@top3: 0.8362, prec@top3: 0.6715, recall@top5: 0.9420, prec@top5: 0.4662, loss: 0.0369, grad_norm: 0.1544 2020-11-26 07:09:38,369 - mmaction - INFO - Epoch [16][580/1441] lr: 2.000e-03, eta: 1:50:59, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0387, recall@thr=0.5: 0.7261, prec@thr=0.5: 0.7933, recall@top3: 0.8250, prec@top3: 0.6652, recall@top5: 0.9386, prec@top5: 0.4656, loss: 0.0387, grad_norm: 0.1598 2020-11-26 07:09:57,522 - mmaction - INFO - Epoch [16][600/1441] lr: 2.000e-03, eta: 1:50:39, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0388, recall@thr=0.5: 0.7211, prec@thr=0.5: 0.7944, recall@top3: 0.8225, prec@top3: 0.6775, recall@top5: 0.9351, prec@top5: 0.4735, loss: 0.0388, grad_norm: 0.1593 2020-11-26 07:10:16,863 - mmaction - INFO - Epoch [16][620/1441] lr: 2.000e-03, eta: 1:50:18, time: 0.967, data_time: 0.000, memory: 10785, loss_action_cls: 0.0361, recall@thr=0.5: 0.7467, prec@thr=0.5: 0.8087, recall@top3: 0.8316, prec@top3: 0.6809, recall@top5: 0.9458, prec@top5: 0.4759, loss: 0.0361, grad_norm: 0.1529 2020-11-26 07:10:36,250 - mmaction - INFO - Epoch [16][640/1441] lr: 2.000e-03, eta: 1:49:58, time: 0.970, data_time: 0.001, memory: 10785, loss_action_cls: 0.0374, recall@thr=0.5: 0.7283, prec@thr=0.5: 0.8027, recall@top3: 0.8197, prec@top3: 0.6719, recall@top5: 0.9418, prec@top5: 0.4760, loss: 0.0374, grad_norm: 0.1593 2020-11-26 07:10:55,531 - mmaction - INFO - Epoch [16][660/1441] lr: 2.000e-03, eta: 1:49:37, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0371, recall@thr=0.5: 0.7345, prec@thr=0.5: 0.8051, recall@top3: 0.8361, prec@top3: 0.6777, recall@top5: 0.9429, prec@top5: 0.4696, loss: 0.0371, grad_norm: 0.1562 2020-11-26 07:11:14,694 - mmaction - INFO - Epoch [16][680/1441] lr: 2.000e-03, eta: 1:49:17, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0381, recall@thr=0.5: 0.7220, prec@thr=0.5: 0.7949, recall@top3: 0.8254, prec@top3: 0.6669, recall@top5: 0.9431, prec@top5: 0.4695, loss: 0.0381, grad_norm: 0.1552 2020-11-26 07:11:33,892 - mmaction - INFO - Epoch [16][700/1441] lr: 2.000e-03, eta: 1:48:57, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0375, recall@thr=0.5: 0.7344, prec@thr=0.5: 0.8081, recall@top3: 0.8282, prec@top3: 0.6714, recall@top5: 0.9341, prec@top5: 0.4663, loss: 0.0375, grad_norm: 0.1600 2020-11-26 07:11:53,151 - mmaction - INFO - Epoch [16][720/1441] lr: 2.000e-03, eta: 1:48:36, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0382, recall@thr=0.5: 0.7168, prec@thr=0.5: 0.7862, recall@top3: 0.8278, prec@top3: 0.6747, recall@top5: 0.9385, prec@top5: 0.4685, loss: 0.0382, grad_norm: 0.1587 2020-11-26 07:12:12,354 - mmaction - INFO - Epoch [16][740/1441] lr: 2.000e-03, eta: 1:48:16, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0366, recall@thr=0.5: 0.7350, prec@thr=0.5: 0.7994, recall@top3: 0.8403, prec@top3: 0.6744, recall@top5: 0.9462, prec@top5: 0.4649, loss: 0.0366, grad_norm: 0.1522 2020-11-26 07:12:31,653 - mmaction - INFO - Epoch [16][760/1441] lr: 2.000e-03, eta: 1:47:55, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0386, recall@thr=0.5: 0.7126, prec@thr=0.5: 0.8010, recall@top3: 0.8093, prec@top3: 0.6707, recall@top5: 0.9300, prec@top5: 0.4764, loss: 0.0386, grad_norm: 0.1622 2020-11-26 07:12:50,873 - mmaction - INFO - Epoch [16][780/1441] lr: 2.000e-03, eta: 1:47:35, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0370, recall@thr=0.5: 0.7355, prec@thr=0.5: 0.7941, recall@top3: 0.8261, prec@top3: 0.6776, recall@top5: 0.9443, prec@top5: 0.4777, loss: 0.0370, grad_norm: 0.1560 2020-11-26 07:13:10,142 - mmaction - INFO - Epoch [16][800/1441] lr: 2.000e-03, eta: 1:47:15, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0364, recall@thr=0.5: 0.7429, prec@thr=0.5: 0.7985, recall@top3: 0.8348, prec@top3: 0.6746, recall@top5: 0.9448, prec@top5: 0.4679, loss: 0.0364, grad_norm: 0.1544 2020-11-26 07:13:29,392 - mmaction - INFO - Epoch [16][820/1441] lr: 2.000e-03, eta: 1:46:54, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0375, recall@thr=0.5: 0.7241, prec@thr=0.5: 0.7939, recall@top3: 0.8274, prec@top3: 0.6701, recall@top5: 0.9389, prec@top5: 0.4675, loss: 0.0375, grad_norm: 0.1562 2020-11-26 07:13:48,568 - mmaction - INFO - Epoch [16][840/1441] lr: 2.000e-03, eta: 1:46:34, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0383, recall@thr=0.5: 0.7177, prec@thr=0.5: 0.8026, recall@top3: 0.8201, prec@top3: 0.6829, recall@top5: 0.9353, prec@top5: 0.4805, loss: 0.0383, grad_norm: 0.1586 2020-11-26 07:14:07,751 - mmaction - INFO - Epoch [16][860/1441] lr: 2.000e-03, eta: 1:46:14, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0377, recall@thr=0.5: 0.7303, prec@thr=0.5: 0.7891, recall@top3: 0.8285, prec@top3: 0.6714, recall@top5: 0.9444, prec@top5: 0.4713, loss: 0.0377, grad_norm: 0.1610 2020-11-26 07:14:26,891 - mmaction - INFO - Epoch [16][880/1441] lr: 2.000e-03, eta: 1:45:53, time: 0.957, data_time: 0.000, memory: 10785, loss_action_cls: 0.0379, recall@thr=0.5: 0.7221, prec@thr=0.5: 0.7902, recall@top3: 0.8237, prec@top3: 0.6688, recall@top5: 0.9414, prec@top5: 0.4711, loss: 0.0379, grad_norm: 0.1570 2020-11-26 07:14:46,009 - mmaction - INFO - Epoch [16][900/1441] lr: 2.000e-03, eta: 1:45:33, time: 0.955, data_time: 0.000, memory: 10785, loss_action_cls: 0.0372, recall@thr=0.5: 0.7379, prec@thr=0.5: 0.8061, recall@top3: 0.8300, prec@top3: 0.6924, recall@top5: 0.9412, prec@top5: 0.4818, loss: 0.0372, grad_norm: 0.1530 2020-11-26 07:15:05,242 - mmaction - INFO - Epoch [16][920/1441] lr: 2.000e-03, eta: 1:45:12, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0392, recall@thr=0.5: 0.7206, prec@thr=0.5: 0.7884, recall@top3: 0.8101, prec@top3: 0.6686, recall@top5: 0.9372, prec@top5: 0.4758, loss: 0.0392, grad_norm: 0.1596 2020-11-26 07:15:24,485 - mmaction - INFO - Epoch [16][940/1441] lr: 2.000e-03, eta: 1:44:52, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0378, recall@thr=0.5: 0.7207, prec@thr=0.5: 0.8040, recall@top3: 0.8231, prec@top3: 0.6851, recall@top5: 0.9413, prec@top5: 0.4805, loss: 0.0378, grad_norm: 0.1517 2020-11-26 07:15:43,760 - mmaction - INFO - Epoch [16][960/1441] lr: 2.000e-03, eta: 1:44:32, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0387, recall@thr=0.5: 0.7131, prec@thr=0.5: 0.7851, recall@top3: 0.8110, prec@top3: 0.6582, recall@top5: 0.9326, prec@top5: 0.4648, loss: 0.0387, grad_norm: 0.1628 2020-11-26 07:16:03,052 - mmaction - INFO - Epoch [16][980/1441] lr: 2.000e-03, eta: 1:44:11, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0391, recall@thr=0.5: 0.7146, prec@thr=0.5: 0.7862, recall@top3: 0.8100, prec@top3: 0.6653, recall@top5: 0.9317, prec@top5: 0.4685, loss: 0.0391, grad_norm: 0.1613 2020-11-26 07:16:22,189 - mmaction - INFO - Epoch [16][1000/1441] lr: 2.000e-03, eta: 1:43:51, time: 0.957, data_time: 0.000, memory: 10785, loss_action_cls: 0.0367, recall@thr=0.5: 0.7244, prec@thr=0.5: 0.7953, recall@top3: 0.8256, prec@top3: 0.6806, recall@top5: 0.9447, prec@top5: 0.4791, loss: 0.0367, grad_norm: 0.1617 2020-11-26 07:16:41,353 - mmaction - INFO - Epoch [16][1020/1441] lr: 2.000e-03, eta: 1:43:31, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0369, recall@thr=0.5: 0.7295, prec@thr=0.5: 0.7869, recall@top3: 0.8314, prec@top3: 0.6659, recall@top5: 0.9397, prec@top5: 0.4634, loss: 0.0369, grad_norm: 0.1516 2020-11-26 07:17:00,664 - mmaction - INFO - Epoch [16][1040/1441] lr: 2.000e-03, eta: 1:43:10, time: 0.966, data_time: 0.000, memory: 10785, loss_action_cls: 0.0381, recall@thr=0.5: 0.7397, prec@thr=0.5: 0.8076, recall@top3: 0.8324, prec@top3: 0.6789, recall@top5: 0.9425, prec@top5: 0.4732, loss: 0.0381, grad_norm: 0.1555 2020-11-26 07:17:19,948 - mmaction - INFO - Epoch [16][1060/1441] lr: 2.000e-03, eta: 1:42:50, time: 0.964, data_time: 0.000, memory: 10785, loss_action_cls: 0.0375, recall@thr=0.5: 0.7283, prec@thr=0.5: 0.7971, recall@top3: 0.8247, prec@top3: 0.6751, recall@top5: 0.9437, prec@top5: 0.4757, loss: 0.0375, grad_norm: 0.1623 2020-11-26 07:17:39,036 - mmaction - INFO - Epoch [16][1080/1441] lr: 2.000e-03, eta: 1:42:30, time: 0.954, data_time: 0.001, memory: 10785, loss_action_cls: 0.0394, recall@thr=0.5: 0.7208, prec@thr=0.5: 0.7985, recall@top3: 0.8109, prec@top3: 0.6652, recall@top5: 0.9312, prec@top5: 0.4682, loss: 0.0394, grad_norm: 0.1601 2020-11-26 07:17:58,224 - mmaction - INFO - Epoch [16][1100/1441] lr: 2.000e-03, eta: 1:42:09, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0382, recall@thr=0.5: 0.7343, prec@thr=0.5: 0.7995, recall@top3: 0.8186, prec@top3: 0.6701, recall@top5: 0.9390, prec@top5: 0.4736, loss: 0.0382, grad_norm: 0.1604 2020-11-26 07:18:17,555 - mmaction - INFO - Epoch [16][1120/1441] lr: 2.000e-03, eta: 1:41:49, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0373, recall@thr=0.5: 0.7324, prec@thr=0.5: 0.7930, recall@top3: 0.8260, prec@top3: 0.6608, recall@top5: 0.9352, prec@top5: 0.4590, loss: 0.0373, grad_norm: 0.1578 2020-11-26 07:18:36,875 - mmaction - INFO - Epoch [16][1140/1441] lr: 2.000e-03, eta: 1:41:29, time: 0.966, data_time: 0.000, memory: 10785, loss_action_cls: 0.0376, recall@thr=0.5: 0.7285, prec@thr=0.5: 0.8023, recall@top3: 0.8332, prec@top3: 0.6790, recall@top5: 0.9378, prec@top5: 0.4710, loss: 0.0376, grad_norm: 0.1591 2020-11-26 07:18:56,095 - mmaction - INFO - Epoch [16][1160/1441] lr: 2.000e-03, eta: 1:41:08, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0366, recall@thr=0.5: 0.7323, prec@thr=0.5: 0.7947, recall@top3: 0.8255, prec@top3: 0.6726, recall@top5: 0.9423, prec@top5: 0.4730, loss: 0.0366, grad_norm: 0.1548 2020-11-26 07:19:15,364 - mmaction - INFO - Epoch [16][1180/1441] lr: 2.000e-03, eta: 1:40:48, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0385, recall@thr=0.5: 0.7238, prec@thr=0.5: 0.8013, recall@top3: 0.8238, prec@top3: 0.6789, recall@top5: 0.9380, prec@top5: 0.4736, loss: 0.0385, grad_norm: 0.1599 2020-11-26 07:19:34,568 - mmaction - INFO - Epoch [16][1200/1441] lr: 2.000e-03, eta: 1:40:28, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0366, recall@thr=0.5: 0.7385, prec@thr=0.5: 0.8062, recall@top3: 0.8312, prec@top3: 0.6781, recall@top5: 0.9457, prec@top5: 0.4749, loss: 0.0366, grad_norm: 0.1592 2020-11-26 07:19:53,931 - mmaction - INFO - Epoch [16][1220/1441] lr: 2.000e-03, eta: 1:40:07, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0392, recall@thr=0.5: 0.7259, prec@thr=0.5: 0.7911, recall@top3: 0.8231, prec@top3: 0.6721, recall@top5: 0.9382, prec@top5: 0.4717, loss: 0.0392, grad_norm: 0.1590 2020-11-26 07:20:13,174 - mmaction - INFO - Epoch [16][1240/1441] lr: 2.000e-03, eta: 1:39:47, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0378, recall@thr=0.5: 0.7237, prec@thr=0.5: 0.7941, recall@top3: 0.8190, prec@top3: 0.6648, recall@top5: 0.9390, prec@top5: 0.4686, loss: 0.0378, grad_norm: 0.1612 2020-11-26 07:20:32,554 - mmaction - INFO - Epoch [16][1260/1441] lr: 2.000e-03, eta: 1:39:27, time: 0.969, data_time: 0.000, memory: 10785, loss_action_cls: 0.0372, recall@thr=0.5: 0.7307, prec@thr=0.5: 0.8057, recall@top3: 0.8226, prec@top3: 0.6832, recall@top5: 0.9363, prec@top5: 0.4772, loss: 0.0372, grad_norm: 0.1611 2020-11-26 07:20:51,667 - mmaction - INFO - Epoch [16][1280/1441] lr: 2.000e-03, eta: 1:39:06, time: 0.955, data_time: 0.000, memory: 10785, loss_action_cls: 0.0380, recall@thr=0.5: 0.7365, prec@thr=0.5: 0.8098, recall@top3: 0.8305, prec@top3: 0.6752, recall@top5: 0.9421, prec@top5: 0.4713, loss: 0.0380, grad_norm: 0.1595 2020-11-26 07:21:10,964 - mmaction - INFO - Epoch [16][1300/1441] lr: 2.000e-03, eta: 1:38:46, time: 0.965, data_time: 0.002, memory: 10785, loss_action_cls: 0.0368, recall@thr=0.5: 0.7398, prec@thr=0.5: 0.8085, recall@top3: 0.8368, prec@top3: 0.6656, recall@top5: 0.9411, prec@top5: 0.4607, loss: 0.0368, grad_norm: 0.1570 2020-11-26 07:21:30,247 - mmaction - INFO - Epoch [16][1320/1441] lr: 2.000e-03, eta: 1:38:26, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0379, recall@thr=0.5: 0.7176, prec@thr=0.5: 0.8026, recall@top3: 0.8183, prec@top3: 0.6769, recall@top5: 0.9351, prec@top5: 0.4747, loss: 0.0379, grad_norm: 0.1626 2020-11-26 07:21:49,405 - mmaction - INFO - Epoch [16][1340/1441] lr: 2.000e-03, eta: 1:38:05, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0379, recall@thr=0.5: 0.7260, prec@thr=0.5: 0.7997, recall@top3: 0.8228, prec@top3: 0.6741, recall@top5: 0.9405, prec@top5: 0.4733, loss: 0.0379, grad_norm: 0.1592 2020-11-26 07:22:08,703 - mmaction - INFO - Epoch [16][1360/1441] lr: 2.000e-03, eta: 1:37:45, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0375, recall@thr=0.5: 0.7299, prec@thr=0.5: 0.8031, recall@top3: 0.8264, prec@top3: 0.6766, recall@top5: 0.9423, prec@top5: 0.4747, loss: 0.0375, grad_norm: 0.1580 2020-11-26 07:22:27,879 - mmaction - INFO - Epoch [16][1380/1441] lr: 2.000e-03, eta: 1:37:25, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0373, recall@thr=0.5: 0.7430, prec@thr=0.5: 0.8094, recall@top3: 0.8409, prec@top3: 0.6764, recall@top5: 0.9437, prec@top5: 0.4663, loss: 0.0373, grad_norm: 0.1600 2020-11-26 07:22:46,998 - mmaction - INFO - Epoch [16][1400/1441] lr: 2.000e-03, eta: 1:37:04, time: 0.956, data_time: 0.001, memory: 10785, loss_action_cls: 0.0375, recall@thr=0.5: 0.7378, prec@thr=0.5: 0.7931, recall@top3: 0.8295, prec@top3: 0.6751, recall@top5: 0.9390, prec@top5: 0.4686, loss: 0.0375, grad_norm: 0.1661 2020-11-26 07:23:06,233 - mmaction - INFO - Epoch [16][1420/1441] lr: 2.000e-03, eta: 1:36:44, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0385, recall@thr=0.5: 0.7182, prec@thr=0.5: 0.7895, recall@top3: 0.8172, prec@top3: 0.6788, recall@top5: 0.9352, prec@top5: 0.4763, loss: 0.0385, grad_norm: 0.1613 2020-11-26 07:23:25,354 - mmaction - INFO - Epoch [16][1440/1441] lr: 2.000e-03, eta: 1:36:24, time: 0.956, data_time: 0.001, memory: 10785, loss_action_cls: 0.0374, recall@thr=0.5: 0.7241, prec@thr=0.5: 0.7909, recall@top3: 0.8178, prec@top3: 0.6634, recall@top5: 0.9406, prec@top5: 0.4674, loss: 0.0374, grad_norm: 0.1579 2020-11-26 07:23:28,697 - mmaction - INFO - Saving checkpoint at 16 epochs 2020-11-26 07:53:39,240 - mmaction - INFO - Evaluating proposal ... 2020-11-26 07:54:45,455 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-26 07:54:45,456 - mmaction - INFO - Evaluating bbox ... 2020-11-26 08:02:26,299 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2184 2020-11-26 08:02:27,306 - mmaction - INFO - Epoch(val) [16][1441] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2184 2020-11-26 08:03:28,840 - mmaction - INFO - Epoch [17][20/1441] lr: 2.000e-03, eta: 1:36:14, time: 3.076, data_time: 2.127, memory: 10785, loss_action_cls: 0.0383, recall@thr=0.5: 0.7178, prec@thr=0.5: 0.7838, recall@top3: 0.8200, prec@top3: 0.6608, recall@top5: 0.9324, prec@top5: 0.4615, loss: 0.0383, grad_norm: 0.1642 2020-11-26 08:03:48,047 - mmaction - INFO - Epoch [17][40/1441] lr: 2.000e-03, eta: 1:35:54, time: 0.960, data_time: 0.003, memory: 10785, loss_action_cls: 0.0369, recall@thr=0.5: 0.7381, prec@thr=0.5: 0.7979, recall@top3: 0.8299, prec@top3: 0.6743, recall@top5: 0.9386, prec@top5: 0.4689, loss: 0.0369, grad_norm: 0.1527 2020-11-26 08:04:07,015 - mmaction - INFO - Epoch [17][60/1441] lr: 2.000e-03, eta: 1:35:33, time: 0.948, data_time: 0.001, memory: 10785, loss_action_cls: 0.0377, recall@thr=0.5: 0.7251, prec@thr=0.5: 0.7985, recall@top3: 0.8202, prec@top3: 0.6630, recall@top5: 0.9396, prec@top5: 0.4685, loss: 0.0377, grad_norm: 0.1671 2020-11-26 08:04:26,259 - mmaction - INFO - Epoch [17][80/1441] lr: 2.000e-03, eta: 1:35:13, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0380, recall@thr=0.5: 0.7226, prec@thr=0.5: 0.7934, recall@top3: 0.8261, prec@top3: 0.6754, recall@top5: 0.9354, prec@top5: 0.4687, loss: 0.0380, grad_norm: 0.1587 2020-11-26 08:04:45,332 - mmaction - INFO - Epoch [17][100/1441] lr: 2.000e-03, eta: 1:34:53, time: 0.954, data_time: 0.001, memory: 10785, loss_action_cls: 0.0382, recall@thr=0.5: 0.7295, prec@thr=0.5: 0.7968, recall@top3: 0.8244, prec@top3: 0.6783, recall@top5: 0.9417, prec@top5: 0.4772, loss: 0.0382, grad_norm: 0.1696 2020-11-26 08:05:04,381 - mmaction - INFO - Epoch [17][120/1441] lr: 2.000e-03, eta: 1:34:32, time: 0.953, data_time: 0.001, memory: 10785, loss_action_cls: 0.0388, recall@thr=0.5: 0.7265, prec@thr=0.5: 0.7828, recall@top3: 0.8192, prec@top3: 0.6743, recall@top5: 0.9373, prec@top5: 0.4744, loss: 0.0388, grad_norm: 0.1650 2020-11-26 08:05:23,471 - mmaction - INFO - Epoch [17][140/1441] lr: 2.000e-03, eta: 1:34:12, time: 0.954, data_time: 0.000, memory: 10785, loss_action_cls: 0.0381, recall@thr=0.5: 0.7222, prec@thr=0.5: 0.7947, recall@top3: 0.8129, prec@top3: 0.6686, recall@top5: 0.9361, prec@top5: 0.4733, loss: 0.0381, grad_norm: 0.1676 2020-11-26 08:05:42,587 - mmaction - INFO - Epoch [17][160/1441] lr: 2.000e-03, eta: 1:33:52, time: 0.956, data_time: 0.001, memory: 10785, loss_action_cls: 0.0374, recall@thr=0.5: 0.7402, prec@thr=0.5: 0.7987, recall@top3: 0.8309, prec@top3: 0.6789, recall@top5: 0.9405, prec@top5: 0.4719, loss: 0.0374, grad_norm: 0.1612 2020-11-26 08:06:01,840 - mmaction - INFO - Epoch [17][180/1441] lr: 2.000e-03, eta: 1:33:31, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0383, recall@thr=0.5: 0.7296, prec@thr=0.5: 0.8005, recall@top3: 0.8203, prec@top3: 0.6731, recall@top5: 0.9388, prec@top5: 0.4722, loss: 0.0383, grad_norm: 0.1501 2020-11-26 08:06:21,198 - mmaction - INFO - Epoch [17][200/1441] lr: 2.000e-03, eta: 1:33:11, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0371, recall@thr=0.5: 0.7345, prec@thr=0.5: 0.8021, recall@top3: 0.8303, prec@top3: 0.6744, recall@top5: 0.9380, prec@top5: 0.4680, loss: 0.0371, grad_norm: 0.1536 2020-11-26 08:06:40,394 - mmaction - INFO - Epoch [17][220/1441] lr: 2.000e-03, eta: 1:32:51, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0379, recall@thr=0.5: 0.7150, prec@thr=0.5: 0.7950, recall@top3: 0.8159, prec@top3: 0.6663, recall@top5: 0.9386, prec@top5: 0.4704, loss: 0.0379, grad_norm: 0.1657 2020-11-26 08:06:59,554 - mmaction - INFO - Epoch [17][240/1441] lr: 2.000e-03, eta: 1:32:30, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0382, recall@thr=0.5: 0.7257, prec@thr=0.5: 0.7921, recall@top3: 0.8218, prec@top3: 0.6716, recall@top5: 0.9394, prec@top5: 0.4712, loss: 0.0382, grad_norm: 0.1670 2020-11-26 08:07:18,704 - mmaction - INFO - Epoch [17][260/1441] lr: 2.000e-03, eta: 1:32:10, time: 0.957, data_time: 0.000, memory: 10785, loss_action_cls: 0.0374, recall@thr=0.5: 0.7378, prec@thr=0.5: 0.8016, recall@top3: 0.8329, prec@top3: 0.6744, recall@top5: 0.9417, prec@top5: 0.4700, loss: 0.0374, grad_norm: 0.1638 2020-11-26 08:07:37,921 - mmaction - INFO - Epoch [17][280/1441] lr: 2.000e-03, eta: 1:31:49, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0382, recall@thr=0.5: 0.7198, prec@thr=0.5: 0.7936, recall@top3: 0.8168, prec@top3: 0.6643, recall@top5: 0.9378, prec@top5: 0.4685, loss: 0.0382, grad_norm: 0.1629 2020-11-26 08:07:57,118 - mmaction - INFO - Epoch [17][300/1441] lr: 2.000e-03, eta: 1:31:29, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0382, recall@thr=0.5: 0.7317, prec@thr=0.5: 0.8018, recall@top3: 0.8236, prec@top3: 0.6652, recall@top5: 0.9343, prec@top5: 0.4658, loss: 0.0382, grad_norm: 0.1603 2020-11-26 08:08:16,417 - mmaction - INFO - Epoch [17][320/1441] lr: 2.000e-03, eta: 1:31:09, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0378, recall@thr=0.5: 0.7250, prec@thr=0.5: 0.7969, recall@top3: 0.8286, prec@top3: 0.6768, recall@top5: 0.9396, prec@top5: 0.4711, loss: 0.0378, grad_norm: 0.1566 2020-11-26 08:08:35,580 - mmaction - INFO - Epoch [17][340/1441] lr: 2.000e-03, eta: 1:30:49, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0371, recall@thr=0.5: 0.7327, prec@thr=0.5: 0.8142, recall@top3: 0.8303, prec@top3: 0.6834, recall@top5: 0.9456, prec@top5: 0.4793, loss: 0.0371, grad_norm: 0.1562 2020-11-26 08:08:54,789 - mmaction - INFO - Epoch [17][360/1441] lr: 2.000e-03, eta: 1:30:28, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0385, recall@thr=0.5: 0.7163, prec@thr=0.5: 0.7971, recall@top3: 0.8147, prec@top3: 0.6699, recall@top5: 0.9364, prec@top5: 0.4734, loss: 0.0385, grad_norm: 0.1658 2020-11-26 08:09:14,058 - mmaction - INFO - Epoch [17][380/1441] lr: 2.000e-03, eta: 1:30:08, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0388, recall@thr=0.5: 0.7228, prec@thr=0.5: 0.7930, recall@top3: 0.8213, prec@top3: 0.6759, recall@top5: 0.9336, prec@top5: 0.4732, loss: 0.0388, grad_norm: 0.1592 2020-11-26 08:09:33,273 - mmaction - INFO - Epoch [17][400/1441] lr: 2.000e-03, eta: 1:29:48, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0375, recall@thr=0.5: 0.7380, prec@thr=0.5: 0.8099, recall@top3: 0.8320, prec@top3: 0.6832, recall@top5: 0.9430, prec@top5: 0.4754, loss: 0.0375, grad_norm: 0.1529 2020-11-26 08:09:52,493 - mmaction - INFO - Epoch [17][420/1441] lr: 2.000e-03, eta: 1:29:27, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0391, recall@thr=0.5: 0.7233, prec@thr=0.5: 0.7983, recall@top3: 0.8163, prec@top3: 0.6688, recall@top5: 0.9316, prec@top5: 0.4686, loss: 0.0391, grad_norm: 0.1580 2020-11-26 08:10:11,799 - mmaction - INFO - Epoch [17][440/1441] lr: 2.000e-03, eta: 1:29:07, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0375, recall@thr=0.5: 0.7493, prec@thr=0.5: 0.8097, recall@top3: 0.8310, prec@top3: 0.6825, recall@top5: 0.9443, prec@top5: 0.4773, loss: 0.0375, grad_norm: 0.1545 2020-11-26 08:10:30,986 - mmaction - INFO - Epoch [17][460/1441] lr: 2.000e-03, eta: 1:28:47, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0379, recall@thr=0.5: 0.7224, prec@thr=0.5: 0.7970, recall@top3: 0.8250, prec@top3: 0.6761, recall@top5: 0.9414, prec@top5: 0.4754, loss: 0.0379, grad_norm: 0.1556 2020-11-26 08:10:50,057 - mmaction - INFO - Epoch [17][480/1441] lr: 2.000e-03, eta: 1:28:26, time: 0.953, data_time: 0.000, memory: 10785, loss_action_cls: 0.0381, recall@thr=0.5: 0.7320, prec@thr=0.5: 0.8035, recall@top3: 0.8293, prec@top3: 0.6767, recall@top5: 0.9366, prec@top5: 0.4708, loss: 0.0381, grad_norm: 0.1637 2020-11-26 08:11:09,208 - mmaction - INFO - Epoch [17][500/1441] lr: 2.000e-03, eta: 1:28:06, time: 0.957, data_time: 0.000, memory: 10785, loss_action_cls: 0.0371, recall@thr=0.5: 0.7310, prec@thr=0.5: 0.7928, recall@top3: 0.8191, prec@top3: 0.6760, recall@top5: 0.9410, prec@top5: 0.4753, loss: 0.0371, grad_norm: 0.1604 2020-11-26 08:11:28,360 - mmaction - INFO - Epoch [17][520/1441] lr: 2.000e-03, eta: 1:27:46, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0385, recall@thr=0.5: 0.7249, prec@thr=0.5: 0.7850, recall@top3: 0.8175, prec@top3: 0.6737, recall@top5: 0.9370, prec@top5: 0.4760, loss: 0.0385, grad_norm: 0.1627 2020-11-26 08:11:47,601 - mmaction - INFO - Epoch [17][540/1441] lr: 2.000e-03, eta: 1:27:25, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0385, recall@thr=0.5: 0.7236, prec@thr=0.5: 0.7941, recall@top3: 0.8208, prec@top3: 0.6705, recall@top5: 0.9399, prec@top5: 0.4705, loss: 0.0385, grad_norm: 0.1628 2020-11-26 08:12:06,780 - mmaction - INFO - Epoch [17][560/1441] lr: 2.000e-03, eta: 1:27:05, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0382, recall@thr=0.5: 0.7210, prec@thr=0.5: 0.7982, recall@top3: 0.8199, prec@top3: 0.6784, recall@top5: 0.9408, prec@top5: 0.4797, loss: 0.0382, grad_norm: 0.1655 2020-11-26 08:12:26,158 - mmaction - INFO - Epoch [17][580/1441] lr: 2.000e-03, eta: 1:26:45, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0387, recall@thr=0.5: 0.7189, prec@thr=0.5: 0.7892, recall@top3: 0.8166, prec@top3: 0.6685, recall@top5: 0.9387, prec@top5: 0.4736, loss: 0.0387, grad_norm: 0.1589 2020-11-26 08:12:45,437 - mmaction - INFO - Epoch [17][600/1441] lr: 2.000e-03, eta: 1:26:24, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0385, recall@thr=0.5: 0.7373, prec@thr=0.5: 0.7968, recall@top3: 0.8222, prec@top3: 0.6738, recall@top5: 0.9363, prec@top5: 0.4732, loss: 0.0385, grad_norm: 0.1586 2020-11-26 08:13:04,609 - mmaction - INFO - Epoch [17][620/1441] lr: 2.000e-03, eta: 1:26:04, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0382, recall@thr=0.5: 0.7200, prec@thr=0.5: 0.7919, recall@top3: 0.8254, prec@top3: 0.6699, recall@top5: 0.9386, prec@top5: 0.4673, loss: 0.0382, grad_norm: 0.1580 2020-11-26 08:13:23,780 - mmaction - INFO - Epoch [17][640/1441] lr: 2.000e-03, eta: 1:25:44, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0391, recall@thr=0.5: 0.7078, prec@thr=0.5: 0.7758, recall@top3: 0.8057, prec@top3: 0.6641, recall@top5: 0.9367, prec@top5: 0.4753, loss: 0.0391, grad_norm: 0.1703 2020-11-26 08:13:43,149 - mmaction - INFO - Epoch [17][660/1441] lr: 2.000e-03, eta: 1:25:24, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0387, recall@thr=0.5: 0.7331, prec@thr=0.5: 0.7962, recall@top3: 0.8217, prec@top3: 0.6677, recall@top5: 0.9373, prec@top5: 0.4675, loss: 0.0387, grad_norm: 0.1586 2020-11-26 08:14:02,503 - mmaction - INFO - Epoch [17][680/1441] lr: 2.000e-03, eta: 1:25:03, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0375, recall@thr=0.5: 0.7312, prec@thr=0.5: 0.8045, recall@top3: 0.8249, prec@top3: 0.6762, recall@top5: 0.9398, prec@top5: 0.4729, loss: 0.0375, grad_norm: 0.1503 2020-11-26 08:14:22,063 - mmaction - INFO - Epoch [17][700/1441] lr: 2.000e-03, eta: 1:24:43, time: 0.978, data_time: 0.001, memory: 10785, loss_action_cls: 0.0376, recall@thr=0.5: 0.7246, prec@thr=0.5: 0.8002, recall@top3: 0.8180, prec@top3: 0.6745, recall@top5: 0.9355, prec@top5: 0.4749, loss: 0.0376, grad_norm: 0.1592 2020-11-26 08:14:41,491 - mmaction - INFO - Epoch [17][720/1441] lr: 2.000e-03, eta: 1:24:23, time: 0.971, data_time: 0.001, memory: 10785, loss_action_cls: 0.0376, recall@thr=0.5: 0.7248, prec@thr=0.5: 0.8005, recall@top3: 0.8182, prec@top3: 0.6792, recall@top5: 0.9412, prec@top5: 0.4789, loss: 0.0376, grad_norm: 0.1583 2020-11-26 08:15:01,056 - mmaction - INFO - Epoch [17][740/1441] lr: 2.000e-03, eta: 1:24:03, time: 0.978, data_time: 0.001, memory: 10785, loss_action_cls: 0.0378, recall@thr=0.5: 0.7242, prec@thr=0.5: 0.7969, recall@top3: 0.8205, prec@top3: 0.6721, recall@top5: 0.9367, prec@top5: 0.4719, loss: 0.0378, grad_norm: 0.1596 2020-11-26 08:15:20,539 - mmaction - INFO - Epoch [17][760/1441] lr: 2.000e-03, eta: 1:23:43, time: 0.975, data_time: 0.001, memory: 10785, loss_action_cls: 0.0369, recall@thr=0.5: 0.7355, prec@thr=0.5: 0.7936, recall@top3: 0.8235, prec@top3: 0.6709, recall@top5: 0.9394, prec@top5: 0.4704, loss: 0.0369, grad_norm: 0.1552 2020-11-26 08:15:40,047 - mmaction - INFO - Epoch [17][780/1441] lr: 2.000e-03, eta: 1:23:22, time: 0.975, data_time: 0.000, memory: 10785, loss_action_cls: 0.0357, recall@thr=0.5: 0.7422, prec@thr=0.5: 0.8066, recall@top3: 0.8316, prec@top3: 0.6836, recall@top5: 0.9426, prec@top5: 0.4767, loss: 0.0357, grad_norm: 0.1545 2020-11-26 08:15:59,599 - mmaction - INFO - Epoch [17][800/1441] lr: 2.000e-03, eta: 1:23:02, time: 0.977, data_time: 0.000, memory: 10785, loss_action_cls: 0.0370, recall@thr=0.5: 0.7285, prec@thr=0.5: 0.8005, recall@top3: 0.8282, prec@top3: 0.6782, recall@top5: 0.9405, prec@top5: 0.4726, loss: 0.0370, grad_norm: 0.1622 2020-11-26 08:16:19,075 - mmaction - INFO - Epoch [17][820/1441] lr: 2.000e-03, eta: 1:22:42, time: 0.974, data_time: 0.001, memory: 10785, loss_action_cls: 0.0386, recall@thr=0.5: 0.7266, prec@thr=0.5: 0.7897, recall@top3: 0.8241, prec@top3: 0.6713, recall@top5: 0.9357, prec@top5: 0.4674, loss: 0.0386, grad_norm: 0.1627 2020-11-26 08:16:38,563 - mmaction - INFO - Epoch [17][840/1441] lr: 2.000e-03, eta: 1:22:22, time: 0.975, data_time: 0.001, memory: 10785, loss_action_cls: 0.0383, recall@thr=0.5: 0.7219, prec@thr=0.5: 0.8038, recall@top3: 0.8218, prec@top3: 0.6766, recall@top5: 0.9337, prec@top5: 0.4710, loss: 0.0383, grad_norm: 0.1592 2020-11-26 08:16:58,096 - mmaction - INFO - Epoch [17][860/1441] lr: 2.000e-03, eta: 1:22:01, time: 0.976, data_time: 0.001, memory: 10785, loss_action_cls: 0.0364, recall@thr=0.5: 0.7318, prec@thr=0.5: 0.8013, recall@top3: 0.8336, prec@top3: 0.6783, recall@top5: 0.9449, prec@top5: 0.4724, loss: 0.0364, grad_norm: 0.1618 2020-11-26 08:17:17,698 - mmaction - INFO - Epoch [17][880/1441] lr: 2.000e-03, eta: 1:21:41, time: 0.981, data_time: 0.001, memory: 10785, loss_action_cls: 0.0379, recall@thr=0.5: 0.7297, prec@thr=0.5: 0.7879, recall@top3: 0.8288, prec@top3: 0.6723, recall@top5: 0.9398, prec@top5: 0.4684, loss: 0.0379, grad_norm: 0.1575 2020-11-26 08:17:37,290 - mmaction - INFO - Epoch [17][900/1441] lr: 2.000e-03, eta: 1:21:21, time: 0.979, data_time: 0.001, memory: 10785, loss_action_cls: 0.0388, recall@thr=0.5: 0.7253, prec@thr=0.5: 0.7993, recall@top3: 0.8138, prec@top3: 0.6747, recall@top5: 0.9349, prec@top5: 0.4759, loss: 0.0388, grad_norm: 0.1596 2020-11-26 08:17:56,669 - mmaction - INFO - Epoch [17][920/1441] lr: 2.000e-03, eta: 1:21:01, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0370, recall@thr=0.5: 0.7442, prec@thr=0.5: 0.7973, recall@top3: 0.8326, prec@top3: 0.6795, recall@top5: 0.9398, prec@top5: 0.4709, loss: 0.0370, grad_norm: 0.1580 2020-11-26 08:18:16,281 - mmaction - INFO - Epoch [17][940/1441] lr: 2.000e-03, eta: 1:20:41, time: 0.980, data_time: 0.001, memory: 10785, loss_action_cls: 0.0369, recall@thr=0.5: 0.7343, prec@thr=0.5: 0.7956, recall@top3: 0.8316, prec@top3: 0.6642, recall@top5: 0.9448, prec@top5: 0.4656, loss: 0.0369, grad_norm: 0.1589 2020-11-26 08:18:35,795 - mmaction - INFO - Epoch [17][960/1441] lr: 2.000e-03, eta: 1:20:21, time: 0.976, data_time: 0.001, memory: 10785, loss_action_cls: 0.0383, recall@thr=0.5: 0.7233, prec@thr=0.5: 0.7959, recall@top3: 0.8181, prec@top3: 0.6647, recall@top5: 0.9371, prec@top5: 0.4686, loss: 0.0383, grad_norm: 0.1639 2020-11-26 08:18:55,371 - mmaction - INFO - Epoch [17][980/1441] lr: 2.000e-03, eta: 1:20:00, time: 0.979, data_time: 0.001, memory: 10785, loss_action_cls: 0.0386, recall@thr=0.5: 0.7195, prec@thr=0.5: 0.8035, recall@top3: 0.8163, prec@top3: 0.6684, recall@top5: 0.9361, prec@top5: 0.4724, loss: 0.0386, grad_norm: 0.1674 2020-11-26 08:19:14,847 - mmaction - INFO - Epoch [17][1000/1441] lr: 2.000e-03, eta: 1:19:40, time: 0.974, data_time: 0.001, memory: 10785, loss_action_cls: 0.0370, recall@thr=0.5: 0.7401, prec@thr=0.5: 0.8098, recall@top3: 0.8342, prec@top3: 0.6812, recall@top5: 0.9430, prec@top5: 0.4707, loss: 0.0370, grad_norm: 0.1582 2020-11-26 08:19:34,227 - mmaction - INFO - Epoch [17][1020/1441] lr: 2.000e-03, eta: 1:19:20, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0378, recall@thr=0.5: 0.7098, prec@thr=0.5: 0.7872, recall@top3: 0.8168, prec@top3: 0.6629, recall@top5: 0.9386, prec@top5: 0.4687, loss: 0.0378, grad_norm: 0.1674 2020-11-26 08:19:53,770 - mmaction - INFO - Epoch [17][1040/1441] lr: 2.000e-03, eta: 1:19:00, time: 0.977, data_time: 0.001, memory: 10785, loss_action_cls: 0.0373, recall@thr=0.5: 0.7342, prec@thr=0.5: 0.7966, recall@top3: 0.8288, prec@top3: 0.6761, recall@top5: 0.9414, prec@top5: 0.4711, loss: 0.0373, grad_norm: 0.1610 2020-11-26 08:20:13,202 - mmaction - INFO - Epoch [17][1060/1441] lr: 2.000e-03, eta: 1:18:40, time: 0.972, data_time: 0.001, memory: 10785, loss_action_cls: 0.0361, recall@thr=0.5: 0.7431, prec@thr=0.5: 0.7983, recall@top3: 0.8339, prec@top3: 0.6786, recall@top5: 0.9414, prec@top5: 0.4705, loss: 0.0361, grad_norm: 0.1603 2020-11-26 08:20:32,706 - mmaction - INFO - Epoch [17][1080/1441] lr: 2.000e-03, eta: 1:18:19, time: 0.975, data_time: 0.000, memory: 10785, loss_action_cls: 0.0387, recall@thr=0.5: 0.7184, prec@thr=0.5: 0.7899, recall@top3: 0.8151, prec@top3: 0.6636, recall@top5: 0.9329, prec@top5: 0.4670, loss: 0.0387, grad_norm: 0.1671 2020-11-26 08:20:52,074 - mmaction - INFO - Epoch [17][1100/1441] lr: 2.000e-03, eta: 1:17:59, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0379, recall@thr=0.5: 0.7236, prec@thr=0.5: 0.7952, recall@top3: 0.8213, prec@top3: 0.6775, recall@top5: 0.9388, prec@top5: 0.4750, loss: 0.0379, grad_norm: 0.1567 2020-11-26 08:21:11,571 - mmaction - INFO - Epoch [17][1120/1441] lr: 2.000e-03, eta: 1:17:39, time: 0.975, data_time: 0.001, memory: 10785, loss_action_cls: 0.0376, recall@thr=0.5: 0.7257, prec@thr=0.5: 0.8003, recall@top3: 0.8205, prec@top3: 0.6710, recall@top5: 0.9358, prec@top5: 0.4708, loss: 0.0376, grad_norm: 0.1602 2020-11-26 08:21:31,137 - mmaction - INFO - Epoch [17][1140/1441] lr: 2.000e-03, eta: 1:17:19, time: 0.979, data_time: 0.001, memory: 10785, loss_action_cls: 0.0379, recall@thr=0.5: 0.7275, prec@thr=0.5: 0.7990, recall@top3: 0.8144, prec@top3: 0.6662, recall@top5: 0.9377, prec@top5: 0.4705, loss: 0.0379, grad_norm: 0.1592 2020-11-26 08:21:50,671 - mmaction - INFO - Epoch [17][1160/1441] lr: 2.000e-03, eta: 1:16:59, time: 0.976, data_time: 0.000, memory: 10785, loss_action_cls: 0.0396, recall@thr=0.5: 0.7109, prec@thr=0.5: 0.7915, recall@top3: 0.8156, prec@top3: 0.6656, recall@top5: 0.9329, prec@top5: 0.4681, loss: 0.0396, grad_norm: 0.1581 2020-11-26 08:22:10,235 - mmaction - INFO - Epoch [17][1180/1441] lr: 2.000e-03, eta: 1:16:38, time: 0.978, data_time: 0.001, memory: 10785, loss_action_cls: 0.0386, recall@thr=0.5: 0.7330, prec@thr=0.5: 0.8125, recall@top3: 0.8299, prec@top3: 0.6890, recall@top5: 0.9432, prec@top5: 0.4811, loss: 0.0386, grad_norm: 0.1581 2020-11-26 08:22:29,728 - mmaction - INFO - Epoch [17][1200/1441] lr: 2.000e-03, eta: 1:16:18, time: 0.974, data_time: 0.000, memory: 10785, loss_action_cls: 0.0376, recall@thr=0.5: 0.7420, prec@thr=0.5: 0.8026, recall@top3: 0.8286, prec@top3: 0.6726, recall@top5: 0.9361, prec@top5: 0.4666, loss: 0.0376, grad_norm: 0.1580 2020-11-26 08:22:49,127 - mmaction - INFO - Epoch [17][1220/1441] lr: 2.000e-03, eta: 1:15:58, time: 0.970, data_time: 0.001, memory: 10785, loss_action_cls: 0.0367, recall@thr=0.5: 0.7359, prec@thr=0.5: 0.8021, recall@top3: 0.8295, prec@top3: 0.6736, recall@top5: 0.9430, prec@top5: 0.4710, loss: 0.0367, grad_norm: 0.1601 2020-11-26 08:23:08,715 - mmaction - INFO - Epoch [17][1240/1441] lr: 2.000e-03, eta: 1:15:38, time: 0.979, data_time: 0.001, memory: 10785, loss_action_cls: 0.0369, recall@thr=0.5: 0.7292, prec@thr=0.5: 0.8011, recall@top3: 0.8292, prec@top3: 0.6697, recall@top5: 0.9439, prec@top5: 0.4688, loss: 0.0369, grad_norm: 0.1589 2020-11-26 08:23:28,257 - mmaction - INFO - Epoch [17][1260/1441] lr: 2.000e-03, eta: 1:15:18, time: 0.977, data_time: 0.001, memory: 10785, loss_action_cls: 0.0376, recall@thr=0.5: 0.7359, prec@thr=0.5: 0.8068, recall@top3: 0.8266, prec@top3: 0.6824, recall@top5: 0.9359, prec@top5: 0.4747, loss: 0.0376, grad_norm: 0.1539 2020-11-26 08:23:47,791 - mmaction - INFO - Epoch [17][1280/1441] lr: 2.000e-03, eta: 1:14:57, time: 0.976, data_time: 0.001, memory: 10785, loss_action_cls: 0.0387, recall@thr=0.5: 0.7111, prec@thr=0.5: 0.7838, recall@top3: 0.8129, prec@top3: 0.6651, recall@top5: 0.9417, prec@top5: 0.4743, loss: 0.0387, grad_norm: 0.1738 2020-11-26 08:24:07,280 - mmaction - INFO - Epoch [17][1300/1441] lr: 2.000e-03, eta: 1:14:37, time: 0.975, data_time: 0.001, memory: 10785, loss_action_cls: 0.0360, recall@thr=0.5: 0.7453, prec@thr=0.5: 0.8077, recall@top3: 0.8354, prec@top3: 0.6799, recall@top5: 0.9458, prec@top5: 0.4722, loss: 0.0360, grad_norm: 0.1550 2020-11-26 08:24:26,823 - mmaction - INFO - Epoch [17][1320/1441] lr: 2.000e-03, eta: 1:14:17, time: 0.977, data_time: 0.001, memory: 10785, loss_action_cls: 0.0376, recall@thr=0.5: 0.7267, prec@thr=0.5: 0.7968, recall@top3: 0.8288, prec@top3: 0.6762, recall@top5: 0.9376, prec@top5: 0.4707, loss: 0.0376, grad_norm: 0.1542 2020-11-26 08:24:46,231 - mmaction - INFO - Epoch [17][1340/1441] lr: 2.000e-03, eta: 1:13:57, time: 0.971, data_time: 0.001, memory: 10785, loss_action_cls: 0.0378, recall@thr=0.5: 0.7376, prec@thr=0.5: 0.8056, recall@top3: 0.8299, prec@top3: 0.6860, recall@top5: 0.9407, prec@top5: 0.4787, loss: 0.0378, grad_norm: 0.1632 2020-11-26 08:25:05,708 - mmaction - INFO - Epoch [17][1360/1441] lr: 2.000e-03, eta: 1:13:37, time: 0.974, data_time: 0.001, memory: 10785, loss_action_cls: 0.0374, recall@thr=0.5: 0.7346, prec@thr=0.5: 0.7977, recall@top3: 0.8306, prec@top3: 0.6664, recall@top5: 0.9391, prec@top5: 0.4627, loss: 0.0374, grad_norm: 0.1586 2020-11-26 08:25:25,086 - mmaction - INFO - Epoch [17][1380/1441] lr: 2.000e-03, eta: 1:13:17, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0366, recall@thr=0.5: 0.7353, prec@thr=0.5: 0.8110, recall@top3: 0.8278, prec@top3: 0.6809, recall@top5: 0.9391, prec@top5: 0.4756, loss: 0.0366, grad_norm: 0.1568 2020-11-26 08:25:44,590 - mmaction - INFO - Epoch [17][1400/1441] lr: 2.000e-03, eta: 1:12:56, time: 0.975, data_time: 0.001, memory: 10785, loss_action_cls: 0.0378, recall@thr=0.5: 0.7346, prec@thr=0.5: 0.8006, recall@top3: 0.8206, prec@top3: 0.6731, recall@top5: 0.9354, prec@top5: 0.4740, loss: 0.0378, grad_norm: 0.1521 2020-11-26 08:26:04,110 - mmaction - INFO - Epoch [17][1420/1441] lr: 2.000e-03, eta: 1:12:36, time: 0.976, data_time: 0.001, memory: 10785, loss_action_cls: 0.0375, recall@thr=0.5: 0.7336, prec@thr=0.5: 0.7960, recall@top3: 0.8203, prec@top3: 0.6662, recall@top5: 0.9473, prec@top5: 0.4722, loss: 0.0375, grad_norm: 0.1580 2020-11-26 08:26:23,447 - mmaction - INFO - Epoch [17][1440/1441] lr: 2.000e-03, eta: 1:12:16, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0398, recall@thr=0.5: 0.7265, prec@thr=0.5: 0.7915, recall@top3: 0.8174, prec@top3: 0.6707, recall@top5: 0.9372, prec@top5: 0.4732, loss: 0.0398, grad_norm: 0.1681 2020-11-26 08:26:26,467 - mmaction - INFO - Saving checkpoint at 17 epochs 2020-11-26 09:36:25,794 - mmaction - INFO - Evaluating proposal ... 2020-11-26 09:37:32,765 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-26 09:37:32,766 - mmaction - INFO - Evaluating bbox ... 2020-11-26 09:45:09,415 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2177 2020-11-26 09:45:10,505 - mmaction - INFO - Epoch(val) [17][1441] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2177 2020-11-26 09:46:18,897 - mmaction - INFO - Epoch [18][20/1441] lr: 2.000e-03, eta: 1:12:04, time: 3.418, data_time: 2.459, memory: 10785, loss_action_cls: 0.0385, recall@thr=0.5: 0.7174, prec@thr=0.5: 0.7892, recall@top3: 0.8227, prec@top3: 0.6742, recall@top5: 0.9410, prec@top5: 0.4733, loss: 0.0385, grad_norm: 0.1623 2020-11-26 09:46:37,855 - mmaction - INFO - Epoch [18][40/1441] lr: 2.000e-03, eta: 1:11:44, time: 0.949, data_time: 0.003, memory: 10785, loss_action_cls: 0.0367, recall@thr=0.5: 0.7381, prec@thr=0.5: 0.8042, recall@top3: 0.8278, prec@top3: 0.6770, recall@top5: 0.9427, prec@top5: 0.4753, loss: 0.0367, grad_norm: 0.1653 2020-11-26 09:46:56,847 - mmaction - INFO - Epoch [18][60/1441] lr: 2.000e-03, eta: 1:11:24, time: 0.950, data_time: 0.000, memory: 10785, loss_action_cls: 0.0373, recall@thr=0.5: 0.7285, prec@thr=0.5: 0.7889, recall@top3: 0.8272, prec@top3: 0.6675, recall@top5: 0.9428, prec@top5: 0.4682, loss: 0.0373, grad_norm: 0.1626 2020-11-26 09:47:15,966 - mmaction - INFO - Epoch [18][80/1441] lr: 2.000e-03, eta: 1:11:03, time: 0.956, data_time: 0.000, memory: 10785, loss_action_cls: 0.0368, recall@thr=0.5: 0.7402, prec@thr=0.5: 0.8052, recall@top3: 0.8373, prec@top3: 0.6828, recall@top5: 0.9423, prec@top5: 0.4723, loss: 0.0368, grad_norm: 0.1634 2020-11-26 09:47:35,092 - mmaction - INFO - Epoch [18][100/1441] lr: 2.000e-03, eta: 1:10:43, time: 0.956, data_time: 0.000, memory: 10785, loss_action_cls: 0.0391, recall@thr=0.5: 0.7281, prec@thr=0.5: 0.7952, recall@top3: 0.8211, prec@top3: 0.6793, recall@top5: 0.9314, prec@top5: 0.4732, loss: 0.0391, grad_norm: 0.1582 2020-11-26 09:47:54,314 - mmaction - INFO - Epoch [18][120/1441] lr: 2.000e-03, eta: 1:10:23, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0385, recall@thr=0.5: 0.7185, prec@thr=0.5: 0.7962, recall@top3: 0.8144, prec@top3: 0.6651, recall@top5: 0.9408, prec@top5: 0.4718, loss: 0.0385, grad_norm: 0.1638 2020-11-26 09:48:13,377 - mmaction - INFO - Epoch [18][140/1441] lr: 2.000e-03, eta: 1:10:03, time: 0.953, data_time: 0.000, memory: 10785, loss_action_cls: 0.0361, recall@thr=0.5: 0.7415, prec@thr=0.5: 0.8137, recall@top3: 0.8305, prec@top3: 0.6749, recall@top5: 0.9459, prec@top5: 0.4715, loss: 0.0361, grad_norm: 0.1659 2020-11-26 09:48:32,528 - mmaction - INFO - Epoch [18][160/1441] lr: 2.000e-03, eta: 1:09:42, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0375, recall@thr=0.5: 0.7286, prec@thr=0.5: 0.8026, recall@top3: 0.8218, prec@top3: 0.6740, recall@top5: 0.9387, prec@top5: 0.4740, loss: 0.0375, grad_norm: 0.1558 2020-11-26 09:48:51,746 - mmaction - INFO - Epoch [18][180/1441] lr: 2.000e-03, eta: 1:09:22, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0399, recall@thr=0.5: 0.7191, prec@thr=0.5: 0.7861, recall@top3: 0.8161, prec@top3: 0.6734, recall@top5: 0.9362, prec@top5: 0.4732, loss: 0.0399, grad_norm: 0.1661 2020-11-26 09:49:11,012 - mmaction - INFO - Epoch [18][200/1441] lr: 2.000e-03, eta: 1:09:02, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0391, recall@thr=0.5: 0.7324, prec@thr=0.5: 0.7992, recall@top3: 0.8182, prec@top3: 0.6781, recall@top5: 0.9360, prec@top5: 0.4791, loss: 0.0391, grad_norm: 0.1617 2020-11-26 09:49:30,160 - mmaction - INFO - Epoch [18][220/1441] lr: 2.000e-03, eta: 1:08:42, time: 0.957, data_time: 0.000, memory: 10785, loss_action_cls: 0.0370, recall@thr=0.5: 0.7331, prec@thr=0.5: 0.8112, recall@top3: 0.8269, prec@top3: 0.6754, recall@top5: 0.9464, prec@top5: 0.4765, loss: 0.0370, grad_norm: 0.1684 2020-11-26 09:49:49,242 - mmaction - INFO - Epoch [18][240/1441] lr: 2.000e-03, eta: 1:08:21, time: 0.954, data_time: 0.001, memory: 10785, loss_action_cls: 0.0384, recall@thr=0.5: 0.7295, prec@thr=0.5: 0.7964, recall@top3: 0.8243, prec@top3: 0.6817, recall@top5: 0.9368, prec@top5: 0.4752, loss: 0.0384, grad_norm: 0.1654 2020-11-26 09:50:08,553 - mmaction - INFO - Epoch [18][260/1441] lr: 2.000e-03, eta: 1:08:01, time: 0.966, data_time: 0.000, memory: 10785, loss_action_cls: 0.0383, recall@thr=0.5: 0.7310, prec@thr=0.5: 0.7913, recall@top3: 0.8243, prec@top3: 0.6749, recall@top5: 0.9387, prec@top5: 0.4732, loss: 0.0383, grad_norm: 0.1617 2020-11-26 09:50:27,811 - mmaction - INFO - Epoch [18][280/1441] lr: 2.000e-03, eta: 1:07:41, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0357, recall@thr=0.5: 0.7389, prec@thr=0.5: 0.8101, recall@top3: 0.8344, prec@top3: 0.6708, recall@top5: 0.9439, prec@top5: 0.4672, loss: 0.0357, grad_norm: 0.1630 2020-11-26 09:50:47,009 - mmaction - INFO - Epoch [18][300/1441] lr: 2.000e-03, eta: 1:07:20, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0369, recall@thr=0.5: 0.7394, prec@thr=0.5: 0.8111, recall@top3: 0.8302, prec@top3: 0.6836, recall@top5: 0.9403, prec@top5: 0.4758, loss: 0.0369, grad_norm: 0.1521 2020-11-26 09:51:06,167 - mmaction - INFO - Epoch [18][320/1441] lr: 2.000e-03, eta: 1:07:00, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0380, recall@thr=0.5: 0.7261, prec@thr=0.5: 0.7923, recall@top3: 0.8291, prec@top3: 0.6598, recall@top5: 0.9335, prec@top5: 0.4568, loss: 0.0380, grad_norm: 0.1612 2020-11-26 09:51:25,551 - mmaction - INFO - Epoch [18][340/1441] lr: 2.000e-03, eta: 1:06:40, time: 0.969, data_time: 0.000, memory: 10785, loss_action_cls: 0.0387, recall@thr=0.5: 0.7176, prec@thr=0.5: 0.7919, recall@top3: 0.8206, prec@top3: 0.6654, recall@top5: 0.9367, prec@top5: 0.4688, loss: 0.0387, grad_norm: 0.1671 2020-11-26 09:51:44,749 - mmaction - INFO - Epoch [18][360/1441] lr: 2.000e-03, eta: 1:06:20, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0381, recall@thr=0.5: 0.7233, prec@thr=0.5: 0.7999, recall@top3: 0.8257, prec@top3: 0.6789, recall@top5: 0.9412, prec@top5: 0.4775, loss: 0.0381, grad_norm: 0.1577 2020-11-26 09:52:04,021 - mmaction - INFO - Epoch [18][380/1441] lr: 2.000e-03, eta: 1:06:00, time: 0.964, data_time: 0.000, memory: 10785, loss_action_cls: 0.0373, recall@thr=0.5: 0.7346, prec@thr=0.5: 0.8025, recall@top3: 0.8270, prec@top3: 0.6748, recall@top5: 0.9382, prec@top5: 0.4698, loss: 0.0373, grad_norm: 0.1592 2020-11-26 09:52:23,337 - mmaction - INFO - Epoch [18][400/1441] lr: 2.000e-03, eta: 1:05:39, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0372, recall@thr=0.5: 0.7305, prec@thr=0.5: 0.7969, recall@top3: 0.8280, prec@top3: 0.6741, recall@top5: 0.9473, prec@top5: 0.4753, loss: 0.0372, grad_norm: 0.1651 2020-11-26 09:52:42,644 - mmaction - INFO - Epoch [18][420/1441] lr: 2.000e-03, eta: 1:05:19, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0379, recall@thr=0.5: 0.7198, prec@thr=0.5: 0.7872, recall@top3: 0.8189, prec@top3: 0.6684, recall@top5: 0.9376, prec@top5: 0.4679, loss: 0.0379, grad_norm: 0.1681 2020-11-26 09:53:01,714 - mmaction - INFO - Epoch [18][440/1441] lr: 2.000e-03, eta: 1:04:59, time: 0.954, data_time: 0.000, memory: 10785, loss_action_cls: 0.0373, recall@thr=0.5: 0.7347, prec@thr=0.5: 0.8007, recall@top3: 0.8316, prec@top3: 0.6717, recall@top5: 0.9435, prec@top5: 0.4682, loss: 0.0373, grad_norm: 0.1648 2020-11-26 09:53:20,918 - mmaction - INFO - Epoch [18][460/1441] lr: 2.000e-03, eta: 1:04:39, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0371, recall@thr=0.5: 0.7363, prec@thr=0.5: 0.8035, recall@top3: 0.8352, prec@top3: 0.6813, recall@top5: 0.9412, prec@top5: 0.4706, loss: 0.0371, grad_norm: 0.1591 2020-11-26 09:53:40,397 - mmaction - INFO - Epoch [18][480/1441] lr: 2.000e-03, eta: 1:04:18, time: 0.974, data_time: 0.001, memory: 10785, loss_action_cls: 0.0365, recall@thr=0.5: 0.7375, prec@thr=0.5: 0.8055, recall@top3: 0.8311, prec@top3: 0.6795, recall@top5: 0.9447, prec@top5: 0.4754, loss: 0.0365, grad_norm: 0.1640 2020-11-26 09:53:59,568 - mmaction - INFO - Epoch [18][500/1441] lr: 2.000e-03, eta: 1:03:58, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0375, recall@thr=0.5: 0.7216, prec@thr=0.5: 0.7984, recall@top3: 0.8236, prec@top3: 0.6776, recall@top5: 0.9449, prec@top5: 0.4770, loss: 0.0375, grad_norm: 0.1606 2020-11-26 09:54:18,631 - mmaction - INFO - Epoch [18][520/1441] lr: 2.000e-03, eta: 1:03:38, time: 0.953, data_time: 0.000, memory: 10785, loss_action_cls: 0.0375, recall@thr=0.5: 0.7365, prec@thr=0.5: 0.8025, recall@top3: 0.8268, prec@top3: 0.6800, recall@top5: 0.9416, prec@top5: 0.4763, loss: 0.0375, grad_norm: 0.1632 2020-11-26 09:54:37,846 - mmaction - INFO - Epoch [18][540/1441] lr: 2.000e-03, eta: 1:03:18, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0395, recall@thr=0.5: 0.7206, prec@thr=0.5: 0.7981, recall@top3: 0.8116, prec@top3: 0.6741, recall@top5: 0.9310, prec@top5: 0.4744, loss: 0.0395, grad_norm: 0.1664 2020-11-26 09:54:57,028 - mmaction - INFO - Epoch [18][560/1441] lr: 2.000e-03, eta: 1:02:57, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0378, recall@thr=0.5: 0.7210, prec@thr=0.5: 0.7863, recall@top3: 0.8263, prec@top3: 0.6727, recall@top5: 0.9403, prec@top5: 0.4697, loss: 0.0378, grad_norm: 0.1688 2020-11-26 09:55:16,260 - mmaction - INFO - Epoch [18][580/1441] lr: 2.000e-03, eta: 1:02:37, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0393, recall@thr=0.5: 0.7282, prec@thr=0.5: 0.7861, recall@top3: 0.8191, prec@top3: 0.6762, recall@top5: 0.9333, prec@top5: 0.4755, loss: 0.0393, grad_norm: 0.1607 2020-11-26 09:55:35,741 - mmaction - INFO - Epoch [18][600/1441] lr: 2.000e-03, eta: 1:02:17, time: 0.974, data_time: 0.001, memory: 10785, loss_action_cls: 0.0370, recall@thr=0.5: 0.7260, prec@thr=0.5: 0.7956, recall@top3: 0.8286, prec@top3: 0.6775, recall@top5: 0.9404, prec@top5: 0.4732, loss: 0.0370, grad_norm: 0.1615 2020-11-26 09:55:55,002 - mmaction - INFO - Epoch [18][620/1441] lr: 2.000e-03, eta: 1:01:57, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0391, recall@thr=0.5: 0.7085, prec@thr=0.5: 0.7800, recall@top3: 0.8189, prec@top3: 0.6626, recall@top5: 0.9358, prec@top5: 0.4657, loss: 0.0391, grad_norm: 0.1656 2020-11-26 09:56:14,156 - mmaction - INFO - Epoch [18][640/1441] lr: 2.000e-03, eta: 1:01:37, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0363, recall@thr=0.5: 0.7454, prec@thr=0.5: 0.8072, recall@top3: 0.8342, prec@top3: 0.6761, recall@top5: 0.9427, prec@top5: 0.4686, loss: 0.0363, grad_norm: 0.1625 2020-11-26 09:56:33,507 - mmaction - INFO - Epoch [18][660/1441] lr: 2.000e-03, eta: 1:01:16, time: 0.968, data_time: 0.000, memory: 10785, loss_action_cls: 0.0379, recall@thr=0.5: 0.7216, prec@thr=0.5: 0.7886, recall@top3: 0.8255, prec@top3: 0.6723, recall@top5: 0.9415, prec@top5: 0.4721, loss: 0.0379, grad_norm: 0.1676 2020-11-26 09:56:52,902 - mmaction - INFO - Epoch [18][680/1441] lr: 2.000e-03, eta: 1:00:56, time: 0.970, data_time: 0.000, memory: 10785, loss_action_cls: 0.0384, recall@thr=0.5: 0.7235, prec@thr=0.5: 0.8010, recall@top3: 0.8161, prec@top3: 0.6747, recall@top5: 0.9360, prec@top5: 0.4756, loss: 0.0384, grad_norm: 0.1692 2020-11-26 09:57:12,168 - mmaction - INFO - Epoch [18][700/1441] lr: 2.000e-03, eta: 1:00:36, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0374, recall@thr=0.5: 0.7127, prec@thr=0.5: 0.7799, recall@top3: 0.8176, prec@top3: 0.6637, recall@top5: 0.9401, prec@top5: 0.4674, loss: 0.0374, grad_norm: 0.1608 2020-11-26 09:57:31,612 - mmaction - INFO - Epoch [18][720/1441] lr: 2.000e-03, eta: 1:00:16, time: 0.972, data_time: 0.000, memory: 10785, loss_action_cls: 0.0370, recall@thr=0.5: 0.7334, prec@thr=0.5: 0.7936, recall@top3: 0.8328, prec@top3: 0.6805, recall@top5: 0.9462, prec@top5: 0.4755, loss: 0.0370, grad_norm: 0.1645 2020-11-26 09:57:50,877 - mmaction - INFO - Epoch [18][740/1441] lr: 2.000e-03, eta: 0:59:56, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0381, recall@thr=0.5: 0.7381, prec@thr=0.5: 0.7994, recall@top3: 0.8220, prec@top3: 0.6703, recall@top5: 0.9376, prec@top5: 0.4701, loss: 0.0381, grad_norm: 0.1598 2020-11-26 09:58:10,027 - mmaction - INFO - Epoch [18][760/1441] lr: 2.000e-03, eta: 0:59:35, time: 0.957, data_time: 0.000, memory: 10785, loss_action_cls: 0.0387, recall@thr=0.5: 0.7242, prec@thr=0.5: 0.7833, recall@top3: 0.8165, prec@top3: 0.6693, recall@top5: 0.9337, prec@top5: 0.4713, loss: 0.0387, grad_norm: 0.1589 2020-11-26 09:58:29,264 - mmaction - INFO - Epoch [18][780/1441] lr: 2.000e-03, eta: 0:59:15, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0375, recall@thr=0.5: 0.7317, prec@thr=0.5: 0.8045, recall@top3: 0.8263, prec@top3: 0.6881, recall@top5: 0.9386, prec@top5: 0.4813, loss: 0.0375, grad_norm: 0.1646 2020-11-26 09:58:48,555 - mmaction - INFO - Epoch [18][800/1441] lr: 2.000e-03, eta: 0:58:55, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0385, recall@thr=0.5: 0.7240, prec@thr=0.5: 0.8026, recall@top3: 0.8213, prec@top3: 0.6762, recall@top5: 0.9368, prec@top5: 0.4744, loss: 0.0385, grad_norm: 0.1593 2020-11-26 09:59:07,757 - mmaction - INFO - Epoch [18][820/1441] lr: 2.000e-03, eta: 0:58:35, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0386, recall@thr=0.5: 0.7229, prec@thr=0.5: 0.8003, recall@top3: 0.8163, prec@top3: 0.6713, recall@top5: 0.9323, prec@top5: 0.4707, loss: 0.0386, grad_norm: 0.1613 2020-11-26 09:59:27,090 - mmaction - INFO - Epoch [18][840/1441] lr: 2.000e-03, eta: 0:58:15, time: 0.967, data_time: 0.001, memory: 10785, loss_action_cls: 0.0372, recall@thr=0.5: 0.7361, prec@thr=0.5: 0.7953, recall@top3: 0.8246, prec@top3: 0.6656, recall@top5: 0.9413, prec@top5: 0.4677, loss: 0.0372, grad_norm: 0.1580 2020-11-26 09:59:46,298 - mmaction - INFO - Epoch [18][860/1441] lr: 2.000e-03, eta: 0:57:54, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0389, recall@thr=0.5: 0.7316, prec@thr=0.5: 0.7925, recall@top3: 0.8161, prec@top3: 0.6671, recall@top5: 0.9336, prec@top5: 0.4677, loss: 0.0389, grad_norm: 0.1624 2020-11-26 10:00:05,745 - mmaction - INFO - Epoch [18][880/1441] lr: 2.000e-03, eta: 0:57:34, time: 0.973, data_time: 0.001, memory: 10785, loss_action_cls: 0.0365, recall@thr=0.5: 0.7326, prec@thr=0.5: 0.8007, recall@top3: 0.8325, prec@top3: 0.6796, recall@top5: 0.9468, prec@top5: 0.4757, loss: 0.0365, grad_norm: 0.1542 2020-11-26 10:00:25,013 - mmaction - INFO - Epoch [18][900/1441] lr: 2.000e-03, eta: 0:57:14, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0359, recall@thr=0.5: 0.7440, prec@thr=0.5: 0.7966, recall@top3: 0.8267, prec@top3: 0.6684, recall@top5: 0.9401, prec@top5: 0.4667, loss: 0.0359, grad_norm: 0.1611 2020-11-26 10:00:44,324 - mmaction - INFO - Epoch [18][920/1441] lr: 2.000e-03, eta: 0:56:54, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0370, recall@thr=0.5: 0.7292, prec@thr=0.5: 0.8029, recall@top3: 0.8257, prec@top3: 0.6742, recall@top5: 0.9422, prec@top5: 0.4751, loss: 0.0370, grad_norm: 0.1623 2020-11-26 10:01:03,659 - mmaction - INFO - Epoch [18][940/1441] lr: 2.000e-03, eta: 0:56:34, time: 0.967, data_time: 0.000, memory: 10785, loss_action_cls: 0.0371, recall@thr=0.5: 0.7351, prec@thr=0.5: 0.8072, recall@top3: 0.8204, prec@top3: 0.6771, recall@top5: 0.9373, prec@top5: 0.4748, loss: 0.0371, grad_norm: 0.1583 2020-11-26 10:01:23,154 - mmaction - INFO - Epoch [18][960/1441] lr: 2.000e-03, eta: 0:56:14, time: 0.975, data_time: 0.000, memory: 10785, loss_action_cls: 0.0374, recall@thr=0.5: 0.7334, prec@thr=0.5: 0.8027, recall@top3: 0.8201, prec@top3: 0.6777, recall@top5: 0.9384, prec@top5: 0.4753, loss: 0.0374, grad_norm: 0.1629 2020-11-26 10:01:42,278 - mmaction - INFO - Epoch [18][980/1441] lr: 2.000e-03, eta: 0:55:53, time: 0.956, data_time: 0.000, memory: 10785, loss_action_cls: 0.0387, recall@thr=0.5: 0.7321, prec@thr=0.5: 0.7954, recall@top3: 0.8188, prec@top3: 0.6728, recall@top5: 0.9439, prec@top5: 0.4762, loss: 0.0387, grad_norm: 0.1701 2020-11-26 10:02:01,528 - mmaction - INFO - Epoch [18][1000/1441] lr: 2.000e-03, eta: 0:55:33, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0392, recall@thr=0.5: 0.7298, prec@thr=0.5: 0.8110, recall@top3: 0.8157, prec@top3: 0.6651, recall@top5: 0.9372, prec@top5: 0.4709, loss: 0.0392, grad_norm: 0.1638 2020-11-26 10:02:20,602 - mmaction - INFO - Epoch [18][1020/1441] lr: 2.000e-03, eta: 0:55:13, time: 0.954, data_time: 0.000, memory: 10785, loss_action_cls: 0.0389, recall@thr=0.5: 0.7230, prec@thr=0.5: 0.7886, recall@top3: 0.8155, prec@top3: 0.6716, recall@top5: 0.9354, prec@top5: 0.4747, loss: 0.0389, grad_norm: 0.1602 2020-11-26 10:02:39,787 - mmaction - INFO - Epoch [18][1040/1441] lr: 2.000e-03, eta: 0:54:53, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0370, recall@thr=0.5: 0.7368, prec@thr=0.5: 0.8105, recall@top3: 0.8303, prec@top3: 0.6842, recall@top5: 0.9410, prec@top5: 0.4766, loss: 0.0370, grad_norm: 0.1623 2020-11-26 10:02:58,942 - mmaction - INFO - Epoch [18][1060/1441] lr: 2.000e-03, eta: 0:54:33, time: 0.957, data_time: 0.000, memory: 10785, loss_action_cls: 0.0375, recall@thr=0.5: 0.7388, prec@thr=0.5: 0.8048, recall@top3: 0.8317, prec@top3: 0.6767, recall@top5: 0.9415, prec@top5: 0.4713, loss: 0.0375, grad_norm: 0.1577 2020-11-26 10:03:18,132 - mmaction - INFO - Epoch [18][1080/1441] lr: 2.000e-03, eta: 0:54:12, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0379, recall@thr=0.5: 0.7311, prec@thr=0.5: 0.7874, recall@top3: 0.8220, prec@top3: 0.6629, recall@top5: 0.9341, prec@top5: 0.4621, loss: 0.0379, grad_norm: 0.1532 2020-11-26 10:03:37,623 - mmaction - INFO - Epoch [18][1100/1441] lr: 2.000e-03, eta: 0:53:52, time: 0.975, data_time: 0.001, memory: 10785, loss_action_cls: 0.0390, recall@thr=0.5: 0.7198, prec@thr=0.5: 0.7970, recall@top3: 0.8231, prec@top3: 0.6796, recall@top5: 0.9358, prec@top5: 0.4767, loss: 0.0390, grad_norm: 0.1636 2020-11-26 10:03:57,013 - mmaction - INFO - Epoch [18][1120/1441] lr: 2.000e-03, eta: 0:53:32, time: 0.969, data_time: 0.000, memory: 10785, loss_action_cls: 0.0376, recall@thr=0.5: 0.7351, prec@thr=0.5: 0.7969, recall@top3: 0.8261, prec@top3: 0.6703, recall@top5: 0.9377, prec@top5: 0.4679, loss: 0.0376, grad_norm: 0.1562 2020-11-26 10:04:16,239 - mmaction - INFO - Epoch [18][1140/1441] lr: 2.000e-03, eta: 0:53:12, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0383, recall@thr=0.5: 0.7236, prec@thr=0.5: 0.7888, recall@top3: 0.8147, prec@top3: 0.6656, recall@top5: 0.9293, prec@top5: 0.4658, loss: 0.0383, grad_norm: 0.1585 2020-11-26 10:04:35,541 - mmaction - INFO - Epoch [18][1160/1441] lr: 2.000e-03, eta: 0:52:52, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0386, recall@thr=0.5: 0.7198, prec@thr=0.5: 0.7938, recall@top3: 0.8192, prec@top3: 0.6755, recall@top5: 0.9353, prec@top5: 0.4749, loss: 0.0386, grad_norm: 0.1676 2020-11-26 10:04:54,793 - mmaction - INFO - Epoch [18][1180/1441] lr: 2.000e-03, eta: 0:52:32, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0377, recall@thr=0.5: 0.7340, prec@thr=0.5: 0.7982, recall@top3: 0.8288, prec@top3: 0.6808, recall@top5: 0.9390, prec@top5: 0.4736, loss: 0.0377, grad_norm: 0.1575 2020-11-26 10:05:14,109 - mmaction - INFO - Epoch [18][1200/1441] lr: 2.000e-03, eta: 0:52:11, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0378, recall@thr=0.5: 0.7338, prec@thr=0.5: 0.8029, recall@top3: 0.8187, prec@top3: 0.6740, recall@top5: 0.9373, prec@top5: 0.4751, loss: 0.0378, grad_norm: 0.1593 2020-11-26 10:05:33,601 - mmaction - INFO - Epoch [18][1220/1441] lr: 2.000e-03, eta: 0:51:51, time: 0.974, data_time: 0.000, memory: 10785, loss_action_cls: 0.0368, recall@thr=0.5: 0.7384, prec@thr=0.5: 0.7938, recall@top3: 0.8312, prec@top3: 0.6634, recall@top5: 0.9408, prec@top5: 0.4617, loss: 0.0368, grad_norm: 0.1598 2020-11-26 10:05:53,065 - mmaction - INFO - Epoch [18][1240/1441] lr: 2.000e-03, eta: 0:51:31, time: 0.973, data_time: 0.001, memory: 10785, loss_action_cls: 0.0374, recall@thr=0.5: 0.7251, prec@thr=0.5: 0.8008, recall@top3: 0.8168, prec@top3: 0.6710, recall@top5: 0.9413, prec@top5: 0.4750, loss: 0.0374, grad_norm: 0.1670 2020-11-26 10:06:12,342 - mmaction - INFO - Epoch [18][1260/1441] lr: 2.000e-03, eta: 0:51:11, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0399, recall@thr=0.5: 0.7124, prec@thr=0.5: 0.7920, recall@top3: 0.8173, prec@top3: 0.6750, recall@top5: 0.9324, prec@top5: 0.4750, loss: 0.0399, grad_norm: 0.1642 2020-11-26 10:06:31,640 - mmaction - INFO - Epoch [18][1280/1441] lr: 2.000e-03, eta: 0:50:51, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0376, recall@thr=0.5: 0.7320, prec@thr=0.5: 0.7936, recall@top3: 0.8208, prec@top3: 0.6754, recall@top5: 0.9417, prec@top5: 0.4752, loss: 0.0376, grad_norm: 0.1642 2020-11-26 10:06:51,010 - mmaction - INFO - Epoch [18][1300/1441] lr: 2.000e-03, eta: 0:50:31, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0376, recall@thr=0.5: 0.7287, prec@thr=0.5: 0.7915, recall@top3: 0.8224, prec@top3: 0.6663, recall@top5: 0.9396, prec@top5: 0.4682, loss: 0.0376, grad_norm: 0.1647 2020-11-26 10:07:10,189 - mmaction - INFO - Epoch [18][1320/1441] lr: 2.000e-03, eta: 0:50:11, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0372, recall@thr=0.5: 0.7371, prec@thr=0.5: 0.7990, recall@top3: 0.8323, prec@top3: 0.6696, recall@top5: 0.9420, prec@top5: 0.4631, loss: 0.0372, grad_norm: 0.1605 2020-11-26 10:07:29,462 - mmaction - INFO - Epoch [18][1340/1441] lr: 2.000e-03, eta: 0:49:50, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0380, recall@thr=0.5: 0.7275, prec@thr=0.5: 0.8087, recall@top3: 0.8275, prec@top3: 0.6744, recall@top5: 0.9361, prec@top5: 0.4685, loss: 0.0380, grad_norm: 0.1603 2020-11-26 10:07:48,748 - mmaction - INFO - Epoch [18][1360/1441] lr: 2.000e-03, eta: 0:49:30, time: 0.964, data_time: 0.000, memory: 10785, loss_action_cls: 0.0359, recall@thr=0.5: 0.7419, prec@thr=0.5: 0.8208, recall@top3: 0.8356, prec@top3: 0.6847, recall@top5: 0.9450, prec@top5: 0.4766, loss: 0.0359, grad_norm: 0.1545 2020-11-26 10:08:08,017 - mmaction - INFO - Epoch [18][1380/1441] lr: 2.000e-03, eta: 0:49:10, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0382, recall@thr=0.5: 0.7253, prec@thr=0.5: 0.8077, recall@top3: 0.8249, prec@top3: 0.6707, recall@top5: 0.9426, prec@top5: 0.4714, loss: 0.0382, grad_norm: 0.1619 2020-11-26 10:08:27,317 - mmaction - INFO - Epoch [18][1400/1441] lr: 2.000e-03, eta: 0:48:50, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0401, recall@thr=0.5: 0.7087, prec@thr=0.5: 0.7791, recall@top3: 0.8066, prec@top3: 0.6476, recall@top5: 0.9271, prec@top5: 0.4571, loss: 0.0401, grad_norm: 0.1653 2020-11-26 10:08:46,591 - mmaction - INFO - Epoch [18][1420/1441] lr: 2.000e-03, eta: 0:48:30, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0376, recall@thr=0.5: 0.7163, prec@thr=0.5: 0.7869, recall@top3: 0.8225, prec@top3: 0.6713, recall@top5: 0.9374, prec@top5: 0.4700, loss: 0.0376, grad_norm: 0.1737 2020-11-26 10:09:05,768 - mmaction - INFO - Epoch [18][1440/1441] lr: 2.000e-03, eta: 0:48:10, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0374, recall@thr=0.5: 0.7312, prec@thr=0.5: 0.7969, recall@top3: 0.8284, prec@top3: 0.6614, recall@top5: 0.9407, prec@top5: 0.4603, loss: 0.0374, grad_norm: 0.1644 2020-11-26 10:09:09,194 - mmaction - INFO - Saving checkpoint at 18 epochs 2020-11-26 11:13:13,319 - mmaction - INFO - Evaluating proposal ... 2020-11-26 11:14:23,356 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-26 11:14:23,356 - mmaction - INFO - Evaluating bbox ... 2020-11-26 11:22:20,189 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2171 2020-11-26 11:22:21,226 - mmaction - INFO - Epoch(val) [18][1441] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2171 2020-11-26 11:23:32,781 - mmaction - INFO - Epoch [19][20/1441] lr: 2.000e-03, eta: 0:47:55, time: 3.574, data_time: 2.607, memory: 10785, loss_action_cls: 0.0387, recall@thr=0.5: 0.7153, prec@thr=0.5: 0.7903, recall@top3: 0.8118, prec@top3: 0.6740, recall@top5: 0.9307, prec@top5: 0.4752, loss: 0.0387, grad_norm: 0.1651 2020-11-26 11:23:52,094 - mmaction - INFO - Epoch [19][40/1441] lr: 2.000e-03, eta: 0:47:35, time: 0.966, data_time: 0.002, memory: 10785, loss_action_cls: 0.0375, recall@thr=0.5: 0.7230, prec@thr=0.5: 0.7936, recall@top3: 0.8220, prec@top3: 0.6784, recall@top5: 0.9422, prec@top5: 0.4808, loss: 0.0375, grad_norm: 0.1594 2020-11-26 11:24:11,466 - mmaction - INFO - Epoch [19][60/1441] lr: 2.000e-03, eta: 0:47:14, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0374, recall@thr=0.5: 0.7307, prec@thr=0.5: 0.7979, recall@top3: 0.8339, prec@top3: 0.6774, recall@top5: 0.9442, prec@top5: 0.4715, loss: 0.0374, grad_norm: 0.1623 2020-11-26 11:24:30,940 - mmaction - INFO - Epoch [19][80/1441] lr: 2.000e-03, eta: 0:46:54, time: 0.974, data_time: 0.001, memory: 10785, loss_action_cls: 0.0378, recall@thr=0.5: 0.7307, prec@thr=0.5: 0.7989, recall@top3: 0.8234, prec@top3: 0.6686, recall@top5: 0.9427, prec@top5: 0.4712, loss: 0.0378, grad_norm: 0.1690 2020-11-26 11:24:50,351 - mmaction - INFO - Epoch [19][100/1441] lr: 2.000e-03, eta: 0:46:34, time: 0.971, data_time: 0.001, memory: 10785, loss_action_cls: 0.0382, recall@thr=0.5: 0.7269, prec@thr=0.5: 0.7932, recall@top3: 0.8250, prec@top3: 0.6782, recall@top5: 0.9385, prec@top5: 0.4747, loss: 0.0382, grad_norm: 0.1631 2020-11-26 11:25:09,777 - mmaction - INFO - Epoch [19][120/1441] lr: 2.000e-03, eta: 0:46:14, time: 0.971, data_time: 0.000, memory: 10785, loss_action_cls: 0.0377, recall@thr=0.5: 0.7390, prec@thr=0.5: 0.8027, recall@top3: 0.8316, prec@top3: 0.6778, recall@top5: 0.9359, prec@top5: 0.4702, loss: 0.0377, grad_norm: 0.1553 2020-11-26 11:25:29,171 - mmaction - INFO - Epoch [19][140/1441] lr: 2.000e-03, eta: 0:45:54, time: 0.969, data_time: 0.001, memory: 10785, loss_action_cls: 0.0386, recall@thr=0.5: 0.7258, prec@thr=0.5: 0.7938, recall@top3: 0.8187, prec@top3: 0.6647, recall@top5: 0.9405, prec@top5: 0.4710, loss: 0.0386, grad_norm: 0.1568 2020-11-26 11:25:48,572 - mmaction - INFO - Epoch [19][160/1441] lr: 2.000e-03, eta: 0:45:34, time: 0.970, data_time: 0.001, memory: 10785, loss_action_cls: 0.0386, recall@thr=0.5: 0.7103, prec@thr=0.5: 0.7876, recall@top3: 0.8136, prec@top3: 0.6705, recall@top5: 0.9288, prec@top5: 0.4696, loss: 0.0386, grad_norm: 0.1694 2020-11-26 11:26:07,882 - mmaction - INFO - Epoch [19][180/1441] lr: 2.000e-03, eta: 0:45:13, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0379, recall@thr=0.5: 0.7126, prec@thr=0.5: 0.7836, recall@top3: 0.8166, prec@top3: 0.6702, recall@top5: 0.9363, prec@top5: 0.4718, loss: 0.0379, grad_norm: 0.1667 2020-11-26 11:26:26,851 - mmaction - INFO - Epoch [19][200/1441] lr: 2.000e-03, eta: 0:44:53, time: 0.949, data_time: 0.001, memory: 10785, loss_action_cls: 0.0373, recall@thr=0.5: 0.7380, prec@thr=0.5: 0.8036, recall@top3: 0.8408, prec@top3: 0.6822, recall@top5: 0.9471, prec@top5: 0.4737, loss: 0.0373, grad_norm: 0.1583 2020-11-26 11:26:46,029 - mmaction - INFO - Epoch [19][220/1441] lr: 2.000e-03, eta: 0:44:33, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0377, recall@thr=0.5: 0.7355, prec@thr=0.5: 0.8099, recall@top3: 0.8278, prec@top3: 0.6828, recall@top5: 0.9436, prec@top5: 0.4779, loss: 0.0377, grad_norm: 0.1573 2020-11-26 11:27:05,102 - mmaction - INFO - Epoch [19][240/1441] lr: 2.000e-03, eta: 0:44:13, time: 0.953, data_time: 0.000, memory: 10785, loss_action_cls: 0.0366, recall@thr=0.5: 0.7333, prec@thr=0.5: 0.8016, recall@top3: 0.8300, prec@top3: 0.6744, recall@top5: 0.9398, prec@top5: 0.4708, loss: 0.0366, grad_norm: 0.1626 2020-11-26 11:27:24,330 - mmaction - INFO - Epoch [19][260/1441] lr: 2.000e-03, eta: 0:43:53, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0400, recall@thr=0.5: 0.7207, prec@thr=0.5: 0.8010, recall@top3: 0.8125, prec@top3: 0.6713, recall@top5: 0.9309, prec@top5: 0.4738, loss: 0.0400, grad_norm: 0.1660 2020-11-26 11:27:43,678 - mmaction - INFO - Epoch [19][280/1441] lr: 2.000e-03, eta: 0:43:32, time: 0.967, data_time: 0.000, memory: 10785, loss_action_cls: 0.0378, recall@thr=0.5: 0.7366, prec@thr=0.5: 0.7976, recall@top3: 0.8278, prec@top3: 0.6805, recall@top5: 0.9408, prec@top5: 0.4767, loss: 0.0378, grad_norm: 0.1623 2020-11-26 11:28:02,783 - mmaction - INFO - Epoch [19][300/1441] lr: 2.000e-03, eta: 0:43:12, time: 0.955, data_time: 0.000, memory: 10785, loss_action_cls: 0.0373, recall@thr=0.5: 0.7297, prec@thr=0.5: 0.7932, recall@top3: 0.8243, prec@top3: 0.6744, recall@top5: 0.9447, prec@top5: 0.4756, loss: 0.0373, grad_norm: 0.1612 2020-11-26 11:28:21,936 - mmaction - INFO - Epoch [19][320/1441] lr: 2.000e-03, eta: 0:42:52, time: 0.957, data_time: 0.000, memory: 10785, loss_action_cls: 0.0388, recall@thr=0.5: 0.7286, prec@thr=0.5: 0.7904, recall@top3: 0.8220, prec@top3: 0.6586, recall@top5: 0.9340, prec@top5: 0.4596, loss: 0.0388, grad_norm: 0.1650 2020-11-26 11:28:41,006 - mmaction - INFO - Epoch [19][340/1441] lr: 2.000e-03, eta: 0:42:32, time: 0.954, data_time: 0.001, memory: 10785, loss_action_cls: 0.0383, recall@thr=0.5: 0.7185, prec@thr=0.5: 0.7896, recall@top3: 0.8257, prec@top3: 0.6787, recall@top5: 0.9361, prec@top5: 0.4731, loss: 0.0383, grad_norm: 0.1563 2020-11-26 11:29:00,226 - mmaction - INFO - Epoch [19][360/1441] lr: 2.000e-03, eta: 0:42:12, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0390, recall@thr=0.5: 0.7216, prec@thr=0.5: 0.7907, recall@top3: 0.8158, prec@top3: 0.6674, recall@top5: 0.9370, prec@top5: 0.4731, loss: 0.0390, grad_norm: 0.1633 2020-11-26 11:29:19,479 - mmaction - INFO - Epoch [19][380/1441] lr: 2.000e-03, eta: 0:41:52, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0375, recall@thr=0.5: 0.7207, prec@thr=0.5: 0.7899, recall@top3: 0.8235, prec@top3: 0.6715, recall@top5: 0.9427, prec@top5: 0.4699, loss: 0.0375, grad_norm: 0.1622 2020-11-26 11:29:38,646 - mmaction - INFO - Epoch [19][400/1441] lr: 2.000e-03, eta: 0:41:31, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0361, recall@thr=0.5: 0.7282, prec@thr=0.5: 0.8043, recall@top3: 0.8372, prec@top3: 0.6872, recall@top5: 0.9438, prec@top5: 0.4748, loss: 0.0361, grad_norm: 0.1660 2020-11-26 11:29:57,924 - mmaction - INFO - Epoch [19][420/1441] lr: 2.000e-03, eta: 0:41:11, time: 0.964, data_time: 0.000, memory: 10785, loss_action_cls: 0.0382, recall@thr=0.5: 0.7219, prec@thr=0.5: 0.7923, recall@top3: 0.8255, prec@top3: 0.6669, recall@top5: 0.9392, prec@top5: 0.4671, loss: 0.0382, grad_norm: 0.1581 2020-11-26 11:30:17,046 - mmaction - INFO - Epoch [19][440/1441] lr: 2.000e-03, eta: 0:40:51, time: 0.956, data_time: 0.000, memory: 10785, loss_action_cls: 0.0375, recall@thr=0.5: 0.7278, prec@thr=0.5: 0.8017, recall@top3: 0.8280, prec@top3: 0.6815, recall@top5: 0.9419, prec@top5: 0.4781, loss: 0.0375, grad_norm: 0.1586 2020-11-26 11:30:36,050 - mmaction - INFO - Epoch [19][460/1441] lr: 2.000e-03, eta: 0:40:31, time: 0.951, data_time: 0.001, memory: 10785, loss_action_cls: 0.0379, recall@thr=0.5: 0.7309, prec@thr=0.5: 0.7942, recall@top3: 0.8177, prec@top3: 0.6669, recall@top5: 0.9408, prec@top5: 0.4722, loss: 0.0379, grad_norm: 0.1593 2020-11-26 11:30:55,179 - mmaction - INFO - Epoch [19][480/1441] lr: 2.000e-03, eta: 0:40:11, time: 0.956, data_time: 0.000, memory: 10785, loss_action_cls: 0.0373, recall@thr=0.5: 0.7356, prec@thr=0.5: 0.7948, recall@top3: 0.8310, prec@top3: 0.6632, recall@top5: 0.9407, prec@top5: 0.4620, loss: 0.0373, grad_norm: 0.1599 2020-11-26 11:31:14,435 - mmaction - INFO - Epoch [19][500/1441] lr: 2.000e-03, eta: 0:39:50, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0368, recall@thr=0.5: 0.7274, prec@thr=0.5: 0.8023, recall@top3: 0.8281, prec@top3: 0.6722, recall@top5: 0.9382, prec@top5: 0.4686, loss: 0.0368, grad_norm: 0.1622 2020-11-26 11:31:33,554 - mmaction - INFO - Epoch [19][520/1441] lr: 2.000e-03, eta: 0:39:30, time: 0.956, data_time: 0.001, memory: 10785, loss_action_cls: 0.0381, recall@thr=0.5: 0.7074, prec@thr=0.5: 0.7972, recall@top3: 0.8169, prec@top3: 0.6715, recall@top5: 0.9323, prec@top5: 0.4700, loss: 0.0381, grad_norm: 0.1670 2020-11-26 11:31:52,785 - mmaction - INFO - Epoch [19][540/1441] lr: 2.000e-03, eta: 0:39:10, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0381, recall@thr=0.5: 0.7155, prec@thr=0.5: 0.7837, recall@top3: 0.8163, prec@top3: 0.6682, recall@top5: 0.9363, prec@top5: 0.4710, loss: 0.0381, grad_norm: 0.1750 2020-11-26 11:32:11,864 - mmaction - INFO - Epoch [19][560/1441] lr: 2.000e-03, eta: 0:38:50, time: 0.953, data_time: 0.000, memory: 10785, loss_action_cls: 0.0377, recall@thr=0.5: 0.7309, prec@thr=0.5: 0.7988, recall@top3: 0.8281, prec@top3: 0.6799, recall@top5: 0.9370, prec@top5: 0.4714, loss: 0.0377, grad_norm: 0.1598 2020-11-26 11:32:31,020 - mmaction - INFO - Epoch [19][580/1441] lr: 2.000e-03, eta: 0:38:30, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0370, recall@thr=0.5: 0.7207, prec@thr=0.5: 0.7870, recall@top3: 0.8215, prec@top3: 0.6701, recall@top5: 0.9396, prec@top5: 0.4701, loss: 0.0370, grad_norm: 0.1681 2020-11-26 11:32:50,202 - mmaction - INFO - Epoch [19][600/1441] lr: 2.000e-03, eta: 0:38:10, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0384, recall@thr=0.5: 0.7165, prec@thr=0.5: 0.7978, recall@top3: 0.8082, prec@top3: 0.6771, recall@top5: 0.9331, prec@top5: 0.4799, loss: 0.0384, grad_norm: 0.1669 2020-11-26 11:33:09,305 - mmaction - INFO - Epoch [19][620/1441] lr: 2.000e-03, eta: 0:37:49, time: 0.956, data_time: 0.001, memory: 10785, loss_action_cls: 0.0394, recall@thr=0.5: 0.7238, prec@thr=0.5: 0.7983, recall@top3: 0.8113, prec@top3: 0.6819, recall@top5: 0.9397, prec@top5: 0.4859, loss: 0.0394, grad_norm: 0.1612 2020-11-26 11:33:28,349 - mmaction - INFO - Epoch [19][640/1441] lr: 2.000e-03, eta: 0:37:29, time: 0.952, data_time: 0.000, memory: 10785, loss_action_cls: 0.0374, recall@thr=0.5: 0.7284, prec@thr=0.5: 0.7891, recall@top3: 0.8276, prec@top3: 0.6835, recall@top5: 0.9448, prec@top5: 0.4786, loss: 0.0374, grad_norm: 0.1620 2020-11-26 11:33:47,360 - mmaction - INFO - Epoch [19][660/1441] lr: 2.000e-03, eta: 0:37:09, time: 0.951, data_time: 0.000, memory: 10785, loss_action_cls: 0.0381, recall@thr=0.5: 0.7330, prec@thr=0.5: 0.8036, recall@top3: 0.8311, prec@top3: 0.6746, recall@top5: 0.9415, prec@top5: 0.4675, loss: 0.0381, grad_norm: 0.1615 2020-11-26 11:34:06,546 - mmaction - INFO - Epoch [19][680/1441] lr: 2.000e-03, eta: 0:36:49, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0375, recall@thr=0.5: 0.7377, prec@thr=0.5: 0.7957, recall@top3: 0.8242, prec@top3: 0.6820, recall@top5: 0.9409, prec@top5: 0.4806, loss: 0.0375, grad_norm: 0.1642 2020-11-26 11:34:25,762 - mmaction - INFO - Epoch [19][700/1441] lr: 2.000e-03, eta: 0:36:29, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0392, recall@thr=0.5: 0.7245, prec@thr=0.5: 0.7940, recall@top3: 0.8234, prec@top3: 0.6739, recall@top5: 0.9380, prec@top5: 0.4715, loss: 0.0392, grad_norm: 0.1611 2020-11-26 11:34:44,895 - mmaction - INFO - Epoch [19][720/1441] lr: 2.000e-03, eta: 0:36:09, time: 0.956, data_time: 0.001, memory: 10785, loss_action_cls: 0.0370, recall@thr=0.5: 0.7231, prec@thr=0.5: 0.7988, recall@top3: 0.8272, prec@top3: 0.6749, recall@top5: 0.9422, prec@top5: 0.4713, loss: 0.0370, grad_norm: 0.1622 2020-11-26 11:35:03,989 - mmaction - INFO - Epoch [19][740/1441] lr: 2.000e-03, eta: 0:35:49, time: 0.955, data_time: 0.001, memory: 10785, loss_action_cls: 0.0382, recall@thr=0.5: 0.7275, prec@thr=0.5: 0.7964, recall@top3: 0.8171, prec@top3: 0.6746, recall@top5: 0.9384, prec@top5: 0.4755, loss: 0.0382, grad_norm: 0.1628 2020-11-26 11:35:23,043 - mmaction - INFO - Epoch [19][760/1441] lr: 2.000e-03, eta: 0:35:28, time: 0.953, data_time: 0.001, memory: 10785, loss_action_cls: 0.0391, recall@thr=0.5: 0.7198, prec@thr=0.5: 0.7807, recall@top3: 0.8110, prec@top3: 0.6632, recall@top5: 0.9296, prec@top5: 0.4657, loss: 0.0391, grad_norm: 0.1640 2020-11-26 11:35:42,172 - mmaction - INFO - Epoch [19][780/1441] lr: 2.000e-03, eta: 0:35:08, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0368, recall@thr=0.5: 0.7302, prec@thr=0.5: 0.8065, recall@top3: 0.8266, prec@top3: 0.6702, recall@top5: 0.9376, prec@top5: 0.4682, loss: 0.0368, grad_norm: 0.1594 2020-11-26 11:36:01,376 - mmaction - INFO - Epoch [19][800/1441] lr: 2.000e-03, eta: 0:34:48, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0381, recall@thr=0.5: 0.7249, prec@thr=0.5: 0.7915, recall@top3: 0.8193, prec@top3: 0.6622, recall@top5: 0.9377, prec@top5: 0.4664, loss: 0.0381, grad_norm: 0.1674 2020-11-26 11:36:20,538 - mmaction - INFO - Epoch [19][820/1441] lr: 2.000e-03, eta: 0:34:28, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0378, recall@thr=0.5: 0.7391, prec@thr=0.5: 0.7996, recall@top3: 0.8312, prec@top3: 0.6696, recall@top5: 0.9395, prec@top5: 0.4654, loss: 0.0378, grad_norm: 0.1623 2020-11-26 11:36:39,742 - mmaction - INFO - Epoch [19][840/1441] lr: 2.000e-03, eta: 0:34:08, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0374, recall@thr=0.5: 0.7279, prec@thr=0.5: 0.8175, recall@top3: 0.8336, prec@top3: 0.6882, recall@top5: 0.9431, prec@top5: 0.4796, loss: 0.0374, grad_norm: 0.1606 2020-11-26 11:36:58,839 - mmaction - INFO - Epoch [19][860/1441] lr: 2.000e-03, eta: 0:33:48, time: 0.955, data_time: 0.001, memory: 10785, loss_action_cls: 0.0379, recall@thr=0.5: 0.7408, prec@thr=0.5: 0.8015, recall@top3: 0.8278, prec@top3: 0.6749, recall@top5: 0.9376, prec@top5: 0.4706, loss: 0.0379, grad_norm: 0.1624 2020-11-26 11:37:17,908 - mmaction - INFO - Epoch [19][880/1441] lr: 2.000e-03, eta: 0:33:28, time: 0.953, data_time: 0.000, memory: 10785, loss_action_cls: 0.0378, recall@thr=0.5: 0.7228, prec@thr=0.5: 0.8047, recall@top3: 0.8252, prec@top3: 0.6837, recall@top5: 0.9430, prec@top5: 0.4811, loss: 0.0378, grad_norm: 0.1658 2020-11-26 11:37:36,905 - mmaction - INFO - Epoch [19][900/1441] lr: 2.000e-03, eta: 0:33:07, time: 0.950, data_time: 0.001, memory: 10785, loss_action_cls: 0.0378, recall@thr=0.5: 0.7327, prec@thr=0.5: 0.8062, recall@top3: 0.8236, prec@top3: 0.6764, recall@top5: 0.9426, prec@top5: 0.4773, loss: 0.0378, grad_norm: 0.1692 2020-11-26 11:37:56,128 - mmaction - INFO - Epoch [19][920/1441] lr: 2.000e-03, eta: 0:32:47, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0382, recall@thr=0.5: 0.7325, prec@thr=0.5: 0.8084, recall@top3: 0.8165, prec@top3: 0.6792, recall@top5: 0.9373, prec@top5: 0.4786, loss: 0.0382, grad_norm: 0.1657 2020-11-26 11:38:15,121 - mmaction - INFO - Epoch [19][940/1441] lr: 2.000e-03, eta: 0:32:27, time: 0.950, data_time: 0.000, memory: 10785, loss_action_cls: 0.0385, recall@thr=0.5: 0.7300, prec@thr=0.5: 0.8052, recall@top3: 0.8192, prec@top3: 0.6833, recall@top5: 0.9390, prec@top5: 0.4821, loss: 0.0385, grad_norm: 0.1620 2020-11-26 11:38:34,252 - mmaction - INFO - Epoch [19][960/1441] lr: 2.000e-03, eta: 0:32:07, time: 0.956, data_time: 0.000, memory: 10785, loss_action_cls: 0.0365, recall@thr=0.5: 0.7380, prec@thr=0.5: 0.7878, recall@top3: 0.8297, prec@top3: 0.6683, recall@top5: 0.9441, prec@top5: 0.4675, loss: 0.0365, grad_norm: 0.1681 2020-11-26 11:38:53,351 - mmaction - INFO - Epoch [19][980/1441] lr: 2.000e-03, eta: 0:31:47, time: 0.955, data_time: 0.001, memory: 10785, loss_action_cls: 0.0368, recall@thr=0.5: 0.7495, prec@thr=0.5: 0.8083, recall@top3: 0.8339, prec@top3: 0.6779, recall@top5: 0.9425, prec@top5: 0.4707, loss: 0.0368, grad_norm: 0.1580 2020-11-26 11:39:12,446 - mmaction - INFO - Epoch [19][1000/1441] lr: 2.000e-03, eta: 0:31:27, time: 0.955, data_time: 0.001, memory: 10785, loss_action_cls: 0.0378, recall@thr=0.5: 0.7223, prec@thr=0.5: 0.7897, recall@top3: 0.8160, prec@top3: 0.6756, recall@top5: 0.9395, prec@top5: 0.4776, loss: 0.0378, grad_norm: 0.1657 2020-11-26 11:39:31,623 - mmaction - INFO - Epoch [19][1020/1441] lr: 2.000e-03, eta: 0:31:07, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0372, recall@thr=0.5: 0.7321, prec@thr=0.5: 0.7958, recall@top3: 0.8258, prec@top3: 0.6730, recall@top5: 0.9416, prec@top5: 0.4726, loss: 0.0372, grad_norm: 0.1627 2020-11-26 11:39:50,731 - mmaction - INFO - Epoch [19][1040/1441] lr: 2.000e-03, eta: 0:30:46, time: 0.955, data_time: 0.000, memory: 10785, loss_action_cls: 0.0383, recall@thr=0.5: 0.7270, prec@thr=0.5: 0.7861, recall@top3: 0.8159, prec@top3: 0.6715, recall@top5: 0.9383, prec@top5: 0.4725, loss: 0.0383, grad_norm: 0.1630 2020-11-26 11:40:09,920 - mmaction - INFO - Epoch [19][1060/1441] lr: 2.000e-03, eta: 0:30:26, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0384, recall@thr=0.5: 0.7224, prec@thr=0.5: 0.7932, recall@top3: 0.8240, prec@top3: 0.6672, recall@top5: 0.9345, prec@top5: 0.4652, loss: 0.0384, grad_norm: 0.1614 2020-11-26 11:40:29,022 - mmaction - INFO - Epoch [19][1080/1441] lr: 2.000e-03, eta: 0:30:06, time: 0.955, data_time: 0.000, memory: 10785, loss_action_cls: 0.0380, recall@thr=0.5: 0.7243, prec@thr=0.5: 0.7944, recall@top3: 0.8197, prec@top3: 0.6775, recall@top5: 0.9396, prec@top5: 0.4768, loss: 0.0380, grad_norm: 0.1657 2020-11-26 11:40:48,207 - mmaction - INFO - Epoch [19][1100/1441] lr: 2.000e-03, eta: 0:29:46, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0380, recall@thr=0.5: 0.7266, prec@thr=0.5: 0.8025, recall@top3: 0.8266, prec@top3: 0.6770, recall@top5: 0.9426, prec@top5: 0.4732, loss: 0.0380, grad_norm: 0.1616 2020-11-26 11:41:07,320 - mmaction - INFO - Epoch [19][1120/1441] lr: 2.000e-03, eta: 0:29:26, time: 0.956, data_time: 0.001, memory: 10785, loss_action_cls: 0.0382, recall@thr=0.5: 0.7286, prec@thr=0.5: 0.7984, recall@top3: 0.8156, prec@top3: 0.6723, recall@top5: 0.9364, prec@top5: 0.4741, loss: 0.0382, grad_norm: 0.1640 2020-11-26 11:41:26,438 - mmaction - INFO - Epoch [19][1140/1441] lr: 2.000e-03, eta: 0:29:06, time: 0.956, data_time: 0.001, memory: 10785, loss_action_cls: 0.0373, recall@thr=0.5: 0.7219, prec@thr=0.5: 0.7835, recall@top3: 0.8233, prec@top3: 0.6655, recall@top5: 0.9405, prec@top5: 0.4681, loss: 0.0373, grad_norm: 0.1667 2020-11-26 11:41:45,674 - mmaction - INFO - Epoch [19][1160/1441] lr: 2.000e-03, eta: 0:28:46, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0369, recall@thr=0.5: 0.7294, prec@thr=0.5: 0.8161, recall@top3: 0.8286, prec@top3: 0.6902, recall@top5: 0.9382, prec@top5: 0.4811, loss: 0.0369, grad_norm: 0.1625 2020-11-26 11:42:04,858 - mmaction - INFO - Epoch [19][1180/1441] lr: 2.000e-03, eta: 0:28:26, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0365, recall@thr=0.5: 0.7308, prec@thr=0.5: 0.7951, recall@top3: 0.8236, prec@top3: 0.6719, recall@top5: 0.9404, prec@top5: 0.4717, loss: 0.0365, grad_norm: 0.1560 2020-11-26 11:42:24,109 - mmaction - INFO - Epoch [19][1200/1441] lr: 2.000e-03, eta: 0:28:06, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0386, recall@thr=0.5: 0.7276, prec@thr=0.5: 0.7858, recall@top3: 0.8262, prec@top3: 0.6662, recall@top5: 0.9376, prec@top5: 0.4660, loss: 0.0386, grad_norm: 0.1649 2020-11-26 11:42:43,263 - mmaction - INFO - Epoch [19][1220/1441] lr: 2.000e-03, eta: 0:27:45, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0388, recall@thr=0.5: 0.7259, prec@thr=0.5: 0.7966, recall@top3: 0.8261, prec@top3: 0.6809, recall@top5: 0.9375, prec@top5: 0.4742, loss: 0.0388, grad_norm: 0.1643 2020-11-26 11:43:02,384 - mmaction - INFO - Epoch [19][1240/1441] lr: 2.000e-03, eta: 0:27:25, time: 0.956, data_time: 0.000, memory: 10785, loss_action_cls: 0.0376, recall@thr=0.5: 0.7307, prec@thr=0.5: 0.8003, recall@top3: 0.8253, prec@top3: 0.6752, recall@top5: 0.9386, prec@top5: 0.4712, loss: 0.0376, grad_norm: 0.1626 2020-11-26 11:43:21,443 - mmaction - INFO - Epoch [19][1260/1441] lr: 2.000e-03, eta: 0:27:05, time: 0.953, data_time: 0.000, memory: 10785, loss_action_cls: 0.0372, recall@thr=0.5: 0.7273, prec@thr=0.5: 0.7904, recall@top3: 0.8224, prec@top3: 0.6697, recall@top5: 0.9404, prec@top5: 0.4715, loss: 0.0372, grad_norm: 0.1669 2020-11-26 11:43:40,637 - mmaction - INFO - Epoch [19][1280/1441] lr: 2.000e-03, eta: 0:26:45, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0373, recall@thr=0.5: 0.7390, prec@thr=0.5: 0.8045, recall@top3: 0.8271, prec@top3: 0.6772, recall@top5: 0.9389, prec@top5: 0.4737, loss: 0.0373, grad_norm: 0.1611 2020-11-26 11:43:59,973 - mmaction - INFO - Epoch [19][1300/1441] lr: 2.000e-03, eta: 0:26:25, time: 0.967, data_time: 0.000, memory: 10785, loss_action_cls: 0.0388, recall@thr=0.5: 0.7236, prec@thr=0.5: 0.7894, recall@top3: 0.8245, prec@top3: 0.6748, recall@top5: 0.9356, prec@top5: 0.4694, loss: 0.0388, grad_norm: 0.1580 2020-11-26 11:44:19,154 - mmaction - INFO - Epoch [19][1320/1441] lr: 2.000e-03, eta: 0:26:05, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0379, recall@thr=0.5: 0.7297, prec@thr=0.5: 0.7950, recall@top3: 0.8277, prec@top3: 0.6780, recall@top5: 0.9463, prec@top5: 0.4768, loss: 0.0379, grad_norm: 0.1589 2020-11-26 11:44:38,305 - mmaction - INFO - Epoch [19][1340/1441] lr: 2.000e-03, eta: 0:25:45, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0375, recall@thr=0.5: 0.7397, prec@thr=0.5: 0.8050, recall@top3: 0.8313, prec@top3: 0.6832, recall@top5: 0.9427, prec@top5: 0.4754, loss: 0.0375, grad_norm: 0.1662 2020-11-26 11:44:57,354 - mmaction - INFO - Epoch [19][1360/1441] lr: 2.000e-03, eta: 0:25:25, time: 0.952, data_time: 0.000, memory: 10785, loss_action_cls: 0.0385, recall@thr=0.5: 0.7232, prec@thr=0.5: 0.7872, recall@top3: 0.8154, prec@top3: 0.6639, recall@top5: 0.9338, prec@top5: 0.4671, loss: 0.0385, grad_norm: 0.1611 2020-11-26 11:45:16,520 - mmaction - INFO - Epoch [19][1380/1441] lr: 2.000e-03, eta: 0:25:05, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0372, recall@thr=0.5: 0.7234, prec@thr=0.5: 0.8010, recall@top3: 0.8301, prec@top3: 0.6755, recall@top5: 0.9420, prec@top5: 0.4712, loss: 0.0372, grad_norm: 0.1645 2020-11-26 11:45:35,644 - mmaction - INFO - Epoch [19][1400/1441] lr: 2.000e-03, eta: 0:24:45, time: 0.956, data_time: 0.001, memory: 10785, loss_action_cls: 0.0387, recall@thr=0.5: 0.7161, prec@thr=0.5: 0.7899, recall@top3: 0.8173, prec@top3: 0.6634, recall@top5: 0.9313, prec@top5: 0.4638, loss: 0.0387, grad_norm: 0.1625 2020-11-26 11:45:55,001 - mmaction - INFO - Epoch [19][1420/1441] lr: 2.000e-03, eta: 0:24:24, time: 0.967, data_time: 0.000, memory: 10785, loss_action_cls: 0.0387, recall@thr=0.5: 0.7213, prec@thr=0.5: 0.7834, recall@top3: 0.8158, prec@top3: 0.6637, recall@top5: 0.9327, prec@top5: 0.4663, loss: 0.0387, grad_norm: 0.1700 2020-11-26 11:46:14,178 - mmaction - INFO - Epoch [19][1440/1441] lr: 2.000e-03, eta: 0:24:04, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0392, recall@thr=0.5: 0.7112, prec@thr=0.5: 0.7849, recall@top3: 0.8126, prec@top3: 0.6633, recall@top5: 0.9290, prec@top5: 0.4663, loss: 0.0392, grad_norm: 0.1643 2020-11-26 11:46:17,006 - mmaction - INFO - Saving checkpoint at 19 epochs 2020-11-26 12:29:00,449 - mmaction - INFO - Evaluating proposal ... 2020-11-26 12:30:07,586 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-26 12:30:07,587 - mmaction - INFO - Evaluating bbox ... 2020-11-26 12:37:38,832 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2175 2020-11-26 12:37:39,875 - mmaction - INFO - Epoch(val) [19][1441] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2175 2020-11-26 12:38:43,603 - mmaction - INFO - Epoch [20][20/1441] lr: 2.000e-03, eta: 0:23:46, time: 3.186, data_time: 2.229, memory: 10785, loss_action_cls: 0.0366, recall@thr=0.5: 0.7281, prec@thr=0.5: 0.8056, recall@top3: 0.8282, prec@top3: 0.6769, recall@top5: 0.9445, prec@top5: 0.4755, loss: 0.0366, grad_norm: 0.1598 2020-11-26 12:39:02,581 - mmaction - INFO - Epoch [20][40/1441] lr: 2.000e-03, eta: 0:23:26, time: 0.949, data_time: 0.001, memory: 10785, loss_action_cls: 0.0368, recall@thr=0.5: 0.7346, prec@thr=0.5: 0.7977, recall@top3: 0.8246, prec@top3: 0.6743, recall@top5: 0.9382, prec@top5: 0.4723, loss: 0.0368, grad_norm: 0.1595 2020-11-26 12:39:21,667 - mmaction - INFO - Epoch [20][60/1441] lr: 2.000e-03, eta: 0:23:06, time: 0.954, data_time: 0.000, memory: 10785, loss_action_cls: 0.0367, recall@thr=0.5: 0.7406, prec@thr=0.5: 0.8139, recall@top3: 0.8292, prec@top3: 0.6751, recall@top5: 0.9446, prec@top5: 0.4711, loss: 0.0367, grad_norm: 0.1636 2020-11-26 12:39:40,669 - mmaction - INFO - Epoch [20][80/1441] lr: 2.000e-03, eta: 0:22:45, time: 0.950, data_time: 0.001, memory: 10785, loss_action_cls: 0.0373, recall@thr=0.5: 0.7341, prec@thr=0.5: 0.7994, recall@top3: 0.8266, prec@top3: 0.6741, recall@top5: 0.9409, prec@top5: 0.4718, loss: 0.0373, grad_norm: 0.1623 2020-11-26 12:39:59,746 - mmaction - INFO - Epoch [20][100/1441] lr: 2.000e-03, eta: 0:22:25, time: 0.954, data_time: 0.000, memory: 10785, loss_action_cls: 0.0373, recall@thr=0.5: 0.7227, prec@thr=0.5: 0.7941, recall@top3: 0.8253, prec@top3: 0.6709, recall@top5: 0.9455, prec@top5: 0.4727, loss: 0.0373, grad_norm: 0.1659 2020-11-26 12:40:18,952 - mmaction - INFO - Epoch [20][120/1441] lr: 2.000e-03, eta: 0:22:05, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0368, recall@thr=0.5: 0.7406, prec@thr=0.5: 0.8133, recall@top3: 0.8361, prec@top3: 0.6789, recall@top5: 0.9390, prec@top5: 0.4682, loss: 0.0368, grad_norm: 0.1657 2020-11-26 12:40:38,201 - mmaction - INFO - Epoch [20][140/1441] lr: 2.000e-03, eta: 0:21:45, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0374, recall@thr=0.5: 0.7256, prec@thr=0.5: 0.7974, recall@top3: 0.8220, prec@top3: 0.6629, recall@top5: 0.9345, prec@top5: 0.4636, loss: 0.0374, grad_norm: 0.1622 2020-11-26 12:40:57,422 - mmaction - INFO - Epoch [20][160/1441] lr: 2.000e-03, eta: 0:21:25, time: 0.961, data_time: 0.000, memory: 10785, loss_action_cls: 0.0384, recall@thr=0.5: 0.7267, prec@thr=0.5: 0.7888, recall@top3: 0.8239, prec@top3: 0.6706, recall@top5: 0.9396, prec@top5: 0.4706, loss: 0.0384, grad_norm: 0.1600 2020-11-26 12:41:16,699 - mmaction - INFO - Epoch [20][180/1441] lr: 2.000e-03, eta: 0:21:05, time: 0.964, data_time: 0.000, memory: 10785, loss_action_cls: 0.0384, recall@thr=0.5: 0.7276, prec@thr=0.5: 0.8065, recall@top3: 0.8217, prec@top3: 0.6784, recall@top5: 0.9433, prec@top5: 0.4792, loss: 0.0384, grad_norm: 0.1687 2020-11-26 12:41:35,807 - mmaction - INFO - Epoch [20][200/1441] lr: 2.000e-03, eta: 0:20:45, time: 0.955, data_time: 0.000, memory: 10785, loss_action_cls: 0.0387, recall@thr=0.5: 0.7233, prec@thr=0.5: 0.7913, recall@top3: 0.8202, prec@top3: 0.6708, recall@top5: 0.9357, prec@top5: 0.4694, loss: 0.0387, grad_norm: 0.1597 2020-11-26 12:41:55,025 - mmaction - INFO - Epoch [20][220/1441] lr: 2.000e-03, eta: 0:20:25, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0381, recall@thr=0.5: 0.7169, prec@thr=0.5: 0.7799, recall@top3: 0.8219, prec@top3: 0.6641, recall@top5: 0.9358, prec@top5: 0.4632, loss: 0.0381, grad_norm: 0.1682 2020-11-26 12:42:14,217 - mmaction - INFO - Epoch [20][240/1441] lr: 2.000e-03, eta: 0:20:04, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0374, recall@thr=0.5: 0.7255, prec@thr=0.5: 0.7949, recall@top3: 0.8205, prec@top3: 0.6738, recall@top5: 0.9368, prec@top5: 0.4732, loss: 0.0374, grad_norm: 0.1641 2020-11-26 12:42:33,364 - mmaction - INFO - Epoch [20][260/1441] lr: 2.000e-03, eta: 0:19:44, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0375, recall@thr=0.5: 0.7207, prec@thr=0.5: 0.7973, recall@top3: 0.8218, prec@top3: 0.6771, recall@top5: 0.9387, prec@top5: 0.4752, loss: 0.0375, grad_norm: 0.1668 2020-11-26 12:42:52,533 - mmaction - INFO - Epoch [20][280/1441] lr: 2.000e-03, eta: 0:19:24, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0366, recall@thr=0.5: 0.7323, prec@thr=0.5: 0.8078, recall@top3: 0.8245, prec@top3: 0.6851, recall@top5: 0.9439, prec@top5: 0.4830, loss: 0.0366, grad_norm: 0.1515 2020-11-26 12:43:11,813 - mmaction - INFO - Epoch [20][300/1441] lr: 2.000e-03, eta: 0:19:04, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0380, recall@thr=0.5: 0.7352, prec@thr=0.5: 0.7859, recall@top3: 0.8191, prec@top3: 0.6721, recall@top5: 0.9429, prec@top5: 0.4765, loss: 0.0380, grad_norm: 0.1623 2020-11-26 12:43:30,965 - mmaction - INFO - Epoch [20][320/1441] lr: 2.000e-03, eta: 0:18:44, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0393, recall@thr=0.5: 0.7158, prec@thr=0.5: 0.7983, recall@top3: 0.8172, prec@top3: 0.6662, recall@top5: 0.9381, prec@top5: 0.4709, loss: 0.0393, grad_norm: 0.1664 2020-11-26 12:43:50,321 - mmaction - INFO - Epoch [20][340/1441] lr: 2.000e-03, eta: 0:18:24, time: 0.968, data_time: 0.001, memory: 10785, loss_action_cls: 0.0384, recall@thr=0.5: 0.7271, prec@thr=0.5: 0.8063, recall@top3: 0.8204, prec@top3: 0.6784, recall@top5: 0.9393, prec@top5: 0.4766, loss: 0.0384, grad_norm: 0.1637 2020-11-26 12:44:09,498 - mmaction - INFO - Epoch [20][360/1441] lr: 2.000e-03, eta: 0:18:04, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0376, recall@thr=0.5: 0.7225, prec@thr=0.5: 0.7877, recall@top3: 0.8228, prec@top3: 0.6657, recall@top5: 0.9438, prec@top5: 0.4689, loss: 0.0376, grad_norm: 0.1747 2020-11-26 12:44:28,774 - mmaction - INFO - Epoch [20][380/1441] lr: 2.000e-03, eta: 0:17:44, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0389, recall@thr=0.5: 0.7295, prec@thr=0.5: 0.8016, recall@top3: 0.8217, prec@top3: 0.6712, recall@top5: 0.9355, prec@top5: 0.4707, loss: 0.0389, grad_norm: 0.1598 2020-11-26 12:44:47,915 - mmaction - INFO - Epoch [20][400/1441] lr: 2.000e-03, eta: 0:17:24, time: 0.957, data_time: 0.000, memory: 10785, loss_action_cls: 0.0354, recall@thr=0.5: 0.7454, prec@thr=0.5: 0.8044, recall@top3: 0.8368, prec@top3: 0.6798, recall@top5: 0.9442, prec@top5: 0.4704, loss: 0.0354, grad_norm: 0.1599 2020-11-26 12:45:07,172 - mmaction - INFO - Epoch [20][420/1441] lr: 2.000e-03, eta: 0:17:04, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0363, recall@thr=0.5: 0.7383, prec@thr=0.5: 0.8072, recall@top3: 0.8328, prec@top3: 0.6769, recall@top5: 0.9480, prec@top5: 0.4734, loss: 0.0363, grad_norm: 0.1684 2020-11-26 12:45:26,368 - mmaction - INFO - Epoch [20][440/1441] lr: 2.000e-03, eta: 0:16:43, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0369, recall@thr=0.5: 0.7344, prec@thr=0.5: 0.8075, recall@top3: 0.8269, prec@top3: 0.6766, recall@top5: 0.9421, prec@top5: 0.4756, loss: 0.0369, grad_norm: 0.1603 2020-11-26 12:45:45,563 - mmaction - INFO - Epoch [20][460/1441] lr: 2.000e-03, eta: 0:16:23, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0364, recall@thr=0.5: 0.7464, prec@thr=0.5: 0.8064, recall@top3: 0.8317, prec@top3: 0.6768, recall@top5: 0.9439, prec@top5: 0.4716, loss: 0.0364, grad_norm: 0.1575 2020-11-26 12:46:04,720 - mmaction - INFO - Epoch [20][480/1441] lr: 2.000e-03, eta: 0:16:03, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0378, recall@thr=0.5: 0.7354, prec@thr=0.5: 0.8098, recall@top3: 0.8375, prec@top3: 0.6795, recall@top5: 0.9415, prec@top5: 0.4695, loss: 0.0378, grad_norm: 0.1544 2020-11-26 12:46:24,043 - mmaction - INFO - Epoch [20][500/1441] lr: 2.000e-03, eta: 0:15:43, time: 0.966, data_time: 0.001, memory: 10785, loss_action_cls: 0.0380, recall@thr=0.5: 0.7298, prec@thr=0.5: 0.8088, recall@top3: 0.8240, prec@top3: 0.6781, recall@top5: 0.9367, prec@top5: 0.4730, loss: 0.0380, grad_norm: 0.1638 2020-11-26 12:46:43,248 - mmaction - INFO - Epoch [20][520/1441] lr: 2.000e-03, eta: 0:15:23, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0360, recall@thr=0.5: 0.7385, prec@thr=0.5: 0.8144, recall@top3: 0.8356, prec@top3: 0.6848, recall@top5: 0.9464, prec@top5: 0.4772, loss: 0.0360, grad_norm: 0.1595 2020-11-26 12:47:02,453 - mmaction - INFO - Epoch [20][540/1441] lr: 2.000e-03, eta: 0:15:03, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0368, recall@thr=0.5: 0.7373, prec@thr=0.5: 0.7989, recall@top3: 0.8235, prec@top3: 0.6781, recall@top5: 0.9406, prec@top5: 0.4758, loss: 0.0368, grad_norm: 0.1613 2020-11-26 12:47:21,608 - mmaction - INFO - Epoch [20][560/1441] lr: 2.000e-03, eta: 0:14:43, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0386, recall@thr=0.5: 0.7235, prec@thr=0.5: 0.7940, recall@top3: 0.8184, prec@top3: 0.6733, recall@top5: 0.9338, prec@top5: 0.4728, loss: 0.0386, grad_norm: 0.1688 2020-11-26 12:47:40,917 - mmaction - INFO - Epoch [20][580/1441] lr: 2.000e-03, eta: 0:14:23, time: 0.965, data_time: 0.000, memory: 10785, loss_action_cls: 0.0376, recall@thr=0.5: 0.7182, prec@thr=0.5: 0.7831, recall@top3: 0.8194, prec@top3: 0.6668, recall@top5: 0.9349, prec@top5: 0.4693, loss: 0.0376, grad_norm: 0.1732 2020-11-26 12:48:00,224 - mmaction - INFO - Epoch [20][600/1441] lr: 2.000e-03, eta: 0:14:03, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0362, recall@thr=0.5: 0.7481, prec@thr=0.5: 0.8025, recall@top3: 0.8391, prec@top3: 0.6904, recall@top5: 0.9473, prec@top5: 0.4791, loss: 0.0362, grad_norm: 0.1570 2020-11-26 12:48:19,427 - mmaction - INFO - Epoch [20][620/1441] lr: 2.000e-03, eta: 0:13:43, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0381, recall@thr=0.5: 0.7311, prec@thr=0.5: 0.7932, recall@top3: 0.8268, prec@top3: 0.6686, recall@top5: 0.9402, prec@top5: 0.4660, loss: 0.0381, grad_norm: 0.1607 2020-11-26 12:48:38,696 - mmaction - INFO - Epoch [20][640/1441] lr: 2.000e-03, eta: 0:13:23, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0374, recall@thr=0.5: 0.7221, prec@thr=0.5: 0.7952, recall@top3: 0.8259, prec@top3: 0.6763, recall@top5: 0.9379, prec@top5: 0.4714, loss: 0.0374, grad_norm: 0.1638 2020-11-26 12:48:57,760 - mmaction - INFO - Epoch [20][660/1441] lr: 2.000e-03, eta: 0:13:03, time: 0.953, data_time: 0.001, memory: 10785, loss_action_cls: 0.0384, recall@thr=0.5: 0.7279, prec@thr=0.5: 0.7991, recall@top3: 0.8227, prec@top3: 0.6722, recall@top5: 0.9430, prec@top5: 0.4737, loss: 0.0384, grad_norm: 0.1637 2020-11-26 12:49:16,960 - mmaction - INFO - Epoch [20][680/1441] lr: 2.000e-03, eta: 0:12:42, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0359, recall@thr=0.5: 0.7293, prec@thr=0.5: 0.8012, recall@top3: 0.8283, prec@top3: 0.6878, recall@top5: 0.9437, prec@top5: 0.4804, loss: 0.0359, grad_norm: 0.1613 2020-11-26 12:49:36,209 - mmaction - INFO - Epoch [20][700/1441] lr: 2.000e-03, eta: 0:12:22, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0371, recall@thr=0.5: 0.7420, prec@thr=0.5: 0.7994, recall@top3: 0.8215, prec@top3: 0.6624, recall@top5: 0.9397, prec@top5: 0.4663, loss: 0.0371, grad_norm: 0.1653 2020-11-26 12:49:55,435 - mmaction - INFO - Epoch [20][720/1441] lr: 2.000e-03, eta: 0:12:02, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0361, recall@thr=0.5: 0.7309, prec@thr=0.5: 0.8080, recall@top3: 0.8286, prec@top3: 0.6778, recall@top5: 0.9441, prec@top5: 0.4750, loss: 0.0361, grad_norm: 0.1633 2020-11-26 12:50:14,683 - mmaction - INFO - Epoch [20][740/1441] lr: 2.000e-03, eta: 0:11:42, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0374, recall@thr=0.5: 0.7325, prec@thr=0.5: 0.8043, recall@top3: 0.8242, prec@top3: 0.6791, recall@top5: 0.9388, prec@top5: 0.4764, loss: 0.0374, grad_norm: 0.1586 2020-11-26 12:50:33,940 - mmaction - INFO - Epoch [20][760/1441] lr: 2.000e-03, eta: 0:11:22, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0379, recall@thr=0.5: 0.7374, prec@thr=0.5: 0.8086, recall@top3: 0.8256, prec@top3: 0.6779, recall@top5: 0.9359, prec@top5: 0.4730, loss: 0.0379, grad_norm: 0.1636 2020-11-26 12:50:53,210 - mmaction - INFO - Epoch [20][780/1441] lr: 2.000e-03, eta: 0:11:02, time: 0.963, data_time: 0.000, memory: 10785, loss_action_cls: 0.0372, recall@thr=0.5: 0.7355, prec@thr=0.5: 0.8009, recall@top3: 0.8194, prec@top3: 0.6695, recall@top5: 0.9391, prec@top5: 0.4722, loss: 0.0372, grad_norm: 0.1669 2020-11-26 12:51:12,364 - mmaction - INFO - Epoch [20][800/1441] lr: 2.000e-03, eta: 0:10:42, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0367, recall@thr=0.5: 0.7365, prec@thr=0.5: 0.8036, recall@top3: 0.8251, prec@top3: 0.6840, recall@top5: 0.9419, prec@top5: 0.4774, loss: 0.0367, grad_norm: 0.1638 2020-11-26 12:51:31,478 - mmaction - INFO - Epoch [20][820/1441] lr: 2.000e-03, eta: 0:10:22, time: 0.956, data_time: 0.001, memory: 10785, loss_action_cls: 0.0383, recall@thr=0.5: 0.7260, prec@thr=0.5: 0.8018, recall@top3: 0.8263, prec@top3: 0.6799, recall@top5: 0.9380, prec@top5: 0.4738, loss: 0.0383, grad_norm: 0.1663 2020-11-26 12:51:50,657 - mmaction - INFO - Epoch [20][840/1441] lr: 2.000e-03, eta: 0:10:02, time: 0.959, data_time: 0.000, memory: 10785, loss_action_cls: 0.0385, recall@thr=0.5: 0.7262, prec@thr=0.5: 0.7957, recall@top3: 0.8166, prec@top3: 0.6752, recall@top5: 0.9348, prec@top5: 0.4734, loss: 0.0385, grad_norm: 0.1693 2020-11-26 12:52:09,854 - mmaction - INFO - Epoch [20][860/1441] lr: 2.000e-03, eta: 0:09:42, time: 0.960, data_time: 0.000, memory: 10785, loss_action_cls: 0.0393, recall@thr=0.5: 0.7292, prec@thr=0.5: 0.7965, recall@top3: 0.8216, prec@top3: 0.6767, recall@top5: 0.9370, prec@top5: 0.4749, loss: 0.0393, grad_norm: 0.1778 2020-11-26 12:52:29,117 - mmaction - INFO - Epoch [20][880/1441] lr: 2.000e-03, eta: 0:09:22, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0396, recall@thr=0.5: 0.7180, prec@thr=0.5: 0.7889, recall@top3: 0.8088, prec@top3: 0.6662, recall@top5: 0.9377, prec@top5: 0.4736, loss: 0.0396, grad_norm: 0.1639 2020-11-26 12:52:48,304 - mmaction - INFO - Epoch [20][900/1441] lr: 2.000e-03, eta: 0:09:02, time: 0.959, data_time: 0.001, memory: 10785, loss_action_cls: 0.0370, recall@thr=0.5: 0.7314, prec@thr=0.5: 0.7917, recall@top3: 0.8307, prec@top3: 0.6766, recall@top5: 0.9473, prec@top5: 0.4738, loss: 0.0370, grad_norm: 0.1683 2020-11-26 12:53:07,525 - mmaction - INFO - Epoch [20][920/1441] lr: 2.000e-03, eta: 0:08:42, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0358, recall@thr=0.5: 0.7481, prec@thr=0.5: 0.8033, recall@top3: 0.8354, prec@top3: 0.6859, recall@top5: 0.9411, prec@top5: 0.4745, loss: 0.0358, grad_norm: 0.1684 2020-11-26 12:53:26,791 - mmaction - INFO - Epoch [20][940/1441] lr: 2.000e-03, eta: 0:08:22, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0358, recall@thr=0.5: 0.7422, prec@thr=0.5: 0.8087, recall@top3: 0.8350, prec@top3: 0.6877, recall@top5: 0.9467, prec@top5: 0.4783, loss: 0.0358, grad_norm: 0.1567 2020-11-26 12:53:46,083 - mmaction - INFO - Epoch [20][960/1441] lr: 2.000e-03, eta: 0:08:02, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0390, recall@thr=0.5: 0.7187, prec@thr=0.5: 0.7990, recall@top3: 0.8140, prec@top3: 0.6752, recall@top5: 0.9333, prec@top5: 0.4742, loss: 0.0390, grad_norm: 0.1659 2020-11-26 12:54:05,330 - mmaction - INFO - Epoch [20][980/1441] lr: 2.000e-03, eta: 0:07:41, time: 0.962, data_time: 0.000, memory: 10785, loss_action_cls: 0.0375, recall@thr=0.5: 0.7293, prec@thr=0.5: 0.8015, recall@top3: 0.8220, prec@top3: 0.6856, recall@top5: 0.9380, prec@top5: 0.4810, loss: 0.0375, grad_norm: 0.1621 2020-11-26 12:54:24,538 - mmaction - INFO - Epoch [20][1000/1441] lr: 2.000e-03, eta: 0:07:21, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0374, recall@thr=0.5: 0.7449, prec@thr=0.5: 0.8044, recall@top3: 0.8283, prec@top3: 0.6784, recall@top5: 0.9399, prec@top5: 0.4729, loss: 0.0374, grad_norm: 0.1579 2020-11-26 12:54:43,841 - mmaction - INFO - Epoch [20][1020/1441] lr: 2.000e-03, eta: 0:07:01, time: 0.965, data_time: 0.001, memory: 10785, loss_action_cls: 0.0378, recall@thr=0.5: 0.7271, prec@thr=0.5: 0.8027, recall@top3: 0.8307, prec@top3: 0.6841, recall@top5: 0.9429, prec@top5: 0.4759, loss: 0.0378, grad_norm: 0.1642 2020-11-26 12:55:03,031 - mmaction - INFO - Epoch [20][1040/1441] lr: 2.000e-03, eta: 0:06:41, time: 0.960, data_time: 0.001, memory: 10785, loss_action_cls: 0.0369, recall@thr=0.5: 0.7258, prec@thr=0.5: 0.8060, recall@top3: 0.8290, prec@top3: 0.6825, recall@top5: 0.9443, prec@top5: 0.4796, loss: 0.0369, grad_norm: 0.1644 2020-11-26 12:55:22,179 - mmaction - INFO - Epoch [20][1060/1441] lr: 2.000e-03, eta: 0:06:21, time: 0.957, data_time: 0.000, memory: 10785, loss_action_cls: 0.0383, recall@thr=0.5: 0.7247, prec@thr=0.5: 0.7936, recall@top3: 0.8128, prec@top3: 0.6801, recall@top5: 0.9383, prec@top5: 0.4828, loss: 0.0383, grad_norm: 0.1668 2020-11-26 12:55:41,223 - mmaction - INFO - Epoch [20][1080/1441] lr: 2.000e-03, eta: 0:06:01, time: 0.952, data_time: 0.000, memory: 10785, loss_action_cls: 0.0373, recall@thr=0.5: 0.7404, prec@thr=0.5: 0.8046, recall@top3: 0.8305, prec@top3: 0.6797, recall@top5: 0.9376, prec@top5: 0.4723, loss: 0.0373, grad_norm: 0.1625 2020-11-26 12:56:00,517 - mmaction - INFO - Epoch [20][1100/1441] lr: 2.000e-03, eta: 0:05:41, time: 0.964, data_time: 0.001, memory: 10785, loss_action_cls: 0.0382, recall@thr=0.5: 0.7183, prec@thr=0.5: 0.7847, recall@top3: 0.8130, prec@top3: 0.6667, recall@top5: 0.9322, prec@top5: 0.4705, loss: 0.0382, grad_norm: 0.1668 2020-11-26 12:56:19,745 - mmaction - INFO - Epoch [20][1120/1441] lr: 2.000e-03, eta: 0:05:21, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0369, recall@thr=0.5: 0.7326, prec@thr=0.5: 0.8039, recall@top3: 0.8268, prec@top3: 0.6804, recall@top5: 0.9427, prec@top5: 0.4770, loss: 0.0369, grad_norm: 0.1617 2020-11-26 12:56:38,915 - mmaction - INFO - Epoch [20][1140/1441] lr: 2.000e-03, eta: 0:05:01, time: 0.958, data_time: 0.000, memory: 10785, loss_action_cls: 0.0377, recall@thr=0.5: 0.7348, prec@thr=0.5: 0.7992, recall@top3: 0.8358, prec@top3: 0.6800, recall@top5: 0.9438, prec@top5: 0.4705, loss: 0.0377, grad_norm: 0.1627 2020-11-26 12:56:57,994 - mmaction - INFO - Epoch [20][1160/1441] lr: 2.000e-03, eta: 0:04:41, time: 0.954, data_time: 0.001, memory: 10785, loss_action_cls: 0.0373, recall@thr=0.5: 0.7304, prec@thr=0.5: 0.8117, recall@top3: 0.8339, prec@top3: 0.6896, recall@top5: 0.9390, prec@top5: 0.4746, loss: 0.0373, grad_norm: 0.1660 2020-11-26 12:57:17,173 - mmaction - INFO - Epoch [20][1180/1441] lr: 2.000e-03, eta: 0:04:21, time: 0.958, data_time: 0.001, memory: 10785, loss_action_cls: 0.0371, recall@thr=0.5: 0.7417, prec@thr=0.5: 0.8029, recall@top3: 0.8316, prec@top3: 0.6701, recall@top5: 0.9397, prec@top5: 0.4668, loss: 0.0371, grad_norm: 0.1621 2020-11-26 12:57:36,380 - mmaction - INFO - Epoch [20][1200/1441] lr: 2.000e-03, eta: 0:04:01, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0375, recall@thr=0.5: 0.7310, prec@thr=0.5: 0.7959, recall@top3: 0.8222, prec@top3: 0.6762, recall@top5: 0.9418, prec@top5: 0.4771, loss: 0.0375, grad_norm: 0.1606 2020-11-26 12:57:55,646 - mmaction - INFO - Epoch [20][1220/1441] lr: 2.000e-03, eta: 0:03:41, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0371, recall@thr=0.5: 0.7378, prec@thr=0.5: 0.8021, recall@top3: 0.8279, prec@top3: 0.6792, recall@top5: 0.9473, prec@top5: 0.4785, loss: 0.0371, grad_norm: 0.1584 2020-11-26 12:58:14,920 - mmaction - INFO - Epoch [20][1240/1441] lr: 2.000e-03, eta: 0:03:21, time: 0.964, data_time: 0.000, memory: 10785, loss_action_cls: 0.0366, recall@thr=0.5: 0.7288, prec@thr=0.5: 0.7935, recall@top3: 0.8272, prec@top3: 0.6697, recall@top5: 0.9435, prec@top5: 0.4685, loss: 0.0366, grad_norm: 0.1606 2020-11-26 12:58:34,059 - mmaction - INFO - Epoch [20][1260/1441] lr: 2.000e-03, eta: 0:03:01, time: 0.957, data_time: 0.001, memory: 10785, loss_action_cls: 0.0381, recall@thr=0.5: 0.7251, prec@thr=0.5: 0.7898, recall@top3: 0.8221, prec@top3: 0.6675, recall@top5: 0.9384, prec@top5: 0.4682, loss: 0.0381, grad_norm: 0.1645 2020-11-26 12:58:53,272 - mmaction - INFO - Epoch [20][1280/1441] lr: 2.000e-03, eta: 0:02:41, time: 0.961, data_time: 0.001, memory: 10785, loss_action_cls: 0.0385, recall@thr=0.5: 0.7268, prec@thr=0.5: 0.8031, recall@top3: 0.8238, prec@top3: 0.6683, recall@top5: 0.9401, prec@top5: 0.4700, loss: 0.0385, grad_norm: 0.1634 2020-11-26 12:59:12,443 - 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: 0.0376, recall@thr=0.5: 0.7225, prec@thr=0.5: 0.7880, recall@top3: 0.8250, prec@top3: 0.6663, recall@top5: 0.9360, prec@top5: 0.4654, loss: 0.0376, grad_norm: 0.1636 2020-11-26 12:59:31,528 - mmaction - INFO - Epoch [20][1320/1441] lr: 2.000e-03, eta: 0:02:01, time: 0.955, data_time: 0.001, memory: 10785, loss_action_cls: 0.0373, recall@thr=0.5: 0.7251, prec@thr=0.5: 0.8026, recall@top3: 0.8316, prec@top3: 0.6806, recall@top5: 0.9415, prec@top5: 0.4727, loss: 0.0373, grad_norm: 0.1618 2020-11-26 12:59:50,586 - mmaction - INFO - Epoch [20][1340/1441] lr: 2.000e-03, eta: 0:01:41, time: 0.953, data_time: 0.001, memory: 10785, loss_action_cls: 0.0380, recall@thr=0.5: 0.7216, prec@thr=0.5: 0.7906, recall@top3: 0.8134, prec@top3: 0.6738, recall@top5: 0.9372, prec@top5: 0.4758, loss: 0.0380, grad_norm: 0.1595 2020-11-26 13:00:09,729 - mmaction - INFO - Epoch [20][1360/1441] lr: 2.000e-03, eta: 0:01:21, time: 0.957, data_time: 0.000, memory: 10785, loss_action_cls: 0.0392, recall@thr=0.5: 0.7161, prec@thr=0.5: 0.7940, recall@top3: 0.8068, prec@top3: 0.6698, recall@top5: 0.9313, prec@top5: 0.4745, loss: 0.0392, grad_norm: 0.1648 2020-11-26 13:00:28,954 - mmaction - INFO - Epoch [20][1380/1441] lr: 2.000e-03, eta: 0:01:01, time: 0.962, data_time: 0.001, memory: 10785, loss_action_cls: 0.0385, recall@thr=0.5: 0.7227, prec@thr=0.5: 0.7890, recall@top3: 0.8180, prec@top3: 0.6660, recall@top5: 0.9386, prec@top5: 0.4670, loss: 0.0385, grad_norm: 0.1667 2020-11-26 13:00:48,159 - 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: 0.0371, recall@thr=0.5: 0.7266, prec@thr=0.5: 0.7951, recall@top3: 0.8241, prec@top3: 0.6699, recall@top5: 0.9383, prec@top5: 0.4690, loss: 0.0371, grad_norm: 0.1645 2020-11-26 13:01:07,418 - mmaction - INFO - Epoch [20][1420/1441] lr: 2.000e-03, eta: 0:00:21, time: 0.963, data_time: 0.001, memory: 10785, loss_action_cls: 0.0382, recall@thr=0.5: 0.7253, prec@thr=0.5: 0.7948, recall@top3: 0.8201, prec@top3: 0.6653, recall@top5: 0.9340, prec@top5: 0.4659, loss: 0.0382, grad_norm: 0.1652 2020-11-26 13:01:26,488 - mmaction - INFO - Epoch [20][1440/1441] lr: 2.000e-03, eta: 0:00:01, time: 0.953, data_time: 0.001, memory: 10785, loss_action_cls: 0.0377, recall@thr=0.5: 0.7239, prec@thr=0.5: 0.7851, recall@top3: 0.8201, prec@top3: 0.6542, recall@top5: 0.9351, prec@top5: 0.4581, loss: 0.0377, grad_norm: 0.1576 2020-11-26 13:01:29,751 - mmaction - INFO - Saving checkpoint at 20 epochs 2020-11-26 13:42:33,318 - mmaction - INFO - Evaluating proposal ... 2020-11-26 13:43:37,127 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-11-26 13:43:37,128 - mmaction - INFO - Evaluating bbox ... 2020-11-26 13:50:29,864 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2153 2020-11-26 13:50:30,972 - mmaction - INFO - Epoch(val) [20][1441] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2153