2020-08-14 04:42:08,517 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.6.8 |Anaconda, Inc.| (default, Dec 30 2018, 01:22:34) [GCC 7.3.0] CUDA available: True CUDA_HOME: /mnt/lustre/share/cuda-9.0 NVCC: Cuda compilation tools, release 9.0, V9.0.176 GPU 0,1,2,3,4,5,6,7: GeForce GTX 1080 Ti GCC: gcc (GCC) 4.8.5 20150623 (Red Hat 4.8.5-4) PyTorch: 1.3.0 PyTorch compiling details: PyTorch built with: - GCC 4.8 - Intel(R) Math Kernel Library Version 2019.0.4 Product Build 20190411 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.20.5 (Git Hash 0125f28c61c1f822fd48570b4c1066f96fcb9b2e) - OpenMP 201107 (a.k.a. OpenMP 3.1) - NNPACK is enabled - 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 - CuDNN 7.6 - Magma 2.5.0 - Build settings: BLAS=MKL, BUILD_NAMEDTENSOR=OFF, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -O2 -fPIC -Wno-narrowing -Wall -Wextra -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 -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math, DISABLE_NUMA=1, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, USE_CUDA=True, 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: 0.2.2 OpenCV: 4.2.0 MMCV: 1.0.5 MMAction2: 0.1.0+269057f ------------------------------------------------------------ 2020-08-14 04:42:08,518 - mmaction - INFO - Distributed training: True 2020-08-14 04:42:08,518 - mmaction - INFO - Config: /mnt/lustre/linjintao/mmaction2/slurm_configs/recognition/i3d/i3d_nl_dotproduct_r50_fast_256p_32x2x1_100e_kinetics400_rgb.py # model settings model = dict( type='Recognizer3D', backbone=dict( type='ResNet3d', pretrained2d=True, pretrained='torchvision://resnet50', depth=50, conv_cfg=dict(type='Conv3d'), norm_eval=False, inflate=((1, 1, 1), (1, 0, 1, 0), (1, 0, 1, 0, 1, 0), (0, 1, 0)), zero_init_residual=False, non_local=((0, 0, 0), (0, 1, 0, 1), (0, 1, 0, 1, 0, 1), (0, 0, 0)), non_local_cfg=dict( sub_sample=True, use_scale=False, norm_cfg=dict(type='BN3d', requires_grad=True), mode='dot_product')), cls_head=dict( type='I3DHead', num_classes=400, in_channels=2048, spatial_type='avg', dropout_ratio=0.5, init_std=0.01)) # model training and testing settings train_cfg = None test_cfg = dict(average_clips=None) # dataset settings dataset_type = 'RawframeDataset' data_root = 'data/kinetics400/rawframes_train_256p' data_root_val = 'data/kinetics400/rawframes_val_256p' ann_file_train = 'data/kinetics400/kinetics_train_list_256p.txt' ann_file_val = 'data/kinetics400/kinetics_val_list_256p.txt' ann_file_test = 'data/kinetics400/kinetics_val_list_256p.txt' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) 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') train_pipeline = [ dict(type='SampleFrames', clip_len=32, frame_interval=2, num_clips=1), dict(type='FrameSelector', io_backend='memcached', decoding_backend='turbojpeg', **mc_cfg), dict(type='Resize', scale=(-1, 256), lazy=True), dict( type='MultiScaleCrop', input_size=224, scales=(1, 0.8), random_crop=False, max_wh_scale_gap=0, lazy=True), dict(type='Resize', scale=(224, 224), keep_ratio=False, lazy=True), dict(type='Flip', flip_ratio=0.5, lazy=True), dict(type='Fuse'), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict( type='SampleFrames', clip_len=32, frame_interval=2, num_clips=1, test_mode=True), dict(type='FrameSelector', io_backend='memcached', decoding_backend='turbojpeg', **mc_cfg), dict(type='Resize', scale=(-1, 256), lazy=True), dict(type='CenterCrop', crop_size=224, lazy=True), dict(type='Flip', flip_ratio=0, lazy=True), dict(type='Fuse'), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict( type='SampleFrames', clip_len=32, frame_interval=2, num_clips=10, test_mode=True), dict(type='FrameSelector', io_backend='memcached', decoding_backend='turbojpeg', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='ThreeCrop', crop_size=256), dict(type='Flip', flip_ratio=0), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] data = dict( videos_per_gpu=6, workers_per_gpu=4, train=dict( type=dataset_type, ann_file=ann_file_train, data_prefix=data_root, pipeline=train_pipeline), val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root_val, pipeline=val_pipeline), test=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root_val, pipeline=test_pipeline)) # optimizer optimizer = dict( type='SGD', lr=0.0075 * 4, momentum=0.9, weight_decay=0.0001) # 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=[40, 80]) total_epochs = 100 checkpoint_config = dict(interval=1) evaluation = dict( interval=5, metrics=['top_k_accuracy', 'mean_class_accuracy'], topk=(1, 5)) log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), # dict(type='TensorboardLoggerHook'), ]) # runtime settings dist_params = dict(backend='nccl') log_level = 'INFO' work_dir = './work_dirs/i3d_nl_dotproduct_r50_fast_256p_32x2x1_100e_kinetics400_rgb/' load_from = None resume_from = None workflow = [('train', 1)] 2020-08-14 04:42:10,568 - mmaction - INFO - load model from: torchvision://resnet50 2020-08-14 04:42:25,382 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.1.non_local_block.g.0 2020-08-14 04:42:25,395 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.1.non_local_block.g.0 2020-08-14 04:42:25,396 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.1.non_local_block.conv_out 2020-08-14 04:42:25,396 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.1.non_local_block.bn_out 2020-08-14 04:42:25,396 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.1.non_local_block.theta 2020-08-14 04:42:25,396 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.1.non_local_block.theta 2020-08-14 04:42:25,396 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.1.non_local_block.phi.0 2020-08-14 04:42:25,396 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.1.non_local_block.phi.0 2020-08-14 04:42:25,825 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.3.non_local_block.g.0 2020-08-14 04:42:25,832 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.3.non_local_block.g.0 2020-08-14 04:42:25,839 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.3.non_local_block.conv_out 2020-08-14 04:42:25,840 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.3.non_local_block.bn_out 2020-08-14 04:42:25,840 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.3.non_local_block.theta 2020-08-14 04:42:25,840 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.3.non_local_block.theta 2020-08-14 04:42:25,840 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.3.non_local_block.phi.0 2020-08-14 04:42:25,840 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.3.non_local_block.phi.0 2020-08-14 04:42:26,363 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.1.non_local_block.g.0 2020-08-14 04:42:26,364 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.1.non_local_block.g.0 2020-08-14 04:42:26,364 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.1.non_local_block.conv_out 2020-08-14 04:42:26,364 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.1.non_local_block.bn_out 2020-08-14 04:42:26,364 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.1.non_local_block.theta 2020-08-14 04:42:26,371 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.1.non_local_block.theta 2020-08-14 04:42:26,371 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.1.non_local_block.phi.0 2020-08-14 04:42:26,372 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.1.non_local_block.phi.0 2020-08-14 04:42:26,804 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.3.non_local_block.g.0 2020-08-14 04:42:26,805 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.3.non_local_block.g.0 2020-08-14 04:42:26,805 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.3.non_local_block.conv_out 2020-08-14 04:42:26,805 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.3.non_local_block.bn_out 2020-08-14 04:42:26,805 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.3.non_local_block.theta 2020-08-14 04:42:26,805 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.3.non_local_block.theta 2020-08-14 04:42:26,806 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.3.non_local_block.phi.0 2020-08-14 04:42:26,806 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.3.non_local_block.phi.0 2020-08-14 04:42:27,276 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.5.non_local_block.g.0 2020-08-14 04:42:27,277 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.5.non_local_block.g.0 2020-08-14 04:42:27,277 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.5.non_local_block.conv_out 2020-08-14 04:42:27,277 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.5.non_local_block.bn_out 2020-08-14 04:42:27,277 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.5.non_local_block.theta 2020-08-14 04:42:27,277 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.5.non_local_block.theta 2020-08-14 04:42:27,278 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.5.non_local_block.phi.0 2020-08-14 04:42:27,278 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.5.non_local_block.phi.0 2020-08-14 04:42:28,070 - mmaction - INFO - These parameters in the 2d checkpoint are not loaded: {'fc.weight', 'fc.bias'} 2020-08-14 04:42:30,763 - mmaction - INFO - Start running, host: linjintao@SH-IDC1-10-5-30-93, work_dir: /mnt/lustre/linjintao/mmaction2/workdir/i3d_nl_dotproduct_r50_fast_256p_32x2x1_100e_kinetics400_rgb 2020-08-14 04:42:30,764 - mmaction - INFO - workflow: [('train', 1)], max: 100 epochs 2020-08-14 04:43:24,735 - mmaction - INFO - Epoch [1][20/1253] lr: 3.000e-02, eta: 3 days, 21:37:40, time: 2.690, data_time: 0.599, memory: 4832, top1_acc: 0.0068, top5_acc: 0.0297, loss_cls: 6.0037, loss: 6.0037, grad_norm: 3.0974 2020-08-14 04:43:36,881 - mmaction - INFO - Epoch [1][40/1253] lr: 3.000e-02, eta: 2 days, 9:26:40, time: 0.611, data_time: 0.012, memory: 4832, top1_acc: 0.0133, top5_acc: 0.0531, loss_cls: 5.8147, loss: 5.8147, grad_norm: 3.0663 2020-08-14 04:43:49,055 - mmaction - INFO - Epoch [1][60/1253] lr: 3.000e-02, eta: 1 day, 21:19:34, time: 0.607, data_time: 0.006, memory: 4832, top1_acc: 0.0320, top5_acc: 0.0909, loss_cls: 5.5577, loss: 5.5577, grad_norm: 3.1446 2020-08-14 04:44:00,998 - mmaction - INFO - Epoch [1][80/1253] lr: 3.000e-02, eta: 1 day, 15:12:10, time: 0.600, data_time: 0.006, memory: 4832, top1_acc: 0.0401, top5_acc: 0.1365, loss_cls: 5.3028, loss: 5.3028, grad_norm: 3.2833 2020-08-14 04:44:13,100 - mmaction - INFO - Epoch [1][100/1253] lr: 3.000e-02, eta: 1 day, 11:33:11, time: 0.603, data_time: 0.007, memory: 4832, top1_acc: 0.0552, top5_acc: 0.1724, loss_cls: 5.0998, loss: 5.0998, grad_norm: 3.4529 2020-08-14 04:44:25,372 - mmaction - INFO - Epoch [1][120/1253] lr: 3.000e-02, eta: 1 day, 9:10:57, time: 0.614, data_time: 0.006, memory: 4832, top1_acc: 0.0596, top5_acc: 0.1953, loss_cls: 5.0021, loss: 5.0021, grad_norm: 3.5750 2020-08-14 04:44:37,840 - mmaction - INFO - Epoch [1][140/1253] lr: 3.000e-02, eta: 1 day, 7:32:27, time: 0.625, data_time: 0.009, memory: 4832, top1_acc: 0.0755, top5_acc: 0.2174, loss_cls: 4.8659, loss: 4.8659, grad_norm: 3.6262 2020-08-14 04:44:50,069 - mmaction - INFO - Epoch [1][160/1253] lr: 3.000e-02, eta: 1 day, 6:14:37, time: 0.610, data_time: 0.004, memory: 4832, top1_acc: 0.0880, top5_acc: 0.2417, loss_cls: 4.7449, loss: 4.7449, grad_norm: 3.7354 2020-08-14 04:45:02,936 - mmaction - INFO - Epoch [1][180/1253] lr: 3.000e-02, eta: 1 day, 5:21:30, time: 0.642, data_time: 0.009, memory: 4832, top1_acc: 0.0828, top5_acc: 0.2349, loss_cls: 4.7609, loss: 4.7609, grad_norm: 3.7986 2020-08-14 04:45:15,673 - mmaction - INFO - Epoch [1][200/1253] lr: 3.000e-02, eta: 1 day, 4:38:18, time: 0.639, data_time: 0.005, memory: 4832, top1_acc: 0.0964, top5_acc: 0.2628, loss_cls: 4.6665, loss: 4.6665, grad_norm: 3.7308 2020-08-14 04:45:28,606 - mmaction - INFO - Epoch [1][220/1253] lr: 3.000e-02, eta: 1 day, 4:04:04, time: 0.645, data_time: 0.007, memory: 4832, top1_acc: 0.1036, top5_acc: 0.2763, loss_cls: 4.5905, loss: 4.5905, grad_norm: 3.7684 2020-08-14 04:45:44,008 - mmaction - INFO - Epoch [1][240/1253] lr: 3.000e-02, eta: 1 day, 3:57:38, time: 0.772, data_time: 0.007, memory: 4832, top1_acc: 0.1036, top5_acc: 0.2839, loss_cls: 4.5171, loss: 4.5171, grad_norm: 3.8382 2020-08-14 04:45:58,085 - mmaction - INFO - Epoch [1][260/1253] lr: 3.000e-02, eta: 1 day, 3:41:02, time: 0.703, data_time: 0.005, memory: 4832, top1_acc: 0.1135, top5_acc: 0.2849, loss_cls: 4.5097, loss: 4.5097, grad_norm: 3.7881 2020-08-14 04:46:10,359 - mmaction - INFO - Epoch [1][280/1253] lr: 3.000e-02, eta: 1 day, 3:13:25, time: 0.613, data_time: 0.004, memory: 4832, top1_acc: 0.1174, top5_acc: 0.2990, loss_cls: 4.4604, loss: 4.4604, grad_norm: 3.8004 2020-08-14 04:46:23,629 - mmaction - INFO - Epoch [1][300/1253] lr: 3.000e-02, eta: 1 day, 2:56:23, time: 0.663, data_time: 0.006, memory: 4832, top1_acc: 0.1383, top5_acc: 0.3198, loss_cls: 4.3513, loss: 4.3513, grad_norm: 3.7719 2020-08-14 04:46:38,020 - mmaction - INFO - Epoch [1][320/1253] lr: 3.000e-02, eta: 1 day, 2:49:00, time: 0.721, data_time: 0.006, memory: 4832, top1_acc: 0.1229, top5_acc: 0.3227, loss_cls: 4.3900, loss: 4.3900, grad_norm: 3.9011 2020-08-14 04:46:50,569 - mmaction - INFO - Epoch [1][340/1253] lr: 3.000e-02, eta: 1 day, 2:30:47, time: 0.626, data_time: 0.006, memory: 4832, top1_acc: 0.1279, top5_acc: 0.3240, loss_cls: 4.3623, loss: 4.3623, grad_norm: 3.8487 2020-08-14 04:47:03,868 - mmaction - INFO - Epoch [1][360/1253] lr: 3.000e-02, eta: 1 day, 2:19:15, time: 0.666, data_time: 0.007, memory: 4832, top1_acc: 0.1268, top5_acc: 0.3188, loss_cls: 4.3260, loss: 4.3260, grad_norm: 3.7926 2020-08-14 04:47:16,469 - mmaction - INFO - Epoch [1][380/1253] lr: 3.000e-02, eta: 1 day, 2:04:47, time: 0.629, data_time: 0.006, memory: 4832, top1_acc: 0.1383, top5_acc: 0.3440, loss_cls: 4.2802, loss: 4.2802, grad_norm: 3.8253 2020-08-14 04:47:28,759 - mmaction - INFO - Epoch [1][400/1253] lr: 3.000e-02, eta: 1 day, 1:50:19, time: 0.615, data_time: 0.004, memory: 4832, top1_acc: 0.1391, top5_acc: 0.3406, loss_cls: 4.2863, loss: 4.2863, grad_norm: 3.7613 2020-08-14 04:47:42,889 - mmaction - INFO - Epoch [1][420/1253] lr: 3.000e-02, eta: 1 day, 1:46:07, time: 0.705, data_time: 0.007, memory: 4832, top1_acc: 0.1419, top5_acc: 0.3432, loss_cls: 4.2391, loss: 4.2391, grad_norm: 3.8371 2020-08-14 04:47:56,327 - mmaction - INFO - Epoch [1][440/1253] lr: 3.000e-02, eta: 1 day, 1:39:09, time: 0.672, data_time: 0.007, memory: 4832, top1_acc: 0.1458, top5_acc: 0.3456, loss_cls: 4.2333, loss: 4.2333, grad_norm: 3.9155 2020-08-14 04:48:10,418 - mmaction - INFO - Epoch [1][460/1253] lr: 3.000e-02, eta: 1 day, 1:35:47, time: 0.705, data_time: 0.005, memory: 4832, top1_acc: 0.1659, top5_acc: 0.3687, loss_cls: 4.1304, loss: 4.1304, grad_norm: 3.7389 2020-08-14 04:48:23,315 - mmaction - INFO - Epoch [1][480/1253] lr: 3.000e-02, eta: 1 day, 1:27:24, time: 0.644, data_time: 0.008, memory: 4832, top1_acc: 0.1526, top5_acc: 0.3625, loss_cls: 4.1518, loss: 4.1518, grad_norm: 3.7849 2020-08-14 04:48:36,906 - mmaction - INFO - Epoch [1][500/1253] lr: 3.000e-02, eta: 1 day, 1:22:49, time: 0.682, data_time: 0.007, memory: 4832, top1_acc: 0.1583, top5_acc: 0.3661, loss_cls: 4.1514, loss: 4.1514, grad_norm: 3.8659 2020-08-14 04:48:51,461 - mmaction - INFO - Epoch [1][520/1253] lr: 3.000e-02, eta: 1 day, 1:22:08, time: 0.727, data_time: 0.008, memory: 4832, top1_acc: 0.1724, top5_acc: 0.3828, loss_cls: 4.0685, loss: 4.0685, grad_norm: 3.8048 2020-08-14 04:49:04,988 - mmaction - INFO - Epoch [1][540/1253] lr: 3.000e-02, eta: 1 day, 1:17:42, time: 0.678, data_time: 0.006, memory: 4832, top1_acc: 0.1680, top5_acc: 0.3932, loss_cls: 4.0441, loss: 4.0441, grad_norm: 3.8639 2020-08-14 04:49:19,274 - mmaction - INFO - Epoch [1][560/1253] lr: 3.000e-02, eta: 1 day, 1:16:19, time: 0.715, data_time: 0.006, memory: 4832, top1_acc: 0.1570, top5_acc: 0.3742, loss_cls: 4.1235, loss: 4.1235, grad_norm: 3.8606 2020-08-14 04:49:33,180 - mmaction - INFO - Epoch [1][580/1253] lr: 3.000e-02, eta: 1 day, 1:13:29, time: 0.693, data_time: 0.003, memory: 4832, top1_acc: 0.1740, top5_acc: 0.3878, loss_cls: 4.0232, loss: 4.0232, grad_norm: 3.7982 2020-08-14 04:49:46,208 - mmaction - INFO - Epoch [1][600/1253] lr: 3.000e-02, eta: 1 day, 1:07:58, time: 0.652, data_time: 0.009, memory: 4832, top1_acc: 0.1781, top5_acc: 0.4013, loss_cls: 3.9741, loss: 3.9741, grad_norm: 3.8859 2020-08-14 04:50:00,789 - mmaction - INFO - Epoch [1][620/1253] lr: 3.000e-02, eta: 1 day, 1:08:01, time: 0.730, data_time: 0.006, memory: 4832, top1_acc: 0.1672, top5_acc: 0.3893, loss_cls: 4.0221, loss: 4.0221, grad_norm: 3.8202 2020-08-14 04:50:14,796 - mmaction - INFO - Epoch [1][640/1253] lr: 3.000e-02, eta: 1 day, 1:05:54, time: 0.697, data_time: 0.008, memory: 4832, top1_acc: 0.1760, top5_acc: 0.3979, loss_cls: 3.9980, loss: 3.9980, grad_norm: 3.7721 2020-08-14 04:50:28,496 - mmaction - INFO - Epoch [1][660/1253] lr: 3.000e-02, eta: 1 day, 1:03:23, time: 0.689, data_time: 0.007, memory: 4832, top1_acc: 0.1768, top5_acc: 0.3940, loss_cls: 4.0090, loss: 4.0090, grad_norm: 3.9441 2020-08-14 04:50:41,040 - mmaction - INFO - Epoch [1][680/1253] lr: 3.000e-02, eta: 1 day, 0:57:05, time: 0.625, data_time: 0.006, memory: 4832, top1_acc: 0.1911, top5_acc: 0.4146, loss_cls: 3.9680, loss: 3.9680, grad_norm: 3.7970 2020-08-14 04:50:53,907 - mmaction - INFO - Epoch [1][700/1253] lr: 3.000e-02, eta: 1 day, 0:52:22, time: 0.645, data_time: 0.006, memory: 4832, top1_acc: 0.1859, top5_acc: 0.3984, loss_cls: 3.9911, loss: 3.9911, grad_norm: 3.7539 2020-08-14 04:51:06,982 - mmaction - INFO - Epoch [1][720/1253] lr: 3.000e-02, eta: 1 day, 0:48:20, time: 0.653, data_time: 0.006, memory: 4832, top1_acc: 0.1961, top5_acc: 0.4211, loss_cls: 3.9037, loss: 3.9037, grad_norm: 3.7740 2020-08-14 04:51:20,163 - mmaction - INFO - Epoch [1][740/1253] lr: 3.000e-02, eta: 1 day, 0:44:59, time: 0.661, data_time: 0.006, memory: 4832, top1_acc: 0.1786, top5_acc: 0.4130, loss_cls: 3.9147, loss: 3.9147, grad_norm: 3.8029 2020-08-14 04:51:34,716 - mmaction - INFO - Epoch [1][760/1253] lr: 3.000e-02, eta: 1 day, 0:45:15, time: 0.724, data_time: 0.005, memory: 4832, top1_acc: 0.2016, top5_acc: 0.4289, loss_cls: 3.8790, loss: 3.8790, grad_norm: 3.7081 2020-08-14 04:51:47,854 - mmaction - INFO - Epoch [1][780/1253] lr: 3.000e-02, eta: 1 day, 0:41:59, time: 0.659, data_time: 0.006, memory: 4832, top1_acc: 0.1919, top5_acc: 0.4232, loss_cls: 3.9121, loss: 3.9121, grad_norm: 3.8483 2020-08-14 04:52:00,429 - mmaction - INFO - Epoch [1][800/1253] lr: 3.000e-02, eta: 1 day, 0:37:16, time: 0.628, data_time: 0.006, memory: 4832, top1_acc: 0.1893, top5_acc: 0.4201, loss_cls: 3.8937, loss: 3.8937, grad_norm: 3.7838 2020-08-14 04:52:13,758 - mmaction - INFO - Epoch [1][820/1253] lr: 3.000e-02, eta: 1 day, 0:34:46, time: 0.667, data_time: 0.006, memory: 4832, top1_acc: 0.2018, top5_acc: 0.4375, loss_cls: 3.8204, loss: 3.8204, grad_norm: 3.8105 2020-08-14 04:52:28,374 - mmaction - INFO - Epoch [1][840/1253] lr: 3.000e-02, eta: 1 day, 0:35:25, time: 0.729, data_time: 0.007, memory: 4832, top1_acc: 0.2055, top5_acc: 0.4333, loss_cls: 3.8112, loss: 3.8112, grad_norm: 3.7867 2020-08-14 04:52:43,303 - mmaction - INFO - Epoch [1][860/1253] lr: 3.000e-02, eta: 1 day, 0:37:00, time: 0.749, data_time: 0.007, memory: 4832, top1_acc: 0.2130, top5_acc: 0.4477, loss_cls: 3.7535, loss: 3.7535, grad_norm: 3.7391 2020-08-14 04:52:57,026 - mmaction - INFO - Epoch [1][880/1253] lr: 3.000e-02, eta: 1 day, 0:35:19, time: 0.681, data_time: 0.007, memory: 4832, top1_acc: 0.1984, top5_acc: 0.4240, loss_cls: 3.8590, loss: 3.8590, grad_norm: 3.8532 2020-08-14 04:53:10,432 - mmaction - INFO - Epoch [1][900/1253] lr: 3.000e-02, eta: 1 day, 0:33:22, time: 0.674, data_time: 0.007, memory: 4832, top1_acc: 0.2099, top5_acc: 0.4427, loss_cls: 3.7874, loss: 3.7874, grad_norm: 3.7548 2020-08-14 04:53:23,204 - mmaction - INFO - Epoch [1][920/1253] lr: 3.000e-02, eta: 1 day, 0:29:48, time: 0.637, data_time: 0.007, memory: 4832, top1_acc: 0.2086, top5_acc: 0.4464, loss_cls: 3.7888, loss: 3.7888, grad_norm: 3.8528 2020-08-14 04:53:36,894 - mmaction - INFO - Epoch [1][940/1253] lr: 3.000e-02, eta: 1 day, 0:28:36, time: 0.687, data_time: 0.007, memory: 4832, top1_acc: 0.2060, top5_acc: 0.4482, loss_cls: 3.7668, loss: 3.7668, grad_norm: 3.7215 2020-08-14 04:53:50,981 - mmaction - INFO - Epoch [1][960/1253] lr: 3.000e-02, eta: 1 day, 0:28:02, time: 0.701, data_time: 0.005, memory: 4832, top1_acc: 0.2115, top5_acc: 0.4555, loss_cls: 3.7151, loss: 3.7151, grad_norm: 3.7541 2020-08-14 04:54:03,670 - mmaction - INFO - Epoch [1][980/1253] lr: 3.000e-02, eta: 1 day, 0:24:47, time: 0.637, data_time: 0.007, memory: 4832, top1_acc: 0.2214, top5_acc: 0.4596, loss_cls: 3.7196, loss: 3.7196, grad_norm: 3.7793 2020-08-14 04:54:16,271 - mmaction - INFO - Epoch [1][1000/1253] lr: 3.000e-02, eta: 1 day, 0:21:15, time: 0.627, data_time: 0.007, memory: 4832, top1_acc: 0.2099, top5_acc: 0.4526, loss_cls: 3.7802, loss: 3.7802, grad_norm: 3.7125 2020-08-14 04:54:31,095 - mmaction - INFO - Epoch [1][1020/1253] lr: 3.000e-02, eta: 1 day, 0:22:35, time: 0.744, data_time: 0.007, memory: 4832, top1_acc: 0.2206, top5_acc: 0.4510, loss_cls: 3.7674, loss: 3.7674, grad_norm: 3.7559 2020-08-14 04:54:44,334 - mmaction - INFO - Epoch [1][1040/1253] lr: 3.000e-02, eta: 1 day, 0:20:30, time: 0.660, data_time: 0.007, memory: 4832, top1_acc: 0.2109, top5_acc: 0.4497, loss_cls: 3.7534, loss: 3.7534, grad_norm: 3.7575 2020-08-14 04:54:58,353 - mmaction - INFO - Epoch [1][1060/1253] lr: 3.000e-02, eta: 1 day, 0:20:12, time: 0.703, data_time: 0.007, memory: 4832, top1_acc: 0.2237, top5_acc: 0.4740, loss_cls: 3.6588, loss: 3.6588, grad_norm: 3.6981 2020-08-14 04:55:11,622 - mmaction - INFO - Epoch [1][1080/1253] lr: 3.000e-02, eta: 1 day, 0:18:20, time: 0.663, data_time: 0.002, memory: 4832, top1_acc: 0.2266, top5_acc: 0.4695, loss_cls: 3.6711, loss: 3.6711, grad_norm: 3.7761 2020-08-14 04:55:26,253 - mmaction - INFO - Epoch [1][1100/1253] lr: 3.000e-02, eta: 1 day, 0:19:06, time: 0.731, data_time: 0.007, memory: 4832, top1_acc: 0.2281, top5_acc: 0.4742, loss_cls: 3.6609, loss: 3.6609, grad_norm: 3.7339 2020-08-14 04:55:39,974 - mmaction - INFO - Epoch [1][1120/1253] lr: 3.000e-02, eta: 1 day, 0:18:13, time: 0.687, data_time: 0.005, memory: 4832, top1_acc: 0.2323, top5_acc: 0.4758, loss_cls: 3.6346, loss: 3.6346, grad_norm: 3.7877 2020-08-14 04:55:54,115 - mmaction - INFO - Epoch [1][1140/1253] lr: 3.000e-02, eta: 1 day, 0:18:01, time: 0.706, data_time: 0.007, memory: 4832, top1_acc: 0.2378, top5_acc: 0.4745, loss_cls: 3.6521, loss: 3.6521, grad_norm: 3.8002 2020-08-14 04:56:06,836 - mmaction - INFO - Epoch [1][1160/1253] lr: 3.000e-02, eta: 1 day, 0:15:24, time: 0.638, data_time: 0.006, memory: 4832, top1_acc: 0.2271, top5_acc: 0.4672, loss_cls: 3.6529, loss: 3.6529, grad_norm: 3.7905 2020-08-14 04:56:19,568 - mmaction - INFO - Epoch [1][1180/1253] lr: 3.000e-02, eta: 1 day, 0:12:47, time: 0.635, data_time: 0.006, memory: 4832, top1_acc: 0.2297, top5_acc: 0.4813, loss_cls: 3.6215, loss: 3.6215, grad_norm: 3.7904 2020-08-14 04:56:33,997 - mmaction - INFO - Epoch [1][1200/1253] lr: 3.000e-02, eta: 1 day, 0:13:14, time: 0.722, data_time: 0.005, memory: 4832, top1_acc: 0.2253, top5_acc: 0.4750, loss_cls: 3.6286, loss: 3.6286, grad_norm: 3.6950 2020-08-14 04:56:47,062 - mmaction - INFO - Epoch [1][1220/1253] lr: 3.000e-02, eta: 1 day, 0:11:18, time: 0.652, data_time: 0.007, memory: 4832, top1_acc: 0.2169, top5_acc: 0.4669, loss_cls: 3.6852, loss: 3.6852, grad_norm: 3.7786 2020-08-14 04:57:00,118 - mmaction - INFO - Epoch [1][1240/1253] lr: 3.000e-02, eta: 1 day, 0:09:26, time: 0.653, data_time: 0.005, memory: 4832, top1_acc: 0.2344, top5_acc: 0.4727, loss_cls: 3.6494, loss: 3.6494, grad_norm: 3.7094 2020-08-14 04:57:10,927 - mmaction - INFO - Saving checkpoint at 1 epochs 2020-08-14 04:57:33,249 - mmaction - INFO - Epoch [2][20/1253] lr: 3.000e-02, eta: 1 day, 0:04:52, time: 1.028, data_time: 0.395, memory: 4833, top1_acc: 0.2391, top5_acc: 0.4763, loss_cls: 3.5783, loss: 3.5783, grad_norm: 3.7767 2020-08-14 04:57:45,667 - mmaction - INFO - Epoch [2][40/1253] lr: 3.000e-02, eta: 1 day, 0:02:05, time: 0.619, data_time: 0.008, memory: 4833, top1_acc: 0.2471, top5_acc: 0.5063, loss_cls: 3.5221, loss: 3.5221, grad_norm: 3.7295 2020-08-14 04:57:58,318 - mmaction - INFO - Epoch [2][60/1253] lr: 3.000e-02, eta: 23:59:52, time: 0.635, data_time: 0.007, memory: 4833, top1_acc: 0.2453, top5_acc: 0.4953, loss_cls: 3.5226, loss: 3.5226, grad_norm: 3.7482 2020-08-14 04:58:11,039 - mmaction - INFO - Epoch [2][80/1253] lr: 3.000e-02, eta: 23:57:39, time: 0.633, data_time: 0.004, memory: 4833, top1_acc: 0.2411, top5_acc: 0.4924, loss_cls: 3.5400, loss: 3.5400, grad_norm: 3.7504 2020-08-14 04:58:26,914 - mmaction - INFO - Epoch [2][100/1253] lr: 3.000e-02, eta: 1 day, 0:00:29, time: 0.796, data_time: 0.009, memory: 4833, top1_acc: 0.2576, top5_acc: 0.4945, loss_cls: 3.5155, loss: 3.5155, grad_norm: 3.6803 2020-08-14 04:58:39,695 - mmaction - INFO - Epoch [2][120/1253] lr: 3.000e-02, eta: 23:58:30, time: 0.639, data_time: 0.005, memory: 4833, top1_acc: 0.2466, top5_acc: 0.4987, loss_cls: 3.5145, loss: 3.5145, grad_norm: 3.7621 2020-08-14 04:58:53,781 - mmaction - INFO - Epoch [2][140/1253] lr: 3.000e-02, eta: 23:58:33, time: 0.706, data_time: 0.007, memory: 4833, top1_acc: 0.2411, top5_acc: 0.4898, loss_cls: 3.5799, loss: 3.5799, grad_norm: 3.7152 2020-08-14 04:59:09,902 - mmaction - INFO - Epoch [2][160/1253] lr: 3.000e-02, eta: 1 day, 0:01:30, time: 0.805, data_time: 0.003, memory: 4833, top1_acc: 0.2456, top5_acc: 0.5044, loss_cls: 3.5354, loss: 3.5354, grad_norm: 3.6944 2020-08-14 04:59:22,863 - mmaction - INFO - Epoch [2][180/1253] lr: 3.000e-02, eta: 23:59:44, time: 0.645, data_time: 0.006, memory: 4833, top1_acc: 0.2508, top5_acc: 0.5003, loss_cls: 3.4894, loss: 3.4894, grad_norm: 3.7276 2020-08-14 04:59:36,679 - mmaction - INFO - Epoch [2][200/1253] lr: 3.000e-02, eta: 23:59:25, time: 0.694, data_time: 0.007, memory: 4833, top1_acc: 0.2523, top5_acc: 0.4969, loss_cls: 3.4682, loss: 3.4682, grad_norm: 3.6954 2020-08-14 04:59:49,687 - mmaction - INFO - Epoch [2][220/1253] lr: 3.000e-02, eta: 23:57:47, time: 0.648, data_time: 0.004, memory: 4833, top1_acc: 0.2563, top5_acc: 0.4911, loss_cls: 3.5232, loss: 3.5232, grad_norm: 3.6353 2020-08-14 05:00:13,550 - mmaction - INFO - Epoch [2][240/1253] lr: 3.000e-02, eta: 1 day, 0:11:14, time: 1.192, data_time: 0.007, memory: 4833, top1_acc: 0.2630, top5_acc: 0.5026, loss_cls: 3.4757, loss: 3.4757, grad_norm: 3.6931 2020-08-14 05:00:26,536 - mmaction - INFO - Epoch [2][260/1253] lr: 3.000e-02, eta: 1 day, 0:09:36, time: 0.652, data_time: 0.010, memory: 4833, top1_acc: 0.2607, top5_acc: 0.5073, loss_cls: 3.4623, loss: 3.4623, grad_norm: 3.6827 2020-08-14 05:00:39,993 - mmaction - INFO - Epoch [2][280/1253] lr: 3.000e-02, eta: 1 day, 0:08:31, time: 0.671, data_time: 0.007, memory: 4833, top1_acc: 0.2552, top5_acc: 0.5107, loss_cls: 3.4637, loss: 3.4637, grad_norm: 3.7695 2020-08-14 05:00:54,532 - mmaction - INFO - Epoch [2][300/1253] lr: 3.000e-02, eta: 1 day, 0:09:01, time: 0.730, data_time: 0.008, memory: 4833, top1_acc: 0.2521, top5_acc: 0.5146, loss_cls: 3.4434, loss: 3.4434, grad_norm: 3.7357 2020-08-14 05:01:08,702 - mmaction - INFO - Epoch [2][320/1253] lr: 3.000e-02, eta: 1 day, 0:08:50, time: 0.705, data_time: 0.006, memory: 4833, top1_acc: 0.2602, top5_acc: 0.5177, loss_cls: 3.4461, loss: 3.4461, grad_norm: 3.7436 2020-08-14 05:01:23,408 - mmaction - INFO - Epoch [2][340/1253] lr: 3.000e-02, eta: 1 day, 0:09:33, time: 0.739, data_time: 0.007, memory: 4833, top1_acc: 0.2563, top5_acc: 0.5036, loss_cls: 3.4813, loss: 3.4813, grad_norm: 3.6966 2020-08-14 05:01:37,722 - mmaction - INFO - Epoch [2][360/1253] lr: 3.000e-02, eta: 1 day, 0:09:35, time: 0.713, data_time: 0.005, memory: 4833, top1_acc: 0.2594, top5_acc: 0.5026, loss_cls: 3.4643, loss: 3.4643, grad_norm: 3.6675 2020-08-14 05:01:51,817 - mmaction - INFO - Epoch [2][380/1253] lr: 3.000e-02, eta: 1 day, 0:09:26, time: 0.707, data_time: 0.007, memory: 4833, top1_acc: 0.2664, top5_acc: 0.5135, loss_cls: 3.4107, loss: 3.4107, grad_norm: 3.7557 2020-08-14 05:02:05,828 - mmaction - INFO - Epoch [2][400/1253] lr: 3.000e-02, eta: 1 day, 0:09:02, time: 0.697, data_time: 0.007, memory: 4833, top1_acc: 0.2615, top5_acc: 0.5099, loss_cls: 3.4533, loss: 3.4533, grad_norm: 3.6878 2020-08-14 05:02:20,697 - mmaction - INFO - Epoch [2][420/1253] lr: 3.000e-02, eta: 1 day, 0:09:53, time: 0.747, data_time: 0.007, memory: 4833, top1_acc: 0.2604, top5_acc: 0.5313, loss_cls: 3.3888, loss: 3.3888, grad_norm: 3.6208 2020-08-14 05:02:33,688 - mmaction - INFO - Epoch [2][440/1253] lr: 3.000e-02, eta: 1 day, 0:08:18, time: 0.648, data_time: 0.006, memory: 4833, top1_acc: 0.2615, top5_acc: 0.5141, loss_cls: 3.4188, loss: 3.4188, grad_norm: 3.6896 2020-08-14 05:02:48,369 - mmaction - INFO - Epoch [2][460/1253] lr: 3.000e-02, eta: 1 day, 0:08:49, time: 0.735, data_time: 0.005, memory: 4833, top1_acc: 0.2542, top5_acc: 0.5151, loss_cls: 3.4009, loss: 3.4009, grad_norm: 3.6558 2020-08-14 05:03:02,229 - mmaction - INFO - Epoch [2][480/1253] lr: 3.000e-02, eta: 1 day, 0:08:16, time: 0.690, data_time: 0.009, memory: 4833, top1_acc: 0.2849, top5_acc: 0.5255, loss_cls: 3.4088, loss: 3.4088, grad_norm: 3.6944 2020-08-14 05:03:16,947 - mmaction - INFO - Epoch [2][500/1253] lr: 3.000e-02, eta: 1 day, 0:08:52, time: 0.739, data_time: 0.008, memory: 4833, top1_acc: 0.2664, top5_acc: 0.5182, loss_cls: 3.4224, loss: 3.4224, grad_norm: 3.5917 2020-08-14 05:03:29,757 - mmaction - INFO - Epoch [2][520/1253] lr: 3.000e-02, eta: 1 day, 0:07:11, time: 0.641, data_time: 0.004, memory: 4833, top1_acc: 0.2674, top5_acc: 0.5346, loss_cls: 3.3571, loss: 3.3571, grad_norm: 3.6688 2020-08-14 05:03:43,283 - mmaction - INFO - Epoch [2][540/1253] lr: 3.000e-02, eta: 1 day, 0:06:18, time: 0.675, data_time: 0.007, memory: 4833, top1_acc: 0.2646, top5_acc: 0.5299, loss_cls: 3.3563, loss: 3.3563, grad_norm: 3.6735 2020-08-14 05:03:58,212 - mmaction - INFO - Epoch [2][560/1253] lr: 3.000e-02, eta: 1 day, 0:07:05, time: 0.747, data_time: 0.005, memory: 4833, top1_acc: 0.2604, top5_acc: 0.5188, loss_cls: 3.4119, loss: 3.4119, grad_norm: 3.6985 2020-08-14 05:04:13,018 - mmaction - INFO - Epoch [2][580/1253] lr: 3.000e-02, eta: 1 day, 0:07:41, time: 0.740, data_time: 0.008, memory: 4833, top1_acc: 0.2747, top5_acc: 0.5406, loss_cls: 3.3114, loss: 3.3114, grad_norm: 3.5637 2020-08-14 05:04:26,634 - mmaction - INFO - Epoch [2][600/1253] lr: 3.000e-02, eta: 1 day, 0:06:57, time: 0.681, data_time: 0.005, memory: 4833, top1_acc: 0.2620, top5_acc: 0.5229, loss_cls: 3.4106, loss: 3.4106, grad_norm: 3.6644 2020-08-14 05:04:41,354 - mmaction - INFO - Epoch [2][620/1253] lr: 3.000e-02, eta: 1 day, 0:07:24, time: 0.734, data_time: 0.008, memory: 4833, top1_acc: 0.2763, top5_acc: 0.5326, loss_cls: 3.3446, loss: 3.3446, grad_norm: 3.6787 2020-08-14 05:04:55,323 - mmaction - INFO - Epoch [2][640/1253] lr: 3.000e-02, eta: 1 day, 0:07:07, time: 0.702, data_time: 0.007, memory: 4833, top1_acc: 0.2826, top5_acc: 0.5458, loss_cls: 3.2906, loss: 3.2906, grad_norm: 3.5837 2020-08-14 05:05:09,088 - mmaction - INFO - Epoch [2][660/1253] lr: 3.000e-02, eta: 1 day, 0:06:27, time: 0.683, data_time: 0.005, memory: 4833, top1_acc: 0.2794, top5_acc: 0.5380, loss_cls: 3.3044, loss: 3.3044, grad_norm: 3.6527 2020-08-14 05:05:23,743 - mmaction - INFO - Epoch [2][680/1253] lr: 3.000e-02, eta: 1 day, 0:06:55, time: 0.736, data_time: 0.007, memory: 4833, top1_acc: 0.2693, top5_acc: 0.5315, loss_cls: 3.3509, loss: 3.3509, grad_norm: 3.6737 2020-08-14 05:05:36,226 - mmaction - INFO - Epoch [2][700/1253] lr: 3.000e-02, eta: 1 day, 0:04:59, time: 0.623, data_time: 0.007, memory: 4833, top1_acc: 0.2792, top5_acc: 0.5430, loss_cls: 3.2883, loss: 3.2883, grad_norm: 3.7180 2020-08-14 05:05:50,762 - mmaction - INFO - Epoch [2][720/1253] lr: 3.000e-02, eta: 1 day, 0:05:18, time: 0.729, data_time: 0.006, memory: 4833, top1_acc: 0.2862, top5_acc: 0.5365, loss_cls: 3.2993, loss: 3.2993, grad_norm: 3.7172 2020-08-14 05:06:03,420 - mmaction - INFO - Epoch [2][740/1253] lr: 3.000e-02, eta: 1 day, 0:03:32, time: 0.629, data_time: 0.007, memory: 4833, top1_acc: 0.2784, top5_acc: 0.5393, loss_cls: 3.3310, loss: 3.3310, grad_norm: 3.6882 2020-08-14 05:06:17,437 - mmaction - INFO - Epoch [2][760/1253] lr: 3.000e-02, eta: 1 day, 0:03:20, time: 0.704, data_time: 0.007, memory: 4833, top1_acc: 0.2818, top5_acc: 0.5341, loss_cls: 3.3287, loss: 3.3287, grad_norm: 3.6090 2020-08-14 05:06:32,244 - mmaction - INFO - Epoch [2][780/1253] lr: 3.000e-02, eta: 1 day, 0:03:51, time: 0.739, data_time: 0.006, memory: 4833, top1_acc: 0.2984, top5_acc: 0.5513, loss_cls: 3.2146, loss: 3.2146, grad_norm: 3.6044 2020-08-14 05:06:46,022 - mmaction - INFO - Epoch [2][800/1253] lr: 3.000e-02, eta: 1 day, 0:03:20, time: 0.689, data_time: 0.005, memory: 4833, top1_acc: 0.2648, top5_acc: 0.5203, loss_cls: 3.3234, loss: 3.3234, grad_norm: 3.6021 2020-08-14 05:07:00,475 - mmaction - INFO - Epoch [2][820/1253] lr: 3.000e-02, eta: 1 day, 0:03:29, time: 0.722, data_time: 0.009, memory: 4833, top1_acc: 0.2828, top5_acc: 0.5365, loss_cls: 3.2853, loss: 3.2853, grad_norm: 3.6325 2020-08-14 05:07:15,073 - mmaction - INFO - Epoch [2][840/1253] lr: 3.000e-02, eta: 1 day, 0:03:47, time: 0.731, data_time: 0.007, memory: 4833, top1_acc: 0.2849, top5_acc: 0.5333, loss_cls: 3.3267, loss: 3.3267, grad_norm: 3.6213 2020-08-14 05:07:28,947 - mmaction - INFO - Epoch [2][860/1253] lr: 3.000e-02, eta: 1 day, 0:03:21, time: 0.693, data_time: 0.006, memory: 4833, top1_acc: 0.2745, top5_acc: 0.5417, loss_cls: 3.3102, loss: 3.3102, grad_norm: 3.6382 2020-08-14 05:07:43,565 - mmaction - INFO - Epoch [2][880/1253] lr: 3.000e-02, eta: 1 day, 0:03:41, time: 0.732, data_time: 0.006, memory: 4833, top1_acc: 0.2747, top5_acc: 0.5365, loss_cls: 3.3722, loss: 3.3722, grad_norm: 3.6983 2020-08-14 05:07:58,241 - mmaction - INFO - Epoch [2][900/1253] lr: 3.000e-02, eta: 1 day, 0:04:00, time: 0.733, data_time: 0.008, memory: 4833, top1_acc: 0.2818, top5_acc: 0.5411, loss_cls: 3.3024, loss: 3.3024, grad_norm: 3.6366 2020-08-14 05:08:11,401 - mmaction - INFO - Epoch [2][920/1253] lr: 3.000e-02, eta: 1 day, 0:02:56, time: 0.659, data_time: 0.007, memory: 4833, top1_acc: 0.2865, top5_acc: 0.5328, loss_cls: 3.3141, loss: 3.3141, grad_norm: 3.6162 2020-08-14 05:08:25,926 - mmaction - INFO - Epoch [2][940/1253] lr: 3.000e-02, eta: 1 day, 0:03:06, time: 0.725, data_time: 0.008, memory: 4833, top1_acc: 0.2784, top5_acc: 0.5393, loss_cls: 3.3132, loss: 3.3132, grad_norm: 3.6480 2020-08-14 05:08:38,559 - mmaction - INFO - Epoch [2][960/1253] lr: 3.000e-02, eta: 1 day, 0:01:35, time: 0.634, data_time: 0.007, memory: 4833, top1_acc: 0.2940, top5_acc: 0.5438, loss_cls: 3.2570, loss: 3.2570, grad_norm: 3.5468 2020-08-14 05:08:53,428 - mmaction - INFO - Epoch [2][980/1253] lr: 3.000e-02, eta: 1 day, 0:02:02, time: 0.740, data_time: 0.006, memory: 4833, top1_acc: 0.2901, top5_acc: 0.5523, loss_cls: 3.2496, loss: 3.2496, grad_norm: 3.5589 2020-08-14 05:09:07,770 - mmaction - INFO - Epoch [2][1000/1253] lr: 3.000e-02, eta: 1 day, 0:02:07, time: 0.721, data_time: 0.007, memory: 4833, top1_acc: 0.2906, top5_acc: 0.5529, loss_cls: 3.2580, loss: 3.2580, grad_norm: 3.6483 2020-08-14 05:09:22,675 - mmaction - INFO - Epoch [2][1020/1253] lr: 3.000e-02, eta: 1 day, 0:02:34, time: 0.741, data_time: 0.006, memory: 4833, top1_acc: 0.2990, top5_acc: 0.5427, loss_cls: 3.2654, loss: 3.2654, grad_norm: 3.6165 2020-08-14 05:09:37,204 - mmaction - INFO - Epoch [2][1040/1253] lr: 3.000e-02, eta: 1 day, 0:02:47, time: 0.730, data_time: 0.007, memory: 4833, top1_acc: 0.2966, top5_acc: 0.5500, loss_cls: 3.2412, loss: 3.2412, grad_norm: 3.6744 2020-08-14 05:09:51,368 - mmaction - INFO - Epoch [2][1060/1253] lr: 3.000e-02, eta: 1 day, 0:02:36, time: 0.706, data_time: 0.007, memory: 4833, top1_acc: 0.2911, top5_acc: 0.5438, loss_cls: 3.2683, loss: 3.2683, grad_norm: 3.6416 2020-08-14 05:10:06,225 - mmaction - INFO - Epoch [2][1080/1253] lr: 3.000e-02, eta: 1 day, 0:03:05, time: 0.745, data_time: 0.008, memory: 4833, top1_acc: 0.2857, top5_acc: 0.5346, loss_cls: 3.3082, loss: 3.3082, grad_norm: 3.6502 2020-08-14 05:10:20,368 - mmaction - INFO - Epoch [2][1100/1253] lr: 3.000e-02, eta: 1 day, 0:02:55, time: 0.708, data_time: 0.004, memory: 4833, top1_acc: 0.2883, top5_acc: 0.5523, loss_cls: 3.2146, loss: 3.2146, grad_norm: 3.6299 2020-08-14 05:10:34,246 - mmaction - INFO - Epoch [2][1120/1253] lr: 3.000e-02, eta: 1 day, 0:02:29, time: 0.693, data_time: 0.008, memory: 4833, top1_acc: 0.2872, top5_acc: 0.5427, loss_cls: 3.2824, loss: 3.2824, grad_norm: 3.6194 2020-08-14 05:10:50,124 - mmaction - INFO - Epoch [2][1140/1253] lr: 3.000e-02, eta: 1 day, 0:03:48, time: 0.795, data_time: 0.006, memory: 4833, top1_acc: 0.2940, top5_acc: 0.5471, loss_cls: 3.2467, loss: 3.2467, grad_norm: 3.5559 2020-08-14 05:11:04,417 - mmaction - INFO - Epoch [2][1160/1253] lr: 3.000e-02, eta: 1 day, 0:03:43, time: 0.714, data_time: 0.008, memory: 4833, top1_acc: 0.3034, top5_acc: 0.5437, loss_cls: 3.2394, loss: 3.2394, grad_norm: 3.5769 2020-08-14 05:11:17,771 - mmaction - INFO - Epoch [2][1180/1253] lr: 3.000e-02, eta: 1 day, 0:02:53, time: 0.669, data_time: 0.007, memory: 4833, top1_acc: 0.2922, top5_acc: 0.5573, loss_cls: 3.2077, loss: 3.2077, grad_norm: 3.6012 2020-08-14 05:11:32,255 - mmaction - INFO - Epoch [2][1200/1253] lr: 3.000e-02, eta: 1 day, 0:02:56, time: 0.722, data_time: 0.006, memory: 4833, top1_acc: 0.2922, top5_acc: 0.5581, loss_cls: 3.2007, loss: 3.2007, grad_norm: 3.6478 2020-08-14 05:11:46,072 - mmaction - INFO - Epoch [2][1220/1253] lr: 3.000e-02, eta: 1 day, 0:02:29, time: 0.692, data_time: 0.006, memory: 4833, top1_acc: 0.2984, top5_acc: 0.5612, loss_cls: 3.1746, loss: 3.1746, grad_norm: 3.5346 2020-08-14 05:11:58,564 - mmaction - INFO - Epoch [2][1240/1253] lr: 3.000e-02, eta: 1 day, 0:00:57, time: 0.625, data_time: 0.008, memory: 4833, top1_acc: 0.2875, top5_acc: 0.5430, loss_cls: 3.2600, loss: 3.2600, grad_norm: 3.5874 2020-08-14 05:12:07,478 - mmaction - INFO - Saving checkpoint at 2 epochs 2020-08-14 05:12:33,138 - mmaction - INFO - Epoch [3][20/1253] lr: 3.000e-02, eta: 1 day, 0:00:34, time: 1.162, data_time: 0.510, memory: 4833, top1_acc: 0.3047, top5_acc: 0.5628, loss_cls: 3.1882, loss: 3.1882, grad_norm: 3.5189 2020-08-14 05:12:45,543 - mmaction - INFO - Epoch [3][40/1253] lr: 3.000e-02, eta: 23:59:01, time: 0.622, data_time: 0.005, memory: 4833, top1_acc: 0.3063, top5_acc: 0.5711, loss_cls: 3.1534, loss: 3.1534, grad_norm: 3.5939 2020-08-14 05:12:59,406 - mmaction - INFO - Epoch [3][60/1253] lr: 3.000e-02, eta: 23:58:37, time: 0.692, data_time: 0.004, memory: 4833, top1_acc: 0.3070, top5_acc: 0.5635, loss_cls: 3.1623, loss: 3.1623, grad_norm: 3.5249 2020-08-14 05:13:11,880 - mmaction - INFO - Epoch [3][80/1253] lr: 3.000e-02, eta: 23:57:07, time: 0.624, data_time: 0.007, memory: 4833, top1_acc: 0.3130, top5_acc: 0.5745, loss_cls: 3.0883, loss: 3.0883, grad_norm: 3.5897 2020-08-14 05:13:24,216 - mmaction - INFO - Epoch [3][100/1253] lr: 3.000e-02, eta: 23:55:32, time: 0.617, data_time: 0.006, memory: 4833, top1_acc: 0.3154, top5_acc: 0.5690, loss_cls: 3.1098, loss: 3.1098, grad_norm: 3.5398 2020-08-14 05:13:37,135 - mmaction - INFO - Epoch [3][120/1253] lr: 3.000e-02, eta: 23:54:27, time: 0.648, data_time: 0.006, memory: 4833, top1_acc: 0.3057, top5_acc: 0.5661, loss_cls: 3.1417, loss: 3.1417, grad_norm: 3.5589 2020-08-14 05:13:52,513 - mmaction - INFO - Epoch [3][140/1253] lr: 3.000e-02, eta: 23:55:13, time: 0.766, data_time: 0.007, memory: 4833, top1_acc: 0.3188, top5_acc: 0.5732, loss_cls: 3.1358, loss: 3.1358, grad_norm: 3.6076 2020-08-14 05:14:06,758 - mmaction - INFO - Epoch [3][160/1253] lr: 3.000e-02, eta: 23:55:10, time: 0.715, data_time: 0.007, memory: 4833, top1_acc: 0.3159, top5_acc: 0.5786, loss_cls: 3.1397, loss: 3.1397, grad_norm: 3.5356 2020-08-14 05:14:20,560 - mmaction - INFO - Epoch [3][180/1253] lr: 3.000e-02, eta: 23:54:43, time: 0.687, data_time: 0.006, memory: 4833, top1_acc: 0.3096, top5_acc: 0.5768, loss_cls: 3.1256, loss: 3.1256, grad_norm: 3.6639 2020-08-14 05:14:34,809 - mmaction - INFO - Epoch [3][200/1253] lr: 3.000e-02, eta: 23:54:41, time: 0.715, data_time: 0.007, memory: 4833, top1_acc: 0.3227, top5_acc: 0.5753, loss_cls: 3.1292, loss: 3.1292, grad_norm: 3.6122 2020-08-14 05:14:49,554 - mmaction - INFO - Epoch [3][220/1253] lr: 3.000e-02, eta: 23:54:57, time: 0.736, data_time: 0.007, memory: 4833, top1_acc: 0.3135, top5_acc: 0.5760, loss_cls: 3.1636, loss: 3.1636, grad_norm: 3.5537 2020-08-14 05:15:04,443 - mmaction - INFO - Epoch [3][240/1253] lr: 3.000e-02, eta: 23:55:22, time: 0.747, data_time: 0.007, memory: 4833, top1_acc: 0.3284, top5_acc: 0.5758, loss_cls: 3.1128, loss: 3.1128, grad_norm: 3.6068 2020-08-14 05:15:18,293 - mmaction - INFO - Epoch [3][260/1253] lr: 3.000e-02, eta: 23:54:57, time: 0.690, data_time: 0.004, memory: 4833, top1_acc: 0.3237, top5_acc: 0.5799, loss_cls: 3.0779, loss: 3.0779, grad_norm: 3.5505 2020-08-14 05:15:31,415 - mmaction - INFO - Epoch [3][280/1253] lr: 3.000e-02, eta: 23:54:03, time: 0.657, data_time: 0.008, memory: 4833, top1_acc: 0.3065, top5_acc: 0.5719, loss_cls: 3.1395, loss: 3.1395, grad_norm: 3.5750 2020-08-14 05:15:46,233 - mmaction - INFO - Epoch [3][300/1253] lr: 3.000e-02, eta: 23:54:24, time: 0.742, data_time: 0.004, memory: 4833, top1_acc: 0.3104, top5_acc: 0.5680, loss_cls: 3.1618, loss: 3.1618, grad_norm: 3.5675 2020-08-14 05:16:00,554 - mmaction - INFO - Epoch [3][320/1253] lr: 3.000e-02, eta: 23:54:19, time: 0.714, data_time: 0.006, memory: 4833, top1_acc: 0.3206, top5_acc: 0.5849, loss_cls: 3.0859, loss: 3.0859, grad_norm: 3.4586 2020-08-14 05:16:13,404 - mmaction - INFO - Epoch [3][340/1253] lr: 3.000e-02, eta: 23:53:14, time: 0.643, data_time: 0.007, memory: 4833, top1_acc: 0.3135, top5_acc: 0.5771, loss_cls: 3.1055, loss: 3.1055, grad_norm: 3.5679 2020-08-14 05:16:26,425 - mmaction - INFO - Epoch [3][360/1253] lr: 3.000e-02, eta: 23:52:14, time: 0.649, data_time: 0.006, memory: 4833, top1_acc: 0.3339, top5_acc: 0.5992, loss_cls: 3.0421, loss: 3.0421, grad_norm: 3.5765 2020-08-14 05:16:39,785 - mmaction - INFO - Epoch [3][380/1253] lr: 3.000e-02, eta: 23:51:33, time: 0.670, data_time: 0.007, memory: 4833, top1_acc: 0.3206, top5_acc: 0.5779, loss_cls: 3.1064, loss: 3.1064, grad_norm: 3.5726 2020-08-14 05:16:54,055 - mmaction - INFO - Epoch [3][400/1253] lr: 3.000e-02, eta: 23:51:30, time: 0.714, data_time: 0.007, memory: 4833, top1_acc: 0.3247, top5_acc: 0.5753, loss_cls: 3.0513, loss: 3.0513, grad_norm: 3.4770 2020-08-14 05:17:07,491 - mmaction - INFO - Epoch [3][420/1253] lr: 3.000e-02, eta: 23:50:51, time: 0.672, data_time: 0.003, memory: 4833, top1_acc: 0.3240, top5_acc: 0.5839, loss_cls: 3.0740, loss: 3.0740, grad_norm: 3.5446 2020-08-14 05:17:22,258 - mmaction - INFO - Epoch [3][440/1253] lr: 3.000e-02, eta: 23:51:06, time: 0.736, data_time: 0.007, memory: 4833, top1_acc: 0.3242, top5_acc: 0.5831, loss_cls: 3.0749, loss: 3.0749, grad_norm: 3.5161 2020-08-14 05:17:35,801 - mmaction - INFO - Epoch [3][460/1253] lr: 3.000e-02, eta: 23:50:33, time: 0.679, data_time: 0.007, memory: 4833, top1_acc: 0.3299, top5_acc: 0.5867, loss_cls: 3.0548, loss: 3.0548, grad_norm: 3.5817 2020-08-14 05:17:49,324 - mmaction - INFO - Epoch [3][480/1253] lr: 3.000e-02, eta: 23:49:59, time: 0.677, data_time: 0.006, memory: 4833, top1_acc: 0.3182, top5_acc: 0.5880, loss_cls: 3.0713, loss: 3.0713, grad_norm: 3.6200 2020-08-14 05:18:02,723 - mmaction - INFO - Epoch [3][500/1253] lr: 3.000e-02, eta: 23:49:18, time: 0.668, data_time: 0.006, memory: 4833, top1_acc: 0.3133, top5_acc: 0.5789, loss_cls: 3.1332, loss: 3.1332, grad_norm: 3.5828 2020-08-14 05:18:16,431 - mmaction - INFO - Epoch [3][520/1253] lr: 3.000e-02, eta: 23:48:52, time: 0.687, data_time: 0.005, memory: 4833, top1_acc: 0.3073, top5_acc: 0.5885, loss_cls: 3.0601, loss: 3.0601, grad_norm: 3.4611 2020-08-14 05:18:30,861 - mmaction - INFO - Epoch [3][540/1253] lr: 3.000e-02, eta: 23:48:53, time: 0.720, data_time: 0.006, memory: 4833, top1_acc: 0.3359, top5_acc: 0.6026, loss_cls: 2.9863, loss: 2.9863, grad_norm: 3.4371 2020-08-14 05:18:44,262 - mmaction - INFO - Epoch [3][560/1253] lr: 3.000e-02, eta: 23:48:15, time: 0.672, data_time: 0.005, memory: 4833, top1_acc: 0.3375, top5_acc: 0.5872, loss_cls: 3.0558, loss: 3.0558, grad_norm: 3.4725 2020-08-14 05:18:57,976 - mmaction - INFO - Epoch [3][580/1253] lr: 3.000e-02, eta: 23:47:47, time: 0.683, data_time: 0.005, memory: 4833, top1_acc: 0.3352, top5_acc: 0.5898, loss_cls: 3.0197, loss: 3.0197, grad_norm: 3.4793 2020-08-14 05:19:11,646 - mmaction - INFO - Epoch [3][600/1253] lr: 3.000e-02, eta: 23:47:20, time: 0.685, data_time: 0.007, memory: 4833, top1_acc: 0.3245, top5_acc: 0.5914, loss_cls: 3.0329, loss: 3.0329, grad_norm: 3.4401 2020-08-14 05:19:25,928 - mmaction - INFO - Epoch [3][620/1253] lr: 3.000e-02, eta: 23:47:16, time: 0.713, data_time: 0.007, memory: 4833, top1_acc: 0.3120, top5_acc: 0.5763, loss_cls: 3.0965, loss: 3.0965, grad_norm: 3.5497 2020-08-14 05:19:39,131 - mmaction - INFO - Epoch [3][640/1253] lr: 3.000e-02, eta: 23:46:31, time: 0.662, data_time: 0.007, memory: 4833, top1_acc: 0.3258, top5_acc: 0.5893, loss_cls: 3.0451, loss: 3.0451, grad_norm: 3.4801 2020-08-14 05:19:53,691 - mmaction - INFO - Epoch [3][660/1253] lr: 3.000e-02, eta: 23:46:39, time: 0.728, data_time: 0.006, memory: 4833, top1_acc: 0.3336, top5_acc: 0.5932, loss_cls: 3.0636, loss: 3.0636, grad_norm: 3.5563 2020-08-14 05:20:08,122 - mmaction - INFO - Epoch [3][680/1253] lr: 3.000e-02, eta: 23:46:40, time: 0.721, data_time: 0.005, memory: 4833, top1_acc: 0.3167, top5_acc: 0.5883, loss_cls: 3.0618, loss: 3.0618, grad_norm: 3.5114 2020-08-14 05:20:21,268 - mmaction - INFO - Epoch [3][700/1253] lr: 3.000e-02, eta: 23:45:52, time: 0.657, data_time: 0.007, memory: 4833, top1_acc: 0.3388, top5_acc: 0.5966, loss_cls: 3.0419, loss: 3.0419, grad_norm: 3.4282 2020-08-14 05:20:35,909 - mmaction - INFO - Epoch [3][720/1253] lr: 3.000e-02, eta: 23:46:02, time: 0.732, data_time: 0.005, memory: 4833, top1_acc: 0.3151, top5_acc: 0.5841, loss_cls: 3.0718, loss: 3.0718, grad_norm: 3.5491 2020-08-14 05:20:49,816 - mmaction - INFO - Epoch [3][740/1253] lr: 3.000e-02, eta: 23:45:42, time: 0.693, data_time: 0.007, memory: 4833, top1_acc: 0.3299, top5_acc: 0.5807, loss_cls: 3.0435, loss: 3.0435, grad_norm: 3.5404 2020-08-14 05:21:02,620 - mmaction - INFO - Epoch [3][760/1253] lr: 3.000e-02, eta: 23:44:45, time: 0.643, data_time: 0.007, memory: 4833, top1_acc: 0.3318, top5_acc: 0.5945, loss_cls: 3.0204, loss: 3.0204, grad_norm: 3.4589 2020-08-14 05:21:16,193 - mmaction - INFO - Epoch [3][780/1253] lr: 3.000e-02, eta: 23:44:13, time: 0.677, data_time: 0.009, memory: 4833, top1_acc: 0.3419, top5_acc: 0.5961, loss_cls: 3.0033, loss: 3.0033, grad_norm: 3.4636 2020-08-14 05:21:30,173 - mmaction - INFO - Epoch [3][800/1253] lr: 3.000e-02, eta: 23:44:00, time: 0.701, data_time: 0.007, memory: 4833, top1_acc: 0.3174, top5_acc: 0.5927, loss_cls: 3.0474, loss: 3.0474, grad_norm: 3.5296 2020-08-14 05:21:44,332 - mmaction - INFO - Epoch [3][820/1253] lr: 3.000e-02, eta: 23:43:51, time: 0.707, data_time: 0.009, memory: 4833, top1_acc: 0.3404, top5_acc: 0.5995, loss_cls: 3.0209, loss: 3.0209, grad_norm: 3.4949 2020-08-14 05:21:58,174 - mmaction - INFO - Epoch [3][840/1253] lr: 3.000e-02, eta: 23:43:31, time: 0.692, data_time: 0.007, memory: 4833, top1_acc: 0.3284, top5_acc: 0.5914, loss_cls: 3.0109, loss: 3.0109, grad_norm: 3.4883 2020-08-14 05:22:12,518 - mmaction - INFO - Epoch [3][860/1253] lr: 3.000e-02, eta: 23:43:28, time: 0.715, data_time: 0.007, memory: 4833, top1_acc: 0.3318, top5_acc: 0.5922, loss_cls: 3.0320, loss: 3.0320, grad_norm: 3.5169 2020-08-14 05:22:26,892 - mmaction - INFO - Epoch [3][880/1253] lr: 3.000e-02, eta: 23:43:28, time: 0.721, data_time: 0.007, memory: 4833, top1_acc: 0.3255, top5_acc: 0.5852, loss_cls: 3.0412, loss: 3.0412, grad_norm: 3.5583 2020-08-14 05:22:40,418 - mmaction - INFO - Epoch [3][900/1253] lr: 3.000e-02, eta: 23:42:57, time: 0.676, data_time: 0.006, memory: 4833, top1_acc: 0.3216, top5_acc: 0.5977, loss_cls: 3.0433, loss: 3.0433, grad_norm: 3.5029 2020-08-14 05:22:54,556 - mmaction - INFO - Epoch [3][920/1253] lr: 3.000e-02, eta: 23:42:48, time: 0.708, data_time: 0.008, memory: 4833, top1_acc: 0.3427, top5_acc: 0.6055, loss_cls: 2.9875, loss: 2.9875, grad_norm: 3.4651 2020-08-14 05:23:08,800 - mmaction - INFO - Epoch [3][940/1253] lr: 3.000e-02, eta: 23:42:40, time: 0.708, data_time: 0.004, memory: 4833, top1_acc: 0.3341, top5_acc: 0.5956, loss_cls: 3.0090, loss: 3.0090, grad_norm: 3.4297 2020-08-14 05:23:23,854 - mmaction - INFO - Epoch [3][960/1253] lr: 3.000e-02, eta: 23:43:04, time: 0.754, data_time: 0.011, memory: 4833, top1_acc: 0.3466, top5_acc: 0.5924, loss_cls: 3.0194, loss: 3.0194, grad_norm: 3.4368 2020-08-14 05:23:38,569 - mmaction - INFO - Epoch [3][980/1253] lr: 3.000e-02, eta: 23:43:14, time: 0.736, data_time: 0.006, memory: 4833, top1_acc: 0.3346, top5_acc: 0.5865, loss_cls: 3.0472, loss: 3.0472, grad_norm: 3.5508 2020-08-14 05:23:52,712 - mmaction - INFO - Epoch [3][1000/1253] lr: 3.000e-02, eta: 23:43:05, time: 0.708, data_time: 0.008, memory: 4833, top1_acc: 0.3219, top5_acc: 0.5849, loss_cls: 3.0501, loss: 3.0501, grad_norm: 3.4767 2020-08-14 05:24:06,687 - mmaction - INFO - Epoch [3][1020/1253] lr: 3.000e-02, eta: 23:42:50, time: 0.700, data_time: 0.005, memory: 4833, top1_acc: 0.3549, top5_acc: 0.6143, loss_cls: 2.9383, loss: 2.9383, grad_norm: 3.4223 2020-08-14 05:24:20,882 - mmaction - INFO - Epoch [3][1040/1253] lr: 3.000e-02, eta: 23:42:41, time: 0.708, data_time: 0.005, memory: 4833, top1_acc: 0.3299, top5_acc: 0.5953, loss_cls: 2.9989, loss: 2.9989, grad_norm: 3.5295 2020-08-14 05:24:34,542 - mmaction - INFO - Epoch [3][1060/1253] lr: 3.000e-02, eta: 23:42:15, time: 0.683, data_time: 0.005, memory: 4833, top1_acc: 0.3398, top5_acc: 0.5961, loss_cls: 3.0031, loss: 3.0031, grad_norm: 3.5004 2020-08-14 05:24:48,526 - mmaction - INFO - Epoch [3][1080/1253] lr: 3.000e-02, eta: 23:41:59, time: 0.698, data_time: 0.007, memory: 4833, top1_acc: 0.3365, top5_acc: 0.6042, loss_cls: 2.9944, loss: 2.9944, grad_norm: 3.4584 2020-08-14 05:25:02,742 - mmaction - INFO - Epoch [3][1100/1253] lr: 3.000e-02, eta: 23:41:52, time: 0.711, data_time: 0.006, memory: 4833, top1_acc: 0.3427, top5_acc: 0.6049, loss_cls: 2.9567, loss: 2.9567, grad_norm: 3.5007 2020-08-14 05:25:16,305 - mmaction - INFO - Epoch [3][1120/1253] lr: 3.000e-02, eta: 23:41:24, time: 0.680, data_time: 0.004, memory: 4833, top1_acc: 0.3365, top5_acc: 0.5901, loss_cls: 3.0348, loss: 3.0348, grad_norm: 3.4883 2020-08-14 05:25:29,823 - mmaction - INFO - Epoch [3][1140/1253] lr: 3.000e-02, eta: 23:40:51, time: 0.673, data_time: 0.006, memory: 4833, top1_acc: 0.3281, top5_acc: 0.5906, loss_cls: 3.0610, loss: 3.0610, grad_norm: 3.5338 2020-08-14 05:25:44,517 - mmaction - INFO - Epoch [3][1160/1253] lr: 3.000e-02, eta: 23:40:59, time: 0.735, data_time: 0.006, memory: 4833, top1_acc: 0.3383, top5_acc: 0.6055, loss_cls: 2.9634, loss: 2.9634, grad_norm: 3.4509 2020-08-14 05:25:58,196 - mmaction - INFO - Epoch [3][1180/1253] lr: 3.000e-02, eta: 23:40:35, time: 0.685, data_time: 0.009, memory: 4833, top1_acc: 0.3375, top5_acc: 0.6130, loss_cls: 2.9310, loss: 2.9310, grad_norm: 3.4207 2020-08-14 05:26:11,474 - mmaction - INFO - Epoch [3][1200/1253] lr: 3.000e-02, eta: 23:39:57, time: 0.665, data_time: 0.005, memory: 4833, top1_acc: 0.3510, top5_acc: 0.5979, loss_cls: 2.9585, loss: 2.9585, grad_norm: 3.5106 2020-08-14 05:26:24,916 - mmaction - INFO - Epoch [3][1220/1253] lr: 3.000e-02, eta: 23:39:23, time: 0.670, data_time: 0.006, memory: 4833, top1_acc: 0.3336, top5_acc: 0.5977, loss_cls: 3.0155, loss: 3.0155, grad_norm: 3.4736 2020-08-14 05:26:39,612 - mmaction - INFO - Epoch [3][1240/1253] lr: 3.000e-02, eta: 23:39:34, time: 0.738, data_time: 0.008, memory: 4833, top1_acc: 0.3534, top5_acc: 0.6125, loss_cls: 2.9193, loss: 2.9193, grad_norm: 3.4315 2020-08-14 05:26:47,936 - mmaction - INFO - Saving checkpoint at 3 epochs 2020-08-14 05:27:10,517 - mmaction - INFO - Epoch [4][20/1253] lr: 3.000e-02, eta: 23:38:13, time: 1.067, data_time: 0.403, memory: 4833, top1_acc: 0.3435, top5_acc: 0.6076, loss_cls: 2.9553, loss: 2.9553, grad_norm: 3.5200 2020-08-14 05:27:23,887 - mmaction - INFO - Epoch [4][40/1253] lr: 3.000e-02, eta: 23:37:40, time: 0.671, data_time: 0.008, memory: 4833, top1_acc: 0.3336, top5_acc: 0.6102, loss_cls: 2.9359, loss: 2.9359, grad_norm: 3.5464 2020-08-14 05:27:37,416 - mmaction - INFO - Epoch [4][60/1253] lr: 3.000e-02, eta: 23:37:12, time: 0.677, data_time: 0.009, memory: 4833, top1_acc: 0.3339, top5_acc: 0.6117, loss_cls: 2.9330, loss: 2.9330, grad_norm: 3.4549 2020-08-14 05:27:51,036 - mmaction - INFO - Epoch [4][80/1253] lr: 3.000e-02, eta: 23:36:45, time: 0.680, data_time: 0.005, memory: 4833, top1_acc: 0.3568, top5_acc: 0.6263, loss_cls: 2.8517, loss: 2.8517, grad_norm: 3.4467 2020-08-14 05:28:03,379 - mmaction - INFO - Epoch [4][100/1253] lr: 3.000e-02, eta: 23:35:39, time: 0.616, data_time: 0.007, memory: 4833, top1_acc: 0.3477, top5_acc: 0.6104, loss_cls: 2.9335, loss: 2.9335, grad_norm: 3.5411 2020-08-14 05:28:17,233 - mmaction - INFO - Epoch [4][120/1253] lr: 3.000e-02, eta: 23:35:21, time: 0.693, data_time: 0.006, memory: 4833, top1_acc: 0.3599, top5_acc: 0.6245, loss_cls: 2.8616, loss: 2.8616, grad_norm: 3.4827 2020-08-14 05:28:31,665 - mmaction - INFO - Epoch [4][140/1253] lr: 3.000e-02, eta: 23:35:21, time: 0.722, data_time: 0.007, memory: 4833, top1_acc: 0.3589, top5_acc: 0.6232, loss_cls: 2.8764, loss: 2.8764, grad_norm: 3.4146 2020-08-14 05:28:45,616 - mmaction - INFO - Epoch [4][160/1253] lr: 3.000e-02, eta: 23:35:06, time: 0.699, data_time: 0.005, memory: 4833, top1_acc: 0.3477, top5_acc: 0.6010, loss_cls: 2.9581, loss: 2.9581, grad_norm: 3.4773 2020-08-14 05:28:59,435 - mmaction - INFO - Epoch [4][180/1253] lr: 3.000e-02, eta: 23:34:45, time: 0.688, data_time: 0.005, memory: 4833, top1_acc: 0.3557, top5_acc: 0.6182, loss_cls: 2.8840, loss: 2.8840, grad_norm: 3.4667 2020-08-14 05:29:13,495 - mmaction - INFO - Epoch [4][200/1253] lr: 3.000e-02, eta: 23:34:33, time: 0.702, data_time: 0.007, memory: 4833, top1_acc: 0.3458, top5_acc: 0.6130, loss_cls: 2.8983, loss: 2.8983, grad_norm: 3.4916 2020-08-14 05:29:26,981 - mmaction - INFO - Epoch [4][220/1253] lr: 3.000e-02, eta: 23:34:05, time: 0.677, data_time: 0.009, memory: 4833, top1_acc: 0.3682, top5_acc: 0.6354, loss_cls: 2.7980, loss: 2.7980, grad_norm: 3.5261 2020-08-14 05:29:40,648 - mmaction - INFO - Epoch [4][240/1253] lr: 3.000e-02, eta: 23:33:39, time: 0.679, data_time: 0.006, memory: 4833, top1_acc: 0.3547, top5_acc: 0.6182, loss_cls: 2.8699, loss: 2.8699, grad_norm: 3.4887 2020-08-14 05:29:54,852 - mmaction - INFO - Epoch [4][260/1253] lr: 3.000e-02, eta: 23:33:34, time: 0.714, data_time: 0.008, memory: 4833, top1_acc: 0.3453, top5_acc: 0.6086, loss_cls: 2.9463, loss: 2.9463, grad_norm: 3.5133 2020-08-14 05:30:08,878 - mmaction - INFO - Epoch [4][280/1253] lr: 3.000e-02, eta: 23:33:21, time: 0.701, data_time: 0.007, memory: 4833, top1_acc: 0.3557, top5_acc: 0.6130, loss_cls: 2.8893, loss: 2.8893, grad_norm: 3.5103 2020-08-14 05:30:22,227 - mmaction - INFO - Epoch [4][300/1253] lr: 3.000e-02, eta: 23:32:48, time: 0.669, data_time: 0.006, memory: 4833, top1_acc: 0.3500, top5_acc: 0.6148, loss_cls: 2.9046, loss: 2.9046, grad_norm: 3.4590 2020-08-14 05:30:36,578 - mmaction - INFO - Epoch [4][320/1253] lr: 3.000e-02, eta: 23:32:44, time: 0.716, data_time: 0.006, memory: 4833, top1_acc: 0.3596, top5_acc: 0.6167, loss_cls: 2.9172, loss: 2.9172, grad_norm: 3.4794 2020-08-14 05:30:50,458 - mmaction - INFO - Epoch [4][340/1253] lr: 3.000e-02, eta: 23:32:28, time: 0.695, data_time: 0.007, memory: 4833, top1_acc: 0.3568, top5_acc: 0.6109, loss_cls: 2.9309, loss: 2.9309, grad_norm: 3.4353 2020-08-14 05:31:04,015 - mmaction - INFO - Epoch [4][360/1253] lr: 3.000e-02, eta: 23:32:02, time: 0.678, data_time: 0.006, memory: 4833, top1_acc: 0.3565, top5_acc: 0.6271, loss_cls: 2.8710, loss: 2.8710, grad_norm: 3.3913 2020-08-14 05:31:17,902 - mmaction - INFO - Epoch [4][380/1253] lr: 3.000e-02, eta: 23:31:44, time: 0.693, data_time: 0.006, memory: 4833, top1_acc: 0.3555, top5_acc: 0.6193, loss_cls: 2.9191, loss: 2.9191, grad_norm: 3.4559 2020-08-14 05:31:31,399 - mmaction - INFO - Epoch [4][400/1253] lr: 3.000e-02, eta: 23:31:16, time: 0.675, data_time: 0.008, memory: 4833, top1_acc: 0.3583, top5_acc: 0.6182, loss_cls: 2.9028, loss: 2.9028, grad_norm: 3.4725 2020-08-14 05:31:46,554 - mmaction - INFO - Epoch [4][420/1253] lr: 3.000e-02, eta: 23:31:37, time: 0.759, data_time: 0.007, memory: 4833, top1_acc: 0.3531, top5_acc: 0.6203, loss_cls: 2.9017, loss: 2.9017, grad_norm: 3.4834 2020-08-14 05:32:00,822 - mmaction - INFO - Epoch [4][440/1253] lr: 3.000e-02, eta: 23:31:30, time: 0.712, data_time: 0.008, memory: 4833, top1_acc: 0.3586, top5_acc: 0.6229, loss_cls: 2.8662, loss: 2.8662, grad_norm: 3.5184 2020-08-14 05:32:14,645 - mmaction - INFO - Epoch [4][460/1253] lr: 3.000e-02, eta: 23:31:12, time: 0.692, data_time: 0.005, memory: 4833, top1_acc: 0.3529, top5_acc: 0.6279, loss_cls: 2.8912, loss: 2.8912, grad_norm: 3.5352 2020-08-14 05:32:27,842 - mmaction - INFO - Epoch [4][480/1253] lr: 3.000e-02, eta: 23:30:35, time: 0.658, data_time: 0.007, memory: 4833, top1_acc: 0.3500, top5_acc: 0.6112, loss_cls: 2.9331, loss: 2.9331, grad_norm: 3.3799 2020-08-14 05:32:40,618 - mmaction - INFO - Epoch [4][500/1253] lr: 3.000e-02, eta: 23:29:47, time: 0.639, data_time: 0.008, memory: 4833, top1_acc: 0.3510, top5_acc: 0.6107, loss_cls: 2.9052, loss: 2.9052, grad_norm: 3.4064 2020-08-14 05:32:54,591 - mmaction - INFO - Epoch [4][520/1253] lr: 3.000e-02, eta: 23:29:33, time: 0.699, data_time: 0.010, memory: 4833, top1_acc: 0.3615, top5_acc: 0.6198, loss_cls: 2.8860, loss: 2.8860, grad_norm: 3.4840 2020-08-14 05:33:08,870 - mmaction - INFO - Epoch [4][540/1253] lr: 3.000e-02, eta: 23:29:27, time: 0.714, data_time: 0.006, memory: 4833, top1_acc: 0.3594, top5_acc: 0.6224, loss_cls: 2.8533, loss: 2.8533, grad_norm: 3.4238 2020-08-14 05:33:22,621 - mmaction - INFO - Epoch [4][560/1253] lr: 3.000e-02, eta: 23:29:06, time: 0.687, data_time: 0.008, memory: 4833, top1_acc: 0.3547, top5_acc: 0.6138, loss_cls: 2.8960, loss: 2.8960, grad_norm: 3.3882 2020-08-14 05:33:36,181 - mmaction - INFO - Epoch [4][580/1253] lr: 3.000e-02, eta: 23:28:40, time: 0.678, data_time: 0.007, memory: 4833, top1_acc: 0.3516, top5_acc: 0.6240, loss_cls: 2.8435, loss: 2.8435, grad_norm: 3.5069 2020-08-14 05:33:51,151 - mmaction - INFO - Epoch [4][600/1253] lr: 3.000e-02, eta: 23:28:54, time: 0.747, data_time: 0.008, memory: 4833, top1_acc: 0.3529, top5_acc: 0.6188, loss_cls: 2.8910, loss: 2.8910, grad_norm: 3.4158 2020-08-14 05:34:05,004 - mmaction - INFO - Epoch [4][620/1253] lr: 3.000e-02, eta: 23:28:39, time: 0.697, data_time: 0.007, memory: 4833, top1_acc: 0.3669, top5_acc: 0.6190, loss_cls: 2.8685, loss: 2.8685, grad_norm: 3.4105 2020-08-14 05:34:19,584 - mmaction - INFO - Epoch [4][640/1253] lr: 3.000e-02, eta: 23:28:39, time: 0.725, data_time: 0.007, memory: 4833, top1_acc: 0.3552, top5_acc: 0.6219, loss_cls: 2.8740, loss: 2.8740, grad_norm: 3.4142 2020-08-14 05:34:33,385 - mmaction - INFO - Epoch [4][660/1253] lr: 3.000e-02, eta: 23:28:22, time: 0.693, data_time: 0.008, memory: 4833, top1_acc: 0.3563, top5_acc: 0.6081, loss_cls: 2.8861, loss: 2.8861, grad_norm: 3.4175 2020-08-14 05:34:47,353 - mmaction - INFO - Epoch [4][680/1253] lr: 3.000e-02, eta: 23:28:06, time: 0.696, data_time: 0.009, memory: 4833, top1_acc: 0.3505, top5_acc: 0.6193, loss_cls: 2.8980, loss: 2.8980, grad_norm: 3.4076 2020-08-14 05:35:01,568 - mmaction - INFO - Epoch [4][700/1253] lr: 3.000e-02, eta: 23:27:59, time: 0.711, data_time: 0.007, memory: 4833, top1_acc: 0.3607, top5_acc: 0.6187, loss_cls: 2.8723, loss: 2.8723, grad_norm: 3.4334 2020-08-14 05:35:15,118 - mmaction - INFO - Epoch [4][720/1253] lr: 3.000e-02, eta: 23:27:32, time: 0.676, data_time: 0.009, memory: 4833, top1_acc: 0.3682, top5_acc: 0.6286, loss_cls: 2.8557, loss: 2.8557, grad_norm: 3.3519 2020-08-14 05:35:28,860 - mmaction - INFO - Epoch [4][740/1253] lr: 3.000e-02, eta: 23:27:13, time: 0.690, data_time: 0.008, memory: 4833, top1_acc: 0.3576, top5_acc: 0.6276, loss_cls: 2.8679, loss: 2.8679, grad_norm: 3.4310 2020-08-14 05:35:42,634 - mmaction - INFO - Epoch [4][760/1253] lr: 3.000e-02, eta: 23:26:53, time: 0.688, data_time: 0.007, memory: 4833, top1_acc: 0.3544, top5_acc: 0.6297, loss_cls: 2.8586, loss: 2.8586, grad_norm: 3.4654 2020-08-14 05:35:57,128 - mmaction - INFO - Epoch [4][780/1253] lr: 3.000e-02, eta: 23:26:54, time: 0.726, data_time: 0.006, memory: 4833, top1_acc: 0.3544, top5_acc: 0.6263, loss_cls: 2.8847, loss: 2.8847, grad_norm: 3.4444 2020-08-14 05:36:11,571 - mmaction - INFO - Epoch [4][800/1253] lr: 3.000e-02, eta: 23:26:52, time: 0.721, data_time: 0.007, memory: 4833, top1_acc: 0.3609, top5_acc: 0.6076, loss_cls: 2.8830, loss: 2.8830, grad_norm: 3.4605 2020-08-14 05:36:26,450 - mmaction - INFO - Epoch [4][820/1253] lr: 3.000e-02, eta: 23:27:02, time: 0.745, data_time: 0.006, memory: 4833, top1_acc: 0.3648, top5_acc: 0.6164, loss_cls: 2.8411, loss: 2.8411, grad_norm: 3.4083 2020-08-14 05:36:39,563 - mmaction - INFO - Epoch [4][840/1253] lr: 3.000e-02, eta: 23:26:24, time: 0.654, data_time: 0.006, memory: 4833, top1_acc: 0.3555, top5_acc: 0.6224, loss_cls: 2.8515, loss: 2.8515, grad_norm: 3.4402 2020-08-14 05:36:53,371 - mmaction - INFO - Epoch [4][860/1253] lr: 3.000e-02, eta: 23:26:07, time: 0.693, data_time: 0.007, memory: 4833, top1_acc: 0.3648, top5_acc: 0.6292, loss_cls: 2.8673, loss: 2.8673, grad_norm: 3.4730 2020-08-14 05:37:07,547 - mmaction - INFO - Epoch [4][880/1253] lr: 3.000e-02, eta: 23:25:57, time: 0.707, data_time: 0.006, memory: 4833, top1_acc: 0.3664, top5_acc: 0.6219, loss_cls: 2.8269, loss: 2.8269, grad_norm: 3.4005 2020-08-14 05:37:21,872 - mmaction - INFO - Epoch [4][900/1253] lr: 3.000e-02, eta: 23:25:52, time: 0.717, data_time: 0.007, memory: 4833, top1_acc: 0.3516, top5_acc: 0.6167, loss_cls: 2.8754, loss: 2.8754, grad_norm: 3.4542 2020-08-14 05:37:37,026 - mmaction - INFO - Epoch [4][920/1253] lr: 3.000e-02, eta: 23:26:08, time: 0.757, data_time: 0.008, memory: 4833, top1_acc: 0.3669, top5_acc: 0.6339, loss_cls: 2.8047, loss: 2.8047, grad_norm: 3.4563 2020-08-14 05:37:50,322 - mmaction - INFO - Epoch [4][940/1253] lr: 3.000e-02, eta: 23:25:36, time: 0.666, data_time: 0.007, memory: 4833, top1_acc: 0.3607, top5_acc: 0.6180, loss_cls: 2.8981, loss: 2.8981, grad_norm: 3.4095 2020-08-14 05:38:03,922 - mmaction - INFO - Epoch [4][960/1253] lr: 3.000e-02, eta: 23:25:13, time: 0.682, data_time: 0.007, memory: 4833, top1_acc: 0.3635, top5_acc: 0.6211, loss_cls: 2.8309, loss: 2.8309, grad_norm: 3.3554 2020-08-14 05:38:18,037 - mmaction - INFO - Epoch [4][980/1253] lr: 3.000e-02, eta: 23:25:02, time: 0.705, data_time: 0.004, memory: 4833, top1_acc: 0.3711, top5_acc: 0.6227, loss_cls: 2.8305, loss: 2.8305, grad_norm: 3.4278 2020-08-14 05:38:32,054 - mmaction - INFO - Epoch [4][1000/1253] lr: 3.000e-02, eta: 23:24:48, time: 0.699, data_time: 0.006, memory: 4833, top1_acc: 0.3612, top5_acc: 0.6247, loss_cls: 2.8393, loss: 2.8393, grad_norm: 3.4693 2020-08-14 05:38:44,451 - mmaction - INFO - Epoch [4][1020/1253] lr: 3.000e-02, eta: 23:23:55, time: 0.621, data_time: 0.007, memory: 4833, top1_acc: 0.3562, top5_acc: 0.6156, loss_cls: 2.8904, loss: 2.8904, grad_norm: 3.4521 2020-08-14 05:38:58,687 - mmaction - INFO - Epoch [4][1040/1253] lr: 3.000e-02, eta: 23:23:46, time: 0.710, data_time: 0.006, memory: 4833, top1_acc: 0.3846, top5_acc: 0.6292, loss_cls: 2.8208, loss: 2.8208, grad_norm: 3.4090 2020-08-14 05:39:13,227 - mmaction - INFO - Epoch [4][1060/1253] lr: 3.000e-02, eta: 23:23:47, time: 0.729, data_time: 0.007, memory: 4833, top1_acc: 0.3508, top5_acc: 0.6161, loss_cls: 2.8922, loss: 2.8922, grad_norm: 3.4339 2020-08-14 05:39:27,099 - mmaction - INFO - Epoch [4][1080/1253] lr: 3.000e-02, eta: 23:23:30, time: 0.692, data_time: 0.007, memory: 4833, top1_acc: 0.3677, top5_acc: 0.6253, loss_cls: 2.8584, loss: 2.8584, grad_norm: 3.4475 2020-08-14 05:39:39,951 - mmaction - INFO - Epoch [4][1100/1253] lr: 3.000e-02, eta: 23:22:49, time: 0.644, data_time: 0.007, memory: 4833, top1_acc: 0.3750, top5_acc: 0.6344, loss_cls: 2.7978, loss: 2.7978, grad_norm: 3.3990 2020-08-14 05:39:53,677 - mmaction - INFO - Epoch [4][1120/1253] lr: 3.000e-02, eta: 23:22:28, time: 0.684, data_time: 0.006, memory: 4833, top1_acc: 0.3701, top5_acc: 0.6172, loss_cls: 2.8627, loss: 2.8627, grad_norm: 3.4182 2020-08-14 05:40:07,641 - mmaction - INFO - Epoch [4][1140/1253] lr: 3.000e-02, eta: 23:22:14, time: 0.700, data_time: 0.007, memory: 4833, top1_acc: 0.3656, top5_acc: 0.6318, loss_cls: 2.8243, loss: 2.8243, grad_norm: 3.4649 2020-08-14 05:40:21,108 - mmaction - INFO - Epoch [4][1160/1253] lr: 3.000e-02, eta: 23:21:48, time: 0.673, data_time: 0.009, memory: 4833, top1_acc: 0.3674, top5_acc: 0.6224, loss_cls: 2.8384, loss: 2.8384, grad_norm: 3.3349 2020-08-14 05:40:35,754 - mmaction - INFO - Epoch [4][1180/1253] lr: 3.000e-02, eta: 23:21:50, time: 0.733, data_time: 0.007, memory: 4833, top1_acc: 0.3688, top5_acc: 0.6263, loss_cls: 2.8139, loss: 2.8139, grad_norm: 3.3746 2020-08-14 05:40:48,230 - mmaction - INFO - Epoch [4][1200/1253] lr: 3.000e-02, eta: 23:21:00, time: 0.624, data_time: 0.005, memory: 4833, top1_acc: 0.3656, top5_acc: 0.6297, loss_cls: 2.8522, loss: 2.8522, grad_norm: 3.3834 2020-08-14 05:41:03,082 - mmaction - INFO - Epoch [4][1220/1253] lr: 3.000e-02, eta: 23:21:07, time: 0.741, data_time: 0.006, memory: 4833, top1_acc: 0.3589, top5_acc: 0.6203, loss_cls: 2.8502, loss: 2.8502, grad_norm: 3.4263 2020-08-14 05:41:16,966 - mmaction - INFO - Epoch [4][1240/1253] lr: 3.000e-02, eta: 23:20:51, time: 0.695, data_time: 0.006, memory: 4833, top1_acc: 0.3745, top5_acc: 0.6279, loss_cls: 2.7925, loss: 2.7925, grad_norm: 3.3199 2020-08-14 05:41:25,558 - mmaction - INFO - Saving checkpoint at 4 epochs 2020-08-14 05:41:48,071 - mmaction - INFO - Epoch [5][20/1253] lr: 3.000e-02, eta: 23:19:22, time: 1.015, data_time: 0.366, memory: 4833, top1_acc: 0.3792, top5_acc: 0.6430, loss_cls: 2.7585, loss: 2.7585, grad_norm: 3.4147 2020-08-14 05:42:01,148 - mmaction - INFO - Epoch [5][40/1253] lr: 3.000e-02, eta: 23:18:47, time: 0.653, data_time: 0.006, memory: 4833, top1_acc: 0.3880, top5_acc: 0.6445, loss_cls: 2.7344, loss: 2.7344, grad_norm: 3.3665 2020-08-14 05:42:14,209 - mmaction - INFO - Epoch [5][60/1253] lr: 3.000e-02, eta: 23:18:10, time: 0.650, data_time: 0.009, memory: 4833, top1_acc: 0.3792, top5_acc: 0.6367, loss_cls: 2.7843, loss: 2.7843, grad_norm: 3.4219 2020-08-14 05:42:28,835 - mmaction - INFO - Epoch [5][80/1253] lr: 3.000e-02, eta: 23:18:15, time: 0.736, data_time: 0.008, memory: 4833, top1_acc: 0.3727, top5_acc: 0.6438, loss_cls: 2.7945, loss: 2.7945, grad_norm: 3.4299 2020-08-14 05:42:42,581 - mmaction - INFO - Epoch [5][100/1253] lr: 3.000e-02, eta: 23:17:55, time: 0.687, data_time: 0.005, memory: 4833, top1_acc: 0.3818, top5_acc: 0.6471, loss_cls: 2.7718, loss: 2.7718, grad_norm: 3.4243 2020-08-14 05:42:57,336 - mmaction - INFO - Epoch [5][120/1253] lr: 3.000e-02, eta: 23:17:59, time: 0.736, data_time: 0.007, memory: 4833, top1_acc: 0.3674, top5_acc: 0.6286, loss_cls: 2.8047, loss: 2.8047, grad_norm: 3.4422 2020-08-14 05:43:10,661 - mmaction - INFO - Epoch [5][140/1253] lr: 3.000e-02, eta: 23:17:32, time: 0.669, data_time: 0.007, memory: 4833, top1_acc: 0.3802, top5_acc: 0.6430, loss_cls: 2.7586, loss: 2.7586, grad_norm: 3.3929 2020-08-14 05:43:24,593 - mmaction - INFO - Epoch [5][160/1253] lr: 3.000e-02, eta: 23:17:16, time: 0.694, data_time: 0.008, memory: 4833, top1_acc: 0.3891, top5_acc: 0.6409, loss_cls: 2.7431, loss: 2.7431, grad_norm: 3.4011 2020-08-14 05:43:38,914 - mmaction - INFO - Epoch [5][180/1253] lr: 3.000e-02, eta: 23:17:11, time: 0.717, data_time: 0.007, memory: 4833, top1_acc: 0.3625, top5_acc: 0.6182, loss_cls: 2.8411, loss: 2.8411, grad_norm: 3.4383 2020-08-14 05:43:52,736 - mmaction - INFO - Epoch [5][200/1253] lr: 3.000e-02, eta: 23:16:55, time: 0.693, data_time: 0.007, memory: 4833, top1_acc: 0.3815, top5_acc: 0.6513, loss_cls: 2.7513, loss: 2.7513, grad_norm: 3.3853 2020-08-14 05:44:06,669 - mmaction - INFO - Epoch [5][220/1253] lr: 3.000e-02, eta: 23:16:39, time: 0.695, data_time: 0.003, memory: 4833, top1_acc: 0.3734, top5_acc: 0.6448, loss_cls: 2.7659, loss: 2.7659, grad_norm: 3.3680 2020-08-14 05:44:21,379 - mmaction - INFO - Epoch [5][240/1253] lr: 3.000e-02, eta: 23:16:42, time: 0.735, data_time: 0.007, memory: 4833, top1_acc: 0.3805, top5_acc: 0.6443, loss_cls: 2.7333, loss: 2.7333, grad_norm: 3.3792 2020-08-14 05:44:34,966 - mmaction - INFO - Epoch [5][260/1253] lr: 3.000e-02, eta: 23:16:20, time: 0.680, data_time: 0.005, memory: 4833, top1_acc: 0.3833, top5_acc: 0.6378, loss_cls: 2.7475, loss: 2.7475, grad_norm: 3.3798 2020-08-14 05:44:49,038 - mmaction - INFO - Epoch [5][280/1253] lr: 3.000e-02, eta: 23:16:07, time: 0.701, data_time: 0.006, memory: 4833, top1_acc: 0.3872, top5_acc: 0.6505, loss_cls: 2.7237, loss: 2.7237, grad_norm: 3.3851 2020-08-14 05:45:01,966 - mmaction - INFO - Epoch [5][300/1253] lr: 3.000e-02, eta: 23:15:32, time: 0.650, data_time: 0.008, memory: 4833, top1_acc: 0.3906, top5_acc: 0.6487, loss_cls: 2.7243, loss: 2.7243, grad_norm: 3.4642 2020-08-14 05:45:15,564 - mmaction - INFO - Epoch [5][320/1253] lr: 3.000e-02, eta: 23:15:09, time: 0.679, data_time: 0.005, memory: 4833, top1_acc: 0.3854, top5_acc: 0.6427, loss_cls: 2.7205, loss: 2.7205, grad_norm: 3.4529 2020-08-14 05:45:29,466 - mmaction - INFO - Epoch [5][340/1253] lr: 3.000e-02, eta: 23:14:54, time: 0.694, data_time: 0.007, memory: 4833, top1_acc: 0.3734, top5_acc: 0.6372, loss_cls: 2.7795, loss: 2.7795, grad_norm: 3.4850 2020-08-14 05:45:42,849 - mmaction - INFO - Epoch [5][360/1253] lr: 3.000e-02, eta: 23:14:27, time: 0.670, data_time: 0.006, memory: 4833, top1_acc: 0.3703, top5_acc: 0.6411, loss_cls: 2.7808, loss: 2.7808, grad_norm: 3.4495 2020-08-14 05:45:57,626 - mmaction - INFO - Epoch [5][380/1253] lr: 3.000e-02, eta: 23:14:32, time: 0.739, data_time: 0.007, memory: 4833, top1_acc: 0.3831, top5_acc: 0.6378, loss_cls: 2.7935, loss: 2.7935, grad_norm: 3.4000 2020-08-14 05:46:11,656 - mmaction - INFO - Epoch [5][400/1253] lr: 3.000e-02, eta: 23:14:20, time: 0.703, data_time: 0.006, memory: 4833, top1_acc: 0.3766, top5_acc: 0.6492, loss_cls: 2.7225, loss: 2.7225, grad_norm: 3.4043 2020-08-14 05:46:25,579 - mmaction - INFO - Epoch [5][420/1253] lr: 3.000e-02, eta: 23:14:04, time: 0.693, data_time: 0.005, memory: 4833, top1_acc: 0.3846, top5_acc: 0.6453, loss_cls: 2.7329, loss: 2.7329, grad_norm: 3.3696 2020-08-14 05:46:39,066 - mmaction - INFO - Epoch [5][440/1253] lr: 3.000e-02, eta: 23:13:41, time: 0.676, data_time: 0.007, memory: 4833, top1_acc: 0.3990, top5_acc: 0.6479, loss_cls: 2.6904, loss: 2.6904, grad_norm: 3.4530 2020-08-14 05:46:53,685 - mmaction - INFO - Epoch [5][460/1253] lr: 3.000e-02, eta: 23:13:42, time: 0.732, data_time: 0.007, memory: 4833, top1_acc: 0.3784, top5_acc: 0.6417, loss_cls: 2.7371, loss: 2.7371, grad_norm: 3.3999 2020-08-14 05:47:06,936 - mmaction - INFO - Epoch [5][480/1253] lr: 3.000e-02, eta: 23:13:11, time: 0.660, data_time: 0.004, memory: 4833, top1_acc: 0.3891, top5_acc: 0.6445, loss_cls: 2.7333, loss: 2.7333, grad_norm: 3.3907 2020-08-14 05:47:20,270 - mmaction - INFO - Epoch [5][500/1253] lr: 3.000e-02, eta: 23:12:44, time: 0.666, data_time: 0.008, memory: 4833, top1_acc: 0.3818, top5_acc: 0.6503, loss_cls: 2.7465, loss: 2.7465, grad_norm: 3.3987 2020-08-14 05:47:34,082 - mmaction - INFO - Epoch [5][520/1253] lr: 3.000e-02, eta: 23:12:27, time: 0.692, data_time: 0.008, memory: 4833, top1_acc: 0.3771, top5_acc: 0.6349, loss_cls: 2.7688, loss: 2.7688, grad_norm: 3.3927 2020-08-14 05:47:47,671 - mmaction - INFO - Epoch [5][540/1253] lr: 3.000e-02, eta: 23:12:04, time: 0.676, data_time: 0.007, memory: 4833, top1_acc: 0.3833, top5_acc: 0.6536, loss_cls: 2.6975, loss: 2.6975, grad_norm: 3.3941 2020-08-14 05:48:01,352 - mmaction - INFO - Epoch [5][560/1253] lr: 3.000e-02, eta: 23:11:46, time: 0.687, data_time: 0.007, memory: 4833, top1_acc: 0.3896, top5_acc: 0.6430, loss_cls: 2.7352, loss: 2.7352, grad_norm: 3.3381 2020-08-14 05:48:16,389 - mmaction - INFO - Epoch [5][580/1253] lr: 3.000e-02, eta: 23:11:55, time: 0.752, data_time: 0.009, memory: 4833, top1_acc: 0.3755, top5_acc: 0.6479, loss_cls: 2.7613, loss: 2.7613, grad_norm: 3.4194 2020-08-14 05:48:30,765 - mmaction - INFO - Epoch [5][600/1253] lr: 3.000e-02, eta: 23:11:50, time: 0.719, data_time: 0.006, memory: 4833, top1_acc: 0.3815, top5_acc: 0.6370, loss_cls: 2.7765, loss: 2.7765, grad_norm: 3.4472 2020-08-14 05:48:45,147 - mmaction - INFO - Epoch [5][620/1253] lr: 3.000e-02, eta: 23:11:44, time: 0.717, data_time: 0.007, memory: 4833, top1_acc: 0.3891, top5_acc: 0.6487, loss_cls: 2.6913, loss: 2.6913, grad_norm: 3.3947 2020-08-14 05:48:58,413 - mmaction - INFO - Epoch [5][640/1253] lr: 3.000e-02, eta: 23:11:17, time: 0.665, data_time: 0.008, memory: 4833, top1_acc: 0.3797, top5_acc: 0.6388, loss_cls: 2.7595, loss: 2.7595, grad_norm: 3.4135 2020-08-14 05:49:12,177 - mmaction - INFO - Epoch [5][660/1253] lr: 3.000e-02, eta: 23:10:59, time: 0.688, data_time: 0.006, memory: 4833, top1_acc: 0.3885, top5_acc: 0.6398, loss_cls: 2.7242, loss: 2.7242, grad_norm: 3.3690 2020-08-14 05:49:27,381 - mmaction - INFO - Epoch [5][680/1253] lr: 3.000e-02, eta: 23:11:12, time: 0.762, data_time: 0.006, memory: 4833, top1_acc: 0.3885, top5_acc: 0.6385, loss_cls: 2.7518, loss: 2.7518, grad_norm: 3.4096 2020-08-14 05:49:40,635 - mmaction - INFO - Epoch [5][700/1253] lr: 3.000e-02, eta: 23:10:42, time: 0.661, data_time: 0.005, memory: 4833, top1_acc: 0.3706, top5_acc: 0.6302, loss_cls: 2.8031, loss: 2.8031, grad_norm: 3.5252 2020-08-14 05:49:54,626 - mmaction - INFO - Epoch [5][720/1253] lr: 3.000e-02, eta: 23:10:29, time: 0.701, data_time: 0.006, memory: 4833, top1_acc: 0.3844, top5_acc: 0.6362, loss_cls: 2.7577, loss: 2.7577, grad_norm: 3.4219 2020-08-14 05:50:08,145 - mmaction - INFO - Epoch [5][740/1253] lr: 3.000e-02, eta: 23:10:06, time: 0.675, data_time: 0.006, memory: 4833, top1_acc: 0.3938, top5_acc: 0.6518, loss_cls: 2.7206, loss: 2.7206, grad_norm: 3.4228 2020-08-14 05:50:22,147 - mmaction - INFO - Epoch [5][760/1253] lr: 3.000e-02, eta: 23:09:53, time: 0.700, data_time: 0.006, memory: 4833, top1_acc: 0.3906, top5_acc: 0.6474, loss_cls: 2.7081, loss: 2.7081, grad_norm: 3.3964 2020-08-14 05:50:34,975 - mmaction - INFO - Epoch [5][780/1253] lr: 3.000e-02, eta: 23:09:14, time: 0.637, data_time: 0.007, memory: 4833, top1_acc: 0.3680, top5_acc: 0.6352, loss_cls: 2.7861, loss: 2.7861, grad_norm: 3.4123 2020-08-14 05:50:48,975 - mmaction - INFO - Epoch [5][800/1253] lr: 3.000e-02, eta: 23:09:04, time: 0.706, data_time: 0.009, memory: 4833, top1_acc: 0.3922, top5_acc: 0.6609, loss_cls: 2.7193, loss: 2.7193, grad_norm: 3.4201 2020-08-14 05:51:02,733 - mmaction - INFO - Epoch [5][820/1253] lr: 3.000e-02, eta: 23:08:44, time: 0.684, data_time: 0.006, memory: 4833, top1_acc: 0.3979, top5_acc: 0.6607, loss_cls: 2.6705, loss: 2.6705, grad_norm: 3.3678 2020-08-14 05:51:16,655 - mmaction - INFO - Epoch [5][840/1253] lr: 3.000e-02, eta: 23:08:31, time: 0.699, data_time: 0.007, memory: 4833, top1_acc: 0.3885, top5_acc: 0.6521, loss_cls: 2.7109, loss: 2.7109, grad_norm: 3.3671 2020-08-14 05:51:29,960 - mmaction - INFO - Epoch [5][860/1253] lr: 3.000e-02, eta: 23:08:04, time: 0.666, data_time: 0.006, memory: 4833, top1_acc: 0.3831, top5_acc: 0.6362, loss_cls: 2.7388, loss: 2.7388, grad_norm: 3.3354 2020-08-14 05:51:44,983 - mmaction - INFO - Epoch [5][880/1253] lr: 3.000e-02, eta: 23:08:12, time: 0.752, data_time: 0.007, memory: 4833, top1_acc: 0.3904, top5_acc: 0.6529, loss_cls: 2.6871, loss: 2.6871, grad_norm: 3.3721 2020-08-14 05:51:58,423 - mmaction - INFO - Epoch [5][900/1253] lr: 3.000e-02, eta: 23:07:47, time: 0.671, data_time: 0.004, memory: 4833, top1_acc: 0.3901, top5_acc: 0.6495, loss_cls: 2.7151, loss: 2.7151, grad_norm: 3.4242 2020-08-14 05:52:12,977 - mmaction - INFO - Epoch [5][920/1253] lr: 3.000e-02, eta: 23:07:46, time: 0.728, data_time: 0.006, memory: 4833, top1_acc: 0.3893, top5_acc: 0.6604, loss_cls: 2.6709, loss: 2.6709, grad_norm: 3.3654 2020-08-14 05:52:26,865 - mmaction - INFO - Epoch [5][940/1253] lr: 3.000e-02, eta: 23:07:30, time: 0.693, data_time: 0.004, memory: 4833, top1_acc: 0.4000, top5_acc: 0.6534, loss_cls: 2.7218, loss: 2.7218, grad_norm: 3.4057 2020-08-14 05:52:41,145 - mmaction - INFO - Epoch [5][960/1253] lr: 3.000e-02, eta: 23:07:23, time: 0.715, data_time: 0.006, memory: 4833, top1_acc: 0.3797, top5_acc: 0.6417, loss_cls: 2.7419, loss: 2.7419, grad_norm: 3.3338 2020-08-14 05:52:54,828 - mmaction - INFO - Epoch [5][980/1253] lr: 3.000e-02, eta: 23:07:04, time: 0.683, data_time: 0.005, memory: 4833, top1_acc: 0.3951, top5_acc: 0.6443, loss_cls: 2.6972, loss: 2.6972, grad_norm: 3.3393 2020-08-14 05:53:08,917 - mmaction - INFO - Epoch [5][1000/1253] lr: 3.000e-02, eta: 23:06:52, time: 0.703, data_time: 0.007, memory: 4833, top1_acc: 0.3854, top5_acc: 0.6388, loss_cls: 2.7828, loss: 2.7828, grad_norm: 3.3895 2020-08-14 05:53:22,972 - mmaction - INFO - Epoch [5][1020/1253] lr: 3.000e-02, eta: 23:06:40, time: 0.703, data_time: 0.007, memory: 4833, top1_acc: 0.3883, top5_acc: 0.6464, loss_cls: 2.6928, loss: 2.6928, grad_norm: 3.3892 2020-08-14 05:53:35,597 - mmaction - INFO - Epoch [5][1040/1253] lr: 3.000e-02, eta: 23:06:00, time: 0.630, data_time: 0.008, memory: 4833, top1_acc: 0.3948, top5_acc: 0.6461, loss_cls: 2.7149, loss: 2.7149, grad_norm: 3.4280 2020-08-14 05:53:49,060 - mmaction - INFO - Epoch [5][1060/1253] lr: 3.000e-02, eta: 23:05:37, time: 0.675, data_time: 0.006, memory: 4833, top1_acc: 0.3924, top5_acc: 0.6471, loss_cls: 2.7182, loss: 2.7182, grad_norm: 3.4559 2020-08-14 05:54:02,256 - mmaction - INFO - Epoch [5][1080/1253] lr: 3.000e-02, eta: 23:05:08, time: 0.658, data_time: 0.007, memory: 4833, top1_acc: 0.3880, top5_acc: 0.6375, loss_cls: 2.7522, loss: 2.7522, grad_norm: 3.4438 2020-08-14 05:54:16,061 - mmaction - INFO - Epoch [5][1100/1253] lr: 3.000e-02, eta: 23:04:52, time: 0.693, data_time: 0.007, memory: 4833, top1_acc: 0.3833, top5_acc: 0.6482, loss_cls: 2.7318, loss: 2.7318, grad_norm: 3.4067 2020-08-14 05:54:31,666 - mmaction - INFO - Epoch [5][1120/1253] lr: 3.000e-02, eta: 23:05:09, time: 0.777, data_time: 0.006, memory: 4833, top1_acc: 0.3917, top5_acc: 0.6495, loss_cls: 2.7072, loss: 2.7072, grad_norm: 3.3679 2020-08-14 05:54:44,982 - mmaction - INFO - Epoch [5][1140/1253] lr: 3.000e-02, eta: 23:04:44, time: 0.669, data_time: 0.007, memory: 4833, top1_acc: 0.3813, top5_acc: 0.6362, loss_cls: 2.7393, loss: 2.7393, grad_norm: 3.3699 2020-08-14 05:54:58,287 - mmaction - INFO - Epoch [5][1160/1253] lr: 3.000e-02, eta: 23:04:17, time: 0.663, data_time: 0.007, memory: 4833, top1_acc: 0.3909, top5_acc: 0.6578, loss_cls: 2.6855, loss: 2.6855, grad_norm: 3.3864 2020-08-14 05:55:12,916 - mmaction - INFO - Epoch [5][1180/1253] lr: 3.000e-02, eta: 23:04:15, time: 0.729, data_time: 0.006, memory: 4833, top1_acc: 0.3815, top5_acc: 0.6544, loss_cls: 2.7125, loss: 2.7125, grad_norm: 3.4076 2020-08-14 05:55:27,238 - mmaction - INFO - Epoch [5][1200/1253] lr: 3.000e-02, eta: 23:04:10, time: 0.719, data_time: 0.012, memory: 4833, top1_acc: 0.3971, top5_acc: 0.6521, loss_cls: 2.6906, loss: 2.6906, grad_norm: 3.4115 2020-08-14 05:55:41,287 - mmaction - INFO - Epoch [5][1220/1253] lr: 3.000e-02, eta: 23:03:57, time: 0.701, data_time: 0.006, memory: 4833, top1_acc: 0.3818, top5_acc: 0.6438, loss_cls: 2.7245, loss: 2.7245, grad_norm: 3.3744 2020-08-14 05:55:55,041 - mmaction - INFO - Epoch [5][1240/1253] lr: 3.000e-02, eta: 23:03:40, time: 0.688, data_time: 0.008, memory: 4833, top1_acc: 0.4081, top5_acc: 0.6583, loss_cls: 2.6423, loss: 2.6423, grad_norm: 3.3278 2020-08-14 05:56:03,543 - mmaction - INFO - Saving checkpoint at 5 epochs 2020-08-14 05:56:25,361 - mmaction - INFO - Epoch [6][20/1253] lr: 3.000e-02, eta: 23:02:02, time: 0.955, data_time: 0.332, memory: 4833, top1_acc: 0.3859, top5_acc: 0.6508, loss_cls: 2.7274, loss: 2.7274, grad_norm: 3.3771 2020-08-14 05:56:39,302 - mmaction - INFO - Epoch [6][40/1253] lr: 3.000e-02, eta: 23:01:49, time: 0.698, data_time: 0.007, memory: 4833, top1_acc: 0.3935, top5_acc: 0.6599, loss_cls: 2.6495, loss: 2.6495, grad_norm: 3.4191 2020-08-14 05:56:51,955 - mmaction - INFO - Epoch [6][60/1253] lr: 3.000e-02, eta: 23:01:11, time: 0.632, data_time: 0.007, memory: 4833, top1_acc: 0.3849, top5_acc: 0.6474, loss_cls: 2.7267, loss: 2.7267, grad_norm: 3.4046 2020-08-14 05:57:05,194 - mmaction - INFO - Epoch [6][80/1253] lr: 3.000e-02, eta: 23:00:44, time: 0.664, data_time: 0.007, memory: 4833, top1_acc: 0.4055, top5_acc: 0.6625, loss_cls: 2.6336, loss: 2.6336, grad_norm: 3.4212 2020-08-14 05:57:20,623 - mmaction - INFO - Epoch [6][100/1253] lr: 3.000e-02, eta: 23:00:58, time: 0.769, data_time: 0.009, memory: 4833, top1_acc: 0.3956, top5_acc: 0.6516, loss_cls: 2.6652, loss: 2.6652, grad_norm: 3.4599 2020-08-14 05:57:34,233 - mmaction - INFO - Epoch [6][120/1253] lr: 3.000e-02, eta: 23:00:38, time: 0.682, data_time: 0.007, memory: 4833, top1_acc: 0.4099, top5_acc: 0.6635, loss_cls: 2.6233, loss: 2.6233, grad_norm: 3.3242 2020-08-14 05:57:46,895 - mmaction - INFO - Epoch [6][140/1253] lr: 3.000e-02, eta: 23:00:00, time: 0.631, data_time: 0.007, memory: 4833, top1_acc: 0.4146, top5_acc: 0.6792, loss_cls: 2.5871, loss: 2.5871, grad_norm: 3.4673 2020-08-14 05:58:00,574 - mmaction - INFO - Epoch [6][160/1253] lr: 3.000e-02, eta: 22:59:42, time: 0.686, data_time: 0.007, memory: 4833, top1_acc: 0.4042, top5_acc: 0.6464, loss_cls: 2.7117, loss: 2.7117, grad_norm: 3.3814 2020-08-14 05:58:13,930 - mmaction - INFO - Epoch [6][180/1253] lr: 3.000e-02, eta: 22:59:17, time: 0.667, data_time: 0.009, memory: 4833, top1_acc: 0.3945, top5_acc: 0.6578, loss_cls: 2.6660, loss: 2.6660, grad_norm: 3.4026 2020-08-14 05:58:28,429 - mmaction - INFO - Epoch [6][200/1253] lr: 3.000e-02, eta: 22:59:13, time: 0.723, data_time: 0.007, memory: 4833, top1_acc: 0.4180, top5_acc: 0.6750, loss_cls: 2.5929, loss: 2.5929, grad_norm: 3.4152 2020-08-14 05:58:42,382 - mmaction - INFO - Epoch [6][220/1253] lr: 3.000e-02, eta: 22:59:01, time: 0.701, data_time: 0.006, memory: 4833, top1_acc: 0.4042, top5_acc: 0.6633, loss_cls: 2.6420, loss: 2.6420, grad_norm: 3.4073 2020-08-14 05:58:56,285 - mmaction - INFO - Epoch [6][240/1253] lr: 3.000e-02, eta: 22:58:46, time: 0.694, data_time: 0.007, memory: 4833, top1_acc: 0.4070, top5_acc: 0.6674, loss_cls: 2.6303, loss: 2.6303, grad_norm: 3.4488 2020-08-14 05:59:09,154 - mmaction - INFO - Epoch [6][260/1253] lr: 3.000e-02, eta: 22:58:13, time: 0.644, data_time: 0.007, memory: 4833, top1_acc: 0.3953, top5_acc: 0.6615, loss_cls: 2.6446, loss: 2.6446, grad_norm: 3.3196 2020-08-14 05:59:22,503 - mmaction - INFO - Epoch [6][280/1253] lr: 3.000e-02, eta: 22:57:49, time: 0.667, data_time: 0.006, memory: 4833, top1_acc: 0.3951, top5_acc: 0.6539, loss_cls: 2.6785, loss: 2.6785, grad_norm: 3.4103 2020-08-14 05:59:36,843 - mmaction - INFO - Epoch [6][300/1253] lr: 3.000e-02, eta: 22:57:42, time: 0.716, data_time: 0.010, memory: 4833, top1_acc: 0.4143, top5_acc: 0.6625, loss_cls: 2.6164, loss: 2.6164, grad_norm: 3.2958 2020-08-14 05:59:50,558 - mmaction - INFO - Epoch [6][320/1253] lr: 3.000e-02, eta: 22:57:25, time: 0.687, data_time: 0.007, memory: 4833, top1_acc: 0.3982, top5_acc: 0.6510, loss_cls: 2.6761, loss: 2.6761, grad_norm: 3.3715 2020-08-14 06:00:09,244 - mmaction - INFO - Epoch [6][340/1253] lr: 3.000e-02, eta: 22:58:36, time: 0.934, data_time: 0.006, memory: 4833, top1_acc: 0.4130, top5_acc: 0.6698, loss_cls: 2.6003, loss: 2.6003, grad_norm: 3.3778 2020-08-14 06:00:21,934 - mmaction - INFO - Epoch [6][360/1253] lr: 3.000e-02, eta: 22:58:00, time: 0.635, data_time: 0.006, memory: 4833, top1_acc: 0.4013, top5_acc: 0.6591, loss_cls: 2.6757, loss: 2.6757, grad_norm: 3.3716 2020-08-14 06:00:35,569 - mmaction - INFO - Epoch [6][380/1253] lr: 3.000e-02, eta: 22:57:41, time: 0.680, data_time: 0.006, memory: 4833, top1_acc: 0.4034, top5_acc: 0.6630, loss_cls: 2.6197, loss: 2.6197, grad_norm: 3.3307 2020-08-14 06:00:49,830 - mmaction - INFO - Epoch [6][400/1253] lr: 3.000e-02, eta: 22:57:33, time: 0.716, data_time: 0.006, memory: 4833, top1_acc: 0.3839, top5_acc: 0.6609, loss_cls: 2.6821, loss: 2.6821, grad_norm: 3.3549 2020-08-14 06:01:03,767 - mmaction - INFO - Epoch [6][420/1253] lr: 3.000e-02, eta: 22:57:19, time: 0.695, data_time: 0.005, memory: 4833, top1_acc: 0.4073, top5_acc: 0.6638, loss_cls: 2.6066, loss: 2.6066, grad_norm: 3.3534 2020-08-14 06:01:17,809 - mmaction - INFO - Epoch [6][440/1253] lr: 3.000e-02, eta: 22:57:07, time: 0.703, data_time: 0.005, memory: 4833, top1_acc: 0.3990, top5_acc: 0.6586, loss_cls: 2.6661, loss: 2.6661, grad_norm: 3.3540 2020-08-14 06:01:32,287 - mmaction - INFO - Epoch [6][460/1253] lr: 3.000e-02, eta: 22:57:01, time: 0.720, data_time: 0.008, memory: 4833, top1_acc: 0.4003, top5_acc: 0.6654, loss_cls: 2.6346, loss: 2.6346, grad_norm: 3.2989 2020-08-14 06:01:45,069 - mmaction - INFO - Epoch [6][480/1253] lr: 3.000e-02, eta: 22:56:28, time: 0.642, data_time: 0.007, memory: 4833, top1_acc: 0.4164, top5_acc: 0.6604, loss_cls: 2.6188, loss: 2.6188, grad_norm: 3.3674 2020-08-14 06:01:59,380 - mmaction - INFO - Epoch [6][500/1253] lr: 3.000e-02, eta: 22:56:22, time: 0.718, data_time: 0.007, memory: 4833, top1_acc: 0.4057, top5_acc: 0.6539, loss_cls: 2.6473, loss: 2.6473, grad_norm: 3.3107 2020-08-14 06:02:13,915 - mmaction - INFO - Epoch [6][520/1253] lr: 3.000e-02, eta: 22:56:18, time: 0.725, data_time: 0.003, memory: 4833, top1_acc: 0.4052, top5_acc: 0.6635, loss_cls: 2.6372, loss: 2.6372, grad_norm: 3.4535 2020-08-14 06:02:27,424 - mmaction - INFO - Epoch [6][540/1253] lr: 3.000e-02, eta: 22:55:56, time: 0.674, data_time: 0.007, memory: 4833, top1_acc: 0.3964, top5_acc: 0.6552, loss_cls: 2.6876, loss: 2.6876, grad_norm: 3.3916 2020-08-14 06:02:41,362 - mmaction - INFO - Epoch [6][560/1253] lr: 3.000e-02, eta: 22:55:42, time: 0.698, data_time: 0.007, memory: 4833, top1_acc: 0.4086, top5_acc: 0.6549, loss_cls: 2.6417, loss: 2.6417, grad_norm: 3.3580 2020-08-14 06:02:55,444 - mmaction - INFO - Epoch [6][580/1253] lr: 3.000e-02, eta: 22:55:31, time: 0.705, data_time: 0.008, memory: 4833, top1_acc: 0.4125, top5_acc: 0.6648, loss_cls: 2.6309, loss: 2.6309, grad_norm: 3.2805 2020-08-14 06:03:09,577 - mmaction - INFO - Epoch [6][600/1253] lr: 3.000e-02, eta: 22:55:21, time: 0.707, data_time: 0.004, memory: 4833, top1_acc: 0.3862, top5_acc: 0.6505, loss_cls: 2.7048, loss: 2.7048, grad_norm: 3.4137 2020-08-14 06:03:24,048 - mmaction - INFO - Epoch [6][620/1253] lr: 3.000e-02, eta: 22:55:15, time: 0.722, data_time: 0.006, memory: 4833, top1_acc: 0.3971, top5_acc: 0.6589, loss_cls: 2.6526, loss: 2.6526, grad_norm: 3.3400 2020-08-14 06:03:37,546 - mmaction - INFO - Epoch [6][640/1253] lr: 3.000e-02, eta: 22:54:55, time: 0.677, data_time: 0.007, memory: 4833, top1_acc: 0.4000, top5_acc: 0.6727, loss_cls: 2.6236, loss: 2.6236, grad_norm: 3.3134 2020-08-14 06:03:51,856 - mmaction - INFO - Epoch [6][660/1253] lr: 3.000e-02, eta: 22:54:46, time: 0.713, data_time: 0.007, memory: 4833, top1_acc: 0.4063, top5_acc: 0.6724, loss_cls: 2.6148, loss: 2.6148, grad_norm: 3.3260 2020-08-14 06:04:06,236 - mmaction - INFO - Epoch [6][680/1253] lr: 3.000e-02, eta: 22:54:40, time: 0.718, data_time: 0.006, memory: 4833, top1_acc: 0.3974, top5_acc: 0.6581, loss_cls: 2.6352, loss: 2.6352, grad_norm: 3.3452 2020-08-14 06:04:21,074 - mmaction - INFO - Epoch [6][700/1253] lr: 3.000e-02, eta: 22:54:41, time: 0.742, data_time: 0.009, memory: 4833, top1_acc: 0.4065, top5_acc: 0.6570, loss_cls: 2.6194, loss: 2.6194, grad_norm: 3.3989 2020-08-14 06:04:35,752 - mmaction - INFO - Epoch [6][720/1253] lr: 3.000e-02, eta: 22:54:41, time: 0.737, data_time: 0.007, memory: 4833, top1_acc: 0.4102, top5_acc: 0.6729, loss_cls: 2.5838, loss: 2.5838, grad_norm: 3.3720 2020-08-14 06:04:49,248 - mmaction - INFO - Epoch [6][740/1253] lr: 3.000e-02, eta: 22:54:19, time: 0.673, data_time: 0.006, memory: 4833, top1_acc: 0.3922, top5_acc: 0.6669, loss_cls: 2.6742, loss: 2.6742, grad_norm: 3.3648 2020-08-14 06:05:03,136 - mmaction - INFO - Epoch [6][760/1253] lr: 3.000e-02, eta: 22:54:04, time: 0.695, data_time: 0.006, memory: 4833, top1_acc: 0.4161, top5_acc: 0.6661, loss_cls: 2.5669, loss: 2.5669, grad_norm: 3.3914 2020-08-14 06:05:16,548 - mmaction - INFO - Epoch [6][780/1253] lr: 3.000e-02, eta: 22:53:41, time: 0.670, data_time: 0.003, memory: 4833, top1_acc: 0.3971, top5_acc: 0.6523, loss_cls: 2.6626, loss: 2.6626, grad_norm: 3.3104 2020-08-14 06:05:30,368 - mmaction - INFO - Epoch [6][800/1253] lr: 3.000e-02, eta: 22:53:24, time: 0.688, data_time: 0.007, memory: 4833, top1_acc: 0.4047, top5_acc: 0.6583, loss_cls: 2.6297, loss: 2.6297, grad_norm: 3.2896 2020-08-14 06:05:45,147 - mmaction - INFO - Epoch [6][820/1253] lr: 3.000e-02, eta: 22:53:25, time: 0.742, data_time: 0.007, memory: 4833, top1_acc: 0.4026, top5_acc: 0.6695, loss_cls: 2.6171, loss: 2.6171, grad_norm: 3.3635 2020-08-14 06:05:59,511 - mmaction - INFO - Epoch [6][840/1253] lr: 3.000e-02, eta: 22:53:19, time: 0.719, data_time: 0.008, memory: 4833, top1_acc: 0.3961, top5_acc: 0.6612, loss_cls: 2.6336, loss: 2.6336, grad_norm: 3.3237 2020-08-14 06:06:12,467 - mmaction - INFO - Epoch [6][860/1253] lr: 3.000e-02, eta: 22:52:48, time: 0.648, data_time: 0.004, memory: 4833, top1_acc: 0.4029, top5_acc: 0.6578, loss_cls: 2.6408, loss: 2.6408, grad_norm: 3.3586 2020-08-14 06:06:27,548 - mmaction - INFO - Epoch [6][880/1253] lr: 3.000e-02, eta: 22:52:53, time: 0.752, data_time: 0.006, memory: 4833, top1_acc: 0.3867, top5_acc: 0.6612, loss_cls: 2.6778, loss: 2.6778, grad_norm: 3.2748 2020-08-14 06:06:42,660 - mmaction - INFO - Epoch [6][900/1253] lr: 3.000e-02, eta: 22:52:59, time: 0.758, data_time: 0.006, memory: 4833, top1_acc: 0.4036, top5_acc: 0.6677, loss_cls: 2.6236, loss: 2.6236, grad_norm: 3.2913 2020-08-14 06:06:56,934 - mmaction - INFO - Epoch [6][920/1253] lr: 3.000e-02, eta: 22:52:50, time: 0.712, data_time: 0.005, memory: 4833, top1_acc: 0.4081, top5_acc: 0.6753, loss_cls: 2.5718, loss: 2.5718, grad_norm: 3.3842 2020-08-14 06:07:10,620 - mmaction - INFO - Epoch [6][940/1253] lr: 3.000e-02, eta: 22:52:32, time: 0.686, data_time: 0.006, memory: 4833, top1_acc: 0.3940, top5_acc: 0.6638, loss_cls: 2.6215, loss: 2.6215, grad_norm: 3.4230 2020-08-14 06:07:24,523 - mmaction - INFO - Epoch [6][960/1253] lr: 3.000e-02, eta: 22:52:16, time: 0.693, data_time: 0.006, memory: 4833, top1_acc: 0.3987, top5_acc: 0.6656, loss_cls: 2.6066, loss: 2.6066, grad_norm: 3.4349 2020-08-14 06:07:37,869 - mmaction - INFO - Epoch [6][980/1253] lr: 3.000e-02, eta: 22:51:53, time: 0.668, data_time: 0.006, memory: 4833, top1_acc: 0.4091, top5_acc: 0.6656, loss_cls: 2.6432, loss: 2.6432, grad_norm: 3.3343 2020-08-14 06:07:51,679 - mmaction - INFO - Epoch [6][1000/1253] lr: 3.000e-02, eta: 22:51:36, time: 0.689, data_time: 0.007, memory: 4833, top1_acc: 0.3961, top5_acc: 0.6672, loss_cls: 2.6508, loss: 2.6508, grad_norm: 3.4198 2020-08-14 06:08:05,439 - mmaction - INFO - Epoch [6][1020/1253] lr: 3.000e-02, eta: 22:51:20, time: 0.691, data_time: 0.008, memory: 4833, top1_acc: 0.3927, top5_acc: 0.6477, loss_cls: 2.6975, loss: 2.6975, grad_norm: 3.3072 2020-08-14 06:08:18,557 - mmaction - INFO - Epoch [6][1040/1253] lr: 3.000e-02, eta: 22:50:52, time: 0.654, data_time: 0.005, memory: 4833, top1_acc: 0.3974, top5_acc: 0.6656, loss_cls: 2.6272, loss: 2.6272, grad_norm: 3.3475 2020-08-14 06:08:32,618 - mmaction - INFO - Epoch [6][1060/1253] lr: 3.000e-02, eta: 22:50:41, time: 0.705, data_time: 0.007, memory: 4833, top1_acc: 0.3930, top5_acc: 0.6586, loss_cls: 2.6481, loss: 2.6481, grad_norm: 3.3033 2020-08-14 06:08:47,121 - mmaction - INFO - Epoch [6][1080/1253] lr: 3.000e-02, eta: 22:50:36, time: 0.723, data_time: 0.005, memory: 4833, top1_acc: 0.3984, top5_acc: 0.6599, loss_cls: 2.6580, loss: 2.6580, grad_norm: 3.2595 2020-08-14 06:09:01,036 - mmaction - INFO - Epoch [6][1100/1253] lr: 3.000e-02, eta: 22:50:22, time: 0.697, data_time: 0.005, memory: 4833, top1_acc: 0.4055, top5_acc: 0.6612, loss_cls: 2.6188, loss: 2.6188, grad_norm: 3.4276 2020-08-14 06:09:15,605 - mmaction - INFO - Epoch [6][1120/1253] lr: 3.000e-02, eta: 22:50:17, time: 0.726, data_time: 0.007, memory: 4833, top1_acc: 0.4008, top5_acc: 0.6656, loss_cls: 2.6305, loss: 2.6305, grad_norm: 3.3372 2020-08-14 06:09:29,128 - mmaction - INFO - Epoch [6][1140/1253] lr: 3.000e-02, eta: 22:49:57, time: 0.677, data_time: 0.007, memory: 4833, top1_acc: 0.3997, top5_acc: 0.6609, loss_cls: 2.6456, loss: 2.6456, grad_norm: 3.3500 2020-08-14 06:09:43,194 - mmaction - INFO - Epoch [6][1160/1253] lr: 3.000e-02, eta: 22:49:45, time: 0.703, data_time: 0.007, memory: 4833, top1_acc: 0.4260, top5_acc: 0.6896, loss_cls: 2.5437, loss: 2.5437, grad_norm: 3.4156 2020-08-14 06:09:57,155 - mmaction - INFO - Epoch [6][1180/1253] lr: 3.000e-02, eta: 22:49:31, time: 0.697, data_time: 0.005, memory: 4833, top1_acc: 0.4138, top5_acc: 0.6654, loss_cls: 2.5985, loss: 2.5985, grad_norm: 3.3829 2020-08-14 06:10:11,069 - mmaction - INFO - Epoch [6][1200/1253] lr: 3.000e-02, eta: 22:49:16, time: 0.696, data_time: 0.009, memory: 4833, top1_acc: 0.4070, top5_acc: 0.6708, loss_cls: 2.6205, loss: 2.6205, grad_norm: 3.3281 2020-08-14 06:10:24,211 - mmaction - INFO - Epoch [6][1220/1253] lr: 3.000e-02, eta: 22:48:50, time: 0.658, data_time: 0.006, memory: 4833, top1_acc: 0.4078, top5_acc: 0.6586, loss_cls: 2.5983, loss: 2.5983, grad_norm: 3.3432 2020-08-14 06:10:39,028 - mmaction - INFO - Epoch [6][1240/1253] lr: 3.000e-02, eta: 22:48:50, time: 0.740, data_time: 0.007, memory: 4833, top1_acc: 0.4070, top5_acc: 0.6622, loss_cls: 2.6242, loss: 2.6242, grad_norm: 3.3377 2020-08-14 06:10:47,467 - mmaction - INFO - Saving checkpoint at 6 epochs 2020-08-14 06:11:11,768 - mmaction - INFO - Epoch [7][20/1253] lr: 3.000e-02, eta: 22:48:33, time: 1.171, data_time: 0.533, memory: 4833, top1_acc: 0.4141, top5_acc: 0.6768, loss_cls: 2.5627, loss: 2.5627, grad_norm: 3.3496 2020-08-14 06:11:25,563 - mmaction - INFO - Epoch [7][40/1253] lr: 3.000e-02, eta: 22:48:18, time: 0.693, data_time: 0.007, memory: 4833, top1_acc: 0.4141, top5_acc: 0.6766, loss_cls: 2.5802, loss: 2.5802, grad_norm: 3.4318 2020-08-14 06:11:37,954 - mmaction - INFO - Epoch [7][60/1253] lr: 3.000e-02, eta: 22:47:39, time: 0.617, data_time: 0.007, memory: 4833, top1_acc: 0.4135, top5_acc: 0.6737, loss_cls: 2.5745, loss: 2.5745, grad_norm: 3.3246 2020-08-14 06:11:51,732 - mmaction - INFO - Epoch [7][80/1253] lr: 3.000e-02, eta: 22:47:23, time: 0.691, data_time: 0.007, memory: 4833, top1_acc: 0.4148, top5_acc: 0.6685, loss_cls: 2.6079, loss: 2.6079, grad_norm: 3.3797 2020-08-14 06:12:05,350 - mmaction - INFO - Epoch [7][100/1253] lr: 3.000e-02, eta: 22:47:04, time: 0.681, data_time: 0.004, memory: 4833, top1_acc: 0.4156, top5_acc: 0.6703, loss_cls: 2.5902, loss: 2.5902, grad_norm: 3.3642 2020-08-14 06:12:18,510 - mmaction - INFO - Epoch [7][120/1253] lr: 3.000e-02, eta: 22:46:38, time: 0.657, data_time: 0.006, memory: 4833, top1_acc: 0.4148, top5_acc: 0.6781, loss_cls: 2.5638, loss: 2.5638, grad_norm: 3.2805 2020-08-14 06:12:31,041 - mmaction - INFO - Epoch [7][140/1253] lr: 3.000e-02, eta: 22:46:02, time: 0.627, data_time: 0.004, memory: 4833, top1_acc: 0.4026, top5_acc: 0.6635, loss_cls: 2.6367, loss: 2.6367, grad_norm: 3.4234 2020-08-14 06:12:44,536 - mmaction - INFO - Epoch [7][160/1253] lr: 3.000e-02, eta: 22:45:41, time: 0.673, data_time: 0.006, memory: 4833, top1_acc: 0.4172, top5_acc: 0.6807, loss_cls: 2.5404, loss: 2.5404, grad_norm: 3.3008 2020-08-14 06:12:58,334 - mmaction - INFO - Epoch [7][180/1253] lr: 3.000e-02, eta: 22:45:25, time: 0.691, data_time: 0.006, memory: 4833, top1_acc: 0.4195, top5_acc: 0.6792, loss_cls: 2.5406, loss: 2.5406, grad_norm: 3.3202 2020-08-14 06:13:12,474 - mmaction - INFO - Epoch [7][200/1253] lr: 3.000e-02, eta: 22:45:14, time: 0.706, data_time: 0.006, memory: 4833, top1_acc: 0.4154, top5_acc: 0.6693, loss_cls: 2.5915, loss: 2.5915, grad_norm: 3.2980 2020-08-14 06:13:26,729 - mmaction - INFO - Epoch [7][220/1253] lr: 3.000e-02, eta: 22:45:06, time: 0.714, data_time: 0.005, memory: 4833, top1_acc: 0.4107, top5_acc: 0.6612, loss_cls: 2.5947, loss: 2.5947, grad_norm: 3.2890 2020-08-14 06:13:40,763 - mmaction - INFO - Epoch [7][240/1253] lr: 3.000e-02, eta: 22:44:53, time: 0.702, data_time: 0.006, memory: 4833, top1_acc: 0.4143, top5_acc: 0.6771, loss_cls: 2.5850, loss: 2.5850, grad_norm: 3.3223 2020-08-14 06:13:54,013 - mmaction - INFO - Epoch [7][260/1253] lr: 3.000e-02, eta: 22:44:29, time: 0.662, data_time: 0.005, memory: 4833, top1_acc: 0.4203, top5_acc: 0.6776, loss_cls: 2.5705, loss: 2.5705, grad_norm: 3.3699 2020-08-14 06:14:08,232 - mmaction - INFO - Epoch [7][280/1253] lr: 3.000e-02, eta: 22:44:19, time: 0.712, data_time: 0.008, memory: 4833, top1_acc: 0.3982, top5_acc: 0.6656, loss_cls: 2.6001, loss: 2.6001, grad_norm: 3.3160 2020-08-14 06:14:21,977 - mmaction - INFO - Epoch [7][300/1253] lr: 3.000e-02, eta: 22:44:02, time: 0.686, data_time: 0.005, memory: 4833, top1_acc: 0.4013, top5_acc: 0.6635, loss_cls: 2.6298, loss: 2.6298, grad_norm: 3.3813 2020-08-14 06:14:36,026 - mmaction - INFO - Epoch [7][320/1253] lr: 3.000e-02, eta: 22:43:50, time: 0.702, data_time: 0.008, memory: 4833, top1_acc: 0.4294, top5_acc: 0.6768, loss_cls: 2.5335, loss: 2.5335, grad_norm: 3.3098 2020-08-14 06:14:51,068 - mmaction - INFO - Epoch [7][340/1253] lr: 3.000e-02, eta: 22:43:53, time: 0.754, data_time: 0.006, memory: 4833, top1_acc: 0.4128, top5_acc: 0.6701, loss_cls: 2.5931, loss: 2.5931, grad_norm: 3.2980 2020-08-14 06:15:05,078 - mmaction - INFO - Epoch [7][360/1253] lr: 3.000e-02, eta: 22:43:41, time: 0.701, data_time: 0.006, memory: 4833, top1_acc: 0.4297, top5_acc: 0.6773, loss_cls: 2.5230, loss: 2.5230, grad_norm: 3.2774 2020-08-14 06:15:19,817 - mmaction - INFO - Epoch [7][380/1253] lr: 3.000e-02, eta: 22:43:38, time: 0.735, data_time: 0.002, memory: 4833, top1_acc: 0.4102, top5_acc: 0.6760, loss_cls: 2.5910, loss: 2.5910, grad_norm: 3.4136 2020-08-14 06:15:34,054 - mmaction - INFO - Epoch [7][400/1253] lr: 3.000e-02, eta: 22:43:29, time: 0.711, data_time: 0.008, memory: 4833, top1_acc: 0.4151, top5_acc: 0.6768, loss_cls: 2.5430, loss: 2.5430, grad_norm: 3.2924 2020-08-14 06:15:48,171 - mmaction - INFO - Epoch [7][420/1253] lr: 3.000e-02, eta: 22:43:18, time: 0.707, data_time: 0.006, memory: 4833, top1_acc: 0.4130, top5_acc: 0.6747, loss_cls: 2.5414, loss: 2.5414, grad_norm: 3.3245 2020-08-14 06:16:02,838 - mmaction - INFO - Epoch [7][440/1253] lr: 3.000e-02, eta: 22:43:14, time: 0.732, data_time: 0.007, memory: 4833, top1_acc: 0.4247, top5_acc: 0.6755, loss_cls: 2.5487, loss: 2.5487, grad_norm: 3.3628 2020-08-14 06:16:15,903 - mmaction - INFO - Epoch [7][460/1253] lr: 3.000e-02, eta: 22:42:48, time: 0.656, data_time: 0.006, memory: 4833, top1_acc: 0.4154, top5_acc: 0.6685, loss_cls: 2.6105, loss: 2.6105, grad_norm: 3.3150 2020-08-14 06:16:29,460 - mmaction - INFO - Epoch [7][480/1253] lr: 3.000e-02, eta: 22:42:28, time: 0.676, data_time: 0.007, memory: 4833, top1_acc: 0.4188, top5_acc: 0.6812, loss_cls: 2.5439, loss: 2.5439, grad_norm: 3.3536 2020-08-14 06:16:44,976 - mmaction - INFO - Epoch [7][500/1253] lr: 3.000e-02, eta: 22:42:37, time: 0.776, data_time: 0.005, memory: 4833, top1_acc: 0.4130, top5_acc: 0.6818, loss_cls: 2.5674, loss: 2.5674, grad_norm: 3.3899 2020-08-14 06:16:58,486 - mmaction - INFO - Epoch [7][520/1253] lr: 3.000e-02, eta: 22:42:16, time: 0.674, data_time: 0.008, memory: 4833, top1_acc: 0.4036, top5_acc: 0.6706, loss_cls: 2.6148, loss: 2.6148, grad_norm: 3.4434 2020-08-14 06:17:12,259 - mmaction - INFO - Epoch [7][540/1253] lr: 3.000e-02, eta: 22:42:01, time: 0.692, data_time: 0.007, memory: 4833, top1_acc: 0.4182, top5_acc: 0.6737, loss_cls: 2.5779, loss: 2.5779, grad_norm: 3.3118 2020-08-14 06:17:25,506 - mmaction - INFO - Epoch [7][560/1253] lr: 3.000e-02, eta: 22:41:36, time: 0.660, data_time: 0.005, memory: 4833, top1_acc: 0.4172, top5_acc: 0.6721, loss_cls: 2.5733, loss: 2.5733, grad_norm: 3.2664 2020-08-14 06:17:39,719 - mmaction - INFO - Epoch [7][580/1253] lr: 3.000e-02, eta: 22:41:26, time: 0.711, data_time: 0.008, memory: 4833, top1_acc: 0.4120, top5_acc: 0.6643, loss_cls: 2.6025, loss: 2.6025, grad_norm: 3.3769 2020-08-14 06:17:53,287 - mmaction - INFO - Epoch [7][600/1253] lr: 3.000e-02, eta: 22:41:07, time: 0.680, data_time: 0.008, memory: 4833, top1_acc: 0.4096, top5_acc: 0.6656, loss_cls: 2.6138, loss: 2.6138, grad_norm: 3.3660 2020-08-14 06:18:07,013 - mmaction - INFO - Epoch [7][620/1253] lr: 3.000e-02, eta: 22:40:50, time: 0.686, data_time: 0.003, memory: 4833, top1_acc: 0.4237, top5_acc: 0.6714, loss_cls: 2.5468, loss: 2.5468, grad_norm: 3.3270 2020-08-14 06:18:20,913 - mmaction - INFO - Epoch [7][640/1253] lr: 3.000e-02, eta: 22:40:35, time: 0.693, data_time: 0.006, memory: 4833, top1_acc: 0.4177, top5_acc: 0.6810, loss_cls: 2.5703, loss: 2.5703, grad_norm: 3.3430 2020-08-14 06:18:35,674 - mmaction - INFO - Epoch [7][660/1253] lr: 3.000e-02, eta: 22:40:34, time: 0.740, data_time: 0.006, memory: 4833, top1_acc: 0.4229, top5_acc: 0.6839, loss_cls: 2.5265, loss: 2.5265, grad_norm: 3.2408 2020-08-14 06:18:48,948 - mmaction - INFO - Epoch [7][680/1253] lr: 3.000e-02, eta: 22:40:10, time: 0.662, data_time: 0.008, memory: 4833, top1_acc: 0.4081, top5_acc: 0.6771, loss_cls: 2.5649, loss: 2.5649, grad_norm: 3.3304 2020-08-14 06:19:04,215 - mmaction - INFO - Epoch [7][700/1253] lr: 3.000e-02, eta: 22:40:15, time: 0.766, data_time: 0.005, memory: 4833, top1_acc: 0.4122, top5_acc: 0.6792, loss_cls: 2.5518, loss: 2.5518, grad_norm: 3.3166 2020-08-14 06:19:17,494 - mmaction - INFO - Epoch [7][720/1253] lr: 3.000e-02, eta: 22:39:51, time: 0.661, data_time: 0.005, memory: 4833, top1_acc: 0.4112, top5_acc: 0.6802, loss_cls: 2.5308, loss: 2.5308, grad_norm: 3.3553 2020-08-14 06:19:31,608 - mmaction - INFO - Epoch [7][740/1253] lr: 3.000e-02, eta: 22:39:40, time: 0.707, data_time: 0.007, memory: 4833, top1_acc: 0.4177, top5_acc: 0.6797, loss_cls: 2.5099, loss: 2.5099, grad_norm: 3.2986 2020-08-14 06:19:47,093 - mmaction - INFO - Epoch [7][760/1253] lr: 3.000e-02, eta: 22:39:47, time: 0.772, data_time: 0.007, memory: 4833, top1_acc: 0.4172, top5_acc: 0.6818, loss_cls: 2.5330, loss: 2.5330, grad_norm: 3.3375 2020-08-14 06:20:00,486 - mmaction - INFO - Epoch [7][780/1253] lr: 3.000e-02, eta: 22:39:26, time: 0.671, data_time: 0.007, memory: 4833, top1_acc: 0.4341, top5_acc: 0.6883, loss_cls: 2.4919, loss: 2.4919, grad_norm: 3.3525 2020-08-14 06:20:14,106 - mmaction - INFO - Epoch [7][800/1253] lr: 3.000e-02, eta: 22:39:07, time: 0.680, data_time: 0.008, memory: 4833, top1_acc: 0.4062, top5_acc: 0.6648, loss_cls: 2.6170, loss: 2.6170, grad_norm: 3.3898 2020-08-14 06:20:28,474 - mmaction - INFO - Epoch [7][820/1253] lr: 3.000e-02, eta: 22:39:00, time: 0.721, data_time: 0.007, memory: 4833, top1_acc: 0.4146, top5_acc: 0.6742, loss_cls: 2.5684, loss: 2.5684, grad_norm: 3.2355 2020-08-14 06:20:42,032 - mmaction - INFO - Epoch [7][840/1253] lr: 3.000e-02, eta: 22:38:40, time: 0.676, data_time: 0.005, memory: 4833, top1_acc: 0.4154, top5_acc: 0.6768, loss_cls: 2.5610, loss: 2.5610, grad_norm: 3.3373 2020-08-14 06:20:55,931 - mmaction - INFO - Epoch [7][860/1253] lr: 3.000e-02, eta: 22:38:26, time: 0.697, data_time: 0.006, memory: 4833, top1_acc: 0.4167, top5_acc: 0.6789, loss_cls: 2.5376, loss: 2.5376, grad_norm: 3.3367 2020-08-14 06:21:10,047 - mmaction - INFO - Epoch [7][880/1253] lr: 3.000e-02, eta: 22:38:14, time: 0.703, data_time: 0.007, memory: 4833, top1_acc: 0.4237, top5_acc: 0.6776, loss_cls: 2.5664, loss: 2.5664, grad_norm: 3.2912 2020-08-14 06:21:23,794 - mmaction - INFO - Epoch [7][900/1253] lr: 3.000e-02, eta: 22:37:58, time: 0.690, data_time: 0.007, memory: 4833, top1_acc: 0.4211, top5_acc: 0.6786, loss_cls: 2.5419, loss: 2.5419, grad_norm: 3.3790 2020-08-14 06:21:38,628 - mmaction - INFO - Epoch [7][920/1253] lr: 3.000e-02, eta: 22:37:55, time: 0.738, data_time: 0.006, memory: 4833, top1_acc: 0.4435, top5_acc: 0.6893, loss_cls: 2.4386, loss: 2.4386, grad_norm: 3.3204 2020-08-14 06:21:52,952 - mmaction - INFO - Epoch [7][940/1253] lr: 3.000e-02, eta: 22:37:48, time: 0.720, data_time: 0.007, memory: 4833, top1_acc: 0.4263, top5_acc: 0.6716, loss_cls: 2.5611, loss: 2.5611, grad_norm: 3.3529 2020-08-14 06:22:06,460 - mmaction - INFO - Epoch [7][960/1253] lr: 3.000e-02, eta: 22:37:27, time: 0.674, data_time: 0.007, memory: 4833, top1_acc: 0.4112, top5_acc: 0.6745, loss_cls: 2.5578, loss: 2.5578, grad_norm: 3.3134 2020-08-14 06:22:20,204 - mmaction - INFO - Epoch [7][980/1253] lr: 3.000e-02, eta: 22:37:11, time: 0.688, data_time: 0.006, memory: 4833, top1_acc: 0.4096, top5_acc: 0.6688, loss_cls: 2.6000, loss: 2.6000, grad_norm: 3.3440 2020-08-14 06:22:34,334 - mmaction - INFO - Epoch [7][1000/1253] lr: 3.000e-02, eta: 22:36:59, time: 0.705, data_time: 0.007, memory: 4833, top1_acc: 0.4206, top5_acc: 0.6708, loss_cls: 2.5579, loss: 2.5579, grad_norm: 3.2603 2020-08-14 06:22:47,869 - mmaction - INFO - Epoch [7][1020/1253] lr: 3.000e-02, eta: 22:36:40, time: 0.678, data_time: 0.007, memory: 4833, top1_acc: 0.4333, top5_acc: 0.6953, loss_cls: 2.4655, loss: 2.4655, grad_norm: 3.3072 2020-08-14 06:23:03,320 - mmaction - INFO - Epoch [7][1040/1253] lr: 3.000e-02, eta: 22:36:46, time: 0.772, data_time: 0.007, memory: 4833, top1_acc: 0.4313, top5_acc: 0.6794, loss_cls: 2.5377, loss: 2.5377, grad_norm: 3.2682 2020-08-14 06:23:16,807 - mmaction - INFO - Epoch [7][1060/1253] lr: 3.000e-02, eta: 22:36:26, time: 0.675, data_time: 0.006, memory: 4833, top1_acc: 0.4258, top5_acc: 0.6763, loss_cls: 2.5457, loss: 2.5457, grad_norm: 3.4353 2020-08-14 06:23:31,415 - mmaction - INFO - Epoch [7][1080/1253] lr: 3.000e-02, eta: 22:36:21, time: 0.729, data_time: 0.008, memory: 4833, top1_acc: 0.4174, top5_acc: 0.6719, loss_cls: 2.5589, loss: 2.5589, grad_norm: 3.3476 2020-08-14 06:23:44,664 - mmaction - INFO - Epoch [7][1100/1253] lr: 3.000e-02, eta: 22:35:58, time: 0.664, data_time: 0.007, memory: 4833, top1_acc: 0.4229, top5_acc: 0.6833, loss_cls: 2.5280, loss: 2.5280, grad_norm: 3.3616 2020-08-14 06:23:58,828 - mmaction - INFO - Epoch [7][1120/1253] lr: 3.000e-02, eta: 22:35:47, time: 0.707, data_time: 0.007, memory: 4833, top1_acc: 0.4206, top5_acc: 0.6729, loss_cls: 2.5584, loss: 2.5584, grad_norm: 3.3390 2020-08-14 06:24:12,002 - mmaction - INFO - Epoch [7][1140/1253] lr: 3.000e-02, eta: 22:35:23, time: 0.660, data_time: 0.006, memory: 4833, top1_acc: 0.4315, top5_acc: 0.6771, loss_cls: 2.5116, loss: 2.5116, grad_norm: 3.1972 2020-08-14 06:24:25,368 - mmaction - INFO - Epoch [7][1160/1253] lr: 3.000e-02, eta: 22:35:01, time: 0.667, data_time: 0.007, memory: 4833, top1_acc: 0.4229, top5_acc: 0.6875, loss_cls: 2.5165, loss: 2.5165, grad_norm: 3.2922 2020-08-14 06:24:39,984 - mmaction - INFO - Epoch [7][1180/1253] lr: 3.000e-02, eta: 22:34:56, time: 0.732, data_time: 0.006, memory: 4833, top1_acc: 0.4240, top5_acc: 0.6586, loss_cls: 2.5898, loss: 2.5898, grad_norm: 3.2767 2020-08-14 06:24:54,133 - mmaction - INFO - Epoch [7][1200/1253] lr: 3.000e-02, eta: 22:34:45, time: 0.707, data_time: 0.008, memory: 4833, top1_acc: 0.4258, top5_acc: 0.6823, loss_cls: 2.5481, loss: 2.5481, grad_norm: 3.3558 2020-08-14 06:25:07,005 - mmaction - INFO - Epoch [7][1220/1253] lr: 3.000e-02, eta: 22:34:17, time: 0.645, data_time: 0.005, memory: 4833, top1_acc: 0.4247, top5_acc: 0.6878, loss_cls: 2.4892, loss: 2.4892, grad_norm: 3.2438 2020-08-14 06:25:21,497 - mmaction - INFO - Epoch [7][1240/1253] lr: 3.000e-02, eta: 22:34:10, time: 0.724, data_time: 0.009, memory: 4833, top1_acc: 0.4227, top5_acc: 0.6703, loss_cls: 2.5575, loss: 2.5575, grad_norm: 3.4000 2020-08-14 06:25:30,023 - mmaction - INFO - Saving checkpoint at 7 epochs 2020-08-14 06:25:52,308 - mmaction - INFO - Epoch [8][20/1253] lr: 3.000e-02, eta: 22:33:15, time: 1.029, data_time: 0.410, memory: 4833, top1_acc: 0.4258, top5_acc: 0.6813, loss_cls: 2.5347, loss: 2.5347, grad_norm: 3.2716 2020-08-14 06:26:05,566 - mmaction - INFO - Epoch [8][40/1253] lr: 3.000e-02, eta: 22:32:52, time: 0.665, data_time: 0.007, memory: 4833, top1_acc: 0.4451, top5_acc: 0.6867, loss_cls: 2.4660, loss: 2.4660, grad_norm: 3.2785 2020-08-14 06:26:19,054 - mmaction - INFO - Epoch [8][60/1253] lr: 3.000e-02, eta: 22:32:33, time: 0.674, data_time: 0.007, memory: 4833, top1_acc: 0.4245, top5_acc: 0.6826, loss_cls: 2.4856, loss: 2.4856, grad_norm: 3.4007 2020-08-14 06:26:32,217 - mmaction - INFO - Epoch [8][80/1253] lr: 3.000e-02, eta: 22:32:08, time: 0.658, data_time: 0.005, memory: 4833, top1_acc: 0.4349, top5_acc: 0.6995, loss_cls: 2.4463, loss: 2.4463, grad_norm: 3.3168 2020-08-14 06:26:46,085 - mmaction - INFO - Epoch [8][100/1253] lr: 3.000e-02, eta: 22:31:54, time: 0.694, data_time: 0.006, memory: 4833, top1_acc: 0.4362, top5_acc: 0.6844, loss_cls: 2.4832, loss: 2.4832, grad_norm: 3.4055 2020-08-14 06:27:00,205 - mmaction - INFO - Epoch [8][120/1253] lr: 3.000e-02, eta: 22:31:42, time: 0.705, data_time: 0.006, memory: 4833, top1_acc: 0.4102, top5_acc: 0.6672, loss_cls: 2.5758, loss: 2.5758, grad_norm: 3.2986 2020-08-14 06:27:14,113 - mmaction - INFO - Epoch [8][140/1253] lr: 3.000e-02, eta: 22:31:28, time: 0.696, data_time: 0.006, memory: 4833, top1_acc: 0.4362, top5_acc: 0.7031, loss_cls: 2.4343, loss: 2.4343, grad_norm: 3.3410 2020-08-14 06:27:28,668 - mmaction - INFO - Epoch [8][160/1253] lr: 3.000e-02, eta: 22:31:22, time: 0.728, data_time: 0.006, memory: 4833, top1_acc: 0.4268, top5_acc: 0.6823, loss_cls: 2.5117, loss: 2.5117, grad_norm: 3.3055 2020-08-14 06:27:42,178 - mmaction - INFO - Epoch [8][180/1253] lr: 3.000e-02, eta: 22:31:03, time: 0.675, data_time: 0.003, memory: 4833, top1_acc: 0.4305, top5_acc: 0.6841, loss_cls: 2.4938, loss: 2.4938, grad_norm: 3.3225 2020-08-14 06:27:57,133 - mmaction - INFO - Epoch [8][200/1253] lr: 3.000e-02, eta: 22:31:02, time: 0.747, data_time: 0.007, memory: 4833, top1_acc: 0.4253, top5_acc: 0.6844, loss_cls: 2.5018, loss: 2.5018, grad_norm: 3.3278 2020-08-14 06:28:10,733 - mmaction - INFO - Epoch [8][220/1253] lr: 3.000e-02, eta: 22:30:43, time: 0.679, data_time: 0.004, memory: 4833, top1_acc: 0.4263, top5_acc: 0.6839, loss_cls: 2.5222, loss: 2.5222, grad_norm: 3.3420 2020-08-14 06:28:23,095 - mmaction - INFO - Epoch [8][240/1253] lr: 3.000e-02, eta: 22:30:09, time: 0.619, data_time: 0.008, memory: 4833, top1_acc: 0.4240, top5_acc: 0.6841, loss_cls: 2.5328, loss: 2.5328, grad_norm: 3.3384 2020-08-14 06:28:37,534 - mmaction - INFO - Epoch [8][260/1253] lr: 3.000e-02, eta: 22:30:02, time: 0.721, data_time: 0.009, memory: 4833, top1_acc: 0.4310, top5_acc: 0.6859, loss_cls: 2.5101, loss: 2.5101, grad_norm: 3.3886 2020-08-14 06:28:52,224 - mmaction - INFO - Epoch [8][280/1253] lr: 3.000e-02, eta: 22:29:58, time: 0.736, data_time: 0.006, memory: 4833, top1_acc: 0.4427, top5_acc: 0.7005, loss_cls: 2.4234, loss: 2.4234, grad_norm: 3.3042 2020-08-14 06:29:05,351 - mmaction - INFO - Epoch [8][300/1253] lr: 3.000e-02, eta: 22:29:33, time: 0.653, data_time: 0.006, memory: 4833, top1_acc: 0.4211, top5_acc: 0.6982, loss_cls: 2.4901, loss: 2.4901, grad_norm: 3.3250 2020-08-14 06:29:19,095 - mmaction - INFO - Epoch [8][320/1253] lr: 3.000e-02, eta: 22:29:17, time: 0.690, data_time: 0.006, memory: 4833, top1_acc: 0.4315, top5_acc: 0.6888, loss_cls: 2.4823, loss: 2.4823, grad_norm: 3.3700 2020-08-14 06:29:33,020 - mmaction - INFO - Epoch [8][340/1253] lr: 3.000e-02, eta: 22:29:03, time: 0.695, data_time: 0.006, memory: 4833, top1_acc: 0.4417, top5_acc: 0.6893, loss_cls: 2.4653, loss: 2.4653, grad_norm: 3.3239 2020-08-14 06:29:46,460 - mmaction - INFO - Epoch [8][360/1253] lr: 3.000e-02, eta: 22:28:43, time: 0.673, data_time: 0.007, memory: 4833, top1_acc: 0.4253, top5_acc: 0.6844, loss_cls: 2.5099, loss: 2.5099, grad_norm: 3.2923 2020-08-14 06:30:00,046 - mmaction - INFO - Epoch [8][380/1253] lr: 3.000e-02, eta: 22:28:25, time: 0.679, data_time: 0.007, memory: 4833, top1_acc: 0.4201, top5_acc: 0.6786, loss_cls: 2.5584, loss: 2.5584, grad_norm: 3.2419 2020-08-14 06:30:14,062 - mmaction - INFO - Epoch [8][400/1253] lr: 3.000e-02, eta: 22:28:12, time: 0.700, data_time: 0.003, memory: 4833, top1_acc: 0.4216, top5_acc: 0.6911, loss_cls: 2.4796, loss: 2.4796, grad_norm: 3.3025 2020-08-14 06:30:27,977 - mmaction - INFO - Epoch [8][420/1253] lr: 3.000e-02, eta: 22:27:57, time: 0.696, data_time: 0.003, memory: 4833, top1_acc: 0.4284, top5_acc: 0.6891, loss_cls: 2.5084, loss: 2.5084, grad_norm: 3.3826 2020-08-14 06:30:42,261 - mmaction - INFO - Epoch [8][440/1253] lr: 3.000e-02, eta: 22:27:47, time: 0.712, data_time: 0.006, memory: 4833, top1_acc: 0.4339, top5_acc: 0.6849, loss_cls: 2.4875, loss: 2.4875, grad_norm: 3.2921 2020-08-14 06:30:55,614 - mmaction - INFO - Epoch [8][460/1253] lr: 3.000e-02, eta: 22:27:27, time: 0.670, data_time: 0.007, memory: 4833, top1_acc: 0.4331, top5_acc: 0.6857, loss_cls: 2.5223, loss: 2.5223, grad_norm: 3.3392 2020-08-14 06:31:09,258 - mmaction - INFO - Epoch [8][480/1253] lr: 3.000e-02, eta: 22:27:08, time: 0.679, data_time: 0.007, memory: 4833, top1_acc: 0.4263, top5_acc: 0.6909, loss_cls: 2.4930, loss: 2.4930, grad_norm: 3.3262 2020-08-14 06:31:24,069 - mmaction - INFO - Epoch [8][500/1253] lr: 3.000e-02, eta: 22:27:07, time: 0.745, data_time: 0.007, memory: 4833, top1_acc: 0.4313, top5_acc: 0.6891, loss_cls: 2.5055, loss: 2.5055, grad_norm: 3.2587 2020-08-14 06:31:38,562 - mmaction - INFO - Epoch [8][520/1253] lr: 3.000e-02, eta: 22:26:59, time: 0.723, data_time: 0.008, memory: 4833, top1_acc: 0.4362, top5_acc: 0.6911, loss_cls: 2.4636, loss: 2.4636, grad_norm: 3.3181 2020-08-14 06:31:51,143 - mmaction - INFO - Epoch [8][540/1253] lr: 3.000e-02, eta: 22:26:29, time: 0.631, data_time: 0.008, memory: 4833, top1_acc: 0.4362, top5_acc: 0.6839, loss_cls: 2.4737, loss: 2.4737, grad_norm: 3.3275 2020-08-14 06:32:04,298 - mmaction - INFO - Epoch [8][560/1253] lr: 3.000e-02, eta: 22:26:05, time: 0.656, data_time: 0.008, memory: 4833, top1_acc: 0.4323, top5_acc: 0.6937, loss_cls: 2.4616, loss: 2.4616, grad_norm: 3.3234 2020-08-14 06:32:17,448 - mmaction - INFO - Epoch [8][580/1253] lr: 3.000e-02, eta: 22:25:41, time: 0.658, data_time: 0.006, memory: 4833, top1_acc: 0.4271, top5_acc: 0.6940, loss_cls: 2.4855, loss: 2.4855, grad_norm: 3.2991 2020-08-14 06:32:32,413 - mmaction - INFO - Epoch [8][600/1253] lr: 3.000e-02, eta: 22:25:40, time: 0.748, data_time: 0.007, memory: 4833, top1_acc: 0.4253, top5_acc: 0.6779, loss_cls: 2.5102, loss: 2.5102, grad_norm: 3.3383 2020-08-14 06:32:46,338 - mmaction - INFO - Epoch [8][620/1253] lr: 3.000e-02, eta: 22:25:27, time: 0.698, data_time: 0.006, memory: 4833, top1_acc: 0.4258, top5_acc: 0.6857, loss_cls: 2.5551, loss: 2.5551, grad_norm: 3.2790 2020-08-14 06:33:00,630 - mmaction - INFO - Epoch [8][640/1253] lr: 3.000e-02, eta: 22:25:17, time: 0.713, data_time: 0.006, memory: 4833, top1_acc: 0.4292, top5_acc: 0.6833, loss_cls: 2.4967, loss: 2.4967, grad_norm: 3.3070 2020-08-14 06:33:13,422 - mmaction - INFO - Epoch [8][660/1253] lr: 3.000e-02, eta: 22:24:49, time: 0.641, data_time: 0.006, memory: 4833, top1_acc: 0.4292, top5_acc: 0.6867, loss_cls: 2.4937, loss: 2.4937, grad_norm: 3.2624 2020-08-14 06:33:27,844 - mmaction - INFO - Epoch [8][680/1253] lr: 3.000e-02, eta: 22:24:41, time: 0.719, data_time: 0.006, memory: 4833, top1_acc: 0.4284, top5_acc: 0.6867, loss_cls: 2.5167, loss: 2.5167, grad_norm: 3.2530 2020-08-14 06:33:42,089 - mmaction - INFO - Epoch [8][700/1253] lr: 3.000e-02, eta: 22:24:31, time: 0.713, data_time: 0.006, memory: 4833, top1_acc: 0.4284, top5_acc: 0.6836, loss_cls: 2.5130, loss: 2.5130, grad_norm: 3.3271 2020-08-14 06:33:56,244 - mmaction - INFO - Epoch [8][720/1253] lr: 3.000e-02, eta: 22:24:20, time: 0.706, data_time: 0.007, memory: 4833, top1_acc: 0.4529, top5_acc: 0.7057, loss_cls: 2.3858, loss: 2.3858, grad_norm: 3.2768 2020-08-14 06:34:10,678 - mmaction - INFO - Epoch [8][740/1253] lr: 3.000e-02, eta: 22:24:12, time: 0.724, data_time: 0.007, memory: 4833, top1_acc: 0.4346, top5_acc: 0.6820, loss_cls: 2.5255, loss: 2.5255, grad_norm: 3.2714 2020-08-14 06:34:24,896 - mmaction - INFO - Epoch [8][760/1253] lr: 3.000e-02, eta: 22:24:01, time: 0.708, data_time: 0.004, memory: 4833, top1_acc: 0.4482, top5_acc: 0.6953, loss_cls: 2.4331, loss: 2.4331, grad_norm: 3.3025 2020-08-14 06:34:38,133 - mmaction - INFO - Epoch [8][780/1253] lr: 3.000e-02, eta: 22:23:39, time: 0.663, data_time: 0.007, memory: 4833, top1_acc: 0.4375, top5_acc: 0.7013, loss_cls: 2.4071, loss: 2.4071, grad_norm: 3.4223 2020-08-14 06:34:53,173 - mmaction - INFO - Epoch [8][800/1253] lr: 3.000e-02, eta: 22:23:38, time: 0.751, data_time: 0.007, memory: 4833, top1_acc: 0.4203, top5_acc: 0.6789, loss_cls: 2.5383, loss: 2.5383, grad_norm: 3.3233 2020-08-14 06:35:08,459 - mmaction - INFO - Epoch [8][820/1253] lr: 3.000e-02, eta: 22:23:41, time: 0.766, data_time: 0.007, memory: 4833, top1_acc: 0.4435, top5_acc: 0.6951, loss_cls: 2.4385, loss: 2.4385, grad_norm: 3.2716 2020-08-14 06:35:21,006 - mmaction - INFO - Epoch [8][840/1253] lr: 3.000e-02, eta: 22:23:10, time: 0.626, data_time: 0.007, memory: 4833, top1_acc: 0.4318, top5_acc: 0.6844, loss_cls: 2.5044, loss: 2.5044, grad_norm: 3.2905 2020-08-14 06:35:33,678 - mmaction - INFO - Epoch [8][860/1253] lr: 3.000e-02, eta: 22:22:41, time: 0.635, data_time: 0.007, memory: 4833, top1_acc: 0.4214, top5_acc: 0.6823, loss_cls: 2.5394, loss: 2.5394, grad_norm: 3.3211 2020-08-14 06:35:47,166 - mmaction - INFO - Epoch [8][880/1253] lr: 3.000e-02, eta: 22:22:22, time: 0.673, data_time: 0.008, memory: 4833, top1_acc: 0.4284, top5_acc: 0.6789, loss_cls: 2.5184, loss: 2.5184, grad_norm: 3.3337 2020-08-14 06:36:01,283 - mmaction - INFO - Epoch [8][900/1253] lr: 3.000e-02, eta: 22:22:10, time: 0.707, data_time: 0.008, memory: 4833, top1_acc: 0.4352, top5_acc: 0.6945, loss_cls: 2.4392, loss: 2.4392, grad_norm: 3.3976 2020-08-14 06:36:16,404 - mmaction - INFO - Epoch [8][920/1253] lr: 3.000e-02, eta: 22:22:11, time: 0.756, data_time: 0.006, memory: 4833, top1_acc: 0.4161, top5_acc: 0.6826, loss_cls: 2.5383, loss: 2.5383, grad_norm: 3.2935 2020-08-14 06:36:30,649 - mmaction - INFO - Epoch [8][940/1253] lr: 3.000e-02, eta: 22:22:00, time: 0.708, data_time: 0.007, memory: 4833, top1_acc: 0.4365, top5_acc: 0.6823, loss_cls: 2.4913, loss: 2.4913, grad_norm: 3.2489 2020-08-14 06:36:43,766 - mmaction - INFO - Epoch [8][960/1253] lr: 3.000e-02, eta: 22:21:37, time: 0.660, data_time: 0.007, memory: 4833, top1_acc: 0.4208, top5_acc: 0.6831, loss_cls: 2.5159, loss: 2.5159, grad_norm: 3.2671 2020-08-14 06:36:58,860 - mmaction - INFO - Epoch [8][980/1253] lr: 3.000e-02, eta: 22:21:37, time: 0.754, data_time: 0.008, memory: 4833, top1_acc: 0.4503, top5_acc: 0.6995, loss_cls: 2.4328, loss: 2.4328, grad_norm: 3.2810 2020-08-14 06:37:13,465 - mmaction - INFO - Epoch [8][1000/1253] lr: 3.000e-02, eta: 22:21:31, time: 0.733, data_time: 0.006, memory: 4833, top1_acc: 0.4365, top5_acc: 0.6917, loss_cls: 2.4782, loss: 2.4782, grad_norm: 3.3796 2020-08-14 06:37:26,413 - mmaction - INFO - Epoch [8][1020/1253] lr: 3.000e-02, eta: 22:21:05, time: 0.644, data_time: 0.005, memory: 4833, top1_acc: 0.4333, top5_acc: 0.6823, loss_cls: 2.5129, loss: 2.5129, grad_norm: 3.3171 2020-08-14 06:37:39,538 - mmaction - INFO - Epoch [8][1040/1253] lr: 3.000e-02, eta: 22:20:42, time: 0.658, data_time: 0.008, memory: 4833, top1_acc: 0.4411, top5_acc: 0.6922, loss_cls: 2.4781, loss: 2.4781, grad_norm: 3.3016 2020-08-14 06:37:53,917 - mmaction - INFO - Epoch [8][1060/1253] lr: 3.000e-02, eta: 22:20:33, time: 0.719, data_time: 0.007, memory: 4833, top1_acc: 0.4307, top5_acc: 0.6802, loss_cls: 2.4745, loss: 2.4745, grad_norm: 3.2322 2020-08-14 06:38:06,645 - mmaction - INFO - Epoch [8][1080/1253] lr: 3.000e-02, eta: 22:20:05, time: 0.635, data_time: 0.003, memory: 4833, top1_acc: 0.4323, top5_acc: 0.6940, loss_cls: 2.4842, loss: 2.4842, grad_norm: 3.2735 2020-08-14 06:38:21,038 - mmaction - INFO - Epoch [8][1100/1253] lr: 3.000e-02, eta: 22:19:56, time: 0.719, data_time: 0.009, memory: 4833, top1_acc: 0.4349, top5_acc: 0.6831, loss_cls: 2.4875, loss: 2.4875, grad_norm: 3.2862 2020-08-14 06:38:35,878 - mmaction - INFO - Epoch [8][1120/1253] lr: 3.000e-02, eta: 22:19:53, time: 0.743, data_time: 0.006, memory: 4833, top1_acc: 0.4547, top5_acc: 0.6977, loss_cls: 2.4164, loss: 2.4164, grad_norm: 3.2311 2020-08-14 06:38:50,535 - mmaction - INFO - Epoch [8][1140/1253] lr: 3.000e-02, eta: 22:19:48, time: 0.732, data_time: 0.007, memory: 4833, top1_acc: 0.4240, top5_acc: 0.6758, loss_cls: 2.4971, loss: 2.4971, grad_norm: 3.3699 2020-08-14 06:39:03,474 - mmaction - INFO - Epoch [8][1160/1253] lr: 3.000e-02, eta: 22:19:22, time: 0.646, data_time: 0.006, memory: 4833, top1_acc: 0.4378, top5_acc: 0.6922, loss_cls: 2.4598, loss: 2.4598, grad_norm: 3.2786 2020-08-14 06:39:16,843 - mmaction - INFO - Epoch [8][1180/1253] lr: 3.000e-02, eta: 22:19:01, time: 0.668, data_time: 0.008, memory: 4833, top1_acc: 0.4388, top5_acc: 0.6956, loss_cls: 2.4583, loss: 2.4583, grad_norm: 3.2521 2020-08-14 06:39:30,054 - mmaction - INFO - Epoch [8][1200/1253] lr: 3.000e-02, eta: 22:18:40, time: 0.663, data_time: 0.008, memory: 4833, top1_acc: 0.4357, top5_acc: 0.6880, loss_cls: 2.4504, loss: 2.4504, grad_norm: 3.3067 2020-08-14 06:39:44,744 - mmaction - INFO - Epoch [8][1220/1253] lr: 3.000e-02, eta: 22:18:34, time: 0.732, data_time: 0.006, memory: 4833, top1_acc: 0.4359, top5_acc: 0.6891, loss_cls: 2.4897, loss: 2.4897, grad_norm: 3.2448 2020-08-14 06:39:59,022 - mmaction - INFO - Epoch [8][1240/1253] lr: 3.000e-02, eta: 22:18:25, time: 0.716, data_time: 0.007, memory: 4833, top1_acc: 0.4448, top5_acc: 0.6997, loss_cls: 2.4282, loss: 2.4282, grad_norm: 3.2685 2020-08-14 06:40:07,756 - mmaction - INFO - Saving checkpoint at 8 epochs 2020-08-14 06:40:30,314 - mmaction - INFO - Epoch [9][20/1253] lr: 3.000e-02, eta: 22:17:43, time: 1.067, data_time: 0.417, memory: 4833, top1_acc: 0.4378, top5_acc: 0.7005, loss_cls: 2.4162, loss: 2.4162, grad_norm: 3.4329 2020-08-14 06:40:45,263 - mmaction - INFO - Epoch [9][40/1253] lr: 3.000e-02, eta: 22:17:40, time: 0.747, data_time: 0.003, memory: 4833, top1_acc: 0.4510, top5_acc: 0.6995, loss_cls: 2.4054, loss: 2.4054, grad_norm: 3.2401 2020-08-14 06:40:57,655 - mmaction - INFO - Epoch [9][60/1253] lr: 3.000e-02, eta: 22:17:09, time: 0.619, data_time: 0.004, memory: 4833, top1_acc: 0.4411, top5_acc: 0.6964, loss_cls: 2.4354, loss: 2.4354, grad_norm: 3.3440 2020-08-14 06:41:10,662 - mmaction - INFO - Epoch [9][80/1253] lr: 3.000e-02, eta: 22:16:44, time: 0.648, data_time: 0.007, memory: 4833, top1_acc: 0.4500, top5_acc: 0.7070, loss_cls: 2.4037, loss: 2.4037, grad_norm: 3.2282 2020-08-14 06:41:24,632 - mmaction - INFO - Epoch [9][100/1253] lr: 3.000e-02, eta: 22:16:31, time: 0.702, data_time: 0.008, memory: 4833, top1_acc: 0.4531, top5_acc: 0.7076, loss_cls: 2.3885, loss: 2.3885, grad_norm: 3.2763 2020-08-14 06:41:37,055 - mmaction - INFO - Epoch [9][120/1253] lr: 3.000e-02, eta: 22:16:00, time: 0.620, data_time: 0.006, memory: 4833, top1_acc: 0.4372, top5_acc: 0.7115, loss_cls: 2.4044, loss: 2.4044, grad_norm: 3.3161 2020-08-14 06:41:51,066 - mmaction - INFO - Epoch [9][140/1253] lr: 3.000e-02, eta: 22:15:47, time: 0.702, data_time: 0.009, memory: 4833, top1_acc: 0.4370, top5_acc: 0.6951, loss_cls: 2.4576, loss: 2.4576, grad_norm: 3.3071 2020-08-14 06:42:05,956 - mmaction - INFO - Epoch [9][160/1253] lr: 3.000e-02, eta: 22:15:44, time: 0.745, data_time: 0.005, memory: 4833, top1_acc: 0.4346, top5_acc: 0.7010, loss_cls: 2.3984, loss: 2.3984, grad_norm: 3.2355 2020-08-14 06:42:18,637 - mmaction - INFO - Epoch [9][180/1253] lr: 3.000e-02, eta: 22:15:16, time: 0.633, data_time: 0.004, memory: 4833, top1_acc: 0.4458, top5_acc: 0.7076, loss_cls: 2.4249, loss: 2.4249, grad_norm: 3.3039 2020-08-14 06:42:32,130 - mmaction - INFO - Epoch [9][200/1253] lr: 3.000e-02, eta: 22:14:57, time: 0.672, data_time: 0.007, memory: 4833, top1_acc: 0.4302, top5_acc: 0.6906, loss_cls: 2.4495, loss: 2.4495, grad_norm: 3.2611 2020-08-14 06:42:47,010 - mmaction - INFO - Epoch [9][220/1253] lr: 3.000e-02, eta: 22:14:54, time: 0.746, data_time: 0.008, memory: 4833, top1_acc: 0.4424, top5_acc: 0.6984, loss_cls: 2.4257, loss: 2.4257, grad_norm: 3.3108 2020-08-14 06:43:00,728 - mmaction - INFO - Epoch [9][240/1253] lr: 3.000e-02, eta: 22:14:38, time: 0.686, data_time: 0.007, memory: 4833, top1_acc: 0.4385, top5_acc: 0.6930, loss_cls: 2.4699, loss: 2.4699, grad_norm: 3.4220 2020-08-14 06:43:15,180 - mmaction - INFO - Epoch [9][260/1253] lr: 3.000e-02, eta: 22:14:30, time: 0.725, data_time: 0.005, memory: 4833, top1_acc: 0.4333, top5_acc: 0.6911, loss_cls: 2.4844, loss: 2.4844, grad_norm: 3.2798 2020-08-14 06:43:28,833 - mmaction - INFO - Epoch [9][280/1253] lr: 3.000e-02, eta: 22:14:13, time: 0.679, data_time: 0.005, memory: 4833, top1_acc: 0.4474, top5_acc: 0.7070, loss_cls: 2.4019, loss: 2.4019, grad_norm: 3.2821 2020-08-14 06:43:43,337 - mmaction - INFO - Epoch [9][300/1253] lr: 3.000e-02, eta: 22:14:05, time: 0.726, data_time: 0.007, memory: 4833, top1_acc: 0.4310, top5_acc: 0.6958, loss_cls: 2.4752, loss: 2.4752, grad_norm: 3.3583 2020-08-14 06:43:57,269 - mmaction - INFO - Epoch [9][320/1253] lr: 3.000e-02, eta: 22:13:52, time: 0.698, data_time: 0.005, memory: 4833, top1_acc: 0.4503, top5_acc: 0.6971, loss_cls: 2.3951, loss: 2.3951, grad_norm: 3.2055 2020-08-14 06:44:09,756 - mmaction - INFO - Epoch [9][340/1253] lr: 3.000e-02, eta: 22:13:22, time: 0.624, data_time: 0.006, memory: 4833, top1_acc: 0.4438, top5_acc: 0.6995, loss_cls: 2.4215, loss: 2.4215, grad_norm: 3.2893 2020-08-14 06:44:24,013 - mmaction - INFO - Epoch [9][360/1253] lr: 3.000e-02, eta: 22:13:12, time: 0.712, data_time: 0.008, memory: 4833, top1_acc: 0.4292, top5_acc: 0.6966, loss_cls: 2.4354, loss: 2.4354, grad_norm: 3.4187 2020-08-14 06:44:37,224 - mmaction - INFO - Epoch [9][380/1253] lr: 3.000e-02, eta: 22:12:50, time: 0.661, data_time: 0.007, memory: 4833, top1_acc: 0.4503, top5_acc: 0.7010, loss_cls: 2.4090, loss: 2.4090, grad_norm: 3.2811 2020-08-14 06:44:50,815 - mmaction - INFO - Epoch [9][400/1253] lr: 3.000e-02, eta: 22:12:32, time: 0.676, data_time: 0.007, memory: 4833, top1_acc: 0.4492, top5_acc: 0.7047, loss_cls: 2.4041, loss: 2.4041, grad_norm: 3.3609 2020-08-14 06:45:04,422 - mmaction - INFO - Epoch [9][420/1253] lr: 3.000e-02, eta: 22:12:15, time: 0.684, data_time: 0.008, memory: 4833, top1_acc: 0.4513, top5_acc: 0.7031, loss_cls: 2.3989, loss: 2.3989, grad_norm: 3.4081 2020-08-14 06:45:18,238 - mmaction - INFO - Epoch [9][440/1253] lr: 3.000e-02, eta: 22:12:00, time: 0.691, data_time: 0.004, memory: 4833, top1_acc: 0.4427, top5_acc: 0.6859, loss_cls: 2.4979, loss: 2.4979, grad_norm: 3.2760 2020-08-14 06:45:32,763 - mmaction - INFO - Epoch [9][460/1253] lr: 3.000e-02, eta: 22:11:53, time: 0.727, data_time: 0.007, memory: 4833, top1_acc: 0.4383, top5_acc: 0.6872, loss_cls: 2.4373, loss: 2.4373, grad_norm: 3.2931 2020-08-14 06:45:47,027 - mmaction - INFO - Epoch [9][480/1253] lr: 3.000e-02, eta: 22:11:43, time: 0.712, data_time: 0.003, memory: 4833, top1_acc: 0.4393, top5_acc: 0.6867, loss_cls: 2.4666, loss: 2.4666, grad_norm: 3.3683 2020-08-14 06:46:00,581 - mmaction - INFO - Epoch [9][500/1253] lr: 3.000e-02, eta: 22:11:24, time: 0.675, data_time: 0.007, memory: 4833, top1_acc: 0.4336, top5_acc: 0.6906, loss_cls: 2.4571, loss: 2.4571, grad_norm: 3.2574 2020-08-14 06:46:14,081 - mmaction - INFO - Epoch [9][520/1253] lr: 3.000e-02, eta: 22:11:06, time: 0.677, data_time: 0.007, memory: 4833, top1_acc: 0.4453, top5_acc: 0.6909, loss_cls: 2.4343, loss: 2.4343, grad_norm: 3.2813 2020-08-14 06:46:28,296 - mmaction - INFO - Epoch [9][540/1253] lr: 3.000e-02, eta: 22:10:55, time: 0.707, data_time: 0.007, memory: 4833, top1_acc: 0.4458, top5_acc: 0.7016, loss_cls: 2.4266, loss: 2.4266, grad_norm: 3.2607 2020-08-14 06:46:41,176 - mmaction - INFO - Epoch [9][560/1253] lr: 3.000e-02, eta: 22:10:30, time: 0.647, data_time: 0.007, memory: 4833, top1_acc: 0.4422, top5_acc: 0.7010, loss_cls: 2.4146, loss: 2.4146, grad_norm: 3.2949 2020-08-14 06:46:56,045 - mmaction - INFO - Epoch [9][580/1253] lr: 3.000e-02, eta: 22:10:26, time: 0.742, data_time: 0.007, memory: 4833, top1_acc: 0.4365, top5_acc: 0.6953, loss_cls: 2.4212, loss: 2.4212, grad_norm: 3.3594 2020-08-14 06:47:09,959 - mmaction - INFO - Epoch [9][600/1253] lr: 3.000e-02, eta: 22:10:13, time: 0.698, data_time: 0.007, memory: 4833, top1_acc: 0.4461, top5_acc: 0.6997, loss_cls: 2.4032, loss: 2.4032, grad_norm: 3.3118 2020-08-14 06:47:24,766 - mmaction - INFO - Epoch [9][620/1253] lr: 3.000e-02, eta: 22:10:08, time: 0.739, data_time: 0.007, memory: 4833, top1_acc: 0.4628, top5_acc: 0.7125, loss_cls: 2.3659, loss: 2.3659, grad_norm: 3.3318 2020-08-14 06:47:38,904 - mmaction - INFO - Epoch [9][640/1253] lr: 3.000e-02, eta: 22:09:57, time: 0.710, data_time: 0.007, memory: 4833, top1_acc: 0.4362, top5_acc: 0.7016, loss_cls: 2.4005, loss: 2.4005, grad_norm: 3.3032 2020-08-14 06:47:52,822 - mmaction - INFO - Epoch [9][660/1253] lr: 3.000e-02, eta: 22:09:43, time: 0.694, data_time: 0.006, memory: 4833, top1_acc: 0.4385, top5_acc: 0.6971, loss_cls: 2.4284, loss: 2.4284, grad_norm: 3.2796 2020-08-14 06:48:07,394 - mmaction - INFO - Epoch [9][680/1253] lr: 3.000e-02, eta: 22:09:36, time: 0.729, data_time: 0.005, memory: 4833, top1_acc: 0.4255, top5_acc: 0.6875, loss_cls: 2.5085, loss: 2.5085, grad_norm: 3.3072 2020-08-14 06:48:21,687 - mmaction - INFO - Epoch [9][700/1253] lr: 3.000e-02, eta: 22:09:25, time: 0.713, data_time: 0.007, memory: 4833, top1_acc: 0.4529, top5_acc: 0.6924, loss_cls: 2.4200, loss: 2.4200, grad_norm: 3.3118 2020-08-14 06:48:35,103 - mmaction - INFO - Epoch [9][720/1253] lr: 3.000e-02, eta: 22:09:07, time: 0.673, data_time: 0.006, memory: 4833, top1_acc: 0.4643, top5_acc: 0.6984, loss_cls: 2.4072, loss: 2.4072, grad_norm: 3.1777 2020-08-14 06:48:48,784 - mmaction - INFO - Epoch [9][740/1253] lr: 3.000e-02, eta: 22:08:49, time: 0.681, data_time: 0.006, memory: 4833, top1_acc: 0.4320, top5_acc: 0.6977, loss_cls: 2.4549, loss: 2.4549, grad_norm: 3.3435 2020-08-14 06:49:02,409 - mmaction - INFO - Epoch [9][760/1253] lr: 3.000e-02, eta: 22:08:33, time: 0.684, data_time: 0.008, memory: 4833, top1_acc: 0.4453, top5_acc: 0.6917, loss_cls: 2.4585, loss: 2.4585, grad_norm: 3.2912 2020-08-14 06:49:16,585 - mmaction - INFO - Epoch [9][780/1253] lr: 3.000e-02, eta: 22:08:22, time: 0.709, data_time: 0.007, memory: 4833, top1_acc: 0.4461, top5_acc: 0.6898, loss_cls: 2.4232, loss: 2.4232, grad_norm: 3.2768 2020-08-14 06:49:30,843 - mmaction - INFO - Epoch [9][800/1253] lr: 3.000e-02, eta: 22:08:11, time: 0.713, data_time: 0.005, memory: 4833, top1_acc: 0.4297, top5_acc: 0.6828, loss_cls: 2.4740, loss: 2.4740, grad_norm: 3.2568 2020-08-14 06:49:43,904 - mmaction - INFO - Epoch [9][820/1253] lr: 3.000e-02, eta: 22:07:48, time: 0.652, data_time: 0.007, memory: 4833, top1_acc: 0.4378, top5_acc: 0.7010, loss_cls: 2.4616, loss: 2.4616, grad_norm: 3.3069 2020-08-14 06:49:57,227 - mmaction - INFO - Epoch [9][840/1253] lr: 3.000e-02, eta: 22:07:28, time: 0.667, data_time: 0.006, memory: 4833, top1_acc: 0.4409, top5_acc: 0.6948, loss_cls: 2.4524, loss: 2.4524, grad_norm: 3.2774 2020-08-14 06:50:10,933 - mmaction - INFO - Epoch [9][860/1253] lr: 3.000e-02, eta: 22:07:11, time: 0.684, data_time: 0.007, memory: 4833, top1_acc: 0.4464, top5_acc: 0.7138, loss_cls: 2.4064, loss: 2.4064, grad_norm: 3.2839 2020-08-14 06:50:23,946 - mmaction - INFO - Epoch [9][880/1253] lr: 3.000e-02, eta: 22:06:48, time: 0.652, data_time: 0.007, memory: 4833, top1_acc: 0.4513, top5_acc: 0.7005, loss_cls: 2.4168, loss: 2.4168, grad_norm: 3.3216 2020-08-14 06:50:38,150 - mmaction - INFO - Epoch [9][900/1253] lr: 3.000e-02, eta: 22:06:38, time: 0.711, data_time: 0.007, memory: 4833, top1_acc: 0.4406, top5_acc: 0.7029, loss_cls: 2.4167, loss: 2.4167, grad_norm: 3.1619 2020-08-14 06:50:51,905 - mmaction - INFO - Epoch [9][920/1253] lr: 3.000e-02, eta: 22:06:22, time: 0.686, data_time: 0.006, memory: 4833, top1_acc: 0.4456, top5_acc: 0.7010, loss_cls: 2.4255, loss: 2.4255, grad_norm: 3.2805 2020-08-14 06:51:05,173 - mmaction - INFO - Epoch [9][940/1253] lr: 3.000e-02, eta: 22:06:01, time: 0.662, data_time: 0.006, memory: 4833, top1_acc: 0.4383, top5_acc: 0.6956, loss_cls: 2.4643, loss: 2.4643, grad_norm: 3.3007 2020-08-14 06:51:18,600 - mmaction - INFO - Epoch [9][960/1253] lr: 3.000e-02, eta: 22:05:42, time: 0.673, data_time: 0.008, memory: 4833, top1_acc: 0.4599, top5_acc: 0.7115, loss_cls: 2.3616, loss: 2.3616, grad_norm: 3.2553 2020-08-14 06:51:32,342 - mmaction - INFO - Epoch [9][980/1253] lr: 3.000e-02, eta: 22:05:26, time: 0.687, data_time: 0.005, memory: 4833, top1_acc: 0.4372, top5_acc: 0.6849, loss_cls: 2.4814, loss: 2.4814, grad_norm: 3.3030 2020-08-14 06:51:46,610 - mmaction - INFO - Epoch [9][1000/1253] lr: 3.000e-02, eta: 22:05:16, time: 0.714, data_time: 0.008, memory: 4833, top1_acc: 0.4409, top5_acc: 0.6909, loss_cls: 2.4525, loss: 2.4525, grad_norm: 3.2194 2020-08-14 06:51:59,487 - mmaction - INFO - Epoch [9][1020/1253] lr: 3.000e-02, eta: 22:04:51, time: 0.642, data_time: 0.008, memory: 4833, top1_acc: 0.4451, top5_acc: 0.6940, loss_cls: 2.4416, loss: 2.4416, grad_norm: 3.3068 2020-08-14 06:52:13,362 - mmaction - INFO - Epoch [9][1040/1253] lr: 3.000e-02, eta: 22:04:37, time: 0.695, data_time: 0.007, memory: 4833, top1_acc: 0.4437, top5_acc: 0.7005, loss_cls: 2.4188, loss: 2.4188, grad_norm: 3.2842 2020-08-14 06:52:27,777 - mmaction - INFO - Epoch [9][1060/1253] lr: 3.000e-02, eta: 22:04:28, time: 0.719, data_time: 0.007, memory: 4833, top1_acc: 0.4414, top5_acc: 0.7039, loss_cls: 2.4131, loss: 2.4131, grad_norm: 3.3192 2020-08-14 06:52:42,454 - mmaction - INFO - Epoch [9][1080/1253] lr: 3.000e-02, eta: 22:04:22, time: 0.736, data_time: 0.007, memory: 4833, top1_acc: 0.4523, top5_acc: 0.7096, loss_cls: 2.3442, loss: 2.3442, grad_norm: 3.3534 2020-08-14 06:52:56,334 - mmaction - INFO - Epoch [9][1100/1253] lr: 3.000e-02, eta: 22:04:08, time: 0.693, data_time: 0.009, memory: 4833, top1_acc: 0.4555, top5_acc: 0.6966, loss_cls: 2.4279, loss: 2.4279, grad_norm: 3.2528 2020-08-14 06:53:10,247 - mmaction - INFO - Epoch [9][1120/1253] lr: 3.000e-02, eta: 22:03:54, time: 0.694, data_time: 0.008, memory: 4833, top1_acc: 0.4409, top5_acc: 0.6995, loss_cls: 2.4580, loss: 2.4580, grad_norm: 3.2377 2020-08-14 06:53:23,166 - mmaction - INFO - Epoch [9][1140/1253] lr: 3.000e-02, eta: 22:03:30, time: 0.649, data_time: 0.007, memory: 4833, top1_acc: 0.4513, top5_acc: 0.6919, loss_cls: 2.4426, loss: 2.4426, grad_norm: 3.2734 2020-08-14 06:53:37,369 - mmaction - INFO - Epoch [9][1160/1253] lr: 3.000e-02, eta: 22:03:19, time: 0.709, data_time: 0.007, memory: 4833, top1_acc: 0.4417, top5_acc: 0.7102, loss_cls: 2.4100, loss: 2.4100, grad_norm: 3.2565 2020-08-14 06:53:51,285 - mmaction - INFO - Epoch [9][1180/1253] lr: 3.000e-02, eta: 22:03:05, time: 0.698, data_time: 0.005, memory: 4833, top1_acc: 0.4474, top5_acc: 0.6977, loss_cls: 2.4109, loss: 2.4109, grad_norm: 3.3349 2020-08-14 06:54:06,617 - mmaction - INFO - Epoch [9][1200/1253] lr: 3.000e-02, eta: 22:03:05, time: 0.762, data_time: 0.006, memory: 4833, top1_acc: 0.4284, top5_acc: 0.6982, loss_cls: 2.4645, loss: 2.4645, grad_norm: 3.3390 2020-08-14 06:54:20,044 - mmaction - INFO - Epoch [9][1220/1253] lr: 3.000e-02, eta: 22:02:46, time: 0.674, data_time: 0.008, memory: 4833, top1_acc: 0.4482, top5_acc: 0.7013, loss_cls: 2.4303, loss: 2.4303, grad_norm: 3.2743 2020-08-14 06:54:32,675 - mmaction - INFO - Epoch [9][1240/1253] lr: 3.000e-02, eta: 22:02:20, time: 0.631, data_time: 0.007, memory: 4833, top1_acc: 0.4365, top5_acc: 0.6958, loss_cls: 2.4368, loss: 2.4368, grad_norm: 3.2244 2020-08-14 06:54:41,898 - mmaction - INFO - Saving checkpoint at 9 epochs 2020-08-14 06:55:05,581 - mmaction - INFO - Epoch [10][20/1253] lr: 3.000e-02, eta: 22:01:42, time: 1.077, data_time: 0.371, memory: 4833, top1_acc: 0.4497, top5_acc: 0.7026, loss_cls: 2.3933, loss: 2.3933, grad_norm: 3.2765 2020-08-14 06:55:18,707 - mmaction - INFO - Epoch [10][40/1253] lr: 3.000e-02, eta: 22:01:20, time: 0.655, data_time: 0.002, memory: 4833, top1_acc: 0.4620, top5_acc: 0.7151, loss_cls: 2.3356, loss: 2.3356, grad_norm: 3.2745 2020-08-14 06:55:31,660 - mmaction - INFO - Epoch [10][60/1253] lr: 3.000e-02, eta: 22:00:57, time: 0.647, data_time: 0.008, memory: 4833, top1_acc: 0.4565, top5_acc: 0.7185, loss_cls: 2.3269, loss: 2.3269, grad_norm: 3.2767 2020-08-14 06:55:44,322 - mmaction - INFO - Epoch [10][80/1253] lr: 3.000e-02, eta: 22:00:30, time: 0.632, data_time: 0.005, memory: 4833, top1_acc: 0.4466, top5_acc: 0.7065, loss_cls: 2.4043, loss: 2.4043, grad_norm: 3.3459 2020-08-14 06:55:57,300 - mmaction - INFO - Epoch [10][100/1253] lr: 3.000e-02, eta: 22:00:06, time: 0.647, data_time: 0.008, memory: 4833, top1_acc: 0.4513, top5_acc: 0.7049, loss_cls: 2.4063, loss: 2.4063, grad_norm: 3.2868 2020-08-14 06:56:12,164 - mmaction - INFO - Epoch [10][120/1253] lr: 3.000e-02, eta: 22:00:03, time: 0.747, data_time: 0.008, memory: 4833, top1_acc: 0.4729, top5_acc: 0.7151, loss_cls: 2.3217, loss: 2.3217, grad_norm: 3.2585 2020-08-14 06:56:24,832 - mmaction - INFO - Epoch [10][140/1253] lr: 3.000e-02, eta: 21:59:36, time: 0.632, data_time: 0.006, memory: 4833, top1_acc: 0.4505, top5_acc: 0.7141, loss_cls: 2.3750, loss: 2.3750, grad_norm: 3.3187 2020-08-14 06:56:38,998 - mmaction - INFO - Epoch [10][160/1253] lr: 3.000e-02, eta: 21:59:25, time: 0.709, data_time: 0.007, memory: 4833, top1_acc: 0.4378, top5_acc: 0.6977, loss_cls: 2.4338, loss: 2.4338, grad_norm: 3.2132 2020-08-14 06:56:52,959 - mmaction - INFO - Epoch [10][180/1253] lr: 3.000e-02, eta: 21:59:11, time: 0.697, data_time: 0.007, memory: 4833, top1_acc: 0.4615, top5_acc: 0.7133, loss_cls: 2.3849, loss: 2.3849, grad_norm: 3.2229 2020-08-14 06:57:06,570 - mmaction - INFO - Epoch [10][200/1253] lr: 3.000e-02, eta: 21:58:55, time: 0.682, data_time: 0.007, memory: 4833, top1_acc: 0.4346, top5_acc: 0.6927, loss_cls: 2.4339, loss: 2.4339, grad_norm: 3.2637 2020-08-14 06:57:19,657 - mmaction - INFO - Epoch [10][220/1253] lr: 3.000e-02, eta: 21:58:33, time: 0.655, data_time: 0.003, memory: 4833, top1_acc: 0.4531, top5_acc: 0.7023, loss_cls: 2.4030, loss: 2.4030, grad_norm: 3.2520 2020-08-14 06:57:34,448 - mmaction - INFO - Epoch [10][240/1253] lr: 3.000e-02, eta: 21:58:27, time: 0.737, data_time: 0.005, memory: 4833, top1_acc: 0.4594, top5_acc: 0.7078, loss_cls: 2.4028, loss: 2.4028, grad_norm: 3.2051 2020-08-14 06:57:47,742 - mmaction - INFO - Epoch [10][260/1253] lr: 3.000e-02, eta: 21:58:08, time: 0.665, data_time: 0.006, memory: 4833, top1_acc: 0.4490, top5_acc: 0.7065, loss_cls: 2.3752, loss: 2.3752, grad_norm: 3.2958 2020-08-14 06:58:01,668 - mmaction - INFO - Epoch [10][280/1253] lr: 3.000e-02, eta: 21:57:53, time: 0.693, data_time: 0.007, memory: 4833, top1_acc: 0.4654, top5_acc: 0.7133, loss_cls: 2.3435, loss: 2.3435, grad_norm: 3.2857 2020-08-14 06:58:15,618 - mmaction - INFO - Epoch [10][300/1253] lr: 3.000e-02, eta: 21:57:41, time: 0.702, data_time: 0.007, memory: 4833, top1_acc: 0.4560, top5_acc: 0.7044, loss_cls: 2.3884, loss: 2.3884, grad_norm: 3.2824 2020-08-14 06:58:28,662 - mmaction - INFO - Epoch [10][320/1253] lr: 3.000e-02, eta: 21:57:18, time: 0.651, data_time: 0.008, memory: 4833, top1_acc: 0.4609, top5_acc: 0.7148, loss_cls: 2.3452, loss: 2.3452, grad_norm: 3.3094 2020-08-14 06:58:42,558 - mmaction - INFO - Epoch [10][340/1253] lr: 3.000e-02, eta: 21:57:04, time: 0.695, data_time: 0.004, memory: 4833, top1_acc: 0.4438, top5_acc: 0.7010, loss_cls: 2.3873, loss: 2.3873, grad_norm: 3.2509 2020-08-14 06:58:57,791 - mmaction - INFO - Epoch [10][360/1253] lr: 3.000e-02, eta: 21:57:03, time: 0.758, data_time: 0.006, memory: 4833, top1_acc: 0.4422, top5_acc: 0.6982, loss_cls: 2.4315, loss: 2.4315, grad_norm: 3.2612 2020-08-14 06:59:11,431 - mmaction - INFO - Epoch [10][380/1253] lr: 3.000e-02, eta: 21:56:47, time: 0.686, data_time: 0.008, memory: 4833, top1_acc: 0.4607, top5_acc: 0.7130, loss_cls: 2.3492, loss: 2.3492, grad_norm: 3.2497 2020-08-14 06:59:25,457 - mmaction - INFO - Epoch [10][400/1253] lr: 3.000e-02, eta: 21:56:34, time: 0.700, data_time: 0.008, memory: 4833, top1_acc: 0.4523, top5_acc: 0.7042, loss_cls: 2.3901, loss: 2.3901, grad_norm: 3.3324 2020-08-14 06:59:38,573 - mmaction - INFO - Epoch [10][420/1253] lr: 3.000e-02, eta: 21:56:13, time: 0.657, data_time: 0.006, memory: 4833, top1_acc: 0.4555, top5_acc: 0.7068, loss_cls: 2.3699, loss: 2.3699, grad_norm: 3.2883 2020-08-14 06:59:52,986 - mmaction - INFO - Epoch [10][440/1253] lr: 3.000e-02, eta: 21:56:04, time: 0.720, data_time: 0.006, memory: 4833, top1_acc: 0.4479, top5_acc: 0.7034, loss_cls: 2.3828, loss: 2.3828, grad_norm: 3.2752 2020-08-14 07:00:09,732 - mmaction - INFO - Epoch [10][460/1253] lr: 3.000e-02, eta: 21:56:14, time: 0.822, data_time: 0.005, memory: 4833, top1_acc: 0.4682, top5_acc: 0.7115, loss_cls: 2.3439, loss: 2.3439, grad_norm: 3.2870 2020-08-14 07:00:23,227 - mmaction - INFO - Epoch [10][480/1253] lr: 3.000e-02, eta: 21:55:59, time: 0.689, data_time: 0.047, memory: 4833, top1_acc: 0.4453, top5_acc: 0.6984, loss_cls: 2.4388, loss: 2.4388, grad_norm: 3.2344 2020-08-14 07:00:35,947 - mmaction - INFO - Epoch [10][500/1253] lr: 3.000e-02, eta: 21:55:34, time: 0.638, data_time: 0.007, memory: 4833, top1_acc: 0.4424, top5_acc: 0.7003, loss_cls: 2.4314, loss: 2.4314, grad_norm: 3.2579 2020-08-14 07:00:51,225 - mmaction - INFO - Epoch [10][520/1253] lr: 3.000e-02, eta: 21:55:33, time: 0.763, data_time: 0.007, memory: 4833, top1_acc: 0.4594, top5_acc: 0.7164, loss_cls: 2.3484, loss: 2.3484, grad_norm: 3.2620 2020-08-14 07:01:04,585 - mmaction - INFO - Epoch [10][540/1253] lr: 3.000e-02, eta: 21:55:14, time: 0.668, data_time: 0.006, memory: 4833, top1_acc: 0.4401, top5_acc: 0.6971, loss_cls: 2.4349, loss: 2.4349, grad_norm: 3.3182 2020-08-14 07:01:17,428 - mmaction - INFO - Epoch [10][560/1253] lr: 3.000e-02, eta: 21:54:50, time: 0.644, data_time: 0.004, memory: 4833, top1_acc: 0.4510, top5_acc: 0.7086, loss_cls: 2.3909, loss: 2.3909, grad_norm: 3.2521 2020-08-14 07:01:31,862 - mmaction - INFO - Epoch [10][580/1253] lr: 3.000e-02, eta: 21:54:41, time: 0.720, data_time: 0.005, memory: 4833, top1_acc: 0.4422, top5_acc: 0.6945, loss_cls: 2.4297, loss: 2.4297, grad_norm: 3.2345 2020-08-14 07:01:44,973 - mmaction - INFO - Epoch [10][600/1253] lr: 3.000e-02, eta: 21:54:20, time: 0.656, data_time: 0.006, memory: 4833, top1_acc: 0.4641, top5_acc: 0.7135, loss_cls: 2.3400, loss: 2.3400, grad_norm: 3.2884 2020-08-14 07:01:58,528 - mmaction - INFO - Epoch [10][620/1253] lr: 3.000e-02, eta: 21:54:03, time: 0.680, data_time: 0.009, memory: 4833, top1_acc: 0.4424, top5_acc: 0.6979, loss_cls: 2.4410, loss: 2.4410, grad_norm: 3.3238 2020-08-14 07:02:12,554 - mmaction - INFO - Epoch [10][640/1253] lr: 3.000e-02, eta: 21:53:49, time: 0.698, data_time: 0.004, memory: 4833, top1_acc: 0.4396, top5_acc: 0.7052, loss_cls: 2.3910, loss: 2.3910, grad_norm: 3.2648 2020-08-14 07:02:25,464 - mmaction - INFO - Epoch [10][660/1253] lr: 3.000e-02, eta: 21:53:26, time: 0.648, data_time: 0.007, memory: 4833, top1_acc: 0.4560, top5_acc: 0.7029, loss_cls: 2.3950, loss: 2.3950, grad_norm: 3.2740 2020-08-14 07:02:39,556 - mmaction - INFO - Epoch [10][680/1253] lr: 3.000e-02, eta: 21:53:14, time: 0.703, data_time: 0.006, memory: 4833, top1_acc: 0.4414, top5_acc: 0.7070, loss_cls: 2.4086, loss: 2.4086, grad_norm: 3.3354 2020-08-14 07:02:53,120 - mmaction - INFO - Epoch [10][700/1253] lr: 3.000e-02, eta: 21:52:57, time: 0.681, data_time: 0.006, memory: 4833, top1_acc: 0.4492, top5_acc: 0.6964, loss_cls: 2.4318, loss: 2.4318, grad_norm: 3.2848 2020-08-14 07:03:07,069 - mmaction - INFO - Epoch [10][720/1253] lr: 3.000e-02, eta: 21:52:43, time: 0.696, data_time: 0.006, memory: 4833, top1_acc: 0.4487, top5_acc: 0.7026, loss_cls: 2.3826, loss: 2.3826, grad_norm: 3.3087 2020-08-14 07:03:20,129 - mmaction - INFO - Epoch [10][740/1253] lr: 3.000e-02, eta: 21:52:22, time: 0.654, data_time: 0.006, memory: 4833, top1_acc: 0.4419, top5_acc: 0.7023, loss_cls: 2.4026, loss: 2.4026, grad_norm: 3.2792 2020-08-14 07:03:33,515 - mmaction - INFO - Epoch [10][760/1253] lr: 3.000e-02, eta: 21:52:03, time: 0.669, data_time: 0.009, memory: 4833, top1_acc: 0.4401, top5_acc: 0.7042, loss_cls: 2.4126, loss: 2.4126, grad_norm: 3.3013 2020-08-14 07:03:48,430 - mmaction - INFO - Epoch [10][780/1253] lr: 3.000e-02, eta: 21:51:59, time: 0.748, data_time: 0.005, memory: 4833, top1_acc: 0.4578, top5_acc: 0.7083, loss_cls: 2.3712, loss: 2.3712, grad_norm: 3.2082 2020-08-14 07:04:02,666 - mmaction - INFO - Epoch [10][800/1253] lr: 3.000e-02, eta: 21:51:48, time: 0.710, data_time: 0.005, memory: 4833, top1_acc: 0.4565, top5_acc: 0.7031, loss_cls: 2.3688, loss: 2.3688, grad_norm: 3.2067 2020-08-14 07:04:15,941 - mmaction - INFO - Epoch [10][820/1253] lr: 3.000e-02, eta: 21:51:28, time: 0.665, data_time: 0.007, memory: 4833, top1_acc: 0.4656, top5_acc: 0.7180, loss_cls: 2.3131, loss: 2.3131, grad_norm: 3.2644 2020-08-14 07:04:29,265 - mmaction - INFO - Epoch [10][840/1253] lr: 3.000e-02, eta: 21:51:08, time: 0.665, data_time: 0.007, memory: 4833, top1_acc: 0.4568, top5_acc: 0.7224, loss_cls: 2.3463, loss: 2.3463, grad_norm: 3.3006 2020-08-14 07:04:42,803 - mmaction - INFO - Epoch [10][860/1253] lr: 3.000e-02, eta: 21:50:51, time: 0.677, data_time: 0.006, memory: 4833, top1_acc: 0.4602, top5_acc: 0.7094, loss_cls: 2.3309, loss: 2.3309, grad_norm: 3.2695 2020-08-14 07:04:56,054 - mmaction - INFO - Epoch [10][880/1253] lr: 3.000e-02, eta: 21:50:31, time: 0.663, data_time: 0.008, memory: 4833, top1_acc: 0.4398, top5_acc: 0.7049, loss_cls: 2.3954, loss: 2.3954, grad_norm: 3.3030 2020-08-14 07:05:10,242 - mmaction - INFO - Epoch [10][900/1253] lr: 3.000e-02, eta: 21:50:20, time: 0.711, data_time: 0.006, memory: 4833, top1_acc: 0.4602, top5_acc: 0.7042, loss_cls: 2.3657, loss: 2.3657, grad_norm: 3.2845 2020-08-14 07:05:23,640 - mmaction - INFO - Epoch [10][920/1253] lr: 3.000e-02, eta: 21:50:01, time: 0.666, data_time: 0.007, memory: 4833, top1_acc: 0.4612, top5_acc: 0.7156, loss_cls: 2.3515, loss: 2.3515, grad_norm: 3.2328 2020-08-14 07:05:37,480 - mmaction - INFO - Epoch [10][940/1253] lr: 3.000e-02, eta: 21:49:47, time: 0.696, data_time: 0.008, memory: 4833, top1_acc: 0.4526, top5_acc: 0.7068, loss_cls: 2.3664, loss: 2.3664, grad_norm: 3.2130 2020-08-14 07:05:50,439 - mmaction - INFO - Epoch [10][960/1253] lr: 3.000e-02, eta: 21:49:25, time: 0.647, data_time: 0.006, memory: 4833, top1_acc: 0.4516, top5_acc: 0.6987, loss_cls: 2.4259, loss: 2.4259, grad_norm: 3.2498 2020-08-14 07:06:02,922 - mmaction - INFO - Epoch [10][980/1253] lr: 3.000e-02, eta: 21:48:58, time: 0.624, data_time: 0.005, memory: 4833, top1_acc: 0.4620, top5_acc: 0.7117, loss_cls: 2.3122, loss: 2.3122, grad_norm: 3.2803 2020-08-14 07:06:16,585 - mmaction - INFO - Epoch [10][1000/1253] lr: 3.000e-02, eta: 21:48:42, time: 0.683, data_time: 0.007, memory: 4833, top1_acc: 0.4669, top5_acc: 0.7151, loss_cls: 2.3417, loss: 2.3417, grad_norm: 3.2599 2020-08-14 07:06:30,783 - mmaction - INFO - Epoch [10][1020/1253] lr: 3.000e-02, eta: 21:48:31, time: 0.712, data_time: 0.005, memory: 4833, top1_acc: 0.4716, top5_acc: 0.7193, loss_cls: 2.3068, loss: 2.3068, grad_norm: 3.2515 2020-08-14 07:06:44,848 - mmaction - INFO - Epoch [10][1040/1253] lr: 3.000e-02, eta: 21:48:18, time: 0.700, data_time: 0.008, memory: 4833, top1_acc: 0.4596, top5_acc: 0.7089, loss_cls: 2.3647, loss: 2.3647, grad_norm: 3.3106 2020-08-14 07:06:58,786 - mmaction - INFO - Epoch [10][1060/1253] lr: 3.000e-02, eta: 21:48:05, time: 0.701, data_time: 0.007, memory: 4833, top1_acc: 0.4667, top5_acc: 0.7120, loss_cls: 2.3294, loss: 2.3294, grad_norm: 3.1850 2020-08-14 07:07:13,520 - mmaction - INFO - Epoch [10][1080/1253] lr: 3.000e-02, eta: 21:47:58, time: 0.734, data_time: 0.007, memory: 4833, top1_acc: 0.4539, top5_acc: 0.7081, loss_cls: 2.3758, loss: 2.3758, grad_norm: 3.2970 2020-08-14 07:07:26,869 - mmaction - INFO - Epoch [10][1100/1253] lr: 3.000e-02, eta: 21:47:40, time: 0.671, data_time: 0.007, memory: 4833, top1_acc: 0.4388, top5_acc: 0.6935, loss_cls: 2.4319, loss: 2.4319, grad_norm: 3.2831 2020-08-14 07:07:40,071 - mmaction - INFO - Epoch [10][1120/1253] lr: 3.000e-02, eta: 21:47:19, time: 0.657, data_time: 0.007, memory: 4833, top1_acc: 0.4594, top5_acc: 0.7086, loss_cls: 2.3678, loss: 2.3678, grad_norm: 3.2236 2020-08-14 07:07:55,224 - mmaction - INFO - Epoch [10][1140/1253] lr: 3.000e-02, eta: 21:47:17, time: 0.760, data_time: 0.007, memory: 4833, top1_acc: 0.4672, top5_acc: 0.7078, loss_cls: 2.3665, loss: 2.3665, grad_norm: 3.2597 2020-08-14 07:08:08,375 - mmaction - INFO - Epoch [10][1160/1253] lr: 3.000e-02, eta: 21:46:56, time: 0.657, data_time: 0.003, memory: 4833, top1_acc: 0.4617, top5_acc: 0.7016, loss_cls: 2.4007, loss: 2.4007, grad_norm: 3.1762 2020-08-14 07:08:22,323 - mmaction - INFO - Epoch [10][1180/1253] lr: 3.000e-02, eta: 21:46:43, time: 0.696, data_time: 0.007, memory: 4833, top1_acc: 0.4659, top5_acc: 0.7130, loss_cls: 2.3274, loss: 2.3274, grad_norm: 3.1757 2020-08-14 07:08:38,005 - mmaction - INFO - Epoch [10][1200/1253] lr: 3.000e-02, eta: 21:46:45, time: 0.785, data_time: 0.007, memory: 4833, top1_acc: 0.4539, top5_acc: 0.6990, loss_cls: 2.4043, loss: 2.4043, grad_norm: 3.2832 2020-08-14 07:08:51,199 - mmaction - INFO - Epoch [10][1220/1253] lr: 3.000e-02, eta: 21:46:25, time: 0.659, data_time: 0.007, memory: 4833, top1_acc: 0.4586, top5_acc: 0.7187, loss_cls: 2.3344, loss: 2.3344, grad_norm: 3.2254 2020-08-14 07:09:05,367 - mmaction - INFO - Epoch [10][1240/1253] lr: 3.000e-02, eta: 21:46:13, time: 0.708, data_time: 0.005, memory: 4833, top1_acc: 0.4552, top5_acc: 0.7073, loss_cls: 2.3707, loss: 2.3707, grad_norm: 3.2867 2020-08-14 07:09:13,830 - mmaction - INFO - Saving checkpoint at 10 epochs 2020-08-14 07:09:38,646 - mmaction - INFO - Epoch [11][20/1253] lr: 3.000e-02, eta: 21:45:59, time: 1.197, data_time: 0.521, memory: 4833, top1_acc: 0.4635, top5_acc: 0.7133, loss_cls: 2.3373, loss: 2.3373, grad_norm: 3.2904 2020-08-14 07:09:50,990 - mmaction - INFO - Epoch [11][40/1253] lr: 3.000e-02, eta: 21:45:32, time: 0.619, data_time: 0.008, memory: 4833, top1_acc: 0.4648, top5_acc: 0.7232, loss_cls: 2.3043, loss: 2.3043, grad_norm: 3.2159 2020-08-14 07:10:04,674 - mmaction - INFO - Epoch [11][60/1253] lr: 3.000e-02, eta: 21:45:16, time: 0.685, data_time: 0.007, memory: 4833, top1_acc: 0.4708, top5_acc: 0.7198, loss_cls: 2.3004, loss: 2.3004, grad_norm: 3.2622 2020-08-14 07:10:17,701 - mmaction - INFO - Epoch [11][80/1253] lr: 3.000e-02, eta: 21:44:54, time: 0.649, data_time: 0.003, memory: 4833, top1_acc: 0.4497, top5_acc: 0.7138, loss_cls: 2.3897, loss: 2.3897, grad_norm: 3.2354 2020-08-14 07:10:31,158 - mmaction - INFO - Epoch [11][100/1253] lr: 3.000e-02, eta: 21:44:36, time: 0.671, data_time: 0.009, memory: 4833, top1_acc: 0.4659, top5_acc: 0.7276, loss_cls: 2.3008, loss: 2.3008, grad_norm: 3.1715 2020-08-14 07:10:45,152 - mmaction - INFO - Epoch [11][120/1253] lr: 3.000e-02, eta: 21:44:23, time: 0.702, data_time: 0.007, memory: 4833, top1_acc: 0.4482, top5_acc: 0.7083, loss_cls: 2.3746, loss: 2.3746, grad_norm: 3.2625 2020-08-14 07:10:59,288 - mmaction - INFO - Epoch [11][140/1253] lr: 3.000e-02, eta: 21:44:12, time: 0.708, data_time: 0.007, memory: 4833, top1_acc: 0.4672, top5_acc: 0.7211, loss_cls: 2.3143, loss: 2.3143, grad_norm: 3.2149 2020-08-14 07:11:12,083 - mmaction - INFO - Epoch [11][160/1253] lr: 3.000e-02, eta: 21:43:48, time: 0.641, data_time: 0.003, memory: 4833, top1_acc: 0.4581, top5_acc: 0.7141, loss_cls: 2.3435, loss: 2.3435, grad_norm: 3.2436 2020-08-14 07:11:26,441 - mmaction - INFO - Epoch [11][180/1253] lr: 3.000e-02, eta: 21:43:38, time: 0.715, data_time: 0.005, memory: 4833, top1_acc: 0.4625, top5_acc: 0.7086, loss_cls: 2.3462, loss: 2.3462, grad_norm: 3.2364 2020-08-14 07:11:41,847 - mmaction - INFO - Epoch [11][200/1253] lr: 3.000e-02, eta: 21:43:38, time: 0.773, data_time: 0.006, memory: 4833, top1_acc: 0.4578, top5_acc: 0.7174, loss_cls: 2.3243, loss: 2.3243, grad_norm: 3.2972 2020-08-14 07:11:55,801 - mmaction - INFO - Epoch [11][220/1253] lr: 3.000e-02, eta: 21:43:24, time: 0.695, data_time: 0.003, memory: 4833, top1_acc: 0.4596, top5_acc: 0.7125, loss_cls: 2.3396, loss: 2.3396, grad_norm: 3.3288 2020-08-14 07:12:09,875 - mmaction - INFO - Epoch [11][240/1253] lr: 3.000e-02, eta: 21:43:12, time: 0.703, data_time: 0.008, memory: 4833, top1_acc: 0.4526, top5_acc: 0.7018, loss_cls: 2.3714, loss: 2.3714, grad_norm: 3.2636 2020-08-14 07:12:24,679 - mmaction - INFO - Epoch [11][260/1253] lr: 3.000e-02, eta: 21:43:06, time: 0.741, data_time: 0.006, memory: 4833, top1_acc: 0.4701, top5_acc: 0.7161, loss_cls: 2.3160, loss: 2.3160, grad_norm: 3.1983 2020-08-14 07:12:37,725 - mmaction - INFO - Epoch [11][280/1253] lr: 3.000e-02, eta: 21:42:45, time: 0.653, data_time: 0.009, memory: 4833, top1_acc: 0.4495, top5_acc: 0.7151, loss_cls: 2.3181, loss: 2.3181, grad_norm: 3.2995 2020-08-14 07:12:51,721 - mmaction - INFO - Epoch [11][300/1253] lr: 3.000e-02, eta: 21:42:31, time: 0.698, data_time: 0.006, memory: 4833, top1_acc: 0.4630, top5_acc: 0.7195, loss_cls: 2.3059, loss: 2.3059, grad_norm: 3.3072 2020-08-14 07:13:05,630 - mmaction - INFO - Epoch [11][320/1253] lr: 3.000e-02, eta: 21:42:18, time: 0.698, data_time: 0.006, memory: 4833, top1_acc: 0.4560, top5_acc: 0.6977, loss_cls: 2.3833, loss: 2.3833, grad_norm: 3.1881 2020-08-14 07:13:19,760 - mmaction - INFO - Epoch [11][340/1253] lr: 3.000e-02, eta: 21:42:06, time: 0.703, data_time: 0.005, memory: 4833, top1_acc: 0.4536, top5_acc: 0.7096, loss_cls: 2.3692, loss: 2.3692, grad_norm: 3.2254 2020-08-14 07:13:34,781 - mmaction - INFO - Epoch [11][360/1253] lr: 3.000e-02, eta: 21:42:02, time: 0.754, data_time: 0.006, memory: 4833, top1_acc: 0.4643, top5_acc: 0.7203, loss_cls: 2.2955, loss: 2.2955, grad_norm: 3.2736 2020-08-14 07:13:48,198 - mmaction - INFO - Epoch [11][380/1253] lr: 3.000e-02, eta: 21:41:43, time: 0.668, data_time: 0.005, memory: 4833, top1_acc: 0.4586, top5_acc: 0.7044, loss_cls: 2.3926, loss: 2.3926, grad_norm: 3.2375 2020-08-14 07:14:03,232 - mmaction - INFO - Epoch [11][400/1253] lr: 3.000e-02, eta: 21:41:40, time: 0.753, data_time: 0.007, memory: 4833, top1_acc: 0.4659, top5_acc: 0.7247, loss_cls: 2.3210, loss: 2.3210, grad_norm: 3.2020 2020-08-14 07:14:16,940 - mmaction - INFO - Epoch [11][420/1253] lr: 3.000e-02, eta: 21:41:24, time: 0.685, data_time: 0.003, memory: 4833, top1_acc: 0.4430, top5_acc: 0.6935, loss_cls: 2.4114, loss: 2.4114, grad_norm: 3.2927 2020-08-14 07:14:29,799 - mmaction - INFO - Epoch [11][440/1253] lr: 3.000e-02, eta: 21:41:01, time: 0.643, data_time: 0.007, memory: 4833, top1_acc: 0.4599, top5_acc: 0.7128, loss_cls: 2.3130, loss: 2.3130, grad_norm: 3.2511 2020-08-14 07:14:44,144 - mmaction - INFO - Epoch [11][460/1253] lr: 3.000e-02, eta: 21:40:51, time: 0.715, data_time: 0.006, memory: 4833, top1_acc: 0.4602, top5_acc: 0.7164, loss_cls: 2.3431, loss: 2.3431, grad_norm: 3.2380 2020-08-14 07:14:57,636 - mmaction - INFO - Epoch [11][480/1253] lr: 3.000e-02, eta: 21:40:34, time: 0.676, data_time: 0.009, memory: 4833, top1_acc: 0.4576, top5_acc: 0.7130, loss_cls: 2.3629, loss: 2.3629, grad_norm: 3.2146 2020-08-14 07:15:11,239 - mmaction - INFO - Epoch [11][500/1253] lr: 3.000e-02, eta: 21:40:18, time: 0.682, data_time: 0.006, memory: 4833, top1_acc: 0.4630, top5_acc: 0.7195, loss_cls: 2.3163, loss: 2.3163, grad_norm: 3.2435 2020-08-14 07:15:25,959 - mmaction - INFO - Epoch [11][520/1253] lr: 3.000e-02, eta: 21:40:10, time: 0.733, data_time: 0.004, memory: 4833, top1_acc: 0.4562, top5_acc: 0.7156, loss_cls: 2.3469, loss: 2.3469, grad_norm: 3.2806 2020-08-14 07:15:39,472 - mmaction - INFO - Epoch [11][540/1253] lr: 3.000e-02, eta: 21:39:53, time: 0.677, data_time: 0.007, memory: 4833, top1_acc: 0.4615, top5_acc: 0.7182, loss_cls: 2.3410, loss: 2.3410, grad_norm: 3.2442 2020-08-14 07:15:53,474 - mmaction - INFO - Epoch [11][560/1253] lr: 3.000e-02, eta: 21:39:40, time: 0.699, data_time: 0.007, memory: 4833, top1_acc: 0.4523, top5_acc: 0.7029, loss_cls: 2.3909, loss: 2.3909, grad_norm: 3.2671 2020-08-14 07:16:08,861 - mmaction - INFO - Epoch [11][580/1253] lr: 3.000e-02, eta: 21:39:39, time: 0.771, data_time: 0.008, memory: 4833, top1_acc: 0.4667, top5_acc: 0.7128, loss_cls: 2.3283, loss: 2.3283, grad_norm: 3.2693 2020-08-14 07:16:22,623 - mmaction - INFO - Epoch [11][600/1253] lr: 3.000e-02, eta: 21:39:24, time: 0.688, data_time: 0.007, memory: 4833, top1_acc: 0.4661, top5_acc: 0.7125, loss_cls: 2.3620, loss: 2.3620, grad_norm: 3.2325 2020-08-14 07:16:37,283 - mmaction - INFO - Epoch [11][620/1253] lr: 3.000e-02, eta: 21:39:17, time: 0.734, data_time: 0.005, memory: 4833, top1_acc: 0.4654, top5_acc: 0.7208, loss_cls: 2.3037, loss: 2.3037, grad_norm: 3.2306 2020-08-14 07:16:50,281 - mmaction - INFO - Epoch [11][640/1253] lr: 3.000e-02, eta: 21:38:55, time: 0.646, data_time: 0.005, memory: 4833, top1_acc: 0.4586, top5_acc: 0.7180, loss_cls: 2.3059, loss: 2.3059, grad_norm: 3.2357 2020-08-14 07:17:03,850 - mmaction - INFO - Epoch [11][660/1253] lr: 3.000e-02, eta: 21:38:38, time: 0.682, data_time: 0.008, memory: 4833, top1_acc: 0.4620, top5_acc: 0.7128, loss_cls: 2.3373, loss: 2.3373, grad_norm: 3.3093 2020-08-14 07:17:18,557 - mmaction - INFO - Epoch [11][680/1253] lr: 3.000e-02, eta: 21:38:31, time: 0.732, data_time: 0.005, memory: 4833, top1_acc: 0.4714, top5_acc: 0.7193, loss_cls: 2.3223, loss: 2.3223, grad_norm: 3.2094 2020-08-14 07:17:32,821 - mmaction - INFO - Epoch [11][700/1253] lr: 3.000e-02, eta: 21:38:20, time: 0.716, data_time: 0.007, memory: 4833, top1_acc: 0.4409, top5_acc: 0.6995, loss_cls: 2.4336, loss: 2.4336, grad_norm: 3.2145 2020-08-14 07:17:46,353 - mmaction - INFO - Epoch [11][720/1253] lr: 3.000e-02, eta: 21:38:03, time: 0.674, data_time: 0.006, memory: 4833, top1_acc: 0.4690, top5_acc: 0.7201, loss_cls: 2.3228, loss: 2.3228, grad_norm: 3.2314 2020-08-14 07:18:00,336 - mmaction - INFO - Epoch [11][740/1253] lr: 3.000e-02, eta: 21:37:50, time: 0.700, data_time: 0.006, memory: 4833, top1_acc: 0.4688, top5_acc: 0.7229, loss_cls: 2.2934, loss: 2.2934, grad_norm: 3.1950 2020-08-14 07:18:13,257 - mmaction - INFO - Epoch [11][760/1253] lr: 3.000e-02, eta: 21:37:28, time: 0.645, data_time: 0.010, memory: 4833, top1_acc: 0.4646, top5_acc: 0.7224, loss_cls: 2.2722, loss: 2.2722, grad_norm: 3.2092 2020-08-14 07:18:26,639 - mmaction - INFO - Epoch [11][780/1253] lr: 3.000e-02, eta: 21:37:10, time: 0.672, data_time: 0.007, memory: 4833, top1_acc: 0.4521, top5_acc: 0.7161, loss_cls: 2.3214, loss: 2.3214, grad_norm: 3.1901 2020-08-14 07:18:41,773 - mmaction - INFO - Epoch [11][800/1253] lr: 3.000e-02, eta: 21:37:06, time: 0.752, data_time: 0.005, memory: 4833, top1_acc: 0.4690, top5_acc: 0.7125, loss_cls: 2.3306, loss: 2.3306, grad_norm: 3.2606 2020-08-14 07:18:55,904 - mmaction - INFO - Epoch [11][820/1253] lr: 3.000e-02, eta: 21:36:54, time: 0.711, data_time: 0.008, memory: 4833, top1_acc: 0.4641, top5_acc: 0.7125, loss_cls: 2.3504, loss: 2.3504, grad_norm: 3.2779 2020-08-14 07:19:09,074 - mmaction - INFO - Epoch [11][840/1253] lr: 3.000e-02, eta: 21:36:34, time: 0.655, data_time: 0.006, memory: 4833, top1_acc: 0.4583, top5_acc: 0.7177, loss_cls: 2.3303, loss: 2.3303, grad_norm: 3.2669 2020-08-14 07:19:22,399 - mmaction - INFO - Epoch [11][860/1253] lr: 3.000e-02, eta: 21:36:15, time: 0.668, data_time: 0.008, memory: 4833, top1_acc: 0.4549, top5_acc: 0.7102, loss_cls: 2.3513, loss: 2.3513, grad_norm: 3.2384 2020-08-14 07:19:37,057 - mmaction - INFO - Epoch [11][880/1253] lr: 3.000e-02, eta: 21:36:08, time: 0.732, data_time: 0.007, memory: 4833, top1_acc: 0.4625, top5_acc: 0.7154, loss_cls: 2.3246, loss: 2.3246, grad_norm: 3.2436 2020-08-14 07:19:51,279 - mmaction - INFO - Epoch [11][900/1253] lr: 3.000e-02, eta: 21:35:56, time: 0.712, data_time: 0.007, memory: 4833, top1_acc: 0.4570, top5_acc: 0.7141, loss_cls: 2.3201, loss: 2.3201, grad_norm: 3.2524 2020-08-14 07:20:04,472 - mmaction - INFO - Epoch [11][920/1253] lr: 3.000e-02, eta: 21:35:37, time: 0.660, data_time: 0.009, memory: 4833, top1_acc: 0.4677, top5_acc: 0.7302, loss_cls: 2.2829, loss: 2.2829, grad_norm: 3.1949 2020-08-14 07:20:17,815 - mmaction - INFO - Epoch [11][940/1253] lr: 3.000e-02, eta: 21:35:18, time: 0.668, data_time: 0.005, memory: 4833, top1_acc: 0.4557, top5_acc: 0.7096, loss_cls: 2.3604, loss: 2.3604, grad_norm: 3.2275 2020-08-14 07:20:31,822 - mmaction - INFO - Epoch [11][960/1253] lr: 3.000e-02, eta: 21:35:05, time: 0.699, data_time: 0.006, memory: 4833, top1_acc: 0.4612, top5_acc: 0.7107, loss_cls: 2.3449, loss: 2.3449, grad_norm: 3.2226 2020-08-14 07:20:45,354 - mmaction - INFO - Epoch [11][980/1253] lr: 3.000e-02, eta: 21:34:48, time: 0.677, data_time: 0.006, memory: 4833, top1_acc: 0.4622, top5_acc: 0.7133, loss_cls: 2.3288, loss: 2.3288, grad_norm: 3.2261 2020-08-14 07:20:59,852 - mmaction - INFO - Epoch [11][1000/1253] lr: 3.000e-02, eta: 21:34:39, time: 0.724, data_time: 0.007, memory: 4833, top1_acc: 0.4669, top5_acc: 0.7107, loss_cls: 2.3265, loss: 2.3265, grad_norm: 3.3053 2020-08-14 07:21:14,257 - mmaction - INFO - Epoch [11][1020/1253] lr: 3.000e-02, eta: 21:34:30, time: 0.721, data_time: 0.006, memory: 4833, top1_acc: 0.4622, top5_acc: 0.7148, loss_cls: 2.3416, loss: 2.3416, grad_norm: 3.1746 2020-08-14 07:21:28,437 - mmaction - INFO - Epoch [11][1040/1253] lr: 3.000e-02, eta: 21:34:18, time: 0.708, data_time: 0.007, memory: 4833, top1_acc: 0.4706, top5_acc: 0.7229, loss_cls: 2.3104, loss: 2.3104, grad_norm: 3.2257 2020-08-14 07:21:41,484 - mmaction - INFO - Epoch [11][1060/1253] lr: 3.000e-02, eta: 21:33:57, time: 0.653, data_time: 0.006, memory: 4833, top1_acc: 0.4659, top5_acc: 0.7125, loss_cls: 2.3606, loss: 2.3606, grad_norm: 3.2283 2020-08-14 07:21:56,664 - mmaction - INFO - Epoch [11][1080/1253] lr: 3.000e-02, eta: 21:33:53, time: 0.756, data_time: 0.009, memory: 4833, top1_acc: 0.4677, top5_acc: 0.7198, loss_cls: 2.3047, loss: 2.3047, grad_norm: 3.2350 2020-08-14 07:22:09,536 - mmaction - INFO - Epoch [11][1100/1253] lr: 3.000e-02, eta: 21:33:31, time: 0.647, data_time: 0.007, memory: 4833, top1_acc: 0.4648, top5_acc: 0.7099, loss_cls: 2.3542, loss: 2.3542, grad_norm: 3.1789 2020-08-14 07:22:25,354 - mmaction - INFO - Epoch [11][1120/1253] lr: 3.000e-02, eta: 21:33:33, time: 0.787, data_time: 0.008, memory: 4833, top1_acc: 0.4688, top5_acc: 0.7081, loss_cls: 2.3327, loss: 2.3327, grad_norm: 3.2201 2020-08-14 07:22:38,951 - mmaction - INFO - Epoch [11][1140/1253] lr: 3.000e-02, eta: 21:33:17, time: 0.684, data_time: 0.008, memory: 4833, top1_acc: 0.4625, top5_acc: 0.7109, loss_cls: 2.3212, loss: 2.3212, grad_norm: 3.2583 2020-08-14 07:22:53,876 - mmaction - INFO - Epoch [11][1160/1253] lr: 3.000e-02, eta: 21:33:10, time: 0.741, data_time: 0.007, memory: 4833, top1_acc: 0.4659, top5_acc: 0.7159, loss_cls: 2.3157, loss: 2.3157, grad_norm: 3.2605 2020-08-14 07:23:06,829 - mmaction - INFO - Epoch [11][1180/1253] lr: 3.000e-02, eta: 21:32:49, time: 0.652, data_time: 0.008, memory: 4833, top1_acc: 0.4638, top5_acc: 0.7195, loss_cls: 2.3141, loss: 2.3141, grad_norm: 3.2585 2020-08-14 07:23:21,720 - mmaction - INFO - Epoch [11][1200/1253] lr: 3.000e-02, eta: 21:32:43, time: 0.743, data_time: 0.010, memory: 4833, top1_acc: 0.4589, top5_acc: 0.7115, loss_cls: 2.3453, loss: 2.3453, grad_norm: 3.1720 2020-08-14 07:23:36,632 - mmaction - INFO - Epoch [11][1220/1253] lr: 3.000e-02, eta: 21:32:38, time: 0.747, data_time: 0.007, memory: 4833, top1_acc: 0.4641, top5_acc: 0.7185, loss_cls: 2.3153, loss: 2.3153, grad_norm: 3.2348 2020-08-14 07:23:51,006 - mmaction - INFO - Epoch [11][1240/1253] lr: 3.000e-02, eta: 21:32:28, time: 0.718, data_time: 0.006, memory: 4833, top1_acc: 0.4797, top5_acc: 0.7221, loss_cls: 2.2761, loss: 2.2761, grad_norm: 3.2714 2020-08-14 07:24:00,687 - mmaction - INFO - Saving checkpoint at 11 epochs 2020-08-14 07:24:22,844 - mmaction - INFO - Epoch [12][20/1253] lr: 3.000e-02, eta: 21:31:48, time: 1.045, data_time: 0.429, memory: 4833, top1_acc: 0.4784, top5_acc: 0.7174, loss_cls: 2.2770, loss: 2.2770, grad_norm: 3.2277 2020-08-14 07:24:36,714 - mmaction - INFO - Epoch [12][40/1253] lr: 3.000e-02, eta: 21:31:34, time: 0.696, data_time: 0.007, memory: 4833, top1_acc: 0.4570, top5_acc: 0.7164, loss_cls: 2.3325, loss: 2.3325, grad_norm: 3.2457 2020-08-14 07:24:49,838 - mmaction - INFO - Epoch [12][60/1253] lr: 3.000e-02, eta: 21:31:14, time: 0.654, data_time: 0.006, memory: 4833, top1_acc: 0.4786, top5_acc: 0.7281, loss_cls: 2.2450, loss: 2.2450, grad_norm: 3.2210 2020-08-14 07:25:03,297 - mmaction - INFO - Epoch [12][80/1253] lr: 3.000e-02, eta: 21:30:57, time: 0.675, data_time: 0.006, memory: 4833, top1_acc: 0.4729, top5_acc: 0.7206, loss_cls: 2.3096, loss: 2.3096, grad_norm: 3.2103 2020-08-14 07:25:17,672 - mmaction - INFO - Epoch [12][100/1253] lr: 3.000e-02, eta: 21:30:47, time: 0.719, data_time: 0.004, memory: 4833, top1_acc: 0.4648, top5_acc: 0.7221, loss_cls: 2.3185, loss: 2.3185, grad_norm: 3.2905 2020-08-14 07:25:31,158 - mmaction - INFO - Epoch [12][120/1253] lr: 3.000e-02, eta: 21:30:29, time: 0.669, data_time: 0.007, memory: 4833, top1_acc: 0.4776, top5_acc: 0.7281, loss_cls: 2.2414, loss: 2.2414, grad_norm: 3.1806 2020-08-14 07:25:45,324 - mmaction - INFO - Epoch [12][140/1253] lr: 3.000e-02, eta: 21:30:18, time: 0.714, data_time: 0.008, memory: 4833, top1_acc: 0.4622, top5_acc: 0.7107, loss_cls: 2.3515, loss: 2.3515, grad_norm: 3.2652 2020-08-14 07:25:58,967 - mmaction - INFO - Epoch [12][160/1253] lr: 3.000e-02, eta: 21:30:01, time: 0.678, data_time: 0.006, memory: 4833, top1_acc: 0.4724, top5_acc: 0.7193, loss_cls: 2.2677, loss: 2.2677, grad_norm: 3.2047 2020-08-14 07:26:12,805 - mmaction - INFO - Epoch [12][180/1253] lr: 3.000e-02, eta: 21:29:47, time: 0.694, data_time: 0.007, memory: 4833, top1_acc: 0.4688, top5_acc: 0.7156, loss_cls: 2.3167, loss: 2.3167, grad_norm: 3.2191 2020-08-14 07:26:26,702 - mmaction - INFO - Epoch [12][200/1253] lr: 3.000e-02, eta: 21:29:33, time: 0.693, data_time: 0.007, memory: 4833, top1_acc: 0.4768, top5_acc: 0.7307, loss_cls: 2.2689, loss: 2.2689, grad_norm: 3.2098 2020-08-14 07:26:41,475 - mmaction - INFO - Epoch [12][220/1253] lr: 3.000e-02, eta: 21:29:26, time: 0.741, data_time: 0.007, memory: 4833, top1_acc: 0.4622, top5_acc: 0.7174, loss_cls: 2.3108, loss: 2.3108, grad_norm: 3.2036 2020-08-14 07:26:54,789 - mmaction - INFO - Epoch [12][240/1253] lr: 3.000e-02, eta: 21:29:07, time: 0.662, data_time: 0.007, memory: 4833, top1_acc: 0.4646, top5_acc: 0.7164, loss_cls: 2.3232, loss: 2.3232, grad_norm: 3.2157 2020-08-14 07:27:08,844 - mmaction - INFO - Epoch [12][260/1253] lr: 3.000e-02, eta: 21:28:55, time: 0.706, data_time: 0.007, memory: 4833, top1_acc: 0.4620, top5_acc: 0.7224, loss_cls: 2.3318, loss: 2.3318, grad_norm: 3.2911 2020-08-14 07:27:22,561 - mmaction - INFO - Epoch [12][280/1253] lr: 3.000e-02, eta: 21:28:40, time: 0.687, data_time: 0.007, memory: 4833, top1_acc: 0.4635, top5_acc: 0.7247, loss_cls: 2.2982, loss: 2.2982, grad_norm: 3.2167 2020-08-14 07:27:36,393 - mmaction - INFO - Epoch [12][300/1253] lr: 3.000e-02, eta: 21:28:25, time: 0.691, data_time: 0.003, memory: 4833, top1_acc: 0.4760, top5_acc: 0.7221, loss_cls: 2.2834, loss: 2.2834, grad_norm: 3.2541 2020-08-14 07:27:50,578 - mmaction - INFO - Epoch [12][320/1253] lr: 3.000e-02, eta: 21:28:13, time: 0.707, data_time: 0.006, memory: 4833, top1_acc: 0.4740, top5_acc: 0.7182, loss_cls: 2.2965, loss: 2.2965, grad_norm: 3.2694 2020-08-14 07:28:05,928 - mmaction - INFO - Epoch [12][340/1253] lr: 3.000e-02, eta: 21:28:11, time: 0.769, data_time: 0.006, memory: 4833, top1_acc: 0.4711, top5_acc: 0.7292, loss_cls: 2.2838, loss: 2.2838, grad_norm: 3.2084 2020-08-14 07:28:20,509 - mmaction - INFO - Epoch [12][360/1253] lr: 3.000e-02, eta: 21:28:02, time: 0.730, data_time: 0.008, memory: 4833, top1_acc: 0.4549, top5_acc: 0.7193, loss_cls: 2.2972, loss: 2.2972, grad_norm: 3.2219 2020-08-14 07:28:34,177 - mmaction - INFO - Epoch [12][380/1253] lr: 3.000e-02, eta: 21:27:46, time: 0.683, data_time: 0.003, memory: 4833, top1_acc: 0.4591, top5_acc: 0.7081, loss_cls: 2.3463, loss: 2.3463, grad_norm: 3.2538 2020-08-14 07:28:48,497 - mmaction - INFO - Epoch [12][400/1253] lr: 3.000e-02, eta: 21:27:36, time: 0.715, data_time: 0.006, memory: 4833, top1_acc: 0.4760, top5_acc: 0.7214, loss_cls: 2.2416, loss: 2.2416, grad_norm: 3.1620 2020-08-14 07:29:01,376 - mmaction - INFO - Epoch [12][420/1253] lr: 3.000e-02, eta: 21:27:14, time: 0.646, data_time: 0.007, memory: 4833, top1_acc: 0.4695, top5_acc: 0.7198, loss_cls: 2.3029, loss: 2.3029, grad_norm: 3.3359 2020-08-14 07:29:17,191 - mmaction - INFO - Epoch [12][440/1253] lr: 3.000e-02, eta: 21:27:15, time: 0.790, data_time: 0.009, memory: 4833, top1_acc: 0.4633, top5_acc: 0.7214, loss_cls: 2.3121, loss: 2.3121, grad_norm: 3.2197 2020-08-14 07:29:30,981 - mmaction - INFO - Epoch [12][460/1253] lr: 3.000e-02, eta: 21:27:00, time: 0.691, data_time: 0.007, memory: 4833, top1_acc: 0.4773, top5_acc: 0.7279, loss_cls: 2.2646, loss: 2.2646, grad_norm: 3.2865 2020-08-14 07:29:44,627 - mmaction - INFO - Epoch [12][480/1253] lr: 3.000e-02, eta: 21:26:44, time: 0.679, data_time: 0.006, memory: 4833, top1_acc: 0.4682, top5_acc: 0.7214, loss_cls: 2.3038, loss: 2.3038, grad_norm: 3.2654 2020-08-14 07:29:57,031 - mmaction - INFO - Epoch [12][500/1253] lr: 3.000e-02, eta: 21:26:19, time: 0.624, data_time: 0.007, memory: 4833, top1_acc: 0.4648, top5_acc: 0.7135, loss_cls: 2.3340, loss: 2.3340, grad_norm: 3.2639 2020-08-14 07:30:11,638 - mmaction - INFO - Epoch [12][520/1253] lr: 3.000e-02, eta: 21:26:10, time: 0.728, data_time: 0.006, memory: 4833, top1_acc: 0.4635, top5_acc: 0.7258, loss_cls: 2.3060, loss: 2.3060, grad_norm: 3.1873 2020-08-14 07:30:27,093 - mmaction - INFO - Epoch [12][540/1253] lr: 3.000e-02, eta: 21:26:08, time: 0.776, data_time: 0.007, memory: 4833, top1_acc: 0.4555, top5_acc: 0.7073, loss_cls: 2.3822, loss: 2.3822, grad_norm: 3.1859 2020-08-14 07:30:40,260 - mmaction - INFO - Epoch [12][560/1253] lr: 3.000e-02, eta: 21:25:49, time: 0.656, data_time: 0.005, memory: 4833, top1_acc: 0.4685, top5_acc: 0.7156, loss_cls: 2.3102, loss: 2.3102, grad_norm: 3.2496 2020-08-14 07:30:54,077 - mmaction - INFO - Epoch [12][580/1253] lr: 3.000e-02, eta: 21:25:34, time: 0.692, data_time: 0.007, memory: 4833, top1_acc: 0.4638, top5_acc: 0.7107, loss_cls: 2.3304, loss: 2.3304, grad_norm: 3.1386 2020-08-14 07:31:07,106 - mmaction - INFO - Epoch [12][600/1253] lr: 3.000e-02, eta: 21:25:13, time: 0.650, data_time: 0.006, memory: 4833, top1_acc: 0.4490, top5_acc: 0.7146, loss_cls: 2.3521, loss: 2.3521, grad_norm: 3.2405 2020-08-14 07:31:20,970 - mmaction - INFO - Epoch [12][620/1253] lr: 3.000e-02, eta: 21:24:59, time: 0.693, data_time: 0.008, memory: 4833, top1_acc: 0.4810, top5_acc: 0.7359, loss_cls: 2.2305, loss: 2.2305, grad_norm: 3.2410 2020-08-14 07:31:33,564 - mmaction - INFO - Epoch [12][640/1253] lr: 3.000e-02, eta: 21:24:35, time: 0.627, data_time: 0.008, memory: 4833, top1_acc: 0.4560, top5_acc: 0.7169, loss_cls: 2.3507, loss: 2.3507, grad_norm: 3.2291 2020-08-14 07:31:47,867 - mmaction - INFO - Epoch [12][660/1253] lr: 3.000e-02, eta: 21:24:25, time: 0.721, data_time: 0.007, memory: 4833, top1_acc: 0.4742, top5_acc: 0.7161, loss_cls: 2.2960, loss: 2.2960, grad_norm: 3.2264 2020-08-14 07:32:02,325 - mmaction - INFO - Epoch [12][680/1253] lr: 3.000e-02, eta: 21:24:14, time: 0.719, data_time: 0.005, memory: 4833, top1_acc: 0.4740, top5_acc: 0.7354, loss_cls: 2.2298, loss: 2.2298, grad_norm: 3.1826 2020-08-14 07:32:16,726 - mmaction - INFO - Epoch [12][700/1253] lr: 3.000e-02, eta: 21:24:05, time: 0.724, data_time: 0.007, memory: 4833, top1_acc: 0.4820, top5_acc: 0.7326, loss_cls: 2.2191, loss: 2.2191, grad_norm: 3.2150 2020-08-14 07:32:31,249 - mmaction - INFO - Epoch [12][720/1253] lr: 3.000e-02, eta: 21:23:55, time: 0.724, data_time: 0.005, memory: 4833, top1_acc: 0.4648, top5_acc: 0.7172, loss_cls: 2.3027, loss: 2.3027, grad_norm: 3.2481 2020-08-14 07:32:45,183 - mmaction - INFO - Epoch [12][740/1253] lr: 3.000e-02, eta: 21:23:42, time: 0.697, data_time: 0.007, memory: 4833, top1_acc: 0.4740, top5_acc: 0.7253, loss_cls: 2.2760, loss: 2.2760, grad_norm: 3.2228 2020-08-14 07:32:59,662 - mmaction - INFO - Epoch [12][760/1253] lr: 3.000e-02, eta: 21:23:32, time: 0.723, data_time: 0.007, memory: 4833, top1_acc: 0.4758, top5_acc: 0.7229, loss_cls: 2.2879, loss: 2.2879, grad_norm: 3.2437 2020-08-14 07:33:12,863 - mmaction - INFO - Epoch [12][780/1253] lr: 3.000e-02, eta: 21:23:13, time: 0.661, data_time: 0.007, memory: 4833, top1_acc: 0.4753, top5_acc: 0.7289, loss_cls: 2.2679, loss: 2.2679, grad_norm: 3.1531 2020-08-14 07:33:27,762 - mmaction - INFO - Epoch [12][800/1253] lr: 3.000e-02, eta: 21:23:06, time: 0.744, data_time: 0.008, memory: 4833, top1_acc: 0.4682, top5_acc: 0.7180, loss_cls: 2.3275, loss: 2.3275, grad_norm: 3.2241 2020-08-14 07:33:42,148 - mmaction - INFO - Epoch [12][820/1253] lr: 3.000e-02, eta: 21:22:56, time: 0.721, data_time: 0.007, memory: 4833, top1_acc: 0.4630, top5_acc: 0.7247, loss_cls: 2.2931, loss: 2.2931, grad_norm: 3.2543 2020-08-14 07:33:54,973 - mmaction - INFO - Epoch [12][840/1253] lr: 3.000e-02, eta: 21:22:34, time: 0.638, data_time: 0.006, memory: 4833, top1_acc: 0.4740, top5_acc: 0.7266, loss_cls: 2.3004, loss: 2.3004, grad_norm: 3.2732 2020-08-14 07:34:08,369 - mmaction - INFO - Epoch [12][860/1253] lr: 3.000e-02, eta: 21:22:16, time: 0.672, data_time: 0.007, memory: 4833, top1_acc: 0.4518, top5_acc: 0.7263, loss_cls: 2.2995, loss: 2.2995, grad_norm: 3.2425 2020-08-14 07:34:22,783 - mmaction - INFO - Epoch [12][880/1253] lr: 3.000e-02, eta: 21:22:06, time: 0.720, data_time: 0.007, memory: 4833, top1_acc: 0.4674, top5_acc: 0.7297, loss_cls: 2.2927, loss: 2.2927, grad_norm: 3.2353 2020-08-14 07:34:35,231 - mmaction - INFO - Epoch [12][900/1253] lr: 3.000e-02, eta: 21:21:42, time: 0.625, data_time: 0.007, memory: 4833, top1_acc: 0.4740, top5_acc: 0.7206, loss_cls: 2.2895, loss: 2.2895, grad_norm: 3.1602 2020-08-14 07:34:50,707 - mmaction - INFO - Epoch [12][920/1253] lr: 3.000e-02, eta: 21:21:39, time: 0.771, data_time: 0.006, memory: 4833, top1_acc: 0.4701, top5_acc: 0.7180, loss_cls: 2.2971, loss: 2.2971, grad_norm: 3.2245 2020-08-14 07:35:03,315 - mmaction - INFO - Epoch [12][940/1253] lr: 3.000e-02, eta: 21:21:16, time: 0.634, data_time: 0.007, memory: 4833, top1_acc: 0.4656, top5_acc: 0.7099, loss_cls: 2.3548, loss: 2.3548, grad_norm: 3.2468 2020-08-14 07:35:18,680 - mmaction - INFO - Epoch [12][960/1253] lr: 3.000e-02, eta: 21:21:13, time: 0.768, data_time: 0.002, memory: 4833, top1_acc: 0.4760, top5_acc: 0.7177, loss_cls: 2.2912, loss: 2.2912, grad_norm: 3.2482 2020-08-14 07:35:33,151 - mmaction - INFO - Epoch [12][980/1253] lr: 3.000e-02, eta: 21:21:03, time: 0.721, data_time: 0.005, memory: 4833, top1_acc: 0.4786, top5_acc: 0.7070, loss_cls: 2.3246, loss: 2.3246, grad_norm: 3.2556 2020-08-14 07:35:46,432 - mmaction - INFO - Epoch [12][1000/1253] lr: 3.000e-02, eta: 21:20:44, time: 0.666, data_time: 0.007, memory: 4833, top1_acc: 0.4682, top5_acc: 0.7240, loss_cls: 2.2940, loss: 2.2940, grad_norm: 3.2414 2020-08-14 07:36:00,776 - mmaction - INFO - Epoch [12][1020/1253] lr: 3.000e-02, eta: 21:20:34, time: 0.716, data_time: 0.007, memory: 4833, top1_acc: 0.4620, top5_acc: 0.7083, loss_cls: 2.3677, loss: 2.3677, grad_norm: 3.1594 2020-08-14 07:36:15,408 - mmaction - INFO - Epoch [12][1040/1253] lr: 3.000e-02, eta: 21:20:25, time: 0.734, data_time: 0.006, memory: 4833, top1_acc: 0.4667, top5_acc: 0.7203, loss_cls: 2.3048, loss: 2.3048, grad_norm: 3.2090 2020-08-14 07:36:28,734 - mmaction - INFO - Epoch [12][1060/1253] lr: 3.000e-02, eta: 21:20:07, time: 0.666, data_time: 0.007, memory: 4833, top1_acc: 0.4786, top5_acc: 0.7284, loss_cls: 2.2452, loss: 2.2452, grad_norm: 3.1807 2020-08-14 07:36:42,172 - mmaction - INFO - Epoch [12][1080/1253] lr: 3.000e-02, eta: 21:19:50, time: 0.671, data_time: 0.004, memory: 4833, top1_acc: 0.4755, top5_acc: 0.7237, loss_cls: 2.2633, loss: 2.2633, grad_norm: 3.1710 2020-08-14 07:36:54,869 - mmaction - INFO - Epoch [12][1100/1253] lr: 3.000e-02, eta: 21:19:27, time: 0.634, data_time: 0.006, memory: 4833, top1_acc: 0.4716, top5_acc: 0.7411, loss_cls: 2.2315, loss: 2.2315, grad_norm: 3.1961 2020-08-14 07:37:08,626 - mmaction - INFO - Epoch [12][1120/1253] lr: 3.000e-02, eta: 21:19:12, time: 0.690, data_time: 0.007, memory: 4833, top1_acc: 0.4727, top5_acc: 0.7159, loss_cls: 2.3077, loss: 2.3077, grad_norm: 3.1802 2020-08-14 07:37:22,553 - mmaction - INFO - Epoch [12][1140/1253] lr: 3.000e-02, eta: 21:18:58, time: 0.694, data_time: 0.005, memory: 4833, top1_acc: 0.4779, top5_acc: 0.7331, loss_cls: 2.2359, loss: 2.2359, grad_norm: 3.1147 2020-08-14 07:37:37,633 - mmaction - INFO - Epoch [12][1160/1253] lr: 3.000e-02, eta: 21:18:53, time: 0.756, data_time: 0.006, memory: 4833, top1_acc: 0.4695, top5_acc: 0.7185, loss_cls: 2.2605, loss: 2.2605, grad_norm: 3.2139 2020-08-14 07:37:51,137 - mmaction - INFO - Epoch [12][1180/1253] lr: 3.000e-02, eta: 21:18:36, time: 0.673, data_time: 0.005, memory: 4833, top1_acc: 0.4794, top5_acc: 0.7263, loss_cls: 2.2520, loss: 2.2520, grad_norm: 3.2704 2020-08-14 07:38:05,384 - mmaction - INFO - Epoch [12][1200/1253] lr: 3.000e-02, eta: 21:18:25, time: 0.714, data_time: 0.006, memory: 4833, top1_acc: 0.4807, top5_acc: 0.7177, loss_cls: 2.2881, loss: 2.2881, grad_norm: 3.2433 2020-08-14 07:38:19,153 - mmaction - INFO - Epoch [12][1220/1253] lr: 3.000e-02, eta: 21:18:09, time: 0.686, data_time: 0.006, memory: 4833, top1_acc: 0.4602, top5_acc: 0.7068, loss_cls: 2.3950, loss: 2.3950, grad_norm: 3.1777 2020-08-14 07:38:33,665 - mmaction - INFO - Epoch [12][1240/1253] lr: 3.000e-02, eta: 21:18:00, time: 0.727, data_time: 0.006, memory: 4833, top1_acc: 0.4768, top5_acc: 0.7305, loss_cls: 2.2375, loss: 2.2375, grad_norm: 3.1898 2020-08-14 07:38:41,898 - mmaction - INFO - Saving checkpoint at 12 epochs 2020-08-14 07:39:04,554 - mmaction - INFO - Epoch [13][20/1253] lr: 3.000e-02, eta: 21:17:25, time: 1.064, data_time: 0.389, memory: 4833, top1_acc: 0.4656, top5_acc: 0.7247, loss_cls: 2.2790, loss: 2.2790, grad_norm: 3.2678 2020-08-14 07:39:17,636 - mmaction - INFO - Epoch [13][40/1253] lr: 3.000e-02, eta: 21:17:05, time: 0.654, data_time: 0.005, memory: 4833, top1_acc: 0.4776, top5_acc: 0.7312, loss_cls: 2.2494, loss: 2.2494, grad_norm: 3.2587 2020-08-14 07:39:31,702 - mmaction - INFO - Epoch [13][60/1253] lr: 3.000e-02, eta: 21:16:52, time: 0.703, data_time: 0.009, memory: 4833, top1_acc: 0.4615, top5_acc: 0.7177, loss_cls: 2.2771, loss: 2.2771, grad_norm: 3.2537 2020-08-14 07:39:45,411 - mmaction - INFO - Epoch [13][80/1253] lr: 3.000e-02, eta: 21:16:37, time: 0.686, data_time: 0.006, memory: 4833, top1_acc: 0.4786, top5_acc: 0.7268, loss_cls: 2.2629, loss: 2.2629, grad_norm: 3.1913 2020-08-14 07:39:58,795 - mmaction - INFO - Epoch [13][100/1253] lr: 3.000e-02, eta: 21:16:19, time: 0.668, data_time: 0.006, memory: 4833, top1_acc: 0.4766, top5_acc: 0.7208, loss_cls: 2.2586, loss: 2.2586, grad_norm: 3.2929 2020-08-14 07:40:11,737 - mmaction - INFO - Epoch [13][120/1253] lr: 3.000e-02, eta: 21:15:58, time: 0.648, data_time: 0.007, memory: 4833, top1_acc: 0.4810, top5_acc: 0.7266, loss_cls: 2.2576, loss: 2.2576, grad_norm: 3.2236 2020-08-14 07:40:24,236 - mmaction - INFO - Epoch [13][140/1253] lr: 3.000e-02, eta: 21:15:34, time: 0.624, data_time: 0.007, memory: 4833, top1_acc: 0.4740, top5_acc: 0.7271, loss_cls: 2.2534, loss: 2.2534, grad_norm: 3.2519 2020-08-14 07:40:37,673 - mmaction - INFO - Epoch [13][160/1253] lr: 3.000e-02, eta: 21:15:17, time: 0.674, data_time: 0.007, memory: 4833, top1_acc: 0.4841, top5_acc: 0.7404, loss_cls: 2.1801, loss: 2.1801, grad_norm: 3.1842 2020-08-14 07:40:51,180 - mmaction - INFO - Epoch [13][180/1253] lr: 3.000e-02, eta: 21:15:00, time: 0.674, data_time: 0.007, memory: 4833, top1_acc: 0.4870, top5_acc: 0.7435, loss_cls: 2.1723, loss: 2.1723, grad_norm: 3.2652 2020-08-14 07:41:04,247 - mmaction - INFO - Epoch [13][200/1253] lr: 3.000e-02, eta: 21:14:41, time: 0.655, data_time: 0.007, memory: 4833, top1_acc: 0.4839, top5_acc: 0.7341, loss_cls: 2.2365, loss: 2.2365, grad_norm: 3.2010 2020-08-14 07:41:17,485 - mmaction - INFO - Epoch [13][220/1253] lr: 3.000e-02, eta: 21:14:22, time: 0.660, data_time: 0.006, memory: 4833, top1_acc: 0.4846, top5_acc: 0.7328, loss_cls: 2.2291, loss: 2.2291, grad_norm: 3.3023 2020-08-14 07:41:29,951 - mmaction - INFO - Epoch [13][240/1253] lr: 3.000e-02, eta: 21:13:58, time: 0.625, data_time: 0.007, memory: 4833, top1_acc: 0.4784, top5_acc: 0.7344, loss_cls: 2.2043, loss: 2.2043, grad_norm: 3.2864 2020-08-14 07:41:44,582 - mmaction - INFO - Epoch [13][260/1253] lr: 3.000e-02, eta: 21:13:49, time: 0.729, data_time: 0.006, memory: 4833, top1_acc: 0.4771, top5_acc: 0.7273, loss_cls: 2.2389, loss: 2.2389, grad_norm: 3.2294 2020-08-14 07:41:57,951 - mmaction - INFO - Epoch [13][280/1253] lr: 3.000e-02, eta: 21:13:31, time: 0.671, data_time: 0.007, memory: 4833, top1_acc: 0.4844, top5_acc: 0.7294, loss_cls: 2.2394, loss: 2.2394, grad_norm: 3.2706 2020-08-14 07:42:11,358 - mmaction - INFO - Epoch [13][300/1253] lr: 3.000e-02, eta: 21:13:14, time: 0.668, data_time: 0.006, memory: 4833, top1_acc: 0.4737, top5_acc: 0.7185, loss_cls: 2.2860, loss: 2.2860, grad_norm: 3.2169 2020-08-14 07:42:24,012 - mmaction - INFO - Epoch [13][320/1253] lr: 3.000e-02, eta: 21:12:51, time: 0.635, data_time: 0.010, memory: 4833, top1_acc: 0.4760, top5_acc: 0.7266, loss_cls: 2.2637, loss: 2.2637, grad_norm: 3.2199 2020-08-14 07:42:37,951 - mmaction - INFO - Epoch [13][340/1253] lr: 3.000e-02, eta: 21:12:37, time: 0.694, data_time: 0.006, memory: 4833, top1_acc: 0.4883, top5_acc: 0.7409, loss_cls: 2.2180, loss: 2.2180, grad_norm: 3.2489 2020-08-14 07:42:51,878 - mmaction - INFO - Epoch [13][360/1253] lr: 3.000e-02, eta: 21:12:24, time: 0.699, data_time: 0.007, memory: 4833, top1_acc: 0.4766, top5_acc: 0.7240, loss_cls: 2.2515, loss: 2.2515, grad_norm: 3.2138 2020-08-14 07:43:05,574 - mmaction - INFO - Epoch [13][380/1253] lr: 3.000e-02, eta: 21:12:08, time: 0.683, data_time: 0.006, memory: 4833, top1_acc: 0.4797, top5_acc: 0.7313, loss_cls: 2.2651, loss: 2.2651, grad_norm: 3.2115 2020-08-14 07:43:18,484 - mmaction - INFO - Epoch [13][400/1253] lr: 3.000e-02, eta: 21:11:48, time: 0.646, data_time: 0.006, memory: 4833, top1_acc: 0.4737, top5_acc: 0.7263, loss_cls: 2.2603, loss: 2.2603, grad_norm: 3.2218 2020-08-14 07:43:32,692 - mmaction - INFO - Epoch [13][420/1253] lr: 3.000e-02, eta: 21:11:36, time: 0.712, data_time: 0.007, memory: 4833, top1_acc: 0.4622, top5_acc: 0.7211, loss_cls: 2.3004, loss: 2.3004, grad_norm: 3.2193 2020-08-14 07:43:46,159 - mmaction - INFO - Epoch [13][440/1253] lr: 3.000e-02, eta: 21:11:19, time: 0.671, data_time: 0.006, memory: 4833, top1_acc: 0.4753, top5_acc: 0.7237, loss_cls: 2.2751, loss: 2.2751, grad_norm: 3.2946 2020-08-14 07:43:59,658 - mmaction - INFO - Epoch [13][460/1253] lr: 3.000e-02, eta: 21:11:03, time: 0.677, data_time: 0.007, memory: 4833, top1_acc: 0.4760, top5_acc: 0.7141, loss_cls: 2.3027, loss: 2.3027, grad_norm: 3.2423 2020-08-14 07:44:13,955 - mmaction - INFO - Epoch [13][480/1253] lr: 3.000e-02, eta: 21:10:51, time: 0.713, data_time: 0.008, memory: 4833, top1_acc: 0.4823, top5_acc: 0.7346, loss_cls: 2.2233, loss: 2.2233, grad_norm: 3.1676 2020-08-14 07:44:27,467 - mmaction - INFO - Epoch [13][500/1253] lr: 3.000e-02, eta: 21:10:35, time: 0.678, data_time: 0.007, memory: 4833, top1_acc: 0.4622, top5_acc: 0.7099, loss_cls: 2.3607, loss: 2.3607, grad_norm: 3.2943 2020-08-14 07:44:40,465 - mmaction - INFO - Epoch [13][520/1253] lr: 3.000e-02, eta: 21:10:14, time: 0.647, data_time: 0.006, memory: 4833, top1_acc: 0.4885, top5_acc: 0.7336, loss_cls: 2.2406, loss: 2.2406, grad_norm: 3.1809 2020-08-14 07:44:52,901 - mmaction - INFO - Epoch [13][540/1253] lr: 3.000e-02, eta: 21:09:51, time: 0.623, data_time: 0.007, memory: 4833, top1_acc: 0.4865, top5_acc: 0.7273, loss_cls: 2.2641, loss: 2.2641, grad_norm: 3.3040 2020-08-14 07:45:06,146 - mmaction - INFO - Epoch [13][560/1253] lr: 3.000e-02, eta: 21:09:32, time: 0.661, data_time: 0.007, memory: 4833, top1_acc: 0.4792, top5_acc: 0.7297, loss_cls: 2.2357, loss: 2.2357, grad_norm: 3.1878 2020-08-14 07:45:19,799 - mmaction - INFO - Epoch [13][580/1253] lr: 3.000e-02, eta: 21:09:17, time: 0.685, data_time: 0.007, memory: 4833, top1_acc: 0.4677, top5_acc: 0.7151, loss_cls: 2.2546, loss: 2.2546, grad_norm: 3.1987 2020-08-14 07:45:32,210 - mmaction - INFO - Epoch [13][600/1253] lr: 3.000e-02, eta: 21:08:52, time: 0.618, data_time: 0.006, memory: 4833, top1_acc: 0.4753, top5_acc: 0.7206, loss_cls: 2.2880, loss: 2.2880, grad_norm: 3.2360 2020-08-14 07:45:46,786 - mmaction - INFO - Epoch [13][620/1253] lr: 3.000e-02, eta: 21:08:44, time: 0.731, data_time: 0.005, memory: 4833, top1_acc: 0.4807, top5_acc: 0.7349, loss_cls: 2.2303, loss: 2.2303, grad_norm: 3.2142 2020-08-14 07:45:59,256 - mmaction - INFO - Epoch [13][640/1253] lr: 3.000e-02, eta: 21:08:19, time: 0.621, data_time: 0.006, memory: 4833, top1_acc: 0.4841, top5_acc: 0.7344, loss_cls: 2.2119, loss: 2.2119, grad_norm: 3.2735 2020-08-14 07:46:11,731 - mmaction - INFO - Epoch [13][660/1253] lr: 3.000e-02, eta: 21:07:56, time: 0.625, data_time: 0.007, memory: 4833, top1_acc: 0.4917, top5_acc: 0.7451, loss_cls: 2.2102, loss: 2.2102, grad_norm: 3.2108 2020-08-14 07:46:24,563 - mmaction - INFO - Epoch [13][680/1253] lr: 3.000e-02, eta: 21:07:34, time: 0.640, data_time: 0.010, memory: 4833, top1_acc: 0.4690, top5_acc: 0.7109, loss_cls: 2.3129, loss: 2.3129, grad_norm: 3.2502 2020-08-14 07:46:38,163 - mmaction - INFO - Epoch [13][700/1253] lr: 3.000e-02, eta: 21:07:19, time: 0.683, data_time: 0.007, memory: 4833, top1_acc: 0.4703, top5_acc: 0.7214, loss_cls: 2.3004, loss: 2.3004, grad_norm: 3.2344 2020-08-14 07:46:52,063 - mmaction - INFO - Epoch [13][720/1253] lr: 3.000e-02, eta: 21:07:05, time: 0.693, data_time: 0.006, memory: 4833, top1_acc: 0.4826, top5_acc: 0.7219, loss_cls: 2.2867, loss: 2.2867, grad_norm: 3.1980 2020-08-14 07:47:04,825 - mmaction - INFO - Epoch [13][740/1253] lr: 3.000e-02, eta: 21:06:43, time: 0.639, data_time: 0.006, memory: 4833, top1_acc: 0.4633, top5_acc: 0.7159, loss_cls: 2.3332, loss: 2.3332, grad_norm: 3.2316 2020-08-14 07:47:18,745 - mmaction - INFO - Epoch [13][760/1253] lr: 3.000e-02, eta: 21:06:30, time: 0.695, data_time: 0.007, memory: 4833, top1_acc: 0.4776, top5_acc: 0.7307, loss_cls: 2.2566, loss: 2.2566, grad_norm: 3.1503 2020-08-14 07:47:32,851 - mmaction - INFO - Epoch [13][780/1253] lr: 3.000e-02, eta: 21:06:17, time: 0.705, data_time: 0.006, memory: 4833, top1_acc: 0.4841, top5_acc: 0.7281, loss_cls: 2.2411, loss: 2.2411, grad_norm: 3.3080 2020-08-14 07:47:46,504 - mmaction - INFO - Epoch [13][800/1253] lr: 3.000e-02, eta: 21:06:02, time: 0.682, data_time: 0.008, memory: 4833, top1_acc: 0.4742, top5_acc: 0.7198, loss_cls: 2.2862, loss: 2.2862, grad_norm: 3.2231 2020-08-14 07:47:59,931 - mmaction - INFO - Epoch [13][820/1253] lr: 3.000e-02, eta: 21:05:45, time: 0.672, data_time: 0.006, memory: 4833, top1_acc: 0.4667, top5_acc: 0.7201, loss_cls: 2.2637, loss: 2.2637, grad_norm: 3.2662 2020-08-14 07:48:12,833 - mmaction - INFO - Epoch [13][840/1253] lr: 3.000e-02, eta: 21:05:24, time: 0.645, data_time: 0.010, memory: 4833, top1_acc: 0.4802, top5_acc: 0.7273, loss_cls: 2.2641, loss: 2.2641, grad_norm: 3.2795 2020-08-14 07:48:26,198 - mmaction - INFO - Epoch [13][860/1253] lr: 3.000e-02, eta: 21:05:07, time: 0.668, data_time: 0.006, memory: 4833, top1_acc: 0.4695, top5_acc: 0.7344, loss_cls: 2.2077, loss: 2.2077, grad_norm: 3.2194 2020-08-14 07:48:39,813 - mmaction - INFO - Epoch [13][880/1253] lr: 3.000e-02, eta: 21:04:51, time: 0.678, data_time: 0.007, memory: 4833, top1_acc: 0.4828, top5_acc: 0.7391, loss_cls: 2.2317, loss: 2.2317, grad_norm: 3.2982 2020-08-14 07:48:53,998 - mmaction - INFO - Epoch [13][900/1253] lr: 3.000e-02, eta: 21:04:39, time: 0.711, data_time: 0.008, memory: 4833, top1_acc: 0.4753, top5_acc: 0.7307, loss_cls: 2.2500, loss: 2.2500, grad_norm: 3.2296 2020-08-14 07:49:07,658 - mmaction - INFO - Epoch [13][920/1253] lr: 3.000e-02, eta: 21:04:24, time: 0.682, data_time: 0.009, memory: 4833, top1_acc: 0.4813, top5_acc: 0.7281, loss_cls: 2.2708, loss: 2.2708, grad_norm: 3.1570 2020-08-14 07:49:21,037 - mmaction - INFO - Epoch [13][940/1253] lr: 3.000e-02, eta: 21:04:07, time: 0.670, data_time: 0.007, memory: 4833, top1_acc: 0.4669, top5_acc: 0.7172, loss_cls: 2.3107, loss: 2.3107, grad_norm: 3.2087 2020-08-14 07:49:34,577 - mmaction - INFO - Epoch [13][960/1253] lr: 3.000e-02, eta: 21:03:51, time: 0.678, data_time: 0.007, memory: 4833, top1_acc: 0.4885, top5_acc: 0.7297, loss_cls: 2.2136, loss: 2.2136, grad_norm: 3.2280 2020-08-14 07:49:47,546 - mmaction - INFO - Epoch [13][980/1253] lr: 3.000e-02, eta: 21:03:31, time: 0.649, data_time: 0.004, memory: 4833, top1_acc: 0.4747, top5_acc: 0.7336, loss_cls: 2.2199, loss: 2.2199, grad_norm: 3.2285 2020-08-14 07:50:00,158 - mmaction - INFO - Epoch [13][1000/1253] lr: 3.000e-02, eta: 21:03:08, time: 0.628, data_time: 0.007, memory: 4833, top1_acc: 0.4750, top5_acc: 0.7258, loss_cls: 2.2698, loss: 2.2698, grad_norm: 3.2475 2020-08-14 07:50:12,850 - mmaction - INFO - Epoch [13][1020/1253] lr: 3.000e-02, eta: 21:02:46, time: 0.634, data_time: 0.006, memory: 4833, top1_acc: 0.4807, top5_acc: 0.7221, loss_cls: 2.2927, loss: 2.2927, grad_norm: 3.2289 2020-08-14 07:50:27,326 - mmaction - INFO - Epoch [13][1040/1253] lr: 3.000e-02, eta: 21:02:37, time: 0.726, data_time: 0.009, memory: 4833, top1_acc: 0.4763, top5_acc: 0.7271, loss_cls: 2.2577, loss: 2.2577, grad_norm: 3.2444 2020-08-14 07:50:41,494 - mmaction - INFO - Epoch [13][1060/1253] lr: 3.000e-02, eta: 21:02:25, time: 0.707, data_time: 0.009, memory: 4833, top1_acc: 0.4961, top5_acc: 0.7313, loss_cls: 2.2167, loss: 2.2167, grad_norm: 3.1594 2020-08-14 07:50:55,364 - mmaction - INFO - Epoch [13][1080/1253] lr: 3.000e-02, eta: 21:02:11, time: 0.694, data_time: 0.007, memory: 4833, top1_acc: 0.4628, top5_acc: 0.7294, loss_cls: 2.2696, loss: 2.2696, grad_norm: 3.2801 2020-08-14 07:51:09,109 - mmaction - INFO - Epoch [13][1100/1253] lr: 3.000e-02, eta: 21:01:56, time: 0.687, data_time: 0.007, memory: 4833, top1_acc: 0.4755, top5_acc: 0.7385, loss_cls: 2.2134, loss: 2.2134, grad_norm: 3.2107 2020-08-14 07:51:22,909 - mmaction - INFO - Epoch [13][1120/1253] lr: 3.000e-02, eta: 21:01:42, time: 0.689, data_time: 0.009, memory: 4833, top1_acc: 0.4737, top5_acc: 0.7250, loss_cls: 2.2635, loss: 2.2635, grad_norm: 3.2200 2020-08-14 07:51:36,798 - mmaction - INFO - Epoch [13][1140/1253] lr: 3.000e-02, eta: 21:01:28, time: 0.696, data_time: 0.007, memory: 4833, top1_acc: 0.4690, top5_acc: 0.7172, loss_cls: 2.3112, loss: 2.3112, grad_norm: 3.2425 2020-08-14 07:51:50,099 - mmaction - INFO - Epoch [13][1160/1253] lr: 3.000e-02, eta: 21:01:10, time: 0.664, data_time: 0.006, memory: 4833, top1_acc: 0.4805, top5_acc: 0.7349, loss_cls: 2.2351, loss: 2.2351, grad_norm: 3.2608 2020-08-14 07:52:03,378 - mmaction - INFO - Epoch [13][1180/1253] lr: 3.000e-02, eta: 21:00:53, time: 0.666, data_time: 0.006, memory: 4833, top1_acc: 0.4711, top5_acc: 0.7172, loss_cls: 2.2902, loss: 2.2902, grad_norm: 3.1803 2020-08-14 07:52:17,036 - mmaction - INFO - Epoch [13][1200/1253] lr: 3.000e-02, eta: 21:00:37, time: 0.683, data_time: 0.002, memory: 4833, top1_acc: 0.4724, top5_acc: 0.7180, loss_cls: 2.2875, loss: 2.2875, grad_norm: 3.2152 2020-08-14 07:52:30,800 - mmaction - INFO - Epoch [13][1220/1253] lr: 3.000e-02, eta: 21:00:22, time: 0.687, data_time: 0.006, memory: 4833, top1_acc: 0.4841, top5_acc: 0.7266, loss_cls: 2.2694, loss: 2.2694, grad_norm: 3.2233 2020-08-14 07:52:43,211 - mmaction - INFO - Epoch [13][1240/1253] lr: 3.000e-02, eta: 20:59:59, time: 0.621, data_time: 0.005, memory: 4833, top1_acc: 0.4714, top5_acc: 0.7169, loss_cls: 2.3039, loss: 2.3039, grad_norm: 3.2557 2020-08-14 07:52:51,025 - mmaction - INFO - Saving checkpoint at 13 epochs 2020-08-14 07:53:13,185 - mmaction - INFO - Epoch [14][20/1253] lr: 3.000e-02, eta: 20:59:18, time: 1.006, data_time: 0.379, memory: 4833, top1_acc: 0.4846, top5_acc: 0.7289, loss_cls: 2.2353, loss: 2.2353, grad_norm: 3.1169 2020-08-14 07:53:25,535 - mmaction - INFO - Epoch [14][40/1253] lr: 3.000e-02, eta: 20:58:54, time: 0.620, data_time: 0.008, memory: 4833, top1_acc: 0.4859, top5_acc: 0.7336, loss_cls: 2.2479, loss: 2.2479, grad_norm: 3.2424 2020-08-14 07:53:39,755 - mmaction - INFO - Epoch [14][60/1253] lr: 3.000e-02, eta: 20:58:42, time: 0.711, data_time: 0.006, memory: 4833, top1_acc: 0.4763, top5_acc: 0.7273, loss_cls: 2.2488, loss: 2.2488, grad_norm: 3.2063 2020-08-14 07:53:52,957 - mmaction - INFO - Epoch [14][80/1253] lr: 3.000e-02, eta: 20:58:24, time: 0.657, data_time: 0.003, memory: 4833, top1_acc: 0.4878, top5_acc: 0.7341, loss_cls: 2.2073, loss: 2.2073, grad_norm: 3.2502 2020-08-14 07:54:07,581 - mmaction - INFO - Epoch [14][100/1253] lr: 3.000e-02, eta: 20:58:15, time: 0.733, data_time: 0.009, memory: 4833, top1_acc: 0.4945, top5_acc: 0.7339, loss_cls: 2.1865, loss: 2.1865, grad_norm: 3.2155 2020-08-14 07:54:21,053 - mmaction - INFO - Epoch [14][120/1253] lr: 3.000e-02, eta: 20:57:59, time: 0.675, data_time: 0.010, memory: 4833, top1_acc: 0.4891, top5_acc: 0.7237, loss_cls: 2.2252, loss: 2.2252, grad_norm: 3.2518 2020-08-14 07:54:35,375 - mmaction - INFO - Epoch [14][140/1253] lr: 3.000e-02, eta: 20:57:48, time: 0.715, data_time: 0.003, memory: 4833, top1_acc: 0.4867, top5_acc: 0.7474, loss_cls: 2.1676, loss: 2.1676, grad_norm: 3.2869 2020-08-14 07:54:50,589 - mmaction - INFO - Epoch [14][160/1253] lr: 3.000e-02, eta: 20:57:43, time: 0.759, data_time: 0.006, memory: 4833, top1_acc: 0.4935, top5_acc: 0.7393, loss_cls: 2.1913, loss: 2.1913, grad_norm: 3.2603 2020-08-14 07:55:04,722 - mmaction - INFO - Epoch [14][180/1253] lr: 3.000e-02, eta: 20:57:31, time: 0.708, data_time: 0.007, memory: 4833, top1_acc: 0.4880, top5_acc: 0.7289, loss_cls: 2.2221, loss: 2.2221, grad_norm: 3.1942 2020-08-14 07:55:19,249 - mmaction - INFO - Epoch [14][200/1253] lr: 3.000e-02, eta: 20:57:21, time: 0.727, data_time: 0.004, memory: 4833, top1_acc: 0.4799, top5_acc: 0.7299, loss_cls: 2.2289, loss: 2.2289, grad_norm: 3.2383 2020-08-14 07:55:33,552 - mmaction - INFO - Epoch [14][220/1253] lr: 3.000e-02, eta: 20:57:10, time: 0.714, data_time: 0.006, memory: 4833, top1_acc: 0.4878, top5_acc: 0.7333, loss_cls: 2.2329, loss: 2.2329, grad_norm: 3.1793 2020-08-14 07:55:46,711 - mmaction - INFO - Epoch [14][240/1253] lr: 3.000e-02, eta: 20:56:52, time: 0.659, data_time: 0.006, memory: 4833, top1_acc: 0.4836, top5_acc: 0.7359, loss_cls: 2.2099, loss: 2.2099, grad_norm: 3.2570 2020-08-14 07:55:59,864 - mmaction - INFO - Epoch [14][260/1253] lr: 3.000e-02, eta: 20:56:33, time: 0.656, data_time: 0.007, memory: 4833, top1_acc: 0.4990, top5_acc: 0.7521, loss_cls: 2.1024, loss: 2.1024, grad_norm: 3.2365 2020-08-14 07:56:13,625 - mmaction - INFO - Epoch [14][280/1253] lr: 3.000e-02, eta: 20:56:19, time: 0.690, data_time: 0.007, memory: 4833, top1_acc: 0.4924, top5_acc: 0.7445, loss_cls: 2.1834, loss: 2.1834, grad_norm: 3.2453 2020-08-14 07:56:26,582 - mmaction - INFO - Epoch [14][300/1253] lr: 3.000e-02, eta: 20:55:59, time: 0.646, data_time: 0.007, memory: 4833, top1_acc: 0.4763, top5_acc: 0.7286, loss_cls: 2.2777, loss: 2.2777, grad_norm: 3.1617 2020-08-14 07:56:39,724 - mmaction - INFO - Epoch [14][320/1253] lr: 3.000e-02, eta: 20:55:40, time: 0.659, data_time: 0.007, memory: 4833, top1_acc: 0.4823, top5_acc: 0.7315, loss_cls: 2.2277, loss: 2.2277, grad_norm: 3.2347 2020-08-14 07:56:54,072 - mmaction - INFO - Epoch [14][340/1253] lr: 3.000e-02, eta: 20:55:30, time: 0.717, data_time: 0.007, memory: 4833, top1_acc: 0.4781, top5_acc: 0.7326, loss_cls: 2.2447, loss: 2.2447, grad_norm: 3.2684 2020-08-14 07:57:08,421 - mmaction - INFO - Epoch [14][360/1253] lr: 3.000e-02, eta: 20:55:19, time: 0.719, data_time: 0.007, memory: 4833, top1_acc: 0.4784, top5_acc: 0.7411, loss_cls: 2.2169, loss: 2.2169, grad_norm: 3.1561 2020-08-14 07:57:22,089 - mmaction - INFO - Epoch [14][380/1253] lr: 3.000e-02, eta: 20:55:04, time: 0.684, data_time: 0.007, memory: 4833, top1_acc: 0.4766, top5_acc: 0.7164, loss_cls: 2.2891, loss: 2.2891, grad_norm: 3.2352 2020-08-14 07:57:36,650 - mmaction - INFO - Epoch [14][400/1253] lr: 3.000e-02, eta: 20:54:54, time: 0.728, data_time: 0.008, memory: 4833, top1_acc: 0.4927, top5_acc: 0.7341, loss_cls: 2.1827, loss: 2.1827, grad_norm: 3.1982 2020-08-14 07:57:49,538 - mmaction - INFO - Epoch [14][420/1253] lr: 3.000e-02, eta: 20:54:34, time: 0.644, data_time: 0.005, memory: 4833, top1_acc: 0.4854, top5_acc: 0.7292, loss_cls: 2.2465, loss: 2.2465, grad_norm: 3.2266 2020-08-14 07:58:03,551 - mmaction - INFO - Epoch [14][440/1253] lr: 3.000e-02, eta: 20:54:21, time: 0.700, data_time: 0.007, memory: 4833, top1_acc: 0.4901, top5_acc: 0.7258, loss_cls: 2.2277, loss: 2.2277, grad_norm: 3.2282 2020-08-14 07:58:17,101 - mmaction - INFO - Epoch [14][460/1253] lr: 3.000e-02, eta: 20:54:05, time: 0.679, data_time: 0.007, memory: 4833, top1_acc: 0.4826, top5_acc: 0.7247, loss_cls: 2.2399, loss: 2.2399, grad_norm: 3.2323 2020-08-14 07:58:29,640 - mmaction - INFO - Epoch [14][480/1253] lr: 3.000e-02, eta: 20:53:43, time: 0.625, data_time: 0.007, memory: 4833, top1_acc: 0.4802, top5_acc: 0.7320, loss_cls: 2.2407, loss: 2.2407, grad_norm: 3.2543 2020-08-14 07:58:44,003 - mmaction - INFO - Epoch [14][500/1253] lr: 3.000e-02, eta: 20:53:33, time: 0.721, data_time: 0.007, memory: 4833, top1_acc: 0.4953, top5_acc: 0.7292, loss_cls: 2.1846, loss: 2.1846, grad_norm: 3.2068 2020-08-14 07:58:58,170 - mmaction - INFO - Epoch [14][520/1253] lr: 3.000e-02, eta: 20:53:20, time: 0.705, data_time: 0.005, memory: 4833, top1_acc: 0.4862, top5_acc: 0.7359, loss_cls: 2.2145, loss: 2.2145, grad_norm: 3.2384 2020-08-14 07:59:12,488 - mmaction - INFO - Epoch [14][540/1253] lr: 3.000e-02, eta: 20:53:10, time: 0.719, data_time: 0.007, memory: 4833, top1_acc: 0.4875, top5_acc: 0.7341, loss_cls: 2.1905, loss: 2.1905, grad_norm: 3.2121 2020-08-14 07:59:26,312 - mmaction - INFO - Epoch [14][560/1253] lr: 3.000e-02, eta: 20:52:55, time: 0.689, data_time: 0.006, memory: 4833, top1_acc: 0.4766, top5_acc: 0.7258, loss_cls: 2.2424, loss: 2.2424, grad_norm: 3.1737 2020-08-14 07:59:39,431 - mmaction - INFO - Epoch [14][580/1253] lr: 3.000e-02, eta: 20:52:37, time: 0.658, data_time: 0.008, memory: 4833, top1_acc: 0.4766, top5_acc: 0.7307, loss_cls: 2.2544, loss: 2.2544, grad_norm: 3.2160 2020-08-14 07:59:52,663 - mmaction - INFO - Epoch [14][600/1253] lr: 3.000e-02, eta: 20:52:19, time: 0.660, data_time: 0.006, memory: 4833, top1_acc: 0.4750, top5_acc: 0.7245, loss_cls: 2.2949, loss: 2.2949, grad_norm: 3.2759 2020-08-14 08:00:07,557 - mmaction - INFO - Epoch [14][620/1253] lr: 3.000e-02, eta: 20:52:12, time: 0.745, data_time: 0.007, memory: 4833, top1_acc: 0.4901, top5_acc: 0.7326, loss_cls: 2.2102, loss: 2.2102, grad_norm: 3.1862 2020-08-14 08:00:21,570 - mmaction - INFO - Epoch [14][640/1253] lr: 3.000e-02, eta: 20:51:59, time: 0.702, data_time: 0.012, memory: 4833, top1_acc: 0.4984, top5_acc: 0.7401, loss_cls: 2.1606, loss: 2.1606, grad_norm: 3.1624 2020-08-14 08:00:35,954 - mmaction - INFO - Epoch [14][660/1253] lr: 3.000e-02, eta: 20:51:48, time: 0.719, data_time: 0.005, memory: 4833, top1_acc: 0.4891, top5_acc: 0.7406, loss_cls: 2.1873, loss: 2.1873, grad_norm: 3.2460 2020-08-14 08:00:51,477 - mmaction - INFO - Epoch [14][680/1253] lr: 3.000e-02, eta: 20:51:45, time: 0.774, data_time: 0.008, memory: 4833, top1_acc: 0.4893, top5_acc: 0.7341, loss_cls: 2.1947, loss: 2.1947, grad_norm: 3.2418 2020-08-14 08:01:05,336 - mmaction - INFO - Epoch [14][700/1253] lr: 3.000e-02, eta: 20:51:31, time: 0.694, data_time: 0.008, memory: 4833, top1_acc: 0.4716, top5_acc: 0.7185, loss_cls: 2.2888, loss: 2.2888, grad_norm: 3.2497 2020-08-14 08:01:19,245 - mmaction - INFO - Epoch [14][720/1253] lr: 3.000e-02, eta: 20:51:17, time: 0.695, data_time: 0.008, memory: 4833, top1_acc: 0.4784, top5_acc: 0.7268, loss_cls: 2.2728, loss: 2.2728, grad_norm: 3.2251 2020-08-14 08:01:32,926 - mmaction - INFO - Epoch [14][740/1253] lr: 3.000e-02, eta: 20:51:02, time: 0.684, data_time: 0.005, memory: 4833, top1_acc: 0.4878, top5_acc: 0.7281, loss_cls: 2.2613, loss: 2.2613, grad_norm: 3.1903 2020-08-14 08:01:46,097 - mmaction - INFO - Epoch [14][760/1253] lr: 3.000e-02, eta: 20:50:44, time: 0.659, data_time: 0.007, memory: 4833, top1_acc: 0.4779, top5_acc: 0.7331, loss_cls: 2.2254, loss: 2.2254, grad_norm: 3.1361 2020-08-14 08:02:00,623 - mmaction - INFO - Epoch [14][780/1253] lr: 3.000e-02, eta: 20:50:35, time: 0.728, data_time: 0.005, memory: 4833, top1_acc: 0.4818, top5_acc: 0.7388, loss_cls: 2.2230, loss: 2.2230, grad_norm: 3.2103 2020-08-14 08:02:15,178 - mmaction - INFO - Epoch [14][800/1253] lr: 3.000e-02, eta: 20:50:25, time: 0.725, data_time: 0.006, memory: 4833, top1_acc: 0.4823, top5_acc: 0.7336, loss_cls: 2.2276, loss: 2.2276, grad_norm: 3.2714 2020-08-14 08:02:29,806 - mmaction - INFO - Epoch [14][820/1253] lr: 3.000e-02, eta: 20:50:16, time: 0.732, data_time: 0.007, memory: 4833, top1_acc: 0.4755, top5_acc: 0.7198, loss_cls: 2.2877, loss: 2.2877, grad_norm: 3.2291 2020-08-14 08:02:42,954 - mmaction - INFO - Epoch [14][840/1253] lr: 3.000e-02, eta: 20:49:57, time: 0.656, data_time: 0.009, memory: 4833, top1_acc: 0.4784, top5_acc: 0.7302, loss_cls: 2.2293, loss: 2.2293, grad_norm: 3.2981 2020-08-14 08:02:56,658 - mmaction - INFO - Epoch [14][860/1253] lr: 3.000e-02, eta: 20:49:43, time: 0.688, data_time: 0.008, memory: 4833, top1_acc: 0.4880, top5_acc: 0.7357, loss_cls: 2.2175, loss: 2.2175, grad_norm: 3.1659 2020-08-14 08:03:10,800 - mmaction - INFO - Epoch [14][880/1253] lr: 3.000e-02, eta: 20:49:30, time: 0.705, data_time: 0.006, memory: 4833, top1_acc: 0.4719, top5_acc: 0.7315, loss_cls: 2.2316, loss: 2.2316, grad_norm: 3.2772 2020-08-14 08:03:23,578 - mmaction - INFO - Epoch [14][900/1253] lr: 3.000e-02, eta: 20:49:10, time: 0.641, data_time: 0.007, memory: 4833, top1_acc: 0.4852, top5_acc: 0.7508, loss_cls: 2.1848, loss: 2.1848, grad_norm: 3.2384 2020-08-14 08:03:36,729 - mmaction - INFO - Epoch [14][920/1253] lr: 3.000e-02, eta: 20:48:51, time: 0.655, data_time: 0.006, memory: 4833, top1_acc: 0.4818, top5_acc: 0.7297, loss_cls: 2.2621, loss: 2.2621, grad_norm: 3.2098 2020-08-14 08:03:52,026 - mmaction - INFO - Epoch [14][940/1253] lr: 3.000e-02, eta: 20:48:46, time: 0.767, data_time: 0.006, memory: 4833, top1_acc: 0.4896, top5_acc: 0.7312, loss_cls: 2.2375, loss: 2.2375, grad_norm: 3.1798 2020-08-14 08:04:06,894 - mmaction - INFO - Epoch [14][960/1253] lr: 3.000e-02, eta: 20:48:39, time: 0.742, data_time: 0.007, memory: 4833, top1_acc: 0.4714, top5_acc: 0.7344, loss_cls: 2.2389, loss: 2.2389, grad_norm: 3.2265 2020-08-14 08:04:19,439 - mmaction - INFO - Epoch [14][980/1253] lr: 3.000e-02, eta: 20:48:17, time: 0.629, data_time: 0.007, memory: 4833, top1_acc: 0.4763, top5_acc: 0.7138, loss_cls: 2.3271, loss: 2.3271, grad_norm: 3.2219 2020-08-14 08:04:33,334 - mmaction - INFO - Epoch [14][1000/1253] lr: 3.000e-02, eta: 20:48:03, time: 0.693, data_time: 0.007, memory: 4833, top1_acc: 0.4805, top5_acc: 0.7339, loss_cls: 2.2211, loss: 2.2211, grad_norm: 3.2203 2020-08-14 08:04:46,969 - mmaction - INFO - Epoch [14][1020/1253] lr: 3.000e-02, eta: 20:47:48, time: 0.684, data_time: 0.006, memory: 4833, top1_acc: 0.4734, top5_acc: 0.7193, loss_cls: 2.3140, loss: 2.3140, grad_norm: 3.1692 2020-08-14 08:05:01,558 - mmaction - INFO - Epoch [14][1040/1253] lr: 3.000e-02, eta: 20:47:39, time: 0.730, data_time: 0.010, memory: 4833, top1_acc: 0.4857, top5_acc: 0.7409, loss_cls: 2.1951, loss: 2.1951, grad_norm: 3.2299 2020-08-14 08:05:15,159 - mmaction - INFO - Epoch [14][1060/1253] lr: 3.000e-02, eta: 20:47:23, time: 0.678, data_time: 0.004, memory: 4833, top1_acc: 0.4753, top5_acc: 0.7240, loss_cls: 2.2750, loss: 2.2750, grad_norm: 3.2581 2020-08-14 08:05:29,201 - mmaction - INFO - Epoch [14][1080/1253] lr: 3.000e-02, eta: 20:47:10, time: 0.701, data_time: 0.008, memory: 4833, top1_acc: 0.4844, top5_acc: 0.7281, loss_cls: 2.2436, loss: 2.2436, grad_norm: 3.2489 2020-08-14 08:05:42,339 - mmaction - INFO - Epoch [14][1100/1253] lr: 3.000e-02, eta: 20:46:52, time: 0.659, data_time: 0.007, memory: 4833, top1_acc: 0.4805, top5_acc: 0.7258, loss_cls: 2.2521, loss: 2.2521, grad_norm: 3.2608 2020-08-14 08:05:55,639 - mmaction - INFO - Epoch [14][1120/1253] lr: 3.000e-02, eta: 20:46:34, time: 0.662, data_time: 0.007, memory: 4833, top1_acc: 0.4880, top5_acc: 0.7320, loss_cls: 2.2059, loss: 2.2059, grad_norm: 3.1916 2020-08-14 08:06:09,923 - mmaction - INFO - Epoch [14][1140/1253] lr: 3.000e-02, eta: 20:46:23, time: 0.718, data_time: 0.008, memory: 4833, top1_acc: 0.4750, top5_acc: 0.7154, loss_cls: 2.2861, loss: 2.2861, grad_norm: 3.2252 2020-08-14 08:06:23,367 - mmaction - INFO - Epoch [14][1160/1253] lr: 3.000e-02, eta: 20:46:06, time: 0.670, data_time: 0.006, memory: 4833, top1_acc: 0.4776, top5_acc: 0.7281, loss_cls: 2.2588, loss: 2.2588, grad_norm: 3.2674 2020-08-14 08:06:36,823 - mmaction - INFO - Epoch [14][1180/1253] lr: 3.000e-02, eta: 20:45:50, time: 0.673, data_time: 0.006, memory: 4833, top1_acc: 0.4760, top5_acc: 0.7141, loss_cls: 2.2717, loss: 2.2717, grad_norm: 3.1715 2020-08-14 08:06:51,160 - mmaction - INFO - Epoch [14][1200/1253] lr: 3.000e-02, eta: 20:45:39, time: 0.715, data_time: 0.008, memory: 4833, top1_acc: 0.4846, top5_acc: 0.7328, loss_cls: 2.2253, loss: 2.2253, grad_norm: 3.1524 2020-08-14 08:07:04,123 - mmaction - INFO - Epoch [14][1220/1253] lr: 3.000e-02, eta: 20:45:20, time: 0.652, data_time: 0.007, memory: 4833, top1_acc: 0.4766, top5_acc: 0.7354, loss_cls: 2.2348, loss: 2.2348, grad_norm: 3.1163 2020-08-14 08:07:17,543 - mmaction - INFO - Epoch [14][1240/1253] lr: 3.000e-02, eta: 20:45:03, time: 0.667, data_time: 0.006, memory: 4833, top1_acc: 0.4766, top5_acc: 0.7234, loss_cls: 2.2656, loss: 2.2656, grad_norm: 3.2159 2020-08-14 08:07:26,680 - mmaction - INFO - Saving checkpoint at 14 epochs 2020-08-14 08:07:51,789 - mmaction - INFO - Epoch [15][20/1253] lr: 3.000e-02, eta: 20:44:42, time: 1.158, data_time: 0.469, memory: 4833, top1_acc: 0.4911, top5_acc: 0.7331, loss_cls: 2.2179, loss: 2.2179, grad_norm: 3.1893 2020-08-14 08:08:04,129 - mmaction - INFO - Epoch [15][40/1253] lr: 3.000e-02, eta: 20:44:19, time: 0.616, data_time: 0.003, memory: 4833, top1_acc: 0.4865, top5_acc: 0.7354, loss_cls: 2.2165, loss: 2.2165, grad_norm: 3.2245 2020-08-14 08:08:16,555 - mmaction - INFO - Epoch [15][60/1253] lr: 3.000e-02, eta: 20:43:56, time: 0.620, data_time: 0.008, memory: 4833, top1_acc: 0.5013, top5_acc: 0.7393, loss_cls: 2.1809, loss: 2.1809, grad_norm: 3.1932 2020-08-14 08:08:30,536 - mmaction - INFO - Epoch [15][80/1253] lr: 3.000e-02, eta: 20:43:43, time: 0.702, data_time: 0.007, memory: 4833, top1_acc: 0.4888, top5_acc: 0.7367, loss_cls: 2.2026, loss: 2.2026, grad_norm: 3.1718 2020-08-14 08:08:44,583 - mmaction - INFO - Epoch [15][100/1253] lr: 3.000e-02, eta: 20:43:30, time: 0.701, data_time: 0.003, memory: 4833, top1_acc: 0.4745, top5_acc: 0.7266, loss_cls: 2.2138, loss: 2.2138, grad_norm: 3.2830 2020-08-14 08:08:57,685 - mmaction - INFO - Epoch [15][120/1253] lr: 3.000e-02, eta: 20:43:12, time: 0.657, data_time: 0.006, memory: 4833, top1_acc: 0.4862, top5_acc: 0.7448, loss_cls: 2.1920, loss: 2.1920, grad_norm: 3.2633 2020-08-14 08:09:12,202 - mmaction - INFO - Epoch [15][140/1253] lr: 3.000e-02, eta: 20:43:02, time: 0.723, data_time: 0.006, memory: 4833, top1_acc: 0.4852, top5_acc: 0.7391, loss_cls: 2.2120, loss: 2.2120, grad_norm: 3.2324 2020-08-14 08:09:25,917 - mmaction - INFO - Epoch [15][160/1253] lr: 3.000e-02, eta: 20:42:47, time: 0.689, data_time: 0.006, memory: 4833, top1_acc: 0.4852, top5_acc: 0.7375, loss_cls: 2.1854, loss: 2.1854, grad_norm: 3.2433 2020-08-14 08:09:39,411 - mmaction - INFO - Epoch [15][180/1253] lr: 3.000e-02, eta: 20:42:31, time: 0.673, data_time: 0.006, memory: 4833, top1_acc: 0.4995, top5_acc: 0.7391, loss_cls: 2.1773, loss: 2.1773, grad_norm: 3.1604 2020-08-14 08:09:53,450 - mmaction - INFO - Epoch [15][200/1253] lr: 3.000e-02, eta: 20:42:18, time: 0.703, data_time: 0.004, memory: 4833, top1_acc: 0.5047, top5_acc: 0.7411, loss_cls: 2.1454, loss: 2.1454, grad_norm: 3.2464 2020-08-14 08:10:06,834 - mmaction - INFO - Epoch [15][220/1253] lr: 3.000e-02, eta: 20:42:01, time: 0.668, data_time: 0.003, memory: 4833, top1_acc: 0.4823, top5_acc: 0.7346, loss_cls: 2.1979, loss: 2.1979, grad_norm: 3.1610 2020-08-14 08:10:21,894 - mmaction - INFO - Epoch [15][240/1253] lr: 3.000e-02, eta: 20:41:54, time: 0.751, data_time: 0.003, memory: 4833, top1_acc: 0.4982, top5_acc: 0.7378, loss_cls: 2.1654, loss: 2.1654, grad_norm: 3.1575 2020-08-14 08:10:36,348 - mmaction - INFO - Epoch [15][260/1253] lr: 3.000e-02, eta: 20:41:44, time: 0.725, data_time: 0.009, memory: 4833, top1_acc: 0.4932, top5_acc: 0.7341, loss_cls: 2.2214, loss: 2.2214, grad_norm: 3.2732 2020-08-14 08:10:51,452 - mmaction - INFO - Epoch [15][280/1253] lr: 3.000e-02, eta: 20:41:38, time: 0.754, data_time: 0.006, memory: 4833, top1_acc: 0.4891, top5_acc: 0.7354, loss_cls: 2.2155, loss: 2.2155, grad_norm: 3.3083 2020-08-14 08:11:05,319 - mmaction - INFO - Epoch [15][300/1253] lr: 3.000e-02, eta: 20:41:24, time: 0.695, data_time: 0.008, memory: 4833, top1_acc: 0.4839, top5_acc: 0.7344, loss_cls: 2.2215, loss: 2.2215, grad_norm: 3.2240 2020-08-14 08:11:19,069 - mmaction - INFO - Epoch [15][320/1253] lr: 3.000e-02, eta: 20:41:10, time: 0.689, data_time: 0.004, memory: 4833, top1_acc: 0.4888, top5_acc: 0.7388, loss_cls: 2.1936, loss: 2.1936, grad_norm: 3.2346 2020-08-14 08:11:32,682 - mmaction - INFO - Epoch [15][340/1253] lr: 3.000e-02, eta: 20:40:54, time: 0.678, data_time: 0.006, memory: 4833, top1_acc: 0.4849, top5_acc: 0.7307, loss_cls: 2.1995, loss: 2.1995, grad_norm: 3.1900 2020-08-14 08:11:45,833 - mmaction - INFO - Epoch [15][360/1253] lr: 3.000e-02, eta: 20:40:36, time: 0.660, data_time: 0.006, memory: 4833, top1_acc: 0.4750, top5_acc: 0.7354, loss_cls: 2.2195, loss: 2.2195, grad_norm: 3.2554 2020-08-14 08:11:59,336 - mmaction - INFO - Epoch [15][380/1253] lr: 3.000e-02, eta: 20:40:20, time: 0.674, data_time: 0.006, memory: 4833, top1_acc: 0.4974, top5_acc: 0.7448, loss_cls: 2.1533, loss: 2.1533, grad_norm: 3.2356 2020-08-14 08:12:12,598 - mmaction - INFO - Epoch [15][400/1253] lr: 3.000e-02, eta: 20:40:03, time: 0.663, data_time: 0.004, memory: 4833, top1_acc: 0.4755, top5_acc: 0.7318, loss_cls: 2.2466, loss: 2.2466, grad_norm: 3.1517 2020-08-14 08:12:25,706 - mmaction - INFO - Epoch [15][420/1253] lr: 3.000e-02, eta: 20:39:44, time: 0.654, data_time: 0.008, memory: 4833, top1_acc: 0.4831, top5_acc: 0.7359, loss_cls: 2.2068, loss: 2.2068, grad_norm: 3.2839 2020-08-14 08:12:39,747 - mmaction - INFO - Epoch [15][440/1253] lr: 3.000e-02, eta: 20:39:31, time: 0.703, data_time: 0.009, memory: 4833, top1_acc: 0.4875, top5_acc: 0.7456, loss_cls: 2.1753, loss: 2.1753, grad_norm: 3.1623 2020-08-14 08:12:53,867 - mmaction - INFO - Epoch [15][460/1253] lr: 3.000e-02, eta: 20:39:19, time: 0.707, data_time: 0.007, memory: 4833, top1_acc: 0.4940, top5_acc: 0.7430, loss_cls: 2.1582, loss: 2.1582, grad_norm: 3.2026 2020-08-14 08:13:08,099 - mmaction - INFO - Epoch [15][480/1253] lr: 3.000e-02, eta: 20:39:07, time: 0.710, data_time: 0.008, memory: 4833, top1_acc: 0.4831, top5_acc: 0.7326, loss_cls: 2.2261, loss: 2.2261, grad_norm: 3.2677 2020-08-14 08:13:21,427 - mmaction - INFO - Epoch [15][500/1253] lr: 3.000e-02, eta: 20:38:51, time: 0.668, data_time: 0.007, memory: 4833, top1_acc: 0.4919, top5_acc: 0.7432, loss_cls: 2.1734, loss: 2.1734, grad_norm: 3.2801 2020-08-14 08:13:35,553 - mmaction - INFO - Epoch [15][520/1253] lr: 3.000e-02, eta: 20:38:38, time: 0.705, data_time: 0.008, memory: 4833, top1_acc: 0.4927, top5_acc: 0.7315, loss_cls: 2.2015, loss: 2.2015, grad_norm: 3.2410 2020-08-14 08:13:49,464 - mmaction - INFO - Epoch [15][540/1253] lr: 3.000e-02, eta: 20:38:25, time: 0.697, data_time: 0.007, memory: 4833, top1_acc: 0.4938, top5_acc: 0.7297, loss_cls: 2.2225, loss: 2.2225, grad_norm: 3.3293 2020-08-14 08:14:03,456 - mmaction - INFO - Epoch [15][560/1253] lr: 3.000e-02, eta: 20:38:11, time: 0.698, data_time: 0.006, memory: 4833, top1_acc: 0.4820, top5_acc: 0.7320, loss_cls: 2.2529, loss: 2.2529, grad_norm: 3.2263 2020-08-14 08:14:17,353 - mmaction - INFO - Epoch [15][580/1253] lr: 3.000e-02, eta: 20:37:58, time: 0.697, data_time: 0.007, memory: 4833, top1_acc: 0.4797, top5_acc: 0.7286, loss_cls: 2.2303, loss: 2.2303, grad_norm: 3.2453 2020-08-14 08:14:33,616 - mmaction - INFO - Epoch [15][600/1253] lr: 3.000e-02, eta: 20:37:58, time: 0.813, data_time: 0.007, memory: 4833, top1_acc: 0.4880, top5_acc: 0.7346, loss_cls: 2.2000, loss: 2.2000, grad_norm: 3.2485 2020-08-14 08:14:46,492 - mmaction - INFO - Epoch [15][620/1253] lr: 3.000e-02, eta: 20:37:39, time: 0.645, data_time: 0.004, memory: 4833, top1_acc: 0.4763, top5_acc: 0.7219, loss_cls: 2.2280, loss: 2.2280, grad_norm: 3.3748 2020-08-14 08:14:59,721 - mmaction - INFO - Epoch [15][640/1253] lr: 3.000e-02, eta: 20:37:21, time: 0.659, data_time: 0.006, memory: 4833, top1_acc: 0.4878, top5_acc: 0.7367, loss_cls: 2.2057, loss: 2.2057, grad_norm: 3.2077 2020-08-14 08:15:13,625 - mmaction - INFO - Epoch [15][660/1253] lr: 3.000e-02, eta: 20:37:07, time: 0.696, data_time: 0.007, memory: 4833, top1_acc: 0.4857, top5_acc: 0.7466, loss_cls: 2.1742, loss: 2.1742, grad_norm: 3.2041 2020-08-14 08:15:27,758 - mmaction - INFO - Epoch [15][680/1253] lr: 3.000e-02, eta: 20:36:55, time: 0.707, data_time: 0.007, memory: 4833, top1_acc: 0.4823, top5_acc: 0.7385, loss_cls: 2.2102, loss: 2.2102, grad_norm: 3.3244 2020-08-14 08:15:41,141 - mmaction - INFO - Epoch [15][700/1253] lr: 3.000e-02, eta: 20:36:38, time: 0.670, data_time: 0.007, memory: 4833, top1_acc: 0.4836, top5_acc: 0.7419, loss_cls: 2.2087, loss: 2.2087, grad_norm: 3.2767 2020-08-14 08:15:54,915 - mmaction - INFO - Epoch [15][720/1253] lr: 3.000e-02, eta: 20:36:24, time: 0.687, data_time: 0.007, memory: 4833, top1_acc: 0.4878, top5_acc: 0.7383, loss_cls: 2.2010, loss: 2.2010, grad_norm: 3.1714 2020-08-14 08:16:08,613 - mmaction - INFO - Epoch [15][740/1253] lr: 3.000e-02, eta: 20:36:09, time: 0.686, data_time: 0.006, memory: 4833, top1_acc: 0.4896, top5_acc: 0.7305, loss_cls: 2.2041, loss: 2.2041, grad_norm: 3.1857 2020-08-14 08:16:22,703 - mmaction - INFO - Epoch [15][760/1253] lr: 3.000e-02, eta: 20:35:57, time: 0.704, data_time: 0.008, memory: 4833, top1_acc: 0.4969, top5_acc: 0.7307, loss_cls: 2.2055, loss: 2.2055, grad_norm: 3.2154 2020-08-14 08:16:37,459 - mmaction - INFO - Epoch [15][780/1253] lr: 3.000e-02, eta: 20:35:48, time: 0.739, data_time: 0.006, memory: 4833, top1_acc: 0.4745, top5_acc: 0.7208, loss_cls: 2.2524, loss: 2.2524, grad_norm: 3.1513 2020-08-14 08:16:51,631 - mmaction - INFO - Epoch [15][800/1253] lr: 3.000e-02, eta: 20:35:36, time: 0.705, data_time: 0.007, memory: 4833, top1_acc: 0.4922, top5_acc: 0.7271, loss_cls: 2.2180, loss: 2.2180, grad_norm: 3.2579 2020-08-14 08:17:05,010 - mmaction - INFO - Epoch [15][820/1253] lr: 3.000e-02, eta: 20:35:19, time: 0.672, data_time: 0.007, memory: 4833, top1_acc: 0.4831, top5_acc: 0.7367, loss_cls: 2.2045, loss: 2.2045, grad_norm: 3.1797 2020-08-14 08:17:19,859 - mmaction - INFO - Epoch [15][840/1253] lr: 3.000e-02, eta: 20:35:11, time: 0.744, data_time: 0.007, memory: 4833, top1_acc: 0.4891, top5_acc: 0.7357, loss_cls: 2.1979, loss: 2.1979, grad_norm: 3.1888 2020-08-14 08:17:33,967 - mmaction - INFO - Epoch [15][860/1253] lr: 3.000e-02, eta: 20:34:59, time: 0.704, data_time: 0.006, memory: 4833, top1_acc: 0.5008, top5_acc: 0.7487, loss_cls: 2.1417, loss: 2.1417, grad_norm: 3.2181 2020-08-14 08:17:48,366 - mmaction - INFO - Epoch [15][880/1253] lr: 3.000e-02, eta: 20:34:48, time: 0.720, data_time: 0.005, memory: 4833, top1_acc: 0.4958, top5_acc: 0.7479, loss_cls: 2.1363, loss: 2.1363, grad_norm: 3.2109 2020-08-14 08:18:02,648 - mmaction - INFO - Epoch [15][900/1253] lr: 3.000e-02, eta: 20:34:37, time: 0.714, data_time: 0.007, memory: 4833, top1_acc: 0.5026, top5_acc: 0.7339, loss_cls: 2.1930, loss: 2.1930, grad_norm: 3.2018 2020-08-14 08:18:16,344 - mmaction - INFO - Epoch [15][920/1253] lr: 3.000e-02, eta: 20:34:22, time: 0.685, data_time: 0.005, memory: 4833, top1_acc: 0.4971, top5_acc: 0.7383, loss_cls: 2.1731, loss: 2.1731, grad_norm: 3.2133 2020-08-14 08:18:30,149 - mmaction - INFO - Epoch [15][940/1253] lr: 3.000e-02, eta: 20:34:07, time: 0.690, data_time: 0.007, memory: 4833, top1_acc: 0.4831, top5_acc: 0.7299, loss_cls: 2.2212, loss: 2.2212, grad_norm: 3.1651 2020-08-14 08:18:44,480 - mmaction - INFO - Epoch [15][960/1253] lr: 3.000e-02, eta: 20:33:56, time: 0.717, data_time: 0.007, memory: 4833, top1_acc: 0.4841, top5_acc: 0.7302, loss_cls: 2.2286, loss: 2.2286, grad_norm: 3.2039 2020-08-14 08:18:59,012 - mmaction - INFO - Epoch [15][980/1253] lr: 3.000e-02, eta: 20:33:46, time: 0.725, data_time: 0.007, memory: 4833, top1_acc: 0.4771, top5_acc: 0.7260, loss_cls: 2.2633, loss: 2.2633, grad_norm: 3.1905 2020-08-14 08:19:13,807 - mmaction - INFO - Epoch [15][1000/1253] lr: 3.000e-02, eta: 20:33:38, time: 0.741, data_time: 0.007, memory: 4833, top1_acc: 0.4711, top5_acc: 0.7284, loss_cls: 2.2635, loss: 2.2635, grad_norm: 3.2380 2020-08-14 08:19:27,472 - mmaction - INFO - Epoch [15][1020/1253] lr: 3.000e-02, eta: 20:33:23, time: 0.683, data_time: 0.007, memory: 4833, top1_acc: 0.4964, top5_acc: 0.7367, loss_cls: 2.1746, loss: 2.1746, grad_norm: 3.1996 2020-08-14 08:19:42,472 - mmaction - INFO - Epoch [15][1040/1253] lr: 3.000e-02, eta: 20:33:16, time: 0.751, data_time: 0.005, memory: 4833, top1_acc: 0.4846, top5_acc: 0.7388, loss_cls: 2.2236, loss: 2.2236, grad_norm: 3.2035 2020-08-14 08:19:56,196 - mmaction - INFO - Epoch [15][1060/1253] lr: 3.000e-02, eta: 20:33:01, time: 0.686, data_time: 0.003, memory: 4833, top1_acc: 0.4818, top5_acc: 0.7346, loss_cls: 2.2000, loss: 2.2000, grad_norm: 3.3122 2020-08-14 08:20:10,563 - mmaction - INFO - Epoch [15][1080/1253] lr: 3.000e-02, eta: 20:32:49, time: 0.716, data_time: 0.006, memory: 4833, top1_acc: 0.4919, top5_acc: 0.7430, loss_cls: 2.1946, loss: 2.1946, grad_norm: 3.2590 2020-08-14 08:20:23,214 - mmaction - INFO - Epoch [15][1100/1253] lr: 3.000e-02, eta: 20:32:29, time: 0.635, data_time: 0.007, memory: 4833, top1_acc: 0.4818, top5_acc: 0.7320, loss_cls: 2.2445, loss: 2.2445, grad_norm: 3.2277 2020-08-14 08:20:37,305 - mmaction - INFO - Epoch [15][1120/1253] lr: 3.000e-02, eta: 20:32:16, time: 0.703, data_time: 0.007, memory: 4833, top1_acc: 0.4792, top5_acc: 0.7328, loss_cls: 2.2276, loss: 2.2276, grad_norm: 3.1940 2020-08-14 08:20:50,994 - mmaction - INFO - Epoch [15][1140/1253] lr: 3.000e-02, eta: 20:32:01, time: 0.686, data_time: 0.007, memory: 4833, top1_acc: 0.4883, top5_acc: 0.7292, loss_cls: 2.1843, loss: 2.1843, grad_norm: 3.1824 2020-08-14 08:21:04,889 - mmaction - INFO - Epoch [15][1160/1253] lr: 3.000e-02, eta: 20:31:48, time: 0.693, data_time: 0.007, memory: 4833, top1_acc: 0.4935, top5_acc: 0.7344, loss_cls: 2.1947, loss: 2.1947, grad_norm: 3.2334 2020-08-14 08:21:18,070 - mmaction - INFO - Epoch [15][1180/1253] lr: 3.000e-02, eta: 20:31:30, time: 0.661, data_time: 0.007, memory: 4833, top1_acc: 0.4852, top5_acc: 0.7344, loss_cls: 2.2056, loss: 2.2056, grad_norm: 3.1887 2020-08-14 08:21:32,148 - mmaction - INFO - Epoch [15][1200/1253] lr: 3.000e-02, eta: 20:31:17, time: 0.702, data_time: 0.006, memory: 4833, top1_acc: 0.4885, top5_acc: 0.7307, loss_cls: 2.2106, loss: 2.2106, grad_norm: 3.1977 2020-08-14 08:21:46,022 - mmaction - INFO - Epoch [15][1220/1253] lr: 3.000e-02, eta: 20:31:04, time: 0.696, data_time: 0.007, memory: 4833, top1_acc: 0.4971, top5_acc: 0.7385, loss_cls: 2.2091, loss: 2.2091, grad_norm: 3.2085 2020-08-14 08:22:00,603 - mmaction - INFO - Epoch [15][1240/1253] lr: 3.000e-02, eta: 20:30:53, time: 0.726, data_time: 0.007, memory: 4833, top1_acc: 0.4852, top5_acc: 0.7344, loss_cls: 2.2094, loss: 2.2094, grad_norm: 3.2605 2020-08-14 08:22:09,853 - mmaction - INFO - Saving checkpoint at 15 epochs 2020-08-14 08:22:32,157 - mmaction - INFO - Epoch [16][20/1253] lr: 3.000e-02, eta: 20:30:23, time: 1.073, data_time: 0.429, memory: 4833, top1_acc: 0.4992, top5_acc: 0.7396, loss_cls: 2.1673, loss: 2.1673, grad_norm: 3.2516 2020-08-14 08:22:44,501 - mmaction - INFO - Epoch [16][40/1253] lr: 3.000e-02, eta: 20:30:00, time: 0.618, data_time: 0.008, memory: 4833, top1_acc: 0.5008, top5_acc: 0.7445, loss_cls: 2.1379, loss: 2.1379, grad_norm: 3.2261 2020-08-14 08:22:58,188 - mmaction - INFO - Epoch [16][60/1253] lr: 3.000e-02, eta: 20:29:45, time: 0.685, data_time: 0.010, memory: 4833, top1_acc: 0.5026, top5_acc: 0.7549, loss_cls: 2.1094, loss: 2.1094, grad_norm: 3.1327 2020-08-14 08:23:12,433 - mmaction - INFO - Epoch [16][80/1253] lr: 3.000e-02, eta: 20:29:34, time: 0.713, data_time: 0.006, memory: 4833, top1_acc: 0.4922, top5_acc: 0.7344, loss_cls: 2.1741, loss: 2.1741, grad_norm: 3.2283 2020-08-14 08:23:26,553 - mmaction - INFO - Epoch [16][100/1253] lr: 3.000e-02, eta: 20:29:21, time: 0.705, data_time: 0.007, memory: 4833, top1_acc: 0.4898, top5_acc: 0.7430, loss_cls: 2.1735, loss: 2.1735, grad_norm: 3.3462 2020-08-14 08:23:39,775 - mmaction - INFO - Epoch [16][120/1253] lr: 3.000e-02, eta: 20:29:04, time: 0.662, data_time: 0.007, memory: 4833, top1_acc: 0.5138, top5_acc: 0.7531, loss_cls: 2.1061, loss: 2.1061, grad_norm: 3.1744 2020-08-14 08:23:54,179 - mmaction - INFO - Epoch [16][140/1253] lr: 3.000e-02, eta: 20:28:53, time: 0.717, data_time: 0.007, memory: 4833, top1_acc: 0.4938, top5_acc: 0.7401, loss_cls: 2.1718, loss: 2.1718, grad_norm: 3.2829 2020-08-14 08:24:08,556 - mmaction - INFO - Epoch [16][160/1253] lr: 3.000e-02, eta: 20:28:42, time: 0.722, data_time: 0.007, memory: 4833, top1_acc: 0.4828, top5_acc: 0.7401, loss_cls: 2.2173, loss: 2.2173, grad_norm: 3.2543 2020-08-14 08:24:21,015 - mmaction - INFO - Epoch [16][180/1253] lr: 3.000e-02, eta: 20:28:20, time: 0.620, data_time: 0.007, memory: 4833, top1_acc: 0.4995, top5_acc: 0.7461, loss_cls: 2.1430, loss: 2.1430, grad_norm: 3.2131 2020-08-14 08:24:35,936 - mmaction - INFO - Epoch [16][200/1253] lr: 3.000e-02, eta: 20:28:13, time: 0.750, data_time: 0.007, memory: 4833, top1_acc: 0.4974, top5_acc: 0.7422, loss_cls: 2.1246, loss: 2.1246, grad_norm: 3.1777 2020-08-14 08:24:50,210 - mmaction - INFO - Epoch [16][220/1253] lr: 3.000e-02, eta: 20:28:01, time: 0.710, data_time: 0.005, memory: 4833, top1_acc: 0.4990, top5_acc: 0.7505, loss_cls: 2.1511, loss: 2.1511, grad_norm: 3.2818 2020-08-14 08:25:04,901 - mmaction - INFO - Epoch [16][240/1253] lr: 3.000e-02, eta: 20:27:51, time: 0.736, data_time: 0.007, memory: 4833, top1_acc: 0.4927, top5_acc: 0.7346, loss_cls: 2.1718, loss: 2.1718, grad_norm: 3.2883 2020-08-14 08:25:17,563 - mmaction - INFO - Epoch [16][260/1253] lr: 3.000e-02, eta: 20:27:31, time: 0.634, data_time: 0.004, memory: 4833, top1_acc: 0.4823, top5_acc: 0.7341, loss_cls: 2.2057, loss: 2.2057, grad_norm: 3.2509 2020-08-14 08:25:31,660 - mmaction - INFO - Epoch [16][280/1253] lr: 3.000e-02, eta: 20:27:18, time: 0.702, data_time: 0.006, memory: 4833, top1_acc: 0.4906, top5_acc: 0.7372, loss_cls: 2.1684, loss: 2.1684, grad_norm: 3.2291 2020-08-14 08:25:44,997 - mmaction - INFO - Epoch [16][300/1253] lr: 3.000e-02, eta: 20:27:02, time: 0.669, data_time: 0.007, memory: 4833, top1_acc: 0.5047, top5_acc: 0.7464, loss_cls: 2.1538, loss: 2.1538, grad_norm: 3.3074 2020-08-14 08:25:58,511 - mmaction - INFO - Epoch [16][320/1253] lr: 3.000e-02, eta: 20:26:46, time: 0.674, data_time: 0.006, memory: 4833, top1_acc: 0.5005, top5_acc: 0.7536, loss_cls: 2.1018, loss: 2.1018, grad_norm: 3.2473 2020-08-14 08:26:11,347 - mmaction - INFO - Epoch [16][340/1253] lr: 3.000e-02, eta: 20:26:26, time: 0.644, data_time: 0.007, memory: 4833, top1_acc: 0.4922, top5_acc: 0.7406, loss_cls: 2.1556, loss: 2.1556, grad_norm: 3.2005 2020-08-14 08:26:24,848 - mmaction - INFO - Epoch [16][360/1253] lr: 3.000e-02, eta: 20:26:10, time: 0.674, data_time: 0.008, memory: 4833, top1_acc: 0.4930, top5_acc: 0.7424, loss_cls: 2.1851, loss: 2.1851, grad_norm: 3.1395 2020-08-14 08:26:37,817 - mmaction - INFO - Epoch [16][380/1253] lr: 3.000e-02, eta: 20:25:52, time: 0.650, data_time: 0.006, memory: 4833, top1_acc: 0.4909, top5_acc: 0.7354, loss_cls: 2.1860, loss: 2.1860, grad_norm: 3.2858 2020-08-14 08:26:50,474 - mmaction - INFO - Epoch [16][400/1253] lr: 3.000e-02, eta: 20:25:31, time: 0.632, data_time: 0.006, memory: 4833, top1_acc: 0.5005, top5_acc: 0.7490, loss_cls: 2.1423, loss: 2.1423, grad_norm: 3.2192 2020-08-14 08:27:04,527 - mmaction - INFO - Epoch [16][420/1253] lr: 3.000e-02, eta: 20:25:18, time: 0.703, data_time: 0.006, memory: 4833, top1_acc: 0.5021, top5_acc: 0.7456, loss_cls: 2.1229, loss: 2.1229, grad_norm: 3.2604 2020-08-14 08:27:18,933 - mmaction - INFO - Epoch [16][440/1253] lr: 3.000e-02, eta: 20:25:07, time: 0.719, data_time: 0.007, memory: 4833, top1_acc: 0.4904, top5_acc: 0.7302, loss_cls: 2.2077, loss: 2.2077, grad_norm: 3.2463 2020-08-14 08:27:32,847 - mmaction - INFO - Epoch [16][460/1253] lr: 3.000e-02, eta: 20:24:54, time: 0.697, data_time: 0.006, memory: 4833, top1_acc: 0.5078, top5_acc: 0.7461, loss_cls: 2.1423, loss: 2.1423, grad_norm: 3.1837 2020-08-14 08:27:46,897 - mmaction - INFO - Epoch [16][480/1253] lr: 3.000e-02, eta: 20:24:41, time: 0.698, data_time: 0.010, memory: 4833, top1_acc: 0.4896, top5_acc: 0.7378, loss_cls: 2.1747, loss: 2.1747, grad_norm: 3.2031 2020-08-14 08:27:59,676 - mmaction - INFO - Epoch [16][500/1253] lr: 3.000e-02, eta: 20:24:21, time: 0.642, data_time: 0.007, memory: 4833, top1_acc: 0.4833, top5_acc: 0.7352, loss_cls: 2.2151, loss: 2.2151, grad_norm: 3.2548 2020-08-14 08:28:14,281 - mmaction - INFO - Epoch [16][520/1253] lr: 3.000e-02, eta: 20:24:11, time: 0.730, data_time: 0.008, memory: 4833, top1_acc: 0.4823, top5_acc: 0.7333, loss_cls: 2.2098, loss: 2.2098, grad_norm: 3.2132 2020-08-14 08:28:27,444 - mmaction - INFO - Epoch [16][540/1253] lr: 3.000e-02, eta: 20:23:54, time: 0.659, data_time: 0.007, memory: 4833, top1_acc: 0.4995, top5_acc: 0.7367, loss_cls: 2.1852, loss: 2.1852, grad_norm: 3.1590 2020-08-14 08:28:41,262 - mmaction - INFO - Epoch [16][560/1253] lr: 3.000e-02, eta: 20:23:39, time: 0.689, data_time: 0.007, memory: 4833, top1_acc: 0.4966, top5_acc: 0.7471, loss_cls: 2.1339, loss: 2.1339, grad_norm: 3.3148 2020-08-14 08:28:56,010 - mmaction - INFO - Epoch [16][580/1253] lr: 3.000e-02, eta: 20:23:30, time: 0.738, data_time: 0.009, memory: 4833, top1_acc: 0.5063, top5_acc: 0.7503, loss_cls: 2.1238, loss: 2.1238, grad_norm: 3.1546 2020-08-14 08:29:09,655 - mmaction - INFO - Epoch [16][600/1253] lr: 3.000e-02, eta: 20:23:15, time: 0.683, data_time: 0.008, memory: 4833, top1_acc: 0.4932, top5_acc: 0.7469, loss_cls: 2.1401, loss: 2.1401, grad_norm: 3.1962 2020-08-14 08:29:23,343 - mmaction - INFO - Epoch [16][620/1253] lr: 3.000e-02, eta: 20:23:00, time: 0.682, data_time: 0.008, memory: 4833, top1_acc: 0.4984, top5_acc: 0.7424, loss_cls: 2.1769, loss: 2.1769, grad_norm: 3.2750 2020-08-14 08:29:37,771 - mmaction - INFO - Epoch [16][640/1253] lr: 3.000e-02, eta: 20:22:50, time: 0.724, data_time: 0.007, memory: 4833, top1_acc: 0.4844, top5_acc: 0.7365, loss_cls: 2.2042, loss: 2.2042, grad_norm: 3.2213 2020-08-14 08:29:51,923 - mmaction - INFO - Epoch [16][660/1253] lr: 3.000e-02, eta: 20:22:38, time: 0.706, data_time: 0.007, memory: 4833, top1_acc: 0.4896, top5_acc: 0.7365, loss_cls: 2.1973, loss: 2.1973, grad_norm: 3.1830 2020-08-14 08:30:05,653 - mmaction - INFO - Epoch [16][680/1253] lr: 3.000e-02, eta: 20:22:23, time: 0.688, data_time: 0.007, memory: 4833, top1_acc: 0.4831, top5_acc: 0.7312, loss_cls: 2.2007, loss: 2.2007, grad_norm: 3.2787 2020-08-14 08:30:19,003 - mmaction - INFO - Epoch [16][700/1253] lr: 3.000e-02, eta: 20:22:07, time: 0.668, data_time: 0.003, memory: 4833, top1_acc: 0.4904, top5_acc: 0.7424, loss_cls: 2.1694, loss: 2.1694, grad_norm: 3.2498 2020-08-14 08:30:32,893 - mmaction - INFO - Epoch [16][720/1253] lr: 3.000e-02, eta: 20:21:53, time: 0.692, data_time: 0.006, memory: 4833, top1_acc: 0.4943, top5_acc: 0.7258, loss_cls: 2.1948, loss: 2.1948, grad_norm: 3.1998 2020-08-14 08:30:47,705 - mmaction - INFO - Epoch [16][740/1253] lr: 3.000e-02, eta: 20:21:44, time: 0.742, data_time: 0.007, memory: 4833, top1_acc: 0.5008, top5_acc: 0.7427, loss_cls: 2.1683, loss: 2.1683, grad_norm: 3.2331 2020-08-14 08:31:00,745 - mmaction - INFO - Epoch [16][760/1253] lr: 3.000e-02, eta: 20:21:26, time: 0.651, data_time: 0.007, memory: 4833, top1_acc: 0.4661, top5_acc: 0.7260, loss_cls: 2.2696, loss: 2.2696, grad_norm: 3.3163 2020-08-14 08:31:14,740 - mmaction - INFO - Epoch [16][780/1253] lr: 3.000e-02, eta: 20:21:13, time: 0.701, data_time: 0.006, memory: 4833, top1_acc: 0.4909, top5_acc: 0.7362, loss_cls: 2.1975, loss: 2.1975, grad_norm: 3.2103 2020-08-14 08:31:27,679 - mmaction - INFO - Epoch [16][800/1253] lr: 3.000e-02, eta: 20:20:53, time: 0.645, data_time: 0.007, memory: 4833, top1_acc: 0.4872, top5_acc: 0.7339, loss_cls: 2.2135, loss: 2.2135, grad_norm: 3.2082 2020-08-14 08:31:43,558 - mmaction - INFO - Epoch [16][820/1253] lr: 3.000e-02, eta: 20:20:51, time: 0.796, data_time: 0.008, memory: 4833, top1_acc: 0.5029, top5_acc: 0.7529, loss_cls: 2.1201, loss: 2.1201, grad_norm: 3.2412 2020-08-14 08:31:56,716 - mmaction - INFO - Epoch [16][840/1253] lr: 3.000e-02, eta: 20:20:33, time: 0.657, data_time: 0.010, memory: 4833, top1_acc: 0.5000, top5_acc: 0.7328, loss_cls: 2.1961, loss: 2.1961, grad_norm: 3.2373 2020-08-14 08:32:10,900 - mmaction - INFO - Epoch [16][860/1253] lr: 3.000e-02, eta: 20:20:21, time: 0.710, data_time: 0.007, memory: 4833, top1_acc: 0.4992, top5_acc: 0.7352, loss_cls: 2.2305, loss: 2.2305, grad_norm: 3.1530 2020-08-14 08:32:24,483 - mmaction - INFO - Epoch [16][880/1253] lr: 3.000e-02, eta: 20:20:06, time: 0.679, data_time: 0.007, memory: 4833, top1_acc: 0.4992, top5_acc: 0.7430, loss_cls: 2.1874, loss: 2.1874, grad_norm: 3.1563 2020-08-14 08:32:39,264 - mmaction - INFO - Epoch [16][900/1253] lr: 3.000e-02, eta: 20:19:57, time: 0.738, data_time: 0.008, memory: 4833, top1_acc: 0.4932, top5_acc: 0.7305, loss_cls: 2.1630, loss: 2.1630, grad_norm: 3.0887 2020-08-14 08:32:52,961 - mmaction - INFO - Epoch [16][920/1253] lr: 3.000e-02, eta: 20:19:42, time: 0.687, data_time: 0.007, memory: 4833, top1_acc: 0.4896, top5_acc: 0.7437, loss_cls: 2.1950, loss: 2.1950, grad_norm: 3.3052 2020-08-14 08:33:08,533 - mmaction - INFO - Epoch [16][940/1253] lr: 3.000e-02, eta: 20:19:37, time: 0.776, data_time: 0.008, memory: 4833, top1_acc: 0.4792, top5_acc: 0.7401, loss_cls: 2.2255, loss: 2.2255, grad_norm: 3.2442 2020-08-14 08:33:21,529 - mmaction - INFO - Epoch [16][960/1253] lr: 3.000e-02, eta: 20:19:19, time: 0.653, data_time: 0.008, memory: 4833, top1_acc: 0.4779, top5_acc: 0.7299, loss_cls: 2.2568, loss: 2.2568, grad_norm: 3.2647 2020-08-14 08:33:35,209 - mmaction - INFO - Epoch [16][980/1253] lr: 3.000e-02, eta: 20:19:04, time: 0.681, data_time: 0.006, memory: 4833, top1_acc: 0.4820, top5_acc: 0.7339, loss_cls: 2.2281, loss: 2.2281, grad_norm: 3.2523 2020-08-14 08:33:49,179 - mmaction - INFO - Epoch [16][1000/1253] lr: 3.000e-02, eta: 20:18:51, time: 0.701, data_time: 0.007, memory: 4833, top1_acc: 0.4818, top5_acc: 0.7281, loss_cls: 2.2210, loss: 2.2210, grad_norm: 3.2000 2020-08-14 08:34:02,514 - mmaction - INFO - Epoch [16][1020/1253] lr: 3.000e-02, eta: 20:18:34, time: 0.665, data_time: 0.006, memory: 4833, top1_acc: 0.4854, top5_acc: 0.7242, loss_cls: 2.2070, loss: 2.2070, grad_norm: 3.1462 2020-08-14 08:34:16,066 - mmaction - INFO - Epoch [16][1040/1253] lr: 3.000e-02, eta: 20:18:19, time: 0.680, data_time: 0.007, memory: 4833, top1_acc: 0.4945, top5_acc: 0.7362, loss_cls: 2.1656, loss: 2.1656, grad_norm: 3.2184 2020-08-14 08:34:31,085 - mmaction - INFO - Epoch [16][1060/1253] lr: 3.000e-02, eta: 20:18:11, time: 0.750, data_time: 0.006, memory: 4833, top1_acc: 0.4940, top5_acc: 0.7380, loss_cls: 2.1835, loss: 2.1835, grad_norm: 3.1462 2020-08-14 08:34:45,376 - mmaction - INFO - Epoch [16][1080/1253] lr: 3.000e-02, eta: 20:17:59, time: 0.714, data_time: 0.005, memory: 4833, top1_acc: 0.4982, top5_acc: 0.7432, loss_cls: 2.1636, loss: 2.1636, grad_norm: 3.1782 2020-08-14 08:34:58,769 - mmaction - INFO - Epoch [16][1100/1253] lr: 3.000e-02, eta: 20:17:43, time: 0.669, data_time: 0.008, memory: 4833, top1_acc: 0.4927, top5_acc: 0.7383, loss_cls: 2.1848, loss: 2.1848, grad_norm: 3.2105 2020-08-14 08:35:12,015 - mmaction - INFO - Epoch [16][1120/1253] lr: 3.000e-02, eta: 20:17:25, time: 0.661, data_time: 0.006, memory: 4833, top1_acc: 0.4982, top5_acc: 0.7469, loss_cls: 2.1468, loss: 2.1468, grad_norm: 3.1990 2020-08-14 08:35:26,430 - mmaction - INFO - Epoch [16][1140/1253] lr: 3.000e-02, eta: 20:17:15, time: 0.724, data_time: 0.010, memory: 4833, top1_acc: 0.4956, top5_acc: 0.7453, loss_cls: 2.1474, loss: 2.1474, grad_norm: 3.2299 2020-08-14 08:35:41,107 - mmaction - INFO - Epoch [16][1160/1253] lr: 3.000e-02, eta: 20:17:05, time: 0.731, data_time: 0.006, memory: 4833, top1_acc: 0.4898, top5_acc: 0.7383, loss_cls: 2.1940, loss: 2.1940, grad_norm: 3.2358 2020-08-14 08:35:55,174 - mmaction - INFO - Epoch [16][1180/1253] lr: 3.000e-02, eta: 20:16:52, time: 0.705, data_time: 0.006, memory: 4833, top1_acc: 0.4896, top5_acc: 0.7461, loss_cls: 2.1790, loss: 2.1790, grad_norm: 3.2212 2020-08-14 08:36:08,611 - mmaction - INFO - Epoch [16][1200/1253] lr: 3.000e-02, eta: 20:16:36, time: 0.670, data_time: 0.006, memory: 4833, top1_acc: 0.4878, top5_acc: 0.7383, loss_cls: 2.1978, loss: 2.1978, grad_norm: 3.2769 2020-08-14 08:36:22,372 - mmaction - INFO - Epoch [16][1220/1253] lr: 3.000e-02, eta: 20:16:22, time: 0.691, data_time: 0.007, memory: 4833, top1_acc: 0.4815, top5_acc: 0.7352, loss_cls: 2.2403, loss: 2.2403, grad_norm: 3.2128 2020-08-14 08:36:34,772 - mmaction - INFO - Epoch [16][1240/1253] lr: 3.000e-02, eta: 20:16:00, time: 0.617, data_time: 0.005, memory: 4833, top1_acc: 0.4919, top5_acc: 0.7435, loss_cls: 2.1779, loss: 2.1779, grad_norm: 3.2421 2020-08-14 08:36:44,010 - mmaction - INFO - Saving checkpoint at 16 epochs 2020-08-14 08:37:06,583 - mmaction - INFO - Epoch [17][20/1253] lr: 3.000e-02, eta: 20:15:27, time: 1.044, data_time: 0.431, memory: 4833, top1_acc: 0.4984, top5_acc: 0.7453, loss_cls: 2.1342, loss: 2.1342, grad_norm: 3.2689 2020-08-14 08:37:19,609 - mmaction - INFO - Epoch [17][40/1253] lr: 3.000e-02, eta: 20:15:09, time: 0.656, data_time: 0.008, memory: 4833, top1_acc: 0.4995, top5_acc: 0.7451, loss_cls: 2.1416, loss: 2.1416, grad_norm: 3.2116 2020-08-14 08:37:34,454 - mmaction - INFO - Epoch [17][60/1253] lr: 3.000e-02, eta: 20:15:00, time: 0.739, data_time: 0.008, memory: 4833, top1_acc: 0.4891, top5_acc: 0.7464, loss_cls: 2.1557, loss: 2.1557, grad_norm: 3.2970 2020-08-14 08:37:48,042 - mmaction - INFO - Epoch [17][80/1253] lr: 3.000e-02, eta: 20:14:45, time: 0.682, data_time: 0.007, memory: 4833, top1_acc: 0.5057, top5_acc: 0.7531, loss_cls: 2.1003, loss: 2.1003, grad_norm: 3.2811 2020-08-14 08:38:00,575 - mmaction - INFO - Epoch [17][100/1253] lr: 3.000e-02, eta: 20:14:24, time: 0.626, data_time: 0.007, memory: 4833, top1_acc: 0.4922, top5_acc: 0.7443, loss_cls: 2.1556, loss: 2.1556, grad_norm: 3.2038 2020-08-14 08:38:15,302 - mmaction - INFO - Epoch [17][120/1253] lr: 3.000e-02, eta: 20:14:15, time: 0.738, data_time: 0.007, memory: 4833, top1_acc: 0.5052, top5_acc: 0.7500, loss_cls: 2.1169, loss: 2.1169, grad_norm: 3.3006 2020-08-14 08:38:28,053 - mmaction - INFO - Epoch [17][140/1253] lr: 3.000e-02, eta: 20:13:55, time: 0.634, data_time: 0.006, memory: 4833, top1_acc: 0.5003, top5_acc: 0.7432, loss_cls: 2.1456, loss: 2.1456, grad_norm: 3.2251 2020-08-14 08:38:42,069 - mmaction - INFO - Epoch [17][160/1253] lr: 3.000e-02, eta: 20:13:42, time: 0.704, data_time: 0.007, memory: 4833, top1_acc: 0.4922, top5_acc: 0.7378, loss_cls: 2.1572, loss: 2.1572, grad_norm: 3.2455 2020-08-14 08:38:56,586 - mmaction - INFO - Epoch [17][180/1253] lr: 3.000e-02, eta: 20:13:32, time: 0.726, data_time: 0.005, memory: 4833, top1_acc: 0.5174, top5_acc: 0.7521, loss_cls: 2.0969, loss: 2.0969, grad_norm: 3.2365 2020-08-14 08:39:10,611 - mmaction - INFO - Epoch [17][200/1253] lr: 3.000e-02, eta: 20:13:19, time: 0.700, data_time: 0.004, memory: 4833, top1_acc: 0.5128, top5_acc: 0.7617, loss_cls: 2.0828, loss: 2.0828, grad_norm: 3.2810 2020-08-14 08:39:24,563 - mmaction - INFO - Epoch [17][220/1253] lr: 3.000e-02, eta: 20:13:05, time: 0.699, data_time: 0.009, memory: 4833, top1_acc: 0.4914, top5_acc: 0.7487, loss_cls: 2.1541, loss: 2.1541, grad_norm: 3.2702 2020-08-14 08:39:37,474 - mmaction - INFO - Epoch [17][240/1253] lr: 3.000e-02, eta: 20:12:47, time: 0.645, data_time: 0.003, memory: 4833, top1_acc: 0.4906, top5_acc: 0.7346, loss_cls: 2.1804, loss: 2.1804, grad_norm: 3.2382 2020-08-14 08:39:50,594 - mmaction - INFO - Epoch [17][260/1253] lr: 3.000e-02, eta: 20:12:29, time: 0.653, data_time: 0.006, memory: 4833, top1_acc: 0.5000, top5_acc: 0.7578, loss_cls: 2.1354, loss: 2.1354, grad_norm: 3.1824 2020-08-14 08:40:04,677 - mmaction - INFO - Epoch [17][280/1253] lr: 3.000e-02, eta: 20:12:16, time: 0.708, data_time: 0.007, memory: 4833, top1_acc: 0.5039, top5_acc: 0.7523, loss_cls: 2.1183, loss: 2.1183, grad_norm: 3.2442 2020-08-14 08:40:19,002 - mmaction - INFO - Epoch [17][300/1253] lr: 3.000e-02, eta: 20:12:04, time: 0.712, data_time: 0.002, memory: 4833, top1_acc: 0.5047, top5_acc: 0.7445, loss_cls: 2.1259, loss: 2.1259, grad_norm: 3.3503 2020-08-14 08:40:32,267 - mmaction - INFO - Epoch [17][320/1253] lr: 3.000e-02, eta: 20:11:48, time: 0.666, data_time: 0.006, memory: 4833, top1_acc: 0.5023, top5_acc: 0.7497, loss_cls: 2.1275, loss: 2.1275, grad_norm: 3.2109 2020-08-14 08:40:46,062 - mmaction - INFO - Epoch [17][340/1253] lr: 3.000e-02, eta: 20:11:34, time: 0.689, data_time: 0.008, memory: 4833, top1_acc: 0.4969, top5_acc: 0.7505, loss_cls: 2.1636, loss: 2.1636, grad_norm: 3.2633 2020-08-14 08:41:00,347 - mmaction - INFO - Epoch [17][360/1253] lr: 3.000e-02, eta: 20:11:22, time: 0.716, data_time: 0.006, memory: 4833, top1_acc: 0.4914, top5_acc: 0.7419, loss_cls: 2.1738, loss: 2.1738, grad_norm: 3.2480 2020-08-14 08:41:14,157 - mmaction - INFO - Epoch [17][380/1253] lr: 3.000e-02, eta: 20:11:08, time: 0.687, data_time: 0.005, memory: 4833, top1_acc: 0.4995, top5_acc: 0.7510, loss_cls: 2.1403, loss: 2.1403, grad_norm: 3.2463 2020-08-14 08:41:28,150 - mmaction - INFO - Epoch [17][400/1253] lr: 3.000e-02, eta: 20:10:55, time: 0.702, data_time: 0.007, memory: 4833, top1_acc: 0.4951, top5_acc: 0.7490, loss_cls: 2.1605, loss: 2.1605, grad_norm: 3.2569 2020-08-14 08:41:41,302 - mmaction - INFO - Epoch [17][420/1253] lr: 3.000e-02, eta: 20:10:37, time: 0.658, data_time: 0.003, memory: 4833, top1_acc: 0.4932, top5_acc: 0.7383, loss_cls: 2.1642, loss: 2.1642, grad_norm: 3.1876 2020-08-14 08:41:55,767 - mmaction - INFO - Epoch [17][440/1253] lr: 3.000e-02, eta: 20:10:26, time: 0.720, data_time: 0.007, memory: 4833, top1_acc: 0.4909, top5_acc: 0.7362, loss_cls: 2.1913, loss: 2.1913, grad_norm: 3.1960 2020-08-14 08:42:09,091 - mmaction - INFO - Epoch [17][460/1253] lr: 3.000e-02, eta: 20:10:10, time: 0.669, data_time: 0.007, memory: 4833, top1_acc: 0.5117, top5_acc: 0.7531, loss_cls: 2.1152, loss: 2.1152, grad_norm: 3.2324 2020-08-14 08:42:21,813 - mmaction - INFO - Epoch [17][480/1253] lr: 3.000e-02, eta: 20:09:50, time: 0.632, data_time: 0.007, memory: 4833, top1_acc: 0.4859, top5_acc: 0.7391, loss_cls: 2.2250, loss: 2.2250, grad_norm: 3.2002 2020-08-14 08:42:36,265 - mmaction - INFO - Epoch [17][500/1253] lr: 3.000e-02, eta: 20:09:39, time: 0.728, data_time: 0.008, memory: 4833, top1_acc: 0.5133, top5_acc: 0.7560, loss_cls: 2.0754, loss: 2.0754, grad_norm: 3.3014 2020-08-14 08:42:50,742 - mmaction - INFO - Epoch [17][520/1253] lr: 3.000e-02, eta: 20:09:28, time: 0.721, data_time: 0.006, memory: 4833, top1_acc: 0.4883, top5_acc: 0.7346, loss_cls: 2.2069, loss: 2.2069, grad_norm: 3.2074 2020-08-14 08:43:04,502 - mmaction - INFO - Epoch [17][540/1253] lr: 3.000e-02, eta: 20:09:14, time: 0.690, data_time: 0.007, memory: 4833, top1_acc: 0.4867, top5_acc: 0.7419, loss_cls: 2.1471, loss: 2.1471, grad_norm: 3.2791 2020-08-14 08:43:18,233 - mmaction - INFO - Epoch [17][560/1253] lr: 3.000e-02, eta: 20:08:59, time: 0.682, data_time: 0.006, memory: 4833, top1_acc: 0.5031, top5_acc: 0.7542, loss_cls: 2.1321, loss: 2.1321, grad_norm: 3.1620 2020-08-14 08:43:33,044 - mmaction - INFO - Epoch [17][580/1253] lr: 3.000e-02, eta: 20:08:51, time: 0.746, data_time: 0.008, memory: 4833, top1_acc: 0.4922, top5_acc: 0.7339, loss_cls: 2.1795, loss: 2.1795, grad_norm: 3.2325 2020-08-14 08:43:47,307 - mmaction - INFO - Epoch [17][600/1253] lr: 3.000e-02, eta: 20:08:39, time: 0.713, data_time: 0.005, memory: 4833, top1_acc: 0.4932, top5_acc: 0.7247, loss_cls: 2.2116, loss: 2.2116, grad_norm: 3.1785 2020-08-14 08:44:01,691 - mmaction - INFO - Epoch [17][620/1253] lr: 3.000e-02, eta: 20:08:27, time: 0.716, data_time: 0.008, memory: 4833, top1_acc: 0.4984, top5_acc: 0.7432, loss_cls: 2.1882, loss: 2.1882, grad_norm: 3.1754 2020-08-14 08:44:15,749 - mmaction - INFO - Epoch [17][640/1253] lr: 3.000e-02, eta: 20:08:15, time: 0.705, data_time: 0.007, memory: 4833, top1_acc: 0.5018, top5_acc: 0.7341, loss_cls: 2.1399, loss: 2.1399, grad_norm: 3.1864 2020-08-14 08:44:30,091 - mmaction - INFO - Epoch [17][660/1253] lr: 3.000e-02, eta: 20:08:03, time: 0.715, data_time: 0.007, memory: 4833, top1_acc: 0.5013, top5_acc: 0.7471, loss_cls: 2.1271, loss: 2.1271, grad_norm: 3.2035 2020-08-14 08:44:43,762 - mmaction - INFO - Epoch [17][680/1253] lr: 3.000e-02, eta: 20:07:49, time: 0.686, data_time: 0.007, memory: 4833, top1_acc: 0.4948, top5_acc: 0.7458, loss_cls: 2.1420, loss: 2.1420, grad_norm: 3.2317 2020-08-14 08:44:57,260 - mmaction - INFO - Epoch [17][700/1253] lr: 3.000e-02, eta: 20:07:33, time: 0.671, data_time: 0.008, memory: 4833, top1_acc: 0.4935, top5_acc: 0.7352, loss_cls: 2.1682, loss: 2.1682, grad_norm: 3.2513 2020-08-14 08:45:10,850 - mmaction - INFO - Epoch [17][720/1253] lr: 3.000e-02, eta: 20:07:18, time: 0.682, data_time: 0.008, memory: 4833, top1_acc: 0.4979, top5_acc: 0.7380, loss_cls: 2.1637, loss: 2.1637, grad_norm: 3.1866 2020-08-14 08:45:25,852 - mmaction - INFO - Epoch [17][740/1253] lr: 3.000e-02, eta: 20:07:10, time: 0.750, data_time: 0.008, memory: 4833, top1_acc: 0.5102, top5_acc: 0.7591, loss_cls: 2.0449, loss: 2.0449, grad_norm: 3.2149 2020-08-14 08:45:39,167 - mmaction - INFO - Epoch [17][760/1253] lr: 3.000e-02, eta: 20:06:53, time: 0.666, data_time: 0.005, memory: 4833, top1_acc: 0.4909, top5_acc: 0.7365, loss_cls: 2.1680, loss: 2.1680, grad_norm: 3.2052 2020-08-14 08:45:53,009 - mmaction - INFO - Epoch [17][780/1253] lr: 3.000e-02, eta: 20:06:39, time: 0.692, data_time: 0.007, memory: 4833, top1_acc: 0.4956, top5_acc: 0.7427, loss_cls: 2.1844, loss: 2.1844, grad_norm: 3.1785 2020-08-14 08:46:06,323 - mmaction - INFO - Epoch [17][800/1253] lr: 3.000e-02, eta: 20:06:22, time: 0.666, data_time: 0.005, memory: 4833, top1_acc: 0.4966, top5_acc: 0.7508, loss_cls: 2.1491, loss: 2.1491, grad_norm: 3.2118 2020-08-14 08:46:19,286 - mmaction - INFO - Epoch [17][820/1253] lr: 3.000e-02, eta: 20:06:04, time: 0.646, data_time: 0.007, memory: 4833, top1_acc: 0.4930, top5_acc: 0.7474, loss_cls: 2.1632, loss: 2.1632, grad_norm: 3.2231 2020-08-14 08:46:33,604 - mmaction - INFO - Epoch [17][840/1253] lr: 3.000e-02, eta: 20:05:53, time: 0.718, data_time: 0.007, memory: 4833, top1_acc: 0.4984, top5_acc: 0.7437, loss_cls: 2.1622, loss: 2.1622, grad_norm: 3.2023 2020-08-14 08:46:47,151 - mmaction - INFO - Epoch [17][860/1253] lr: 3.000e-02, eta: 20:05:37, time: 0.674, data_time: 0.008, memory: 4833, top1_acc: 0.4940, top5_acc: 0.7354, loss_cls: 2.1759, loss: 2.1759, grad_norm: 3.2499 2020-08-14 08:47:01,666 - mmaction - INFO - Epoch [17][880/1253] lr: 3.000e-02, eta: 20:05:26, time: 0.729, data_time: 0.007, memory: 4833, top1_acc: 0.4932, top5_acc: 0.7310, loss_cls: 2.1886, loss: 2.1886, grad_norm: 3.2427 2020-08-14 08:47:16,077 - mmaction - INFO - Epoch [17][900/1253] lr: 3.000e-02, eta: 20:05:15, time: 0.720, data_time: 0.008, memory: 4833, top1_acc: 0.4969, top5_acc: 0.7430, loss_cls: 2.1336, loss: 2.1336, grad_norm: 3.2709 2020-08-14 08:47:31,088 - mmaction - INFO - Epoch [17][920/1253] lr: 3.000e-02, eta: 20:05:07, time: 0.753, data_time: 0.005, memory: 4833, top1_acc: 0.5016, top5_acc: 0.7474, loss_cls: 2.0952, loss: 2.0952, grad_norm: 3.2002 2020-08-14 08:47:44,772 - mmaction - INFO - Epoch [17][940/1253] lr: 3.000e-02, eta: 20:04:52, time: 0.681, data_time: 0.005, memory: 4833, top1_acc: 0.4865, top5_acc: 0.7323, loss_cls: 2.2001, loss: 2.2001, grad_norm: 3.2700 2020-08-14 08:47:57,603 - mmaction - INFO - Epoch [17][960/1253] lr: 3.000e-02, eta: 20:04:34, time: 0.643, data_time: 0.007, memory: 4833, top1_acc: 0.4953, top5_acc: 0.7391, loss_cls: 2.1884, loss: 2.1884, grad_norm: 3.2974 2020-08-14 08:48:11,242 - mmaction - INFO - Epoch [17][980/1253] lr: 3.000e-02, eta: 20:04:18, time: 0.678, data_time: 0.009, memory: 4833, top1_acc: 0.4901, top5_acc: 0.7482, loss_cls: 2.1246, loss: 2.1246, grad_norm: 3.1999 2020-08-14 08:48:24,971 - mmaction - INFO - Epoch [17][1000/1253] lr: 3.000e-02, eta: 20:04:04, time: 0.691, data_time: 0.008, memory: 4833, top1_acc: 0.4940, top5_acc: 0.7417, loss_cls: 2.1569, loss: 2.1569, grad_norm: 3.2606 2020-08-14 08:48:39,661 - mmaction - INFO - Epoch [17][1020/1253] lr: 3.000e-02, eta: 20:03:54, time: 0.733, data_time: 0.006, memory: 4833, top1_acc: 0.4958, top5_acc: 0.7422, loss_cls: 2.1875, loss: 2.1875, grad_norm: 3.1938 2020-08-14 08:48:53,460 - mmaction - INFO - Epoch [17][1040/1253] lr: 3.000e-02, eta: 20:03:40, time: 0.691, data_time: 0.005, memory: 4833, top1_acc: 0.4924, top5_acc: 0.7404, loss_cls: 2.1791, loss: 2.1791, grad_norm: 3.2251 2020-08-14 08:49:07,198 - mmaction - INFO - Epoch [17][1060/1253] lr: 3.000e-02, eta: 20:03:26, time: 0.686, data_time: 0.007, memory: 4833, top1_acc: 0.4909, top5_acc: 0.7331, loss_cls: 2.2018, loss: 2.2018, grad_norm: 3.1820 2020-08-14 08:49:21,753 - mmaction - INFO - Epoch [17][1080/1253] lr: 3.000e-02, eta: 20:03:15, time: 0.729, data_time: 0.006, memory: 4833, top1_acc: 0.5052, top5_acc: 0.7443, loss_cls: 2.1601, loss: 2.1601, grad_norm: 3.1434 2020-08-14 08:49:34,275 - mmaction - INFO - Epoch [17][1100/1253] lr: 3.000e-02, eta: 20:02:55, time: 0.625, data_time: 0.008, memory: 4833, top1_acc: 0.4875, top5_acc: 0.7333, loss_cls: 2.1937, loss: 2.1937, grad_norm: 3.2038 2020-08-14 08:49:48,628 - mmaction - INFO - Epoch [17][1120/1253] lr: 3.000e-02, eta: 20:02:43, time: 0.718, data_time: 0.007, memory: 4833, top1_acc: 0.4990, top5_acc: 0.7424, loss_cls: 2.1786, loss: 2.1786, grad_norm: 3.1229 2020-08-14 08:50:02,494 - mmaction - INFO - Epoch [17][1140/1253] lr: 3.000e-02, eta: 20:02:30, time: 0.693, data_time: 0.007, memory: 4833, top1_acc: 0.5081, top5_acc: 0.7565, loss_cls: 2.1055, loss: 2.1055, grad_norm: 3.2824 2020-08-14 08:50:16,761 - mmaction - INFO - Epoch [17][1160/1253] lr: 3.000e-02, eta: 20:02:18, time: 0.713, data_time: 0.003, memory: 4833, top1_acc: 0.4984, top5_acc: 0.7422, loss_cls: 2.1935, loss: 2.1935, grad_norm: 3.2585 2020-08-14 08:50:31,678 - mmaction - INFO - Epoch [17][1180/1253] lr: 3.000e-02, eta: 20:02:09, time: 0.744, data_time: 0.007, memory: 4833, top1_acc: 0.4914, top5_acc: 0.7378, loss_cls: 2.1785, loss: 2.1785, grad_norm: 3.2021 2020-08-14 08:50:46,130 - mmaction - INFO - Epoch [17][1200/1253] lr: 3.000e-02, eta: 20:01:58, time: 0.724, data_time: 0.007, memory: 4833, top1_acc: 0.5013, top5_acc: 0.7466, loss_cls: 2.1546, loss: 2.1546, grad_norm: 3.2955 2020-08-14 08:50:59,734 - mmaction - INFO - Epoch [17][1220/1253] lr: 3.000e-02, eta: 20:01:43, time: 0.678, data_time: 0.006, memory: 4833, top1_acc: 0.4893, top5_acc: 0.7396, loss_cls: 2.2108, loss: 2.2108, grad_norm: 3.2610 2020-08-14 08:51:13,962 - mmaction - INFO - Epoch [17][1240/1253] lr: 3.000e-02, eta: 20:01:31, time: 0.712, data_time: 0.008, memory: 4833, top1_acc: 0.4771, top5_acc: 0.7346, loss_cls: 2.2419, loss: 2.2419, grad_norm: 3.2745 2020-08-14 08:51:23,089 - mmaction - INFO - Saving checkpoint at 17 epochs 2020-08-14 08:51:45,487 - mmaction - INFO - Epoch [18][20/1253] lr: 3.000e-02, eta: 20:00:56, time: 1.023, data_time: 0.402, memory: 4833, top1_acc: 0.4956, top5_acc: 0.7479, loss_cls: 2.1314, loss: 2.1314, grad_norm: 3.2470 2020-08-14 08:51:57,884 - mmaction - INFO - Epoch [18][40/1253] lr: 3.000e-02, eta: 20:00:36, time: 0.625, data_time: 0.010, memory: 4833, top1_acc: 0.4904, top5_acc: 0.7427, loss_cls: 2.1739, loss: 2.1739, grad_norm: 3.2774 2020-08-14 08:52:11,570 - mmaction - INFO - Epoch [18][60/1253] lr: 3.000e-02, eta: 20:00:21, time: 0.681, data_time: 0.009, memory: 4833, top1_acc: 0.4930, top5_acc: 0.7417, loss_cls: 2.1464, loss: 2.1464, grad_norm: 3.1437 2020-08-14 08:52:26,441 - mmaction - INFO - Epoch [18][80/1253] lr: 3.000e-02, eta: 20:00:12, time: 0.746, data_time: 0.007, memory: 4833, top1_acc: 0.5062, top5_acc: 0.7560, loss_cls: 2.0725, loss: 2.0725, grad_norm: 3.1627 2020-08-14 08:52:39,699 - mmaction - INFO - Epoch [18][100/1253] lr: 3.000e-02, eta: 19:59:55, time: 0.660, data_time: 0.008, memory: 4833, top1_acc: 0.5122, top5_acc: 0.7529, loss_cls: 2.0521, loss: 2.0521, grad_norm: 3.2830 2020-08-14 08:52:53,721 - mmaction - INFO - Epoch [18][120/1253] lr: 3.000e-02, eta: 19:59:42, time: 0.706, data_time: 0.007, memory: 4833, top1_acc: 0.4927, top5_acc: 0.7495, loss_cls: 2.1402, loss: 2.1402, grad_norm: 3.2554 2020-08-14 08:53:07,347 - mmaction - INFO - Epoch [18][140/1253] lr: 3.000e-02, eta: 19:59:27, time: 0.679, data_time: 0.005, memory: 4833, top1_acc: 0.4948, top5_acc: 0.7505, loss_cls: 2.1298, loss: 2.1298, grad_norm: 3.2042 2020-08-14 08:53:20,561 - mmaction - INFO - Epoch [18][160/1253] lr: 3.000e-02, eta: 19:59:10, time: 0.661, data_time: 0.007, memory: 4833, top1_acc: 0.4852, top5_acc: 0.7383, loss_cls: 2.1673, loss: 2.1673, grad_norm: 3.2666 2020-08-14 08:53:34,118 - mmaction - INFO - Epoch [18][180/1253] lr: 3.000e-02, eta: 19:58:55, time: 0.677, data_time: 0.007, memory: 4833, top1_acc: 0.5021, top5_acc: 0.7422, loss_cls: 2.1598, loss: 2.1598, grad_norm: 3.2434 2020-08-14 08:53:48,430 - mmaction - INFO - Epoch [18][200/1253] lr: 3.000e-02, eta: 19:58:43, time: 0.715, data_time: 0.009, memory: 4833, top1_acc: 0.5034, top5_acc: 0.7536, loss_cls: 2.0993, loss: 2.0993, grad_norm: 3.1705 2020-08-14 08:54:01,905 - mmaction - INFO - Epoch [18][220/1253] lr: 3.000e-02, eta: 19:58:28, time: 0.676, data_time: 0.007, memory: 4833, top1_acc: 0.5133, top5_acc: 0.7484, loss_cls: 2.1121, loss: 2.1121, grad_norm: 3.2583 2020-08-14 08:54:15,510 - mmaction - INFO - Epoch [18][240/1253] lr: 3.000e-02, eta: 19:58:13, time: 0.681, data_time: 0.005, memory: 4833, top1_acc: 0.5115, top5_acc: 0.7534, loss_cls: 2.0934, loss: 2.0934, grad_norm: 3.2952 2020-08-14 08:54:29,022 - mmaction - INFO - Epoch [18][260/1253] lr: 3.000e-02, eta: 19:57:57, time: 0.674, data_time: 0.003, memory: 4833, top1_acc: 0.5010, top5_acc: 0.7573, loss_cls: 2.0980, loss: 2.0980, grad_norm: 3.2394 2020-08-14 08:54:42,779 - mmaction - INFO - Epoch [18][280/1253] lr: 3.000e-02, eta: 19:57:42, time: 0.687, data_time: 0.007, memory: 4833, top1_acc: 0.4940, top5_acc: 0.7406, loss_cls: 2.1359, loss: 2.1359, grad_norm: 3.2323 2020-08-14 08:54:55,685 - mmaction - INFO - Epoch [18][300/1253] lr: 3.000e-02, eta: 19:57:24, time: 0.646, data_time: 0.007, memory: 4833, top1_acc: 0.4898, top5_acc: 0.7396, loss_cls: 2.1511, loss: 2.1511, grad_norm: 3.2029 2020-08-14 08:55:10,396 - mmaction - INFO - Epoch [18][320/1253] lr: 3.000e-02, eta: 19:57:14, time: 0.736, data_time: 0.010, memory: 4833, top1_acc: 0.5013, top5_acc: 0.7432, loss_cls: 2.1477, loss: 2.1477, grad_norm: 3.2157 2020-08-14 08:55:24,566 - mmaction - INFO - Epoch [18][340/1253] lr: 3.000e-02, eta: 19:57:02, time: 0.709, data_time: 0.005, memory: 4833, top1_acc: 0.5091, top5_acc: 0.7568, loss_cls: 2.1054, loss: 2.1054, grad_norm: 3.2247 2020-08-14 08:55:38,872 - mmaction - INFO - Epoch [18][360/1253] lr: 3.000e-02, eta: 19:56:50, time: 0.710, data_time: 0.005, memory: 4833, top1_acc: 0.4932, top5_acc: 0.7398, loss_cls: 2.1845, loss: 2.1845, grad_norm: 3.2932 2020-08-14 08:55:51,839 - mmaction - INFO - Epoch [18][380/1253] lr: 3.000e-02, eta: 19:56:32, time: 0.652, data_time: 0.008, memory: 4833, top1_acc: 0.4940, top5_acc: 0.7453, loss_cls: 2.1712, loss: 2.1712, grad_norm: 3.2577 2020-08-14 08:56:04,785 - mmaction - INFO - Epoch [18][400/1253] lr: 3.000e-02, eta: 19:56:14, time: 0.647, data_time: 0.006, memory: 4833, top1_acc: 0.5013, top5_acc: 0.7307, loss_cls: 2.1510, loss: 2.1510, grad_norm: 3.1654 2020-08-14 08:56:18,775 - mmaction - INFO - Epoch [18][420/1253] lr: 3.000e-02, eta: 19:56:01, time: 0.700, data_time: 0.004, memory: 4833, top1_acc: 0.4935, top5_acc: 0.7406, loss_cls: 2.1590, loss: 2.1590, grad_norm: 3.2076 2020-08-14 08:56:32,848 - mmaction - INFO - Epoch [18][440/1253] lr: 3.000e-02, eta: 19:55:48, time: 0.702, data_time: 0.006, memory: 4833, top1_acc: 0.5138, top5_acc: 0.7440, loss_cls: 2.1489, loss: 2.1489, grad_norm: 3.1428 2020-08-14 08:56:46,579 - mmaction - INFO - Epoch [18][460/1253] lr: 3.000e-02, eta: 19:55:33, time: 0.687, data_time: 0.007, memory: 4833, top1_acc: 0.5018, top5_acc: 0.7604, loss_cls: 2.0771, loss: 2.0771, grad_norm: 3.2065 2020-08-14 08:56:59,952 - mmaction - INFO - Epoch [18][480/1253] lr: 3.000e-02, eta: 19:55:17, time: 0.668, data_time: 0.007, memory: 4833, top1_acc: 0.5151, top5_acc: 0.7630, loss_cls: 2.0708, loss: 2.0708, grad_norm: 3.1752 2020-08-14 08:57:14,633 - mmaction - INFO - Epoch [18][500/1253] lr: 3.000e-02, eta: 19:55:07, time: 0.736, data_time: 0.008, memory: 4833, top1_acc: 0.5117, top5_acc: 0.7497, loss_cls: 2.1253, loss: 2.1253, grad_norm: 3.2828 2020-08-14 08:57:27,194 - mmaction - INFO - Epoch [18][520/1253] lr: 3.000e-02, eta: 19:54:47, time: 0.628, data_time: 0.006, memory: 4833, top1_acc: 0.5036, top5_acc: 0.7521, loss_cls: 2.1099, loss: 2.1099, grad_norm: 3.2435 2020-08-14 08:57:41,496 - mmaction - INFO - Epoch [18][540/1253] lr: 3.000e-02, eta: 19:54:36, time: 0.714, data_time: 0.007, memory: 4833, top1_acc: 0.5073, top5_acc: 0.7560, loss_cls: 2.1200, loss: 2.1200, grad_norm: 3.2183 2020-08-14 08:57:56,185 - mmaction - INFO - Epoch [18][560/1253] lr: 3.000e-02, eta: 19:54:26, time: 0.737, data_time: 0.006, memory: 4833, top1_acc: 0.4971, top5_acc: 0.7529, loss_cls: 2.1326, loss: 2.1326, grad_norm: 3.1971 2020-08-14 08:58:09,641 - mmaction - INFO - Epoch [18][580/1253] lr: 3.000e-02, eta: 19:54:10, time: 0.672, data_time: 0.002, memory: 4833, top1_acc: 0.4943, top5_acc: 0.7388, loss_cls: 2.1691, loss: 2.1691, grad_norm: 3.2043 2020-08-14 08:58:23,240 - mmaction - INFO - Epoch [18][600/1253] lr: 3.000e-02, eta: 19:53:55, time: 0.677, data_time: 0.007, memory: 4833, top1_acc: 0.4969, top5_acc: 0.7401, loss_cls: 2.1522, loss: 2.1522, grad_norm: 3.2266 2020-08-14 08:58:36,748 - mmaction - INFO - Epoch [18][620/1253] lr: 3.000e-02, eta: 19:53:39, time: 0.679, data_time: 0.007, memory: 4833, top1_acc: 0.5109, top5_acc: 0.7534, loss_cls: 2.1218, loss: 2.1218, grad_norm: 3.1648 2020-08-14 08:58:51,154 - mmaction - INFO - Epoch [18][640/1253] lr: 3.000e-02, eta: 19:53:28, time: 0.716, data_time: 0.007, memory: 4833, top1_acc: 0.4992, top5_acc: 0.7534, loss_cls: 2.1284, loss: 2.1284, grad_norm: 3.2150 2020-08-14 08:59:04,362 - mmaction - INFO - Epoch [18][660/1253] lr: 3.000e-02, eta: 19:53:11, time: 0.664, data_time: 0.007, memory: 4833, top1_acc: 0.4987, top5_acc: 0.7388, loss_cls: 2.1614, loss: 2.1614, grad_norm: 3.2517 2020-08-14 08:59:17,632 - mmaction - INFO - Epoch [18][680/1253] lr: 3.000e-02, eta: 19:52:55, time: 0.663, data_time: 0.008, memory: 4833, top1_acc: 0.4938, top5_acc: 0.7422, loss_cls: 2.1812, loss: 2.1812, grad_norm: 3.2139 2020-08-14 08:59:30,661 - mmaction - INFO - Epoch [18][700/1253] lr: 3.000e-02, eta: 19:52:37, time: 0.652, data_time: 0.009, memory: 4833, top1_acc: 0.4977, top5_acc: 0.7539, loss_cls: 2.1150, loss: 2.1150, grad_norm: 3.2301 2020-08-14 08:59:45,383 - mmaction - INFO - Epoch [18][720/1253] lr: 3.000e-02, eta: 19:52:27, time: 0.735, data_time: 0.007, memory: 4833, top1_acc: 0.4896, top5_acc: 0.7419, loss_cls: 2.1770, loss: 2.1770, grad_norm: 3.2186 2020-08-14 08:59:59,362 - mmaction - INFO - Epoch [18][740/1253] lr: 3.000e-02, eta: 19:52:14, time: 0.699, data_time: 0.007, memory: 4833, top1_acc: 0.5096, top5_acc: 0.7479, loss_cls: 2.1342, loss: 2.1342, grad_norm: 3.2475 2020-08-14 09:00:18,799 - mmaction - INFO - Epoch [18][760/1253] lr: 3.000e-02, eta: 19:52:25, time: 0.963, data_time: 0.011, memory: 4833, top1_acc: 0.5120, top5_acc: 0.7560, loss_cls: 2.1038, loss: 2.1038, grad_norm: 3.2119 2020-08-14 09:00:31,771 - mmaction - INFO - Epoch [18][780/1253] lr: 3.000e-02, eta: 19:52:08, time: 0.658, data_time: 0.026, memory: 4833, top1_acc: 0.5065, top5_acc: 0.7523, loss_cls: 2.1299, loss: 2.1299, grad_norm: 3.1996 2020-08-14 09:00:46,146 - mmaction - INFO - Epoch [18][800/1253] lr: 3.000e-02, eta: 19:51:57, time: 0.720, data_time: 0.006, memory: 4833, top1_acc: 0.5029, top5_acc: 0.7648, loss_cls: 2.1165, loss: 2.1165, grad_norm: 3.2645 2020-08-14 09:00:59,994 - mmaction - INFO - Epoch [18][820/1253] lr: 3.000e-02, eta: 19:51:43, time: 0.692, data_time: 0.008, memory: 4833, top1_acc: 0.4849, top5_acc: 0.7393, loss_cls: 2.2028, loss: 2.2028, grad_norm: 3.2530 2020-08-14 09:01:14,390 - mmaction - INFO - Epoch [18][840/1253] lr: 3.000e-02, eta: 19:51:31, time: 0.720, data_time: 0.005, memory: 4833, top1_acc: 0.4974, top5_acc: 0.7503, loss_cls: 2.1628, loss: 2.1628, grad_norm: 3.2486 2020-08-14 09:01:28,000 - mmaction - INFO - Epoch [18][860/1253] lr: 3.000e-02, eta: 19:51:16, time: 0.680, data_time: 0.007, memory: 4833, top1_acc: 0.5047, top5_acc: 0.7367, loss_cls: 2.1496, loss: 2.1496, grad_norm: 3.2046 2020-08-14 09:01:41,393 - mmaction - INFO - Epoch [18][880/1253] lr: 3.000e-02, eta: 19:51:00, time: 0.670, data_time: 0.005, memory: 4833, top1_acc: 0.5034, top5_acc: 0.7560, loss_cls: 2.1055, loss: 2.1055, grad_norm: 3.2293 2020-08-14 09:01:54,906 - mmaction - INFO - Epoch [18][900/1253] lr: 3.000e-02, eta: 19:50:45, time: 0.674, data_time: 0.007, memory: 4833, top1_acc: 0.5026, top5_acc: 0.7435, loss_cls: 2.1369, loss: 2.1369, grad_norm: 3.2948 2020-08-14 09:02:09,411 - mmaction - INFO - Epoch [18][920/1253] lr: 3.000e-02, eta: 19:50:34, time: 0.728, data_time: 0.007, memory: 4833, top1_acc: 0.4909, top5_acc: 0.7443, loss_cls: 2.1554, loss: 2.1554, grad_norm: 3.2711 2020-08-14 09:02:23,076 - mmaction - INFO - Epoch [18][940/1253] lr: 3.000e-02, eta: 19:50:19, time: 0.680, data_time: 0.005, memory: 4833, top1_acc: 0.4854, top5_acc: 0.7339, loss_cls: 2.1984, loss: 2.1984, grad_norm: 3.2077 2020-08-14 09:02:36,923 - mmaction - INFO - Epoch [18][960/1253] lr: 3.000e-02, eta: 19:50:05, time: 0.693, data_time: 0.007, memory: 4833, top1_acc: 0.5052, top5_acc: 0.7453, loss_cls: 2.1387, loss: 2.1387, grad_norm: 3.3024 2020-08-14 09:02:50,938 - mmaction - INFO - Epoch [18][980/1253] lr: 3.000e-02, eta: 19:49:52, time: 0.699, data_time: 0.008, memory: 4833, top1_acc: 0.5081, top5_acc: 0.7529, loss_cls: 2.1167, loss: 2.1167, grad_norm: 3.1916 2020-08-14 09:03:04,680 - mmaction - INFO - Epoch [18][1000/1253] lr: 3.000e-02, eta: 19:49:38, time: 0.689, data_time: 0.008, memory: 4833, top1_acc: 0.5146, top5_acc: 0.7500, loss_cls: 2.1107, loss: 2.1107, grad_norm: 3.1800 2020-08-14 09:03:18,776 - mmaction - INFO - Epoch [18][1020/1253] lr: 3.000e-02, eta: 19:49:25, time: 0.704, data_time: 0.006, memory: 4833, top1_acc: 0.5070, top5_acc: 0.7451, loss_cls: 2.1341, loss: 2.1341, grad_norm: 3.2638 2020-08-14 09:03:32,033 - mmaction - INFO - Epoch [18][1040/1253] lr: 3.000e-02, eta: 19:49:08, time: 0.665, data_time: 0.007, memory: 4833, top1_acc: 0.5104, top5_acc: 0.7526, loss_cls: 2.1196, loss: 2.1196, grad_norm: 3.2076 2020-08-14 09:03:44,967 - mmaction - INFO - Epoch [18][1060/1253] lr: 3.000e-02, eta: 19:48:50, time: 0.646, data_time: 0.007, memory: 4833, top1_acc: 0.5083, top5_acc: 0.7523, loss_cls: 2.1014, loss: 2.1014, grad_norm: 3.2247 2020-08-14 09:03:59,681 - mmaction - INFO - Epoch [18][1080/1253] lr: 3.000e-02, eta: 19:48:40, time: 0.737, data_time: 0.005, memory: 4833, top1_acc: 0.4992, top5_acc: 0.7398, loss_cls: 2.1557, loss: 2.1557, grad_norm: 3.2136 2020-08-14 09:04:12,854 - mmaction - INFO - Epoch [18][1100/1253] lr: 3.000e-02, eta: 19:48:23, time: 0.655, data_time: 0.006, memory: 4833, top1_acc: 0.5115, top5_acc: 0.7414, loss_cls: 2.1353, loss: 2.1353, grad_norm: 3.2457 2020-08-14 09:04:26,349 - mmaction - INFO - Epoch [18][1120/1253] lr: 3.000e-02, eta: 19:48:08, time: 0.677, data_time: 0.007, memory: 4833, top1_acc: 0.4854, top5_acc: 0.7362, loss_cls: 2.2130, loss: 2.2130, grad_norm: 3.2078 2020-08-14 09:04:39,325 - mmaction - INFO - Epoch [18][1140/1253] lr: 3.000e-02, eta: 19:47:50, time: 0.648, data_time: 0.007, memory: 4833, top1_acc: 0.4846, top5_acc: 0.7388, loss_cls: 2.1860, loss: 2.1860, grad_norm: 3.3145 2020-08-14 09:04:52,984 - mmaction - INFO - Epoch [18][1160/1253] lr: 3.000e-02, eta: 19:47:35, time: 0.685, data_time: 0.006, memory: 4833, top1_acc: 0.4948, top5_acc: 0.7391, loss_cls: 2.1802, loss: 2.1802, grad_norm: 3.1509 2020-08-14 09:05:06,988 - mmaction - INFO - Epoch [18][1180/1253] lr: 3.000e-02, eta: 19:47:22, time: 0.698, data_time: 0.006, memory: 4833, top1_acc: 0.5068, top5_acc: 0.7516, loss_cls: 2.1130, loss: 2.1130, grad_norm: 3.2047 2020-08-14 09:05:20,033 - mmaction - INFO - Epoch [18][1200/1253] lr: 3.000e-02, eta: 19:47:04, time: 0.654, data_time: 0.006, memory: 4833, top1_acc: 0.5083, top5_acc: 0.7526, loss_cls: 2.1119, loss: 2.1119, grad_norm: 3.2405 2020-08-14 09:05:33,490 - mmaction - INFO - Epoch [18][1220/1253] lr: 3.000e-02, eta: 19:46:48, time: 0.671, data_time: 0.006, memory: 4833, top1_acc: 0.5026, top5_acc: 0.7427, loss_cls: 2.1362, loss: 2.1362, grad_norm: 3.2345 2020-08-14 09:05:47,763 - mmaction - INFO - Epoch [18][1240/1253] lr: 3.000e-02, eta: 19:46:37, time: 0.716, data_time: 0.006, memory: 4833, top1_acc: 0.5068, top5_acc: 0.7432, loss_cls: 2.1404, loss: 2.1404, grad_norm: 3.2393 2020-08-14 09:05:57,224 - mmaction - INFO - Saving checkpoint at 18 epochs 2020-08-14 09:06:22,012 - mmaction - INFO - Epoch [19][20/1253] lr: 3.000e-02, eta: 19:46:09, time: 1.091, data_time: 0.418, memory: 4833, top1_acc: 0.5182, top5_acc: 0.7589, loss_cls: 2.0693, loss: 2.0693, grad_norm: 3.1813 2020-08-14 09:06:34,802 - mmaction - INFO - Epoch [19][40/1253] lr: 3.000e-02, eta: 19:45:50, time: 0.640, data_time: 0.004, memory: 4833, top1_acc: 0.5154, top5_acc: 0.7523, loss_cls: 2.1030, loss: 2.1030, grad_norm: 3.3009 2020-08-14 09:06:47,678 - mmaction - INFO - Epoch [19][60/1253] lr: 3.000e-02, eta: 19:45:32, time: 0.641, data_time: 0.007, memory: 4833, top1_acc: 0.5057, top5_acc: 0.7607, loss_cls: 2.0638, loss: 2.0638, grad_norm: 3.1872 2020-08-14 09:07:00,069 - mmaction - INFO - Epoch [19][80/1253] lr: 3.000e-02, eta: 19:45:12, time: 0.623, data_time: 0.007, memory: 4833, top1_acc: 0.5094, top5_acc: 0.7464, loss_cls: 2.1384, loss: 2.1384, grad_norm: 3.1666 2020-08-14 09:07:13,236 - mmaction - INFO - Epoch [19][100/1253] lr: 3.000e-02, eta: 19:44:55, time: 0.657, data_time: 0.007, memory: 4833, top1_acc: 0.5029, top5_acc: 0.7435, loss_cls: 2.1223, loss: 2.1223, grad_norm: 3.2302 2020-08-14 09:07:26,786 - mmaction - INFO - Epoch [19][120/1253] lr: 3.000e-02, eta: 19:44:39, time: 0.678, data_time: 0.006, memory: 4833, top1_acc: 0.4979, top5_acc: 0.7490, loss_cls: 2.1167, loss: 2.1167, grad_norm: 3.2849 2020-08-14 09:07:40,624 - mmaction - INFO - Epoch [19][140/1253] lr: 3.000e-02, eta: 19:44:25, time: 0.688, data_time: 0.008, memory: 4833, top1_acc: 0.5156, top5_acc: 0.7544, loss_cls: 2.0889, loss: 2.0889, grad_norm: 3.2008 2020-08-14 09:07:54,255 - mmaction - INFO - Epoch [19][160/1253] lr: 3.000e-02, eta: 19:44:11, time: 0.686, data_time: 0.009, memory: 4833, top1_acc: 0.5109, top5_acc: 0.7521, loss_cls: 2.1153, loss: 2.1153, grad_norm: 3.2215 2020-08-14 09:08:08,365 - mmaction - INFO - Epoch [19][180/1253] lr: 3.000e-02, eta: 19:43:58, time: 0.706, data_time: 0.004, memory: 4833, top1_acc: 0.5091, top5_acc: 0.7443, loss_cls: 2.1366, loss: 2.1366, grad_norm: 3.2315 2020-08-14 09:08:22,193 - mmaction - INFO - Epoch [19][200/1253] lr: 3.000e-02, eta: 19:43:44, time: 0.692, data_time: 0.006, memory: 4833, top1_acc: 0.5099, top5_acc: 0.7464, loss_cls: 2.1171, loss: 2.1171, grad_norm: 3.2605 2020-08-14 09:08:36,022 - mmaction - INFO - Epoch [19][220/1253] lr: 3.000e-02, eta: 19:43:30, time: 0.690, data_time: 0.004, memory: 4833, top1_acc: 0.5214, top5_acc: 0.7518, loss_cls: 2.0563, loss: 2.0563, grad_norm: 3.2826 2020-08-14 09:08:50,013 - mmaction - INFO - Epoch [19][240/1253] lr: 3.000e-02, eta: 19:43:17, time: 0.703, data_time: 0.008, memory: 4833, top1_acc: 0.5000, top5_acc: 0.7503, loss_cls: 2.0992, loss: 2.0992, grad_norm: 3.2371 2020-08-14 09:09:03,432 - mmaction - INFO - Epoch [19][260/1253] lr: 3.000e-02, eta: 19:43:01, time: 0.669, data_time: 0.001, memory: 4833, top1_acc: 0.5208, top5_acc: 0.7615, loss_cls: 2.0515, loss: 2.0515, grad_norm: 3.2418 2020-08-14 09:09:16,999 - mmaction - INFO - Epoch [19][280/1253] lr: 3.000e-02, eta: 19:42:46, time: 0.678, data_time: 0.009, memory: 4833, top1_acc: 0.5055, top5_acc: 0.7516, loss_cls: 2.0848, loss: 2.0848, grad_norm: 3.2242 2020-08-14 09:09:31,142 - mmaction - INFO - Epoch [19][300/1253] lr: 3.000e-02, eta: 19:42:33, time: 0.707, data_time: 0.006, memory: 4833, top1_acc: 0.5094, top5_acc: 0.7568, loss_cls: 2.0841, loss: 2.0841, grad_norm: 3.2398 2020-08-14 09:09:44,518 - mmaction - INFO - Epoch [19][320/1253] lr: 3.000e-02, eta: 19:42:17, time: 0.669, data_time: 0.007, memory: 4833, top1_acc: 0.5161, top5_acc: 0.7474, loss_cls: 2.0883, loss: 2.0883, grad_norm: 3.2354 2020-08-14 09:09:57,879 - mmaction - INFO - Epoch [19][340/1253] lr: 3.000e-02, eta: 19:42:01, time: 0.669, data_time: 0.005, memory: 4833, top1_acc: 0.5047, top5_acc: 0.7471, loss_cls: 2.1344, loss: 2.1344, grad_norm: 3.2651 2020-08-14 09:10:12,866 - mmaction - INFO - Epoch [19][360/1253] lr: 3.000e-02, eta: 19:41:52, time: 0.747, data_time: 0.003, memory: 4833, top1_acc: 0.5133, top5_acc: 0.7536, loss_cls: 2.0855, loss: 2.0855, grad_norm: 3.2715 2020-08-14 09:10:26,832 - mmaction - INFO - Epoch [19][380/1253] lr: 3.000e-02, eta: 19:41:39, time: 0.700, data_time: 0.008, memory: 4833, top1_acc: 0.5091, top5_acc: 0.7503, loss_cls: 2.1008, loss: 2.1008, grad_norm: 3.2263 2020-08-14 09:10:39,653 - mmaction - INFO - Epoch [19][400/1253] lr: 3.000e-02, eta: 19:41:21, time: 0.642, data_time: 0.005, memory: 4833, top1_acc: 0.5070, top5_acc: 0.7432, loss_cls: 2.1065, loss: 2.1065, grad_norm: 3.1908 2020-08-14 09:10:53,066 - mmaction - INFO - Epoch [19][420/1253] lr: 3.000e-02, eta: 19:41:05, time: 0.671, data_time: 0.010, memory: 4833, top1_acc: 0.5010, top5_acc: 0.7406, loss_cls: 2.1582, loss: 2.1582, grad_norm: 3.2491 2020-08-14 09:11:07,527 - mmaction - INFO - Epoch [19][440/1253] lr: 3.000e-02, eta: 19:40:54, time: 0.722, data_time: 0.006, memory: 4833, top1_acc: 0.5102, top5_acc: 0.7466, loss_cls: 2.1167, loss: 2.1167, grad_norm: 3.2470 2020-08-14 09:11:20,403 - mmaction - INFO - Epoch [19][460/1253] lr: 3.000e-02, eta: 19:40:36, time: 0.643, data_time: 0.006, memory: 4833, top1_acc: 0.4997, top5_acc: 0.7518, loss_cls: 2.1035, loss: 2.1035, grad_norm: 3.3116 2020-08-14 09:11:34,927 - mmaction - INFO - Epoch [19][480/1253] lr: 3.000e-02, eta: 19:40:24, time: 0.723, data_time: 0.009, memory: 4833, top1_acc: 0.5096, top5_acc: 0.7536, loss_cls: 2.1217, loss: 2.1217, grad_norm: 3.2688 2020-08-14 09:11:47,926 - mmaction - INFO - Epoch [19][500/1253] lr: 3.000e-02, eta: 19:40:07, time: 0.654, data_time: 0.008, memory: 4833, top1_acc: 0.5026, top5_acc: 0.7349, loss_cls: 2.1482, loss: 2.1482, grad_norm: 3.1624 2020-08-14 09:12:02,056 - mmaction - INFO - Epoch [19][520/1253] lr: 3.000e-02, eta: 19:39:54, time: 0.706, data_time: 0.007, memory: 4833, top1_acc: 0.5013, top5_acc: 0.7461, loss_cls: 2.1455, loss: 2.1455, grad_norm: 3.1722 2020-08-14 09:12:15,493 - mmaction - INFO - Epoch [19][540/1253] lr: 3.000e-02, eta: 19:39:39, time: 0.674, data_time: 0.006, memory: 4833, top1_acc: 0.5190, top5_acc: 0.7544, loss_cls: 2.0789, loss: 2.0789, grad_norm: 3.2160 2020-08-14 09:12:28,600 - mmaction - INFO - Epoch [19][560/1253] lr: 3.000e-02, eta: 19:39:22, time: 0.654, data_time: 0.006, memory: 4833, top1_acc: 0.5018, top5_acc: 0.7466, loss_cls: 2.1199, loss: 2.1199, grad_norm: 3.2264 2020-08-14 09:12:42,659 - mmaction - INFO - Epoch [19][580/1253] lr: 3.000e-02, eta: 19:39:09, time: 0.703, data_time: 0.006, memory: 4833, top1_acc: 0.5055, top5_acc: 0.7557, loss_cls: 2.0696, loss: 2.0696, grad_norm: 3.1882 2020-08-14 09:12:56,466 - mmaction - INFO - Epoch [19][600/1253] lr: 3.000e-02, eta: 19:38:55, time: 0.689, data_time: 0.007, memory: 4833, top1_acc: 0.5091, top5_acc: 0.7492, loss_cls: 2.1066, loss: 2.1066, grad_norm: 3.1903 2020-08-14 09:13:10,554 - mmaction - INFO - Epoch [19][620/1253] lr: 3.000e-02, eta: 19:38:42, time: 0.706, data_time: 0.007, memory: 4833, top1_acc: 0.5214, top5_acc: 0.7534, loss_cls: 2.0820, loss: 2.0820, grad_norm: 3.2141 2020-08-14 09:13:23,892 - mmaction - INFO - Epoch [19][640/1253] lr: 3.000e-02, eta: 19:38:26, time: 0.665, data_time: 0.008, memory: 4833, top1_acc: 0.4979, top5_acc: 0.7591, loss_cls: 2.0964, loss: 2.0964, grad_norm: 3.2690 2020-08-14 09:13:37,009 - mmaction - INFO - Epoch [19][660/1253] lr: 3.000e-02, eta: 19:38:09, time: 0.658, data_time: 0.007, memory: 4833, top1_acc: 0.5148, top5_acc: 0.7419, loss_cls: 2.1385, loss: 2.1385, grad_norm: 3.1956 2020-08-14 09:13:51,067 - mmaction - INFO - Epoch [19][680/1253] lr: 3.000e-02, eta: 19:37:56, time: 0.700, data_time: 0.007, memory: 4833, top1_acc: 0.5026, top5_acc: 0.7422, loss_cls: 2.1672, loss: 2.1672, grad_norm: 3.2630 2020-08-14 09:14:04,462 - mmaction - INFO - Epoch [19][700/1253] lr: 3.000e-02, eta: 19:37:40, time: 0.672, data_time: 0.007, memory: 4833, top1_acc: 0.5130, top5_acc: 0.7531, loss_cls: 2.0850, loss: 2.0850, grad_norm: 3.2537 2020-08-14 09:14:17,903 - mmaction - INFO - Epoch [19][720/1253] lr: 3.000e-02, eta: 19:37:24, time: 0.671, data_time: 0.007, memory: 4833, top1_acc: 0.5174, top5_acc: 0.7565, loss_cls: 2.0587, loss: 2.0587, grad_norm: 3.2180 2020-08-14 09:14:31,392 - mmaction - INFO - Epoch [19][740/1253] lr: 3.000e-02, eta: 19:37:09, time: 0.675, data_time: 0.006, memory: 4833, top1_acc: 0.5120, top5_acc: 0.7544, loss_cls: 2.0853, loss: 2.0853, grad_norm: 3.2754 2020-08-14 09:14:44,019 - mmaction - INFO - Epoch [19][760/1253] lr: 3.000e-02, eta: 19:36:50, time: 0.628, data_time: 0.007, memory: 4833, top1_acc: 0.4987, top5_acc: 0.7424, loss_cls: 2.1540, loss: 2.1540, grad_norm: 3.2227 2020-08-14 09:14:57,722 - mmaction - INFO - Epoch [19][780/1253] lr: 3.000e-02, eta: 19:36:35, time: 0.687, data_time: 0.007, memory: 4833, top1_acc: 0.5057, top5_acc: 0.7466, loss_cls: 2.1391, loss: 2.1391, grad_norm: 3.2251 2020-08-14 09:15:11,109 - mmaction - INFO - Epoch [19][800/1253] lr: 3.000e-02, eta: 19:36:19, time: 0.669, data_time: 0.010, memory: 4833, top1_acc: 0.5112, top5_acc: 0.7591, loss_cls: 2.0695, loss: 2.0695, grad_norm: 3.2293 2020-08-14 09:15:25,030 - mmaction - INFO - Epoch [19][820/1253] lr: 3.000e-02, eta: 19:36:06, time: 0.698, data_time: 0.007, memory: 4833, top1_acc: 0.5013, top5_acc: 0.7469, loss_cls: 2.1435, loss: 2.1435, grad_norm: 3.1602 2020-08-14 09:15:38,463 - mmaction - INFO - Epoch [19][840/1253] lr: 3.000e-02, eta: 19:35:50, time: 0.670, data_time: 0.006, memory: 4833, top1_acc: 0.4992, top5_acc: 0.7385, loss_cls: 2.1449, loss: 2.1449, grad_norm: 3.2215 2020-08-14 09:15:51,329 - mmaction - INFO - Epoch [19][860/1253] lr: 3.000e-02, eta: 19:35:32, time: 0.645, data_time: 0.008, memory: 4833, top1_acc: 0.5219, top5_acc: 0.7596, loss_cls: 2.0822, loss: 2.0822, grad_norm: 3.1320 2020-08-14 09:16:04,889 - mmaction - INFO - Epoch [19][880/1253] lr: 3.000e-02, eta: 19:35:17, time: 0.676, data_time: 0.008, memory: 4833, top1_acc: 0.5096, top5_acc: 0.7495, loss_cls: 2.1180, loss: 2.1180, grad_norm: 3.2422 2020-08-14 09:16:18,537 - mmaction - INFO - Epoch [19][900/1253] lr: 3.000e-02, eta: 19:35:02, time: 0.685, data_time: 0.006, memory: 4833, top1_acc: 0.5117, top5_acc: 0.7555, loss_cls: 2.0909, loss: 2.0909, grad_norm: 3.2132 2020-08-14 09:16:31,801 - mmaction - INFO - Epoch [19][920/1253] lr: 3.000e-02, eta: 19:34:46, time: 0.662, data_time: 0.008, memory: 4833, top1_acc: 0.5232, top5_acc: 0.7630, loss_cls: 2.0553, loss: 2.0553, grad_norm: 3.2018 2020-08-14 09:16:45,041 - mmaction - INFO - Epoch [19][940/1253] lr: 3.000e-02, eta: 19:34:30, time: 0.664, data_time: 0.007, memory: 4833, top1_acc: 0.5003, top5_acc: 0.7466, loss_cls: 2.1187, loss: 2.1187, grad_norm: 3.3022 2020-08-14 09:16:58,318 - mmaction - INFO - Epoch [19][960/1253] lr: 3.000e-02, eta: 19:34:13, time: 0.662, data_time: 0.007, memory: 4833, top1_acc: 0.4948, top5_acc: 0.7438, loss_cls: 2.1627, loss: 2.1627, grad_norm: 3.1899 2020-08-14 09:17:12,639 - mmaction - INFO - Epoch [19][980/1253] lr: 3.000e-02, eta: 19:34:02, time: 0.719, data_time: 0.007, memory: 4833, top1_acc: 0.4914, top5_acc: 0.7357, loss_cls: 2.1640, loss: 2.1640, grad_norm: 3.2779 2020-08-14 09:17:25,270 - mmaction - INFO - Epoch [19][1000/1253] lr: 3.000e-02, eta: 19:33:42, time: 0.630, data_time: 0.007, memory: 4833, top1_acc: 0.4966, top5_acc: 0.7419, loss_cls: 2.1547, loss: 2.1547, grad_norm: 3.1955 2020-08-14 09:17:38,303 - mmaction - INFO - Epoch [19][1020/1253] lr: 3.000e-02, eta: 19:33:25, time: 0.652, data_time: 0.007, memory: 4833, top1_acc: 0.4862, top5_acc: 0.7417, loss_cls: 2.1741, loss: 2.1741, grad_norm: 3.2170 2020-08-14 09:17:51,408 - mmaction - INFO - Epoch [19][1040/1253] lr: 3.000e-02, eta: 19:33:08, time: 0.654, data_time: 0.007, memory: 4833, top1_acc: 0.4974, top5_acc: 0.7424, loss_cls: 2.1631, loss: 2.1631, grad_norm: 3.2260 2020-08-14 09:18:05,011 - mmaction - INFO - Epoch [19][1060/1253] lr: 3.000e-02, eta: 19:32:53, time: 0.681, data_time: 0.007, memory: 4833, top1_acc: 0.4971, top5_acc: 0.7508, loss_cls: 2.1044, loss: 2.1044, grad_norm: 3.2765 2020-08-14 09:18:18,315 - mmaction - INFO - Epoch [19][1080/1253] lr: 3.000e-02, eta: 19:32:37, time: 0.665, data_time: 0.007, memory: 4833, top1_acc: 0.5068, top5_acc: 0.7565, loss_cls: 2.0997, loss: 2.0997, grad_norm: 3.2723 2020-08-14 09:18:32,423 - mmaction - INFO - Epoch [19][1100/1253] lr: 3.000e-02, eta: 19:32:24, time: 0.704, data_time: 0.008, memory: 4833, top1_acc: 0.4990, top5_acc: 0.7440, loss_cls: 2.1500, loss: 2.1500, grad_norm: 3.2783 2020-08-14 09:18:46,812 - mmaction - INFO - Epoch [19][1120/1253] lr: 3.000e-02, eta: 19:32:13, time: 0.721, data_time: 0.007, memory: 4833, top1_acc: 0.5104, top5_acc: 0.7466, loss_cls: 2.1602, loss: 2.1602, grad_norm: 3.3061 2020-08-14 09:19:00,674 - mmaction - INFO - Epoch [19][1140/1253] lr: 3.000e-02, eta: 19:31:59, time: 0.690, data_time: 0.008, memory: 4833, top1_acc: 0.5060, top5_acc: 0.7385, loss_cls: 2.1467, loss: 2.1467, grad_norm: 3.2637 2020-08-14 09:19:14,526 - mmaction - INFO - Epoch [19][1160/1253] lr: 3.000e-02, eta: 19:31:45, time: 0.697, data_time: 0.008, memory: 4833, top1_acc: 0.4906, top5_acc: 0.7471, loss_cls: 2.1669, loss: 2.1669, grad_norm: 3.2494 2020-08-14 09:19:28,406 - mmaction - INFO - Epoch [19][1180/1253] lr: 3.000e-02, eta: 19:31:31, time: 0.691, data_time: 0.005, memory: 4833, top1_acc: 0.5086, top5_acc: 0.7586, loss_cls: 2.0882, loss: 2.0882, grad_norm: 3.1942 2020-08-14 09:19:42,631 - mmaction - INFO - Epoch [19][1200/1253] lr: 3.000e-02, eta: 19:31:19, time: 0.713, data_time: 0.007, memory: 4833, top1_acc: 0.5055, top5_acc: 0.7432, loss_cls: 2.1379, loss: 2.1379, grad_norm: 3.2320 2020-08-14 09:19:55,209 - mmaction - INFO - Epoch [19][1220/1253] lr: 3.000e-02, eta: 19:31:00, time: 0.627, data_time: 0.007, memory: 4833, top1_acc: 0.5068, top5_acc: 0.7432, loss_cls: 2.1492, loss: 2.1492, grad_norm: 3.2670 2020-08-14 09:20:08,961 - mmaction - INFO - Epoch [19][1240/1253] lr: 3.000e-02, eta: 19:30:46, time: 0.690, data_time: 0.007, memory: 4833, top1_acc: 0.5089, top5_acc: 0.7510, loss_cls: 2.1151, loss: 2.1151, grad_norm: 3.2623 2020-08-14 09:20:18,042 - mmaction - INFO - Saving checkpoint at 19 epochs 2020-08-14 09:20:40,206 - mmaction - INFO - Epoch [20][20/1253] lr: 3.000e-02, eta: 19:30:16, time: 1.060, data_time: 0.433, memory: 4833, top1_acc: 0.5023, top5_acc: 0.7391, loss_cls: 2.1667, loss: 2.1667, grad_norm: 3.2676 2020-08-14 09:20:52,662 - mmaction - INFO - Epoch [20][40/1253] lr: 3.000e-02, eta: 19:29:57, time: 0.624, data_time: 0.008, memory: 4833, top1_acc: 0.5146, top5_acc: 0.7661, loss_cls: 2.0519, loss: 2.0519, grad_norm: 3.1871 2020-08-14 09:21:05,039 - mmaction - INFO - Epoch [20][60/1253] lr: 3.000e-02, eta: 19:29:36, time: 0.619, data_time: 0.007, memory: 4833, top1_acc: 0.4984, top5_acc: 0.7411, loss_cls: 2.1305, loss: 2.1305, grad_norm: 3.2465 2020-08-14 09:21:18,738 - mmaction - INFO - Epoch [20][80/1253] lr: 3.000e-02, eta: 19:29:22, time: 0.686, data_time: 0.004, memory: 4833, top1_acc: 0.4977, top5_acc: 0.7497, loss_cls: 2.1094, loss: 2.1094, grad_norm: 3.2442 2020-08-14 09:21:31,570 - mmaction - INFO - Epoch [20][100/1253] lr: 3.000e-02, eta: 19:29:04, time: 0.639, data_time: 0.006, memory: 4833, top1_acc: 0.4984, top5_acc: 0.7453, loss_cls: 2.1345, loss: 2.1345, grad_norm: 3.1832 2020-08-14 09:21:45,350 - mmaction - INFO - Epoch [20][120/1253] lr: 3.000e-02, eta: 19:28:50, time: 0.690, data_time: 0.007, memory: 4833, top1_acc: 0.4995, top5_acc: 0.7521, loss_cls: 2.1259, loss: 2.1259, grad_norm: 3.3535 2020-08-14 09:21:58,727 - mmaction - INFO - Epoch [20][140/1253] lr: 3.000e-02, eta: 19:28:34, time: 0.667, data_time: 0.007, memory: 4833, top1_acc: 0.5260, top5_acc: 0.7570, loss_cls: 2.0552, loss: 2.0552, grad_norm: 3.1708 2020-08-14 09:22:12,030 - mmaction - INFO - Epoch [20][160/1253] lr: 3.000e-02, eta: 19:28:18, time: 0.667, data_time: 0.007, memory: 4833, top1_acc: 0.4979, top5_acc: 0.7609, loss_cls: 2.0925, loss: 2.0925, grad_norm: 3.2886 2020-08-14 09:22:24,470 - mmaction - INFO - Epoch [20][180/1253] lr: 3.000e-02, eta: 19:27:58, time: 0.623, data_time: 0.004, memory: 4833, top1_acc: 0.5076, top5_acc: 0.7555, loss_cls: 2.0570, loss: 2.0570, grad_norm: 3.2811 2020-08-14 09:22:38,088 - mmaction - INFO - Epoch [20][200/1253] lr: 3.000e-02, eta: 19:27:43, time: 0.677, data_time: 0.006, memory: 4833, top1_acc: 0.5044, top5_acc: 0.7552, loss_cls: 2.1181, loss: 2.1181, grad_norm: 3.2450 2020-08-14 09:22:52,214 - mmaction - INFO - Epoch [20][220/1253] lr: 3.000e-02, eta: 19:27:31, time: 0.709, data_time: 0.008, memory: 4833, top1_acc: 0.4987, top5_acc: 0.7422, loss_cls: 2.1368, loss: 2.1368, grad_norm: 3.2169 2020-08-14 09:23:06,271 - mmaction - INFO - Epoch [20][240/1253] lr: 3.000e-02, eta: 19:27:18, time: 0.702, data_time: 0.010, memory: 4833, top1_acc: 0.4943, top5_acc: 0.7479, loss_cls: 2.1240, loss: 2.1240, grad_norm: 3.2110 2020-08-14 09:23:19,602 - mmaction - INFO - Epoch [20][260/1253] lr: 3.000e-02, eta: 19:27:02, time: 0.669, data_time: 0.007, memory: 4833, top1_acc: 0.5089, top5_acc: 0.7474, loss_cls: 2.1157, loss: 2.1157, grad_norm: 3.2426 2020-08-14 09:23:32,991 - mmaction - INFO - Epoch [20][280/1253] lr: 3.000e-02, eta: 19:26:46, time: 0.666, data_time: 0.008, memory: 4833, top1_acc: 0.5169, top5_acc: 0.7581, loss_cls: 2.0874, loss: 2.0874, grad_norm: 3.2966 2020-08-14 09:23:45,872 - mmaction - INFO - Epoch [20][300/1253] lr: 3.000e-02, eta: 19:26:29, time: 0.648, data_time: 0.007, memory: 4833, top1_acc: 0.5180, top5_acc: 0.7539, loss_cls: 2.0541, loss: 2.0541, grad_norm: 3.2719 2020-08-14 09:23:59,514 - mmaction - INFO - Epoch [20][320/1253] lr: 3.000e-02, eta: 19:26:14, time: 0.679, data_time: 0.006, memory: 4833, top1_acc: 0.5141, top5_acc: 0.7508, loss_cls: 2.0947, loss: 2.0947, grad_norm: 3.2214 2020-08-14 09:24:12,385 - mmaction - INFO - Epoch [20][340/1253] lr: 3.000e-02, eta: 19:25:56, time: 0.646, data_time: 0.008, memory: 4833, top1_acc: 0.5115, top5_acc: 0.7422, loss_cls: 2.1142, loss: 2.1142, grad_norm: 3.2041 2020-08-14 09:24:25,347 - mmaction - INFO - Epoch [20][360/1253] lr: 3.000e-02, eta: 19:25:39, time: 0.647, data_time: 0.006, memory: 4833, top1_acc: 0.5156, top5_acc: 0.7490, loss_cls: 2.1043, loss: 2.1043, grad_norm: 3.2480 2020-08-14 09:24:39,663 - mmaction - INFO - Epoch [20][380/1253] lr: 3.000e-02, eta: 19:25:27, time: 0.717, data_time: 0.006, memory: 4833, top1_acc: 0.5078, top5_acc: 0.7599, loss_cls: 2.0664, loss: 2.0664, grad_norm: 3.2522 2020-08-14 09:24:53,074 - mmaction - INFO - Epoch [20][400/1253] lr: 3.000e-02, eta: 19:25:11, time: 0.670, data_time: 0.007, memory: 4833, top1_acc: 0.5208, top5_acc: 0.7687, loss_cls: 1.9973, loss: 1.9973, grad_norm: 3.2742 2020-08-14 09:25:07,098 - mmaction - INFO - Epoch [20][420/1253] lr: 3.000e-02, eta: 19:24:58, time: 0.700, data_time: 0.006, memory: 4833, top1_acc: 0.5154, top5_acc: 0.7568, loss_cls: 2.0938, loss: 2.0938, grad_norm: 3.2388 2020-08-14 09:25:19,530 - mmaction - INFO - Epoch [20][440/1253] lr: 3.000e-02, eta: 19:24:38, time: 0.623, data_time: 0.008, memory: 4833, top1_acc: 0.5141, top5_acc: 0.7536, loss_cls: 2.0958, loss: 2.0958, grad_norm: 3.2016 2020-08-14 09:25:32,587 - mmaction - INFO - Epoch [20][460/1253] lr: 3.000e-02, eta: 19:24:21, time: 0.653, data_time: 0.007, memory: 4833, top1_acc: 0.5044, top5_acc: 0.7500, loss_cls: 2.1353, loss: 2.1353, grad_norm: 3.2541 2020-08-14 09:25:46,466 - mmaction - INFO - Epoch [20][480/1253] lr: 3.000e-02, eta: 19:24:08, time: 0.693, data_time: 0.008, memory: 4833, top1_acc: 0.5172, top5_acc: 0.7589, loss_cls: 2.0625, loss: 2.0625, grad_norm: 3.2322 2020-08-14 09:25:58,905 - mmaction - INFO - Epoch [20][500/1253] lr: 3.000e-02, eta: 19:23:48, time: 0.624, data_time: 0.007, memory: 4833, top1_acc: 0.5109, top5_acc: 0.7607, loss_cls: 2.0722, loss: 2.0722, grad_norm: 3.3326 2020-08-14 09:26:12,091 - mmaction - INFO - Epoch [20][520/1253] lr: 3.000e-02, eta: 19:23:32, time: 0.657, data_time: 0.005, memory: 4833, top1_acc: 0.5146, top5_acc: 0.7495, loss_cls: 2.0956, loss: 2.0956, grad_norm: 3.3609 2020-08-14 09:26:25,473 - mmaction - INFO - Epoch [20][540/1253] lr: 3.000e-02, eta: 19:23:16, time: 0.670, data_time: 0.007, memory: 4833, top1_acc: 0.5109, top5_acc: 0.7526, loss_cls: 2.0950, loss: 2.0950, grad_norm: 3.1537 2020-08-14 09:26:38,660 - mmaction - INFO - Epoch [20][560/1253] lr: 3.000e-02, eta: 19:22:59, time: 0.657, data_time: 0.008, memory: 4833, top1_acc: 0.5255, top5_acc: 0.7625, loss_cls: 2.0356, loss: 2.0356, grad_norm: 3.2300 2020-08-14 09:26:51,916 - mmaction - INFO - Epoch [20][580/1253] lr: 3.000e-02, eta: 19:22:43, time: 0.667, data_time: 0.007, memory: 4833, top1_acc: 0.4982, top5_acc: 0.7456, loss_cls: 2.1694, loss: 2.1694, grad_norm: 3.2341 2020-08-14 09:27:06,180 - mmaction - INFO - Epoch [20][600/1253] lr: 3.000e-02, eta: 19:22:31, time: 0.711, data_time: 0.006, memory: 4833, top1_acc: 0.5039, top5_acc: 0.7471, loss_cls: 2.1100, loss: 2.1100, grad_norm: 3.1949 2020-08-14 09:27:20,400 - mmaction - INFO - Epoch [20][620/1253] lr: 3.000e-02, eta: 19:22:19, time: 0.712, data_time: 0.006, memory: 4833, top1_acc: 0.5151, top5_acc: 0.7604, loss_cls: 2.0569, loss: 2.0569, grad_norm: 3.2141 2020-08-14 09:27:32,812 - mmaction - INFO - Epoch [20][640/1253] lr: 3.000e-02, eta: 19:21:59, time: 0.621, data_time: 0.007, memory: 4833, top1_acc: 0.4995, top5_acc: 0.7500, loss_cls: 2.1144, loss: 2.1144, grad_norm: 3.2714 2020-08-14 09:27:46,709 - mmaction - INFO - Epoch [20][660/1253] lr: 3.000e-02, eta: 19:21:46, time: 0.693, data_time: 0.009, memory: 4833, top1_acc: 0.5130, top5_acc: 0.7599, loss_cls: 2.0469, loss: 2.0469, grad_norm: 3.1883 2020-08-14 09:28:00,496 - mmaction - INFO - Epoch [20][680/1253] lr: 3.000e-02, eta: 19:21:32, time: 0.692, data_time: 0.008, memory: 4833, top1_acc: 0.5177, top5_acc: 0.7576, loss_cls: 2.0711, loss: 2.0711, grad_norm: 3.2842 2020-08-14 09:28:14,082 - mmaction - INFO - Epoch [20][700/1253] lr: 3.000e-02, eta: 19:21:17, time: 0.676, data_time: 0.006, memory: 4833, top1_acc: 0.5081, top5_acc: 0.7625, loss_cls: 2.0421, loss: 2.0421, grad_norm: 3.2283 2020-08-14 09:28:26,715 - mmaction - INFO - Epoch [20][720/1253] lr: 3.000e-02, eta: 19:20:58, time: 0.634, data_time: 0.007, memory: 4833, top1_acc: 0.5029, top5_acc: 0.7435, loss_cls: 2.1555, loss: 2.1555, grad_norm: 3.2605 2020-08-14 09:28:40,902 - mmaction - INFO - Epoch [20][740/1253] lr: 3.000e-02, eta: 19:20:46, time: 0.709, data_time: 0.007, memory: 4833, top1_acc: 0.5219, top5_acc: 0.7589, loss_cls: 2.0724, loss: 2.0724, grad_norm: 3.2284 2020-08-14 09:28:54,678 - mmaction - INFO - Epoch [20][760/1253] lr: 3.000e-02, eta: 19:20:32, time: 0.691, data_time: 0.007, memory: 4833, top1_acc: 0.4997, top5_acc: 0.7411, loss_cls: 2.1462, loss: 2.1462, grad_norm: 3.2143 2020-08-14 09:29:08,385 - mmaction - INFO - Epoch [20][780/1253] lr: 3.000e-02, eta: 19:20:18, time: 0.683, data_time: 0.007, memory: 4833, top1_acc: 0.5221, top5_acc: 0.7628, loss_cls: 2.0440, loss: 2.0440, grad_norm: 3.1875 2020-08-14 09:29:22,921 - mmaction - INFO - Epoch [20][800/1253] lr: 3.000e-02, eta: 19:20:07, time: 0.729, data_time: 0.007, memory: 4833, top1_acc: 0.5195, top5_acc: 0.7667, loss_cls: 2.0401, loss: 2.0401, grad_norm: 3.1802 2020-08-14 09:29:36,134 - mmaction - INFO - Epoch [20][820/1253] lr: 3.000e-02, eta: 19:19:50, time: 0.658, data_time: 0.006, memory: 4833, top1_acc: 0.5081, top5_acc: 0.7513, loss_cls: 2.1132, loss: 2.1132, grad_norm: 3.1760 2020-08-14 09:29:49,522 - mmaction - INFO - Epoch [20][840/1253] lr: 3.000e-02, eta: 19:19:35, time: 0.672, data_time: 0.007, memory: 4833, top1_acc: 0.5078, top5_acc: 0.7518, loss_cls: 2.1057, loss: 2.1057, grad_norm: 3.2830 2020-08-14 09:30:03,534 - mmaction - INFO - Epoch [20][860/1253] lr: 3.000e-02, eta: 19:19:22, time: 0.699, data_time: 0.006, memory: 4833, top1_acc: 0.5260, top5_acc: 0.7510, loss_cls: 2.0800, loss: 2.0800, grad_norm: 3.2138 2020-08-14 09:30:16,664 - mmaction - INFO - Epoch [20][880/1253] lr: 3.000e-02, eta: 19:19:05, time: 0.655, data_time: 0.003, memory: 4833, top1_acc: 0.5018, top5_acc: 0.7563, loss_cls: 2.0998, loss: 2.0998, grad_norm: 3.2790 2020-08-14 09:30:29,563 - mmaction - INFO - Epoch [20][900/1253] lr: 3.000e-02, eta: 19:18:47, time: 0.646, data_time: 0.010, memory: 4833, top1_acc: 0.4883, top5_acc: 0.7365, loss_cls: 2.1815, loss: 2.1815, grad_norm: 3.2476 2020-08-14 09:30:43,406 - mmaction - INFO - Epoch [20][920/1253] lr: 3.000e-02, eta: 19:18:34, time: 0.693, data_time: 0.006, memory: 4833, top1_acc: 0.5089, top5_acc: 0.7440, loss_cls: 2.1195, loss: 2.1195, grad_norm: 3.2424 2020-08-14 09:30:57,452 - mmaction - INFO - Epoch [20][940/1253] lr: 3.000e-02, eta: 19:18:21, time: 0.701, data_time: 0.007, memory: 4833, top1_acc: 0.5073, top5_acc: 0.7482, loss_cls: 2.1149, loss: 2.1149, grad_norm: 3.2973 2020-08-14 09:31:10,242 - mmaction - INFO - Epoch [20][960/1253] lr: 3.000e-02, eta: 19:18:03, time: 0.641, data_time: 0.006, memory: 4833, top1_acc: 0.5143, top5_acc: 0.7500, loss_cls: 2.0758, loss: 2.0758, grad_norm: 3.2394 2020-08-14 09:31:24,777 - mmaction - INFO - Epoch [20][980/1253] lr: 3.000e-02, eta: 19:17:52, time: 0.724, data_time: 0.007, memory: 4833, top1_acc: 0.5081, top5_acc: 0.7456, loss_cls: 2.1384, loss: 2.1384, grad_norm: 3.1466 2020-08-14 09:31:38,815 - mmaction - INFO - Epoch [20][1000/1253] lr: 3.000e-02, eta: 19:17:39, time: 0.704, data_time: 0.007, memory: 4833, top1_acc: 0.5034, top5_acc: 0.7531, loss_cls: 2.1252, loss: 2.1252, grad_norm: 3.2764 2020-08-14 09:31:52,383 - mmaction - INFO - Epoch [20][1020/1253] lr: 3.000e-02, eta: 19:17:24, time: 0.678, data_time: 0.007, memory: 4833, top1_acc: 0.4898, top5_acc: 0.7391, loss_cls: 2.2043, loss: 2.2043, grad_norm: 3.3316 2020-08-14 09:32:06,035 - mmaction - INFO - Epoch [20][1040/1253] lr: 3.000e-02, eta: 19:17:10, time: 0.684, data_time: 0.005, memory: 4833, top1_acc: 0.4958, top5_acc: 0.7484, loss_cls: 2.1455, loss: 2.1455, grad_norm: 3.2747 2020-08-14 09:32:18,744 - mmaction - INFO - Epoch [20][1060/1253] lr: 3.000e-02, eta: 19:16:51, time: 0.634, data_time: 0.007, memory: 4833, top1_acc: 0.5013, top5_acc: 0.7583, loss_cls: 2.1118, loss: 2.1118, grad_norm: 3.2355 2020-08-14 09:32:33,456 - mmaction - INFO - Epoch [20][1080/1253] lr: 3.000e-02, eta: 19:16:41, time: 0.738, data_time: 0.007, memory: 4833, top1_acc: 0.5070, top5_acc: 0.7508, loss_cls: 2.0983, loss: 2.0983, grad_norm: 3.1959 2020-08-14 09:32:46,877 - mmaction - INFO - Epoch [20][1100/1253] lr: 3.000e-02, eta: 19:16:25, time: 0.667, data_time: 0.005, memory: 4833, top1_acc: 0.5073, top5_acc: 0.7484, loss_cls: 2.1330, loss: 2.1330, grad_norm: 3.2195 2020-08-14 09:33:00,664 - mmaction - INFO - Epoch [20][1120/1253] lr: 3.000e-02, eta: 19:16:12, time: 0.690, data_time: 0.007, memory: 4833, top1_acc: 0.5133, top5_acc: 0.7586, loss_cls: 2.0917, loss: 2.0917, grad_norm: 3.1872 2020-08-14 09:33:15,194 - mmaction - INFO - Epoch [20][1140/1253] lr: 3.000e-02, eta: 19:16:01, time: 0.729, data_time: 0.005, memory: 4833, top1_acc: 0.5219, top5_acc: 0.7688, loss_cls: 2.0215, loss: 2.0215, grad_norm: 3.1935 2020-08-14 09:33:29,068 - mmaction - INFO - Epoch [20][1160/1253] lr: 3.000e-02, eta: 19:15:47, time: 0.692, data_time: 0.005, memory: 4833, top1_acc: 0.5216, top5_acc: 0.7542, loss_cls: 2.0500, loss: 2.0500, grad_norm: 3.1334 2020-08-14 09:33:42,761 - mmaction - INFO - Epoch [20][1180/1253] lr: 3.000e-02, eta: 19:15:33, time: 0.685, data_time: 0.005, memory: 4833, top1_acc: 0.5164, top5_acc: 0.7560, loss_cls: 2.0629, loss: 2.0629, grad_norm: 3.2108 2020-08-14 09:33:57,668 - mmaction - INFO - Epoch [20][1200/1253] lr: 3.000e-02, eta: 19:15:23, time: 0.743, data_time: 0.007, memory: 4833, top1_acc: 0.5068, top5_acc: 0.7453, loss_cls: 2.1103, loss: 2.1103, grad_norm: 3.3122 2020-08-14 09:34:11,733 - mmaction - INFO - Epoch [20][1220/1253] lr: 3.000e-02, eta: 19:15:10, time: 0.704, data_time: 0.007, memory: 4833, top1_acc: 0.5047, top5_acc: 0.7451, loss_cls: 2.1322, loss: 2.1322, grad_norm: 3.3217 2020-08-14 09:34:25,400 - mmaction - INFO - Epoch [20][1240/1253] lr: 3.000e-02, eta: 19:14:56, time: 0.681, data_time: 0.007, memory: 4833, top1_acc: 0.4974, top5_acc: 0.7393, loss_cls: 2.1702, loss: 2.1702, grad_norm: 3.1716 2020-08-14 09:34:34,233 - mmaction - INFO - Saving checkpoint at 20 epochs 2020-08-14 09:34:56,619 - mmaction - INFO - Epoch [21][20/1253] lr: 3.000e-02, eta: 19:14:29, time: 1.089, data_time: 0.469, memory: 4833, top1_acc: 0.5154, top5_acc: 0.7635, loss_cls: 2.0559, loss: 2.0559, grad_norm: 3.2115 2020-08-14 09:35:10,720 - mmaction - INFO - Epoch [21][40/1253] lr: 3.000e-02, eta: 19:14:16, time: 0.709, data_time: 0.010, memory: 4833, top1_acc: 0.5063, top5_acc: 0.7513, loss_cls: 2.0985, loss: 2.0985, grad_norm: 3.1963 2020-08-14 09:35:23,707 - mmaction - INFO - Epoch [21][60/1253] lr: 3.000e-02, eta: 19:13:59, time: 0.644, data_time: 0.004, memory: 4833, top1_acc: 0.5258, top5_acc: 0.7568, loss_cls: 2.0414, loss: 2.0414, grad_norm: 3.2648 2020-08-14 09:35:37,667 - mmaction - INFO - Epoch [21][80/1253] lr: 3.000e-02, eta: 19:13:46, time: 0.701, data_time: 0.007, memory: 4833, top1_acc: 0.5143, top5_acc: 0.7622, loss_cls: 2.0232, loss: 2.0232, grad_norm: 3.1872 2020-08-14 09:35:51,209 - mmaction - INFO - Epoch [21][100/1253] lr: 3.000e-02, eta: 19:13:31, time: 0.675, data_time: 0.008, memory: 4833, top1_acc: 0.5172, top5_acc: 0.7531, loss_cls: 2.0762, loss: 2.0762, grad_norm: 3.2462 2020-08-14 09:36:05,063 - mmaction - INFO - Epoch [21][120/1253] lr: 3.000e-02, eta: 19:13:17, time: 0.696, data_time: 0.007, memory: 4833, top1_acc: 0.5268, top5_acc: 0.7698, loss_cls: 2.0013, loss: 2.0013, grad_norm: 3.2793 2020-08-14 09:36:18,540 - mmaction - INFO - Epoch [21][140/1253] lr: 3.000e-02, eta: 19:13:02, time: 0.673, data_time: 0.002, memory: 4833, top1_acc: 0.5109, top5_acc: 0.7453, loss_cls: 2.0765, loss: 2.0765, grad_norm: 3.2434 2020-08-14 09:36:33,094 - mmaction - INFO - Epoch [21][160/1253] lr: 3.000e-02, eta: 19:12:51, time: 0.724, data_time: 0.006, memory: 4833, top1_acc: 0.5115, top5_acc: 0.7516, loss_cls: 2.1208, loss: 2.1208, grad_norm: 3.2689 2020-08-14 09:36:45,892 - mmaction - INFO - Epoch [21][180/1253] lr: 3.000e-02, eta: 19:12:33, time: 0.642, data_time: 0.008, memory: 4833, top1_acc: 0.5125, top5_acc: 0.7591, loss_cls: 2.0538, loss: 2.0538, grad_norm: 3.2317 2020-08-14 09:36:59,499 - mmaction - INFO - Epoch [21][200/1253] lr: 3.000e-02, eta: 19:12:18, time: 0.679, data_time: 0.007, memory: 4833, top1_acc: 0.5250, top5_acc: 0.7659, loss_cls: 2.0172, loss: 2.0172, grad_norm: 3.1702 2020-08-14 09:37:14,088 - mmaction - INFO - Epoch [21][220/1253] lr: 3.000e-02, eta: 19:12:08, time: 0.732, data_time: 0.008, memory: 4833, top1_acc: 0.5138, top5_acc: 0.7602, loss_cls: 2.0771, loss: 2.0771, grad_norm: 3.1859 2020-08-14 09:37:27,252 - mmaction - INFO - Epoch [21][240/1253] lr: 3.000e-02, eta: 19:11:51, time: 0.656, data_time: 0.006, memory: 4833, top1_acc: 0.5135, top5_acc: 0.7573, loss_cls: 2.0830, loss: 2.0830, grad_norm: 3.2666 2020-08-14 09:37:41,445 - mmaction - INFO - Epoch [21][260/1253] lr: 3.000e-02, eta: 19:11:39, time: 0.711, data_time: 0.007, memory: 4833, top1_acc: 0.5081, top5_acc: 0.7625, loss_cls: 2.0480, loss: 2.0480, grad_norm: 3.2758 2020-08-14 09:37:54,821 - mmaction - INFO - Epoch [21][280/1253] lr: 3.000e-02, eta: 19:11:23, time: 0.668, data_time: 0.007, memory: 4833, top1_acc: 0.5016, top5_acc: 0.7531, loss_cls: 2.0954, loss: 2.0954, grad_norm: 3.3174 2020-08-14 09:38:09,278 - mmaction - INFO - Epoch [21][300/1253] lr: 3.000e-02, eta: 19:11:12, time: 0.724, data_time: 0.006, memory: 4833, top1_acc: 0.5107, top5_acc: 0.7466, loss_cls: 2.1271, loss: 2.1271, grad_norm: 3.2043 2020-08-14 09:38:22,647 - mmaction - INFO - Epoch [21][320/1253] lr: 3.000e-02, eta: 19:10:56, time: 0.670, data_time: 0.004, memory: 4833, top1_acc: 0.5227, top5_acc: 0.7695, loss_cls: 2.0364, loss: 2.0364, grad_norm: 3.2101 2020-08-14 09:38:37,325 - mmaction - INFO - Epoch [21][340/1253] lr: 3.000e-02, eta: 19:10:46, time: 0.731, data_time: 0.005, memory: 4833, top1_acc: 0.5062, top5_acc: 0.7482, loss_cls: 2.1060, loss: 2.1060, grad_norm: 3.2478 2020-08-14 09:38:51,728 - mmaction - INFO - Epoch [21][360/1253] lr: 3.000e-02, eta: 19:10:34, time: 0.723, data_time: 0.007, memory: 4833, top1_acc: 0.5102, top5_acc: 0.7469, loss_cls: 2.1186, loss: 2.1186, grad_norm: 3.2953 2020-08-14 09:39:05,819 - mmaction - INFO - Epoch [21][380/1253] lr: 3.000e-02, eta: 19:10:22, time: 0.703, data_time: 0.005, memory: 4833, top1_acc: 0.5195, top5_acc: 0.7687, loss_cls: 2.0293, loss: 2.0293, grad_norm: 3.2711 2020-08-14 09:39:19,250 - mmaction - INFO - Epoch [21][400/1253] lr: 3.000e-02, eta: 19:10:06, time: 0.673, data_time: 0.005, memory: 4833, top1_acc: 0.5107, top5_acc: 0.7479, loss_cls: 2.0744, loss: 2.0744, grad_norm: 3.1855 2020-08-14 09:39:33,149 - mmaction - INFO - Epoch [21][420/1253] lr: 3.000e-02, eta: 19:09:53, time: 0.694, data_time: 0.007, memory: 4833, top1_acc: 0.5148, top5_acc: 0.7620, loss_cls: 2.0833, loss: 2.0833, grad_norm: 3.2439 2020-08-14 09:39:47,630 - mmaction - INFO - Epoch [21][440/1253] lr: 3.000e-02, eta: 19:09:41, time: 0.722, data_time: 0.007, memory: 4833, top1_acc: 0.5034, top5_acc: 0.7469, loss_cls: 2.0886, loss: 2.0886, grad_norm: 3.2689 2020-08-14 09:40:01,802 - mmaction - INFO - Epoch [21][460/1253] lr: 3.000e-02, eta: 19:09:29, time: 0.710, data_time: 0.007, memory: 4833, top1_acc: 0.5161, top5_acc: 0.7508, loss_cls: 2.0861, loss: 2.0861, grad_norm: 3.2579 2020-08-14 09:40:15,268 - mmaction - INFO - Epoch [21][480/1253] lr: 3.000e-02, eta: 19:09:14, time: 0.674, data_time: 0.009, memory: 4833, top1_acc: 0.5203, top5_acc: 0.7656, loss_cls: 2.0334, loss: 2.0334, grad_norm: 3.2722 2020-08-14 09:40:28,602 - mmaction - INFO - Epoch [21][500/1253] lr: 3.000e-02, eta: 19:08:58, time: 0.666, data_time: 0.009, memory: 4833, top1_acc: 0.5099, top5_acc: 0.7482, loss_cls: 2.1169, loss: 2.1169, grad_norm: 3.2707 2020-08-14 09:40:43,132 - mmaction - INFO - Epoch [21][520/1253] lr: 3.000e-02, eta: 19:08:47, time: 0.728, data_time: 0.007, memory: 4833, top1_acc: 0.4987, top5_acc: 0.7495, loss_cls: 2.1197, loss: 2.1197, grad_norm: 3.2763 2020-08-14 09:40:56,822 - mmaction - INFO - Epoch [21][540/1253] lr: 3.000e-02, eta: 19:08:33, time: 0.682, data_time: 0.006, memory: 4833, top1_acc: 0.5195, top5_acc: 0.7542, loss_cls: 2.0775, loss: 2.0775, grad_norm: 3.1783 2020-08-14 09:41:10,623 - mmaction - INFO - Epoch [21][560/1253] lr: 3.000e-02, eta: 19:08:19, time: 0.692, data_time: 0.007, memory: 4833, top1_acc: 0.5299, top5_acc: 0.7622, loss_cls: 2.0343, loss: 2.0343, grad_norm: 3.2437 2020-08-14 09:41:25,716 - mmaction - INFO - Epoch [21][580/1253] lr: 3.000e-02, eta: 19:08:10, time: 0.753, data_time: 0.006, memory: 4833, top1_acc: 0.5156, top5_acc: 0.7549, loss_cls: 2.1021, loss: 2.1021, grad_norm: 3.1623 2020-08-14 09:41:39,320 - mmaction - INFO - Epoch [21][600/1253] lr: 3.000e-02, eta: 19:07:55, time: 0.682, data_time: 0.006, memory: 4833, top1_acc: 0.5081, top5_acc: 0.7529, loss_cls: 2.1091, loss: 2.1091, grad_norm: 3.1458 2020-08-14 09:41:52,780 - mmaction - INFO - Epoch [21][620/1253] lr: 3.000e-02, eta: 19:07:40, time: 0.672, data_time: 0.005, memory: 4833, top1_acc: 0.5208, top5_acc: 0.7555, loss_cls: 2.0752, loss: 2.0752, grad_norm: 3.2168 2020-08-14 09:42:05,815 - mmaction - INFO - Epoch [21][640/1253] lr: 3.000e-02, eta: 19:07:23, time: 0.652, data_time: 0.003, memory: 4833, top1_acc: 0.5081, top5_acc: 0.7414, loss_cls: 2.1438, loss: 2.1438, grad_norm: 3.2548 2020-08-14 09:42:19,594 - mmaction - INFO - Epoch [21][660/1253] lr: 3.000e-02, eta: 19:07:09, time: 0.688, data_time: 0.007, memory: 4833, top1_acc: 0.5242, top5_acc: 0.7503, loss_cls: 2.0820, loss: 2.0820, grad_norm: 3.2118 2020-08-14 09:42:33,548 - mmaction - INFO - Epoch [21][680/1253] lr: 3.000e-02, eta: 19:06:56, time: 0.698, data_time: 0.007, memory: 4833, top1_acc: 0.5138, top5_acc: 0.7503, loss_cls: 2.1110, loss: 2.1110, grad_norm: 3.2629 2020-08-14 09:42:46,996 - mmaction - INFO - Epoch [21][700/1253] lr: 3.000e-02, eta: 19:06:41, time: 0.674, data_time: 0.004, memory: 4833, top1_acc: 0.5229, top5_acc: 0.7594, loss_cls: 2.0476, loss: 2.0476, grad_norm: 3.1566 2020-08-14 09:43:00,545 - mmaction - INFO - Epoch [21][720/1253] lr: 3.000e-02, eta: 19:06:25, time: 0.674, data_time: 0.006, memory: 4833, top1_acc: 0.5164, top5_acc: 0.7620, loss_cls: 2.0887, loss: 2.0887, grad_norm: 3.2789 2020-08-14 09:43:15,208 - mmaction - INFO - Epoch [21][740/1253] lr: 3.000e-02, eta: 19:06:15, time: 0.735, data_time: 0.007, memory: 4833, top1_acc: 0.5172, top5_acc: 0.7542, loss_cls: 2.0476, loss: 2.0476, grad_norm: 3.2119 2020-08-14 09:43:29,627 - mmaction - INFO - Epoch [21][760/1253] lr: 3.000e-02, eta: 19:06:03, time: 0.720, data_time: 0.007, memory: 4833, top1_acc: 0.5120, top5_acc: 0.7557, loss_cls: 2.0681, loss: 2.0681, grad_norm: 3.2304 2020-08-14 09:43:43,623 - mmaction - INFO - Epoch [21][780/1253] lr: 3.000e-02, eta: 19:05:50, time: 0.701, data_time: 0.006, memory: 4833, top1_acc: 0.5112, top5_acc: 0.7635, loss_cls: 2.0617, loss: 2.0617, grad_norm: 3.2645 2020-08-14 09:43:56,715 - mmaction - INFO - Epoch [21][800/1253] lr: 3.000e-02, eta: 19:05:33, time: 0.653, data_time: 0.007, memory: 4833, top1_acc: 0.5187, top5_acc: 0.7544, loss_cls: 2.0466, loss: 2.0466, grad_norm: 3.2471 2020-08-14 09:44:09,991 - mmaction - INFO - Epoch [21][820/1253] lr: 3.000e-02, eta: 19:05:18, time: 0.666, data_time: 0.007, memory: 4833, top1_acc: 0.5135, top5_acc: 0.7654, loss_cls: 2.0134, loss: 2.0134, grad_norm: 3.3256 2020-08-14 09:44:24,495 - mmaction - INFO - Epoch [21][840/1253] lr: 3.000e-02, eta: 19:05:06, time: 0.721, data_time: 0.006, memory: 4833, top1_acc: 0.5039, top5_acc: 0.7549, loss_cls: 2.1108, loss: 2.1108, grad_norm: 3.2716 2020-08-14 09:44:38,088 - mmaction - INFO - Epoch [21][860/1253] lr: 3.000e-02, eta: 19:04:52, time: 0.683, data_time: 0.008, memory: 4833, top1_acc: 0.5208, top5_acc: 0.7674, loss_cls: 2.0414, loss: 2.0414, grad_norm: 3.2537 2020-08-14 09:44:52,139 - mmaction - INFO - Epoch [21][880/1253] lr: 3.000e-02, eta: 19:04:39, time: 0.701, data_time: 0.007, memory: 4833, top1_acc: 0.5023, top5_acc: 0.7508, loss_cls: 2.1298, loss: 2.1298, grad_norm: 3.2222 2020-08-14 09:45:05,098 - mmaction - INFO - Epoch [21][900/1253] lr: 3.000e-02, eta: 19:04:22, time: 0.649, data_time: 0.007, memory: 4833, top1_acc: 0.5102, top5_acc: 0.7490, loss_cls: 2.1051, loss: 2.1051, grad_norm: 3.2361 2020-08-14 09:45:18,797 - mmaction - INFO - Epoch [21][920/1253] lr: 3.000e-02, eta: 19:04:07, time: 0.684, data_time: 0.010, memory: 4833, top1_acc: 0.5120, top5_acc: 0.7651, loss_cls: 2.0431, loss: 2.0431, grad_norm: 3.1639 2020-08-14 09:45:33,774 - mmaction - INFO - Epoch [21][940/1253] lr: 3.000e-02, eta: 19:03:58, time: 0.751, data_time: 0.007, memory: 4833, top1_acc: 0.5055, top5_acc: 0.7411, loss_cls: 2.1350, loss: 2.1350, grad_norm: 3.2340 2020-08-14 09:45:47,233 - mmaction - INFO - Epoch [21][960/1253] lr: 3.000e-02, eta: 19:03:43, time: 0.671, data_time: 0.007, memory: 4833, top1_acc: 0.5083, top5_acc: 0.7503, loss_cls: 2.0929, loss: 2.0929, grad_norm: 3.2054 2020-08-14 09:46:01,372 - mmaction - INFO - Epoch [21][980/1253] lr: 3.000e-02, eta: 19:03:30, time: 0.708, data_time: 0.006, memory: 4833, top1_acc: 0.5227, top5_acc: 0.7659, loss_cls: 2.0468, loss: 2.0468, grad_norm: 3.2133 2020-08-14 09:46:14,723 - mmaction - INFO - Epoch [21][1000/1253] lr: 3.000e-02, eta: 19:03:14, time: 0.665, data_time: 0.009, memory: 4833, top1_acc: 0.5138, top5_acc: 0.7625, loss_cls: 2.0775, loss: 2.0775, grad_norm: 3.2164 2020-08-14 09:46:28,488 - mmaction - INFO - Epoch [21][1020/1253] lr: 3.000e-02, eta: 19:03:00, time: 0.691, data_time: 0.007, memory: 4833, top1_acc: 0.5049, top5_acc: 0.7586, loss_cls: 2.0931, loss: 2.0931, grad_norm: 3.2768 2020-08-14 09:46:42,221 - mmaction - INFO - Epoch [21][1040/1253] lr: 3.000e-02, eta: 19:02:46, time: 0.684, data_time: 0.009, memory: 4833, top1_acc: 0.4974, top5_acc: 0.7456, loss_cls: 2.1706, loss: 2.1706, grad_norm: 3.2427 2020-08-14 09:46:55,304 - mmaction - INFO - Epoch [21][1060/1253] lr: 3.000e-02, eta: 19:02:30, time: 0.656, data_time: 0.007, memory: 4833, top1_acc: 0.5005, top5_acc: 0.7552, loss_cls: 2.1047, loss: 2.1047, grad_norm: 3.1258 2020-08-14 09:47:10,557 - mmaction - INFO - Epoch [21][1080/1253] lr: 3.000e-02, eta: 19:02:21, time: 0.764, data_time: 0.007, memory: 4833, top1_acc: 0.5039, top5_acc: 0.7513, loss_cls: 2.1022, loss: 2.1022, grad_norm: 3.2538 2020-08-14 09:47:23,724 - mmaction - INFO - Epoch [21][1100/1253] lr: 3.000e-02, eta: 19:02:05, time: 0.656, data_time: 0.006, memory: 4833, top1_acc: 0.5201, top5_acc: 0.7471, loss_cls: 2.0858, loss: 2.0858, grad_norm: 3.2795 2020-08-14 09:47:37,028 - mmaction - INFO - Epoch [21][1120/1253] lr: 3.000e-02, eta: 19:01:49, time: 0.666, data_time: 0.007, memory: 4833, top1_acc: 0.5177, top5_acc: 0.7643, loss_cls: 2.0494, loss: 2.0494, grad_norm: 3.1744 2020-08-14 09:47:51,243 - mmaction - INFO - Epoch [21][1140/1253] lr: 3.000e-02, eta: 19:01:37, time: 0.710, data_time: 0.008, memory: 4833, top1_acc: 0.5299, top5_acc: 0.7625, loss_cls: 2.0387, loss: 2.0387, grad_norm: 3.2129 2020-08-14 09:48:05,719 - mmaction - INFO - Epoch [21][1160/1253] lr: 3.000e-02, eta: 19:01:25, time: 0.725, data_time: 0.007, memory: 4833, top1_acc: 0.5128, top5_acc: 0.7531, loss_cls: 2.0577, loss: 2.0577, grad_norm: 3.2731 2020-08-14 09:48:20,384 - mmaction - INFO - Epoch [21][1180/1253] lr: 3.000e-02, eta: 19:01:15, time: 0.732, data_time: 0.007, memory: 4833, top1_acc: 0.5076, top5_acc: 0.7521, loss_cls: 2.0968, loss: 2.0968, grad_norm: 3.2423 2020-08-14 09:48:34,391 - mmaction - INFO - Epoch [21][1200/1253] lr: 3.000e-02, eta: 19:01:02, time: 0.703, data_time: 0.007, memory: 4833, top1_acc: 0.5070, top5_acc: 0.7477, loss_cls: 2.1102, loss: 2.1102, grad_norm: 3.2410 2020-08-14 09:48:48,874 - mmaction - INFO - Epoch [21][1220/1253] lr: 3.000e-02, eta: 19:00:50, time: 0.722, data_time: 0.006, memory: 4833, top1_acc: 0.5089, top5_acc: 0.7622, loss_cls: 2.0960, loss: 2.0960, grad_norm: 3.1922 2020-08-14 09:49:02,136 - mmaction - INFO - Epoch [21][1240/1253] lr: 3.000e-02, eta: 19:00:34, time: 0.664, data_time: 0.007, memory: 4833, top1_acc: 0.5148, top5_acc: 0.7432, loss_cls: 2.1024, loss: 2.1024, grad_norm: 3.2267 2020-08-14 09:49:11,212 - mmaction - INFO - Saving checkpoint at 21 epochs 2020-08-14 09:49:33,909 - mmaction - INFO - Epoch [22][20/1253] lr: 3.000e-02, eta: 19:00:06, time: 1.072, data_time: 0.404, memory: 4833, top1_acc: 0.5328, top5_acc: 0.7669, loss_cls: 1.9752, loss: 1.9752, grad_norm: 3.1679 2020-08-14 09:49:47,726 - mmaction - INFO - Epoch [22][40/1253] lr: 3.000e-02, eta: 18:59:52, time: 0.690, data_time: 0.004, memory: 4833, top1_acc: 0.5328, top5_acc: 0.7693, loss_cls: 1.9928, loss: 1.9928, grad_norm: 3.2506 2020-08-14 09:50:02,316 - mmaction - INFO - Epoch [22][60/1253] lr: 3.000e-02, eta: 18:59:41, time: 0.730, data_time: 0.008, memory: 4833, top1_acc: 0.5255, top5_acc: 0.7602, loss_cls: 2.0219, loss: 2.0219, grad_norm: 3.2151 2020-08-14 09:50:15,130 - mmaction - INFO - Epoch [22][80/1253] lr: 3.000e-02, eta: 18:59:24, time: 0.642, data_time: 0.008, memory: 4833, top1_acc: 0.5229, top5_acc: 0.7612, loss_cls: 2.0178, loss: 2.0178, grad_norm: 3.2658 2020-08-14 09:50:30,019 - mmaction - INFO - Epoch [22][100/1253] lr: 3.000e-02, eta: 18:59:14, time: 0.744, data_time: 0.007, memory: 4833, top1_acc: 0.5138, top5_acc: 0.7518, loss_cls: 2.0851, loss: 2.0851, grad_norm: 3.2576 2020-08-14 09:50:43,714 - mmaction - INFO - Epoch [22][120/1253] lr: 3.000e-02, eta: 18:59:00, time: 0.685, data_time: 0.007, memory: 4833, top1_acc: 0.5159, top5_acc: 0.7596, loss_cls: 2.0296, loss: 2.0296, grad_norm: 3.2641 2020-08-14 09:50:58,811 - mmaction - INFO - Epoch [22][140/1253] lr: 3.000e-02, eta: 18:58:51, time: 0.756, data_time: 0.007, memory: 4833, top1_acc: 0.5049, top5_acc: 0.7521, loss_cls: 2.1141, loss: 2.1141, grad_norm: 3.3545 2020-08-14 09:51:12,483 - mmaction - INFO - Epoch [22][160/1253] lr: 3.000e-02, eta: 18:58:36, time: 0.683, data_time: 0.003, memory: 4833, top1_acc: 0.5161, top5_acc: 0.7539, loss_cls: 2.0839, loss: 2.0839, grad_norm: 3.2482 2020-08-14 09:51:26,746 - mmaction - INFO - Epoch [22][180/1253] lr: 3.000e-02, eta: 18:58:24, time: 0.713, data_time: 0.009, memory: 4833, top1_acc: 0.5117, top5_acc: 0.7555, loss_cls: 2.1109, loss: 2.1109, grad_norm: 3.2536 2020-08-14 09:51:40,104 - mmaction - INFO - Epoch [22][200/1253] lr: 3.000e-02, eta: 18:58:08, time: 0.665, data_time: 0.004, memory: 4833, top1_acc: 0.5214, top5_acc: 0.7596, loss_cls: 2.0760, loss: 2.0760, grad_norm: 3.2335 2020-08-14 09:51:54,293 - mmaction - INFO - Epoch [22][220/1253] lr: 3.000e-02, eta: 18:57:56, time: 0.713, data_time: 0.006, memory: 4833, top1_acc: 0.5344, top5_acc: 0.7773, loss_cls: 1.9628, loss: 1.9628, grad_norm: 3.2309 2020-08-14 09:52:07,653 - mmaction - INFO - Epoch [22][240/1253] lr: 3.000e-02, eta: 18:57:40, time: 0.666, data_time: 0.006, memory: 4833, top1_acc: 0.5049, top5_acc: 0.7568, loss_cls: 2.0893, loss: 2.0893, grad_norm: 3.3077 2020-08-14 09:52:21,707 - mmaction - INFO - Epoch [22][260/1253] lr: 3.000e-02, eta: 18:57:28, time: 0.705, data_time: 0.007, memory: 4833, top1_acc: 0.5078, top5_acc: 0.7404, loss_cls: 2.1221, loss: 2.1221, grad_norm: 3.1569 2020-08-14 09:52:36,843 - mmaction - INFO - Epoch [22][280/1253] lr: 3.000e-02, eta: 18:57:18, time: 0.754, data_time: 0.006, memory: 4833, top1_acc: 0.5276, top5_acc: 0.7648, loss_cls: 2.0240, loss: 2.0240, grad_norm: 3.2550 2020-08-14 09:52:49,994 - mmaction - INFO - Epoch [22][300/1253] lr: 3.000e-02, eta: 18:57:02, time: 0.659, data_time: 0.007, memory: 4833, top1_acc: 0.5263, top5_acc: 0.7659, loss_cls: 2.0520, loss: 2.0520, grad_norm: 3.2234 2020-08-14 09:53:04,521 - mmaction - INFO - Epoch [22][320/1253] lr: 3.000e-02, eta: 18:56:51, time: 0.725, data_time: 0.007, memory: 4833, top1_acc: 0.5099, top5_acc: 0.7534, loss_cls: 2.0783, loss: 2.0783, grad_norm: 3.2802 2020-08-14 09:53:18,300 - mmaction - INFO - Epoch [22][340/1253] lr: 3.000e-02, eta: 18:56:37, time: 0.690, data_time: 0.006, memory: 4833, top1_acc: 0.5255, top5_acc: 0.7560, loss_cls: 2.0359, loss: 2.0359, grad_norm: 3.2390 2020-08-14 09:53:33,057 - mmaction - INFO - Epoch [22][360/1253] lr: 3.000e-02, eta: 18:56:27, time: 0.737, data_time: 0.007, memory: 4833, top1_acc: 0.5036, top5_acc: 0.7521, loss_cls: 2.1021, loss: 2.1021, grad_norm: 3.2956 2020-08-14 09:53:48,092 - mmaction - INFO - Epoch [22][380/1253] lr: 3.000e-02, eta: 18:56:17, time: 0.755, data_time: 0.008, memory: 4833, top1_acc: 0.5201, top5_acc: 0.7596, loss_cls: 2.0740, loss: 2.0740, grad_norm: 3.2657 2020-08-14 09:54:01,658 - mmaction - INFO - Epoch [22][400/1253] lr: 3.000e-02, eta: 18:56:02, time: 0.676, data_time: 0.004, memory: 4833, top1_acc: 0.5279, top5_acc: 0.7693, loss_cls: 2.0113, loss: 2.0113, grad_norm: 3.1849 2020-08-14 09:54:15,211 - mmaction - INFO - Epoch [22][420/1253] lr: 3.000e-02, eta: 18:55:48, time: 0.678, data_time: 0.005, memory: 4833, top1_acc: 0.5279, top5_acc: 0.7667, loss_cls: 2.0192, loss: 2.0192, grad_norm: 3.2742 2020-08-14 09:54:29,985 - mmaction - INFO - Epoch [22][440/1253] lr: 3.000e-02, eta: 18:55:37, time: 0.739, data_time: 0.008, memory: 4833, top1_acc: 0.5128, top5_acc: 0.7531, loss_cls: 2.0897, loss: 2.0897, grad_norm: 3.2559 2020-08-14 09:54:43,377 - mmaction - INFO - Epoch [22][460/1253] lr: 3.000e-02, eta: 18:55:22, time: 0.670, data_time: 0.005, memory: 4833, top1_acc: 0.5034, top5_acc: 0.7503, loss_cls: 2.0995, loss: 2.0995, grad_norm: 3.3282 2020-08-14 09:54:56,937 - mmaction - INFO - Epoch [22][480/1253] lr: 3.000e-02, eta: 18:55:07, time: 0.676, data_time: 0.007, memory: 4833, top1_acc: 0.5268, top5_acc: 0.7638, loss_cls: 2.0139, loss: 2.0139, grad_norm: 3.2250 2020-08-14 09:55:11,807 - mmaction - INFO - Epoch [22][500/1253] lr: 3.000e-02, eta: 18:54:57, time: 0.742, data_time: 0.009, memory: 4833, top1_acc: 0.5167, top5_acc: 0.7557, loss_cls: 2.0347, loss: 2.0347, grad_norm: 3.3108 2020-08-14 09:55:25,409 - mmaction - INFO - Epoch [22][520/1253] lr: 3.000e-02, eta: 18:54:42, time: 0.681, data_time: 0.010, memory: 4833, top1_acc: 0.5273, top5_acc: 0.7635, loss_cls: 2.0217, loss: 2.0217, grad_norm: 3.1967 2020-08-14 09:55:40,775 - mmaction - INFO - Epoch [22][540/1253] lr: 3.000e-02, eta: 18:54:34, time: 0.771, data_time: 0.008, memory: 4833, top1_acc: 0.5073, top5_acc: 0.7651, loss_cls: 2.0641, loss: 2.0641, grad_norm: 3.1630 2020-08-14 09:55:55,573 - mmaction - INFO - Epoch [22][560/1253] lr: 3.000e-02, eta: 18:54:24, time: 0.739, data_time: 0.007, memory: 4833, top1_acc: 0.5135, top5_acc: 0.7534, loss_cls: 2.0774, loss: 2.0774, grad_norm: 3.3119 2020-08-14 09:56:10,138 - mmaction - INFO - Epoch [22][580/1253] lr: 3.000e-02, eta: 18:54:13, time: 0.729, data_time: 0.006, memory: 4833, top1_acc: 0.4971, top5_acc: 0.7484, loss_cls: 2.1595, loss: 2.1595, grad_norm: 3.2689 2020-08-14 09:56:24,649 - mmaction - INFO - Epoch [22][600/1253] lr: 3.000e-02, eta: 18:54:01, time: 0.726, data_time: 0.004, memory: 4833, top1_acc: 0.5240, top5_acc: 0.7461, loss_cls: 2.0752, loss: 2.0752, grad_norm: 3.3082 2020-08-14 09:56:39,367 - mmaction - INFO - Epoch [22][620/1253] lr: 3.000e-02, eta: 18:53:51, time: 0.735, data_time: 0.008, memory: 4833, top1_acc: 0.5172, top5_acc: 0.7565, loss_cls: 2.0918, loss: 2.0918, grad_norm: 3.2419 2020-08-14 09:56:52,485 - mmaction - INFO - Epoch [22][640/1253] lr: 3.000e-02, eta: 18:53:34, time: 0.657, data_time: 0.007, memory: 4833, top1_acc: 0.5070, top5_acc: 0.7581, loss_cls: 2.0480, loss: 2.0480, grad_norm: 3.2165 2020-08-14 09:57:07,300 - mmaction - INFO - Epoch [22][660/1253] lr: 3.000e-02, eta: 18:53:24, time: 0.737, data_time: 0.008, memory: 4833, top1_acc: 0.5135, top5_acc: 0.7529, loss_cls: 2.0639, loss: 2.0639, grad_norm: 3.2642 2020-08-14 09:57:21,376 - mmaction - INFO - Epoch [22][680/1253] lr: 3.000e-02, eta: 18:53:11, time: 0.707, data_time: 0.007, memory: 4833, top1_acc: 0.5219, top5_acc: 0.7622, loss_cls: 2.0434, loss: 2.0434, grad_norm: 3.2962 2020-08-14 09:57:35,333 - mmaction - INFO - Epoch [22][700/1253] lr: 3.000e-02, eta: 18:52:58, time: 0.695, data_time: 0.007, memory: 4833, top1_acc: 0.5250, top5_acc: 0.7688, loss_cls: 2.0223, loss: 2.0223, grad_norm: 3.1673 2020-08-14 09:57:48,502 - mmaction - INFO - Epoch [22][720/1253] lr: 3.000e-02, eta: 18:52:42, time: 0.661, data_time: 0.007, memory: 4833, top1_acc: 0.5169, top5_acc: 0.7680, loss_cls: 2.0353, loss: 2.0353, grad_norm: 3.2625 2020-08-14 09:58:03,088 - mmaction - INFO - Epoch [22][740/1253] lr: 3.000e-02, eta: 18:52:30, time: 0.729, data_time: 0.008, memory: 4833, top1_acc: 0.5143, top5_acc: 0.7596, loss_cls: 2.0639, loss: 2.0639, grad_norm: 3.1977 2020-08-14 09:58:17,062 - mmaction - INFO - Epoch [22][760/1253] lr: 3.000e-02, eta: 18:52:17, time: 0.700, data_time: 0.005, memory: 4833, top1_acc: 0.5023, top5_acc: 0.7516, loss_cls: 2.0943, loss: 2.0943, grad_norm: 3.3698 2020-08-14 09:58:30,770 - mmaction - INFO - Epoch [22][780/1253] lr: 3.000e-02, eta: 18:52:03, time: 0.681, data_time: 0.006, memory: 4833, top1_acc: 0.5044, top5_acc: 0.7510, loss_cls: 2.0948, loss: 2.0948, grad_norm: 3.2533 2020-08-14 09:58:44,022 - mmaction - INFO - Epoch [22][800/1253] lr: 3.000e-02, eta: 18:51:47, time: 0.666, data_time: 0.007, memory: 4833, top1_acc: 0.5195, top5_acc: 0.7711, loss_cls: 2.0180, loss: 2.0180, grad_norm: 3.2369 2020-08-14 09:58:58,020 - mmaction - INFO - Epoch [22][820/1253] lr: 3.000e-02, eta: 18:51:34, time: 0.699, data_time: 0.007, memory: 4833, top1_acc: 0.5146, top5_acc: 0.7586, loss_cls: 2.0538, loss: 2.0538, grad_norm: 3.1614 2020-08-14 09:59:12,620 - mmaction - INFO - Epoch [22][840/1253] lr: 3.000e-02, eta: 18:51:23, time: 0.732, data_time: 0.006, memory: 4833, top1_acc: 0.5195, top5_acc: 0.7589, loss_cls: 2.0485, loss: 2.0485, grad_norm: 3.2091 2020-08-14 09:59:25,956 - mmaction - INFO - Epoch [22][860/1253] lr: 3.000e-02, eta: 18:51:07, time: 0.664, data_time: 0.005, memory: 4833, top1_acc: 0.5260, top5_acc: 0.7378, loss_cls: 2.0961, loss: 2.0961, grad_norm: 3.2734 2020-08-14 09:59:41,484 - mmaction - INFO - Epoch [22][880/1253] lr: 3.000e-02, eta: 18:50:59, time: 0.779, data_time: 0.007, memory: 4833, top1_acc: 0.5135, top5_acc: 0.7547, loss_cls: 2.0865, loss: 2.0865, grad_norm: 3.2540 2020-08-14 09:59:54,828 - mmaction - INFO - Epoch [22][900/1253] lr: 3.000e-02, eta: 18:50:44, time: 0.665, data_time: 0.006, memory: 4833, top1_acc: 0.5164, top5_acc: 0.7549, loss_cls: 2.1028, loss: 2.1028, grad_norm: 3.2612 2020-08-14 10:00:11,528 - mmaction - INFO - Epoch [22][920/1253] lr: 3.000e-02, eta: 18:50:40, time: 0.830, data_time: 0.006, memory: 4833, top1_acc: 0.5271, top5_acc: 0.7706, loss_cls: 2.0225, loss: 2.0225, grad_norm: 3.2383 2020-08-14 10:00:25,330 - mmaction - INFO - Epoch [22][940/1253] lr: 3.000e-02, eta: 18:50:26, time: 0.697, data_time: 0.017, memory: 4833, top1_acc: 0.5172, top5_acc: 0.7503, loss_cls: 2.1113, loss: 2.1113, grad_norm: 3.1914 2020-08-14 10:00:39,712 - mmaction - INFO - Epoch [22][960/1253] lr: 3.000e-02, eta: 18:50:14, time: 0.716, data_time: 0.006, memory: 4833, top1_acc: 0.4979, top5_acc: 0.7461, loss_cls: 2.1127, loss: 2.1127, grad_norm: 3.2734 2020-08-14 10:00:53,289 - mmaction - INFO - Epoch [22][980/1253] lr: 3.000e-02, eta: 18:50:00, time: 0.683, data_time: 0.007, memory: 4833, top1_acc: 0.5117, top5_acc: 0.7440, loss_cls: 2.1485, loss: 2.1485, grad_norm: 3.1803 2020-08-14 10:01:07,253 - mmaction - INFO - Epoch [22][1000/1253] lr: 3.000e-02, eta: 18:49:46, time: 0.697, data_time: 0.005, memory: 4833, top1_acc: 0.5159, top5_acc: 0.7633, loss_cls: 2.0403, loss: 2.0403, grad_norm: 3.2258 2020-08-14 10:01:21,166 - mmaction - INFO - Epoch [22][1020/1253] lr: 3.000e-02, eta: 18:49:33, time: 0.697, data_time: 0.006, memory: 4833, top1_acc: 0.5117, top5_acc: 0.7617, loss_cls: 2.0590, loss: 2.0590, grad_norm: 3.1787 2020-08-14 10:01:37,192 - mmaction - INFO - Epoch [22][1040/1253] lr: 3.000e-02, eta: 18:49:27, time: 0.799, data_time: 0.009, memory: 4833, top1_acc: 0.5185, top5_acc: 0.7529, loss_cls: 2.0825, loss: 2.0825, grad_norm: 3.2092 2020-08-14 10:01:49,918 - mmaction - INFO - Epoch [22][1060/1253] lr: 3.000e-02, eta: 18:49:09, time: 0.638, data_time: 0.007, memory: 4833, top1_acc: 0.5229, top5_acc: 0.7604, loss_cls: 2.0504, loss: 2.0504, grad_norm: 3.2684 2020-08-14 10:02:04,822 - mmaction - INFO - Epoch [22][1080/1253] lr: 3.000e-02, eta: 18:48:59, time: 0.744, data_time: 0.003, memory: 4833, top1_acc: 0.5065, top5_acc: 0.7471, loss_cls: 2.0950, loss: 2.0950, grad_norm: 3.1547 2020-08-14 10:02:18,190 - mmaction - INFO - Epoch [22][1100/1253] lr: 3.000e-02, eta: 18:48:43, time: 0.669, data_time: 0.009, memory: 4833, top1_acc: 0.5141, top5_acc: 0.7609, loss_cls: 2.0504, loss: 2.0504, grad_norm: 3.2603 2020-08-14 10:02:32,524 - mmaction - INFO - Epoch [22][1120/1253] lr: 3.000e-02, eta: 18:48:31, time: 0.715, data_time: 0.007, memory: 4833, top1_acc: 0.5221, top5_acc: 0.7628, loss_cls: 2.0160, loss: 2.0160, grad_norm: 3.2549 2020-08-14 10:02:46,899 - mmaction - INFO - Epoch [22][1140/1253] lr: 3.000e-02, eta: 18:48:19, time: 0.720, data_time: 0.006, memory: 4833, top1_acc: 0.5128, top5_acc: 0.7536, loss_cls: 2.0662, loss: 2.0662, grad_norm: 3.3088 2020-08-14 10:03:00,534 - mmaction - INFO - Epoch [22][1160/1253] lr: 3.000e-02, eta: 18:48:05, time: 0.680, data_time: 0.006, memory: 4833, top1_acc: 0.4956, top5_acc: 0.7490, loss_cls: 2.1165, loss: 2.1165, grad_norm: 3.3391 2020-08-14 10:03:16,140 - mmaction - INFO - Epoch [22][1180/1253] lr: 3.000e-02, eta: 18:47:57, time: 0.782, data_time: 0.008, memory: 4833, top1_acc: 0.5135, top5_acc: 0.7664, loss_cls: 2.0341, loss: 2.0341, grad_norm: 3.0899 2020-08-14 10:03:29,363 - mmaction - INFO - Epoch [22][1200/1253] lr: 3.000e-02, eta: 18:47:41, time: 0.659, data_time: 0.008, memory: 4833, top1_acc: 0.5339, top5_acc: 0.7542, loss_cls: 2.0332, loss: 2.0332, grad_norm: 3.1960 2020-08-14 10:03:43,672 - mmaction - INFO - Epoch [22][1220/1253] lr: 3.000e-02, eta: 18:47:29, time: 0.715, data_time: 0.007, memory: 4833, top1_acc: 0.5052, top5_acc: 0.7557, loss_cls: 2.0764, loss: 2.0764, grad_norm: 3.3324 2020-08-14 10:03:57,796 - mmaction - INFO - Epoch [22][1240/1253] lr: 3.000e-02, eta: 18:47:16, time: 0.708, data_time: 0.007, memory: 4833, top1_acc: 0.5206, top5_acc: 0.7529, loss_cls: 2.0824, loss: 2.0824, grad_norm: 3.2396 2020-08-14 10:04:05,616 - mmaction - INFO - Saving checkpoint at 22 epochs 2020-08-14 10:04:29,449 - mmaction - INFO - Epoch [23][20/1253] lr: 3.000e-02, eta: 18:46:50, time: 1.101, data_time: 0.430, memory: 4833, top1_acc: 0.5224, top5_acc: 0.7609, loss_cls: 2.0241, loss: 2.0241, grad_norm: 3.1875 2020-08-14 10:04:42,659 - mmaction - INFO - Epoch [23][40/1253] lr: 3.000e-02, eta: 18:46:34, time: 0.662, data_time: 0.007, memory: 4833, top1_acc: 0.5341, top5_acc: 0.7661, loss_cls: 1.9808, loss: 1.9808, grad_norm: 3.2088 2020-08-14 10:04:55,042 - mmaction - INFO - Epoch [23][60/1253] lr: 3.000e-02, eta: 18:46:16, time: 0.620, data_time: 0.007, memory: 4833, top1_acc: 0.5167, top5_acc: 0.7667, loss_cls: 2.0325, loss: 2.0325, grad_norm: 3.2563 2020-08-14 10:05:08,705 - mmaction - INFO - Epoch [23][80/1253] lr: 3.000e-02, eta: 18:46:01, time: 0.682, data_time: 0.009, memory: 4833, top1_acc: 0.5299, top5_acc: 0.7703, loss_cls: 2.0223, loss: 2.0223, grad_norm: 3.1990 2020-08-14 10:05:23,208 - mmaction - INFO - Epoch [23][100/1253] lr: 3.000e-02, eta: 18:45:50, time: 0.726, data_time: 0.009, memory: 4833, top1_acc: 0.5216, top5_acc: 0.7714, loss_cls: 2.0165, loss: 2.0165, grad_norm: 3.2564 2020-08-14 10:05:37,056 - mmaction - INFO - Epoch [23][120/1253] lr: 3.000e-02, eta: 18:45:36, time: 0.692, data_time: 0.008, memory: 4833, top1_acc: 0.5268, top5_acc: 0.7690, loss_cls: 1.9771, loss: 1.9771, grad_norm: 3.2169 2020-08-14 10:05:50,815 - mmaction - INFO - Epoch [23][140/1253] lr: 3.000e-02, eta: 18:45:22, time: 0.687, data_time: 0.009, memory: 4833, top1_acc: 0.5245, top5_acc: 0.7742, loss_cls: 1.9918, loss: 1.9918, grad_norm: 3.2518 2020-08-14 10:06:05,111 - mmaction - INFO - Epoch [23][160/1253] lr: 3.000e-02, eta: 18:45:10, time: 0.717, data_time: 0.007, memory: 4833, top1_acc: 0.5211, top5_acc: 0.7680, loss_cls: 2.0223, loss: 2.0223, grad_norm: 3.2021 2020-08-14 10:06:19,534 - mmaction - INFO - Epoch [23][180/1253] lr: 3.000e-02, eta: 18:44:57, time: 0.718, data_time: 0.008, memory: 4833, top1_acc: 0.5232, top5_acc: 0.7654, loss_cls: 2.0344, loss: 2.0344, grad_norm: 3.2686 2020-08-14 10:06:31,977 - mmaction - INFO - Epoch [23][200/1253] lr: 3.000e-02, eta: 18:44:39, time: 0.626, data_time: 0.007, memory: 4833, top1_acc: 0.5198, top5_acc: 0.7565, loss_cls: 2.0587, loss: 2.0587, grad_norm: 3.2172 2020-08-14 10:06:46,904 - mmaction - INFO - Epoch [23][220/1253] lr: 3.000e-02, eta: 18:44:29, time: 0.744, data_time: 0.006, memory: 4833, top1_acc: 0.5182, top5_acc: 0.7682, loss_cls: 2.0183, loss: 2.0183, grad_norm: 3.2858 2020-08-14 10:07:01,739 - mmaction - INFO - Epoch [23][240/1253] lr: 3.000e-02, eta: 18:44:19, time: 0.743, data_time: 0.006, memory: 4833, top1_acc: 0.5099, top5_acc: 0.7688, loss_cls: 2.0351, loss: 2.0351, grad_norm: 3.3033 2020-08-14 10:07:15,201 - mmaction - INFO - Epoch [23][260/1253] lr: 3.000e-02, eta: 18:44:03, time: 0.672, data_time: 0.008, memory: 4833, top1_acc: 0.5167, top5_acc: 0.7531, loss_cls: 2.0775, loss: 2.0775, grad_norm: 3.2868 2020-08-14 10:07:28,417 - mmaction - INFO - Epoch [23][280/1253] lr: 3.000e-02, eta: 18:43:47, time: 0.662, data_time: 0.005, memory: 4833, top1_acc: 0.5187, top5_acc: 0.7615, loss_cls: 2.0896, loss: 2.0896, grad_norm: 3.1287 2020-08-14 10:07:42,714 - mmaction - INFO - Epoch [23][300/1253] lr: 3.000e-02, eta: 18:43:35, time: 0.715, data_time: 0.005, memory: 4833, top1_acc: 0.5148, top5_acc: 0.7492, loss_cls: 2.1001, loss: 2.1001, grad_norm: 3.3081 2020-08-14 10:07:56,448 - mmaction - INFO - Epoch [23][320/1253] lr: 3.000e-02, eta: 18:43:21, time: 0.686, data_time: 0.008, memory: 4833, top1_acc: 0.5216, top5_acc: 0.7682, loss_cls: 2.0048, loss: 2.0048, grad_norm: 3.2425 2020-08-14 10:08:12,029 - mmaction - INFO - Epoch [23][340/1253] lr: 3.000e-02, eta: 18:43:13, time: 0.778, data_time: 0.003, memory: 4833, top1_acc: 0.5492, top5_acc: 0.7745, loss_cls: 1.9614, loss: 1.9614, grad_norm: 3.2390 2020-08-14 10:08:26,671 - mmaction - INFO - Epoch [23][360/1253] lr: 3.000e-02, eta: 18:43:02, time: 0.733, data_time: 0.008, memory: 4833, top1_acc: 0.5117, top5_acc: 0.7547, loss_cls: 2.0745, loss: 2.0745, grad_norm: 3.3399 2020-08-14 10:08:39,689 - mmaction - INFO - Epoch [23][380/1253] lr: 3.000e-02, eta: 18:42:45, time: 0.651, data_time: 0.005, memory: 4833, top1_acc: 0.5234, top5_acc: 0.7570, loss_cls: 2.0308, loss: 2.0308, grad_norm: 3.2189 2020-08-14 10:08:54,066 - mmaction - INFO - Epoch [23][400/1253] lr: 3.000e-02, eta: 18:42:33, time: 0.717, data_time: 0.007, memory: 4833, top1_acc: 0.5292, top5_acc: 0.7768, loss_cls: 1.9773, loss: 1.9773, grad_norm: 3.2455 2020-08-14 10:09:07,210 - mmaction - INFO - Epoch [23][420/1253] lr: 3.000e-02, eta: 18:42:17, time: 0.659, data_time: 0.007, memory: 4833, top1_acc: 0.5229, top5_acc: 0.7549, loss_cls: 2.0427, loss: 2.0427, grad_norm: 3.1866 2020-08-14 10:09:20,930 - mmaction - INFO - Epoch [23][440/1253] lr: 3.000e-02, eta: 18:42:03, time: 0.685, data_time: 0.007, memory: 4833, top1_acc: 0.5182, top5_acc: 0.7625, loss_cls: 2.0153, loss: 2.0153, grad_norm: 3.2946 2020-08-14 10:09:34,570 - mmaction - INFO - Epoch [23][460/1253] lr: 3.000e-02, eta: 18:41:48, time: 0.683, data_time: 0.008, memory: 4833, top1_acc: 0.5211, top5_acc: 0.7698, loss_cls: 2.0023, loss: 2.0023, grad_norm: 3.3048 2020-08-14 10:09:49,099 - mmaction - INFO - Epoch [23][480/1253] lr: 3.000e-02, eta: 18:41:37, time: 0.726, data_time: 0.007, memory: 4833, top1_acc: 0.5276, top5_acc: 0.7648, loss_cls: 2.0336, loss: 2.0336, grad_norm: 3.2218 2020-08-14 10:10:02,831 - mmaction - INFO - Epoch [23][500/1253] lr: 3.000e-02, eta: 18:41:23, time: 0.686, data_time: 0.005, memory: 4833, top1_acc: 0.5341, top5_acc: 0.7667, loss_cls: 2.0127, loss: 2.0127, grad_norm: 3.2184 2020-08-14 10:10:16,435 - mmaction - INFO - Epoch [23][520/1253] lr: 3.000e-02, eta: 18:41:08, time: 0.681, data_time: 0.004, memory: 4833, top1_acc: 0.5130, top5_acc: 0.7534, loss_cls: 2.0813, loss: 2.0813, grad_norm: 3.2480 2020-08-14 10:10:30,041 - mmaction - INFO - Epoch [23][540/1253] lr: 3.000e-02, eta: 18:40:53, time: 0.678, data_time: 0.007, memory: 4833, top1_acc: 0.5255, top5_acc: 0.7638, loss_cls: 2.0264, loss: 2.0264, grad_norm: 3.2270 2020-08-14 10:10:43,156 - mmaction - INFO - Epoch [23][560/1253] lr: 3.000e-02, eta: 18:40:37, time: 0.658, data_time: 0.007, memory: 4833, top1_acc: 0.5289, top5_acc: 0.7536, loss_cls: 2.0244, loss: 2.0244, grad_norm: 3.2594 2020-08-14 10:10:58,170 - mmaction - INFO - Epoch [23][580/1253] lr: 3.000e-02, eta: 18:40:27, time: 0.749, data_time: 0.008, memory: 4833, top1_acc: 0.5148, top5_acc: 0.7620, loss_cls: 2.0458, loss: 2.0458, grad_norm: 3.1784 2020-08-14 10:11:11,246 - mmaction - INFO - Epoch [23][600/1253] lr: 3.000e-02, eta: 18:40:11, time: 0.655, data_time: 0.007, memory: 4833, top1_acc: 0.5312, top5_acc: 0.7708, loss_cls: 2.0308, loss: 2.0308, grad_norm: 3.2879 2020-08-14 10:11:25,365 - mmaction - INFO - Epoch [23][620/1253] lr: 3.000e-02, eta: 18:39:58, time: 0.704, data_time: 0.009, memory: 4833, top1_acc: 0.5107, top5_acc: 0.7602, loss_cls: 2.0847, loss: 2.0847, grad_norm: 3.2917 2020-08-14 10:11:38,372 - mmaction - INFO - Epoch [23][640/1253] lr: 3.000e-02, eta: 18:39:41, time: 0.653, data_time: 0.007, memory: 4833, top1_acc: 0.5089, top5_acc: 0.7622, loss_cls: 2.0809, loss: 2.0809, grad_norm: 3.2875 2020-08-14 10:11:50,993 - mmaction - INFO - Epoch [23][660/1253] lr: 3.000e-02, eta: 18:39:23, time: 0.628, data_time: 0.007, memory: 4833, top1_acc: 0.5279, top5_acc: 0.7674, loss_cls: 2.0389, loss: 2.0389, grad_norm: 3.2466 2020-08-14 10:12:05,793 - mmaction - INFO - Epoch [23][680/1253] lr: 3.000e-02, eta: 18:39:13, time: 0.744, data_time: 0.007, memory: 4833, top1_acc: 0.5107, top5_acc: 0.7443, loss_cls: 2.1082, loss: 2.1082, grad_norm: 3.2710 2020-08-14 10:12:19,254 - mmaction - INFO - Epoch [23][700/1253] lr: 3.000e-02, eta: 18:38:58, time: 0.672, data_time: 0.002, memory: 4833, top1_acc: 0.5198, top5_acc: 0.7622, loss_cls: 2.0520, loss: 2.0520, grad_norm: 3.2326 2020-08-14 10:12:33,235 - mmaction - INFO - Epoch [23][720/1253] lr: 3.000e-02, eta: 18:38:44, time: 0.698, data_time: 0.007, memory: 4833, top1_acc: 0.5190, top5_acc: 0.7656, loss_cls: 2.0218, loss: 2.0218, grad_norm: 3.2441 2020-08-14 10:12:48,091 - mmaction - INFO - Epoch [23][740/1253] lr: 3.000e-02, eta: 18:38:34, time: 0.746, data_time: 0.007, memory: 4833, top1_acc: 0.5237, top5_acc: 0.7622, loss_cls: 2.0298, loss: 2.0298, grad_norm: 3.1666 2020-08-14 10:13:01,026 - mmaction - INFO - Epoch [23][760/1253] lr: 3.000e-02, eta: 18:38:17, time: 0.644, data_time: 0.007, memory: 4833, top1_acc: 0.5203, top5_acc: 0.7573, loss_cls: 2.0728, loss: 2.0728, grad_norm: 3.3022 2020-08-14 10:13:15,481 - mmaction - INFO - Epoch [23][780/1253] lr: 3.000e-02, eta: 18:38:05, time: 0.724, data_time: 0.007, memory: 4833, top1_acc: 0.5203, top5_acc: 0.7552, loss_cls: 2.0824, loss: 2.0824, grad_norm: 3.2701 2020-08-14 10:13:28,870 - mmaction - INFO - Epoch [23][800/1253] lr: 3.000e-02, eta: 18:37:50, time: 0.667, data_time: 0.007, memory: 4833, top1_acc: 0.5214, top5_acc: 0.7484, loss_cls: 2.0907, loss: 2.0907, grad_norm: 3.2090 2020-08-14 10:13:43,971 - mmaction - INFO - Epoch [23][820/1253] lr: 3.000e-02, eta: 18:37:40, time: 0.758, data_time: 0.006, memory: 4833, top1_acc: 0.5198, top5_acc: 0.7549, loss_cls: 2.0503, loss: 2.0503, grad_norm: 3.2017 2020-08-14 10:13:57,490 - mmaction - INFO - Epoch [23][840/1253] lr: 3.000e-02, eta: 18:37:25, time: 0.675, data_time: 0.007, memory: 4833, top1_acc: 0.5159, top5_acc: 0.7479, loss_cls: 2.0915, loss: 2.0915, grad_norm: 3.1990 2020-08-14 10:14:10,892 - mmaction - INFO - Epoch [23][860/1253] lr: 3.000e-02, eta: 18:37:10, time: 0.672, data_time: 0.009, memory: 4833, top1_acc: 0.5081, top5_acc: 0.7531, loss_cls: 2.1003, loss: 2.1003, grad_norm: 3.2264 2020-08-14 10:14:23,692 - mmaction - INFO - Epoch [23][880/1253] lr: 3.000e-02, eta: 18:36:52, time: 0.636, data_time: 0.006, memory: 4833, top1_acc: 0.5211, top5_acc: 0.7565, loss_cls: 2.0506, loss: 2.0506, grad_norm: 3.1203 2020-08-14 10:14:38,185 - mmaction - INFO - Epoch [23][900/1253] lr: 3.000e-02, eta: 18:36:41, time: 0.729, data_time: 0.008, memory: 4833, top1_acc: 0.5206, top5_acc: 0.7542, loss_cls: 2.0716, loss: 2.0716, grad_norm: 3.1825 2020-08-14 10:14:52,741 - mmaction - INFO - Epoch [23][920/1253] lr: 3.000e-02, eta: 18:36:30, time: 0.727, data_time: 0.007, memory: 4833, top1_acc: 0.5221, top5_acc: 0.7562, loss_cls: 2.0516, loss: 2.0516, grad_norm: 3.2516 2020-08-14 10:15:05,531 - mmaction - INFO - Epoch [23][940/1253] lr: 3.000e-02, eta: 18:36:12, time: 0.640, data_time: 0.005, memory: 4833, top1_acc: 0.5172, top5_acc: 0.7609, loss_cls: 2.0677, loss: 2.0677, grad_norm: 3.2277 2020-08-14 10:15:19,425 - mmaction - INFO - Epoch [23][960/1253] lr: 3.000e-02, eta: 18:35:59, time: 0.694, data_time: 0.007, memory: 4833, top1_acc: 0.5039, top5_acc: 0.7516, loss_cls: 2.0985, loss: 2.0985, grad_norm: 3.1989 2020-08-14 10:15:33,335 - mmaction - INFO - Epoch [23][980/1253] lr: 3.000e-02, eta: 18:35:45, time: 0.697, data_time: 0.007, memory: 4833, top1_acc: 0.5148, top5_acc: 0.7656, loss_cls: 2.0529, loss: 2.0529, grad_norm: 3.1470 2020-08-14 10:15:46,400 - mmaction - INFO - Epoch [23][1000/1253] lr: 3.000e-02, eta: 18:35:29, time: 0.652, data_time: 0.006, memory: 4833, top1_acc: 0.5318, top5_acc: 0.7625, loss_cls: 2.0607, loss: 2.0607, grad_norm: 3.1976 2020-08-14 10:16:00,702 - mmaction - INFO - Epoch [23][1020/1253] lr: 3.000e-02, eta: 18:35:16, time: 0.716, data_time: 0.007, memory: 4833, top1_acc: 0.4995, top5_acc: 0.7552, loss_cls: 2.1148, loss: 2.1148, grad_norm: 3.2898 2020-08-14 10:16:15,516 - mmaction - INFO - Epoch [23][1040/1253] lr: 3.000e-02, eta: 18:35:06, time: 0.738, data_time: 0.006, memory: 4833, top1_acc: 0.5151, top5_acc: 0.7529, loss_cls: 2.0877, loss: 2.0877, grad_norm: 3.2822 2020-08-14 10:16:31,050 - mmaction - INFO - Epoch [23][1060/1253] lr: 3.000e-02, eta: 18:34:58, time: 0.780, data_time: 0.006, memory: 4833, top1_acc: 0.5109, top5_acc: 0.7583, loss_cls: 2.0745, loss: 2.0745, grad_norm: 3.2946 2020-08-14 10:16:43,691 - mmaction - INFO - Epoch [23][1080/1253] lr: 3.000e-02, eta: 18:34:40, time: 0.629, data_time: 0.007, memory: 4833, top1_acc: 0.5177, top5_acc: 0.7617, loss_cls: 2.0607, loss: 2.0607, grad_norm: 3.2154 2020-08-14 10:16:58,743 - mmaction - INFO - Epoch [23][1100/1253] lr: 3.000e-02, eta: 18:34:30, time: 0.755, data_time: 0.007, memory: 4833, top1_acc: 0.5312, top5_acc: 0.7651, loss_cls: 2.0201, loss: 2.0201, grad_norm: 3.1463 2020-08-14 10:17:12,209 - mmaction - INFO - Epoch [23][1120/1253] lr: 3.000e-02, eta: 18:34:15, time: 0.672, data_time: 0.006, memory: 4833, top1_acc: 0.5104, top5_acc: 0.7635, loss_cls: 2.0719, loss: 2.0719, grad_norm: 3.2767 2020-08-14 10:17:25,963 - mmaction - INFO - Epoch [23][1140/1253] lr: 3.000e-02, eta: 18:34:01, time: 0.691, data_time: 0.007, memory: 4833, top1_acc: 0.5115, top5_acc: 0.7596, loss_cls: 2.0727, loss: 2.0727, grad_norm: 3.2223 2020-08-14 10:17:40,784 - mmaction - INFO - Epoch [23][1160/1253] lr: 3.000e-02, eta: 18:33:50, time: 0.739, data_time: 0.004, memory: 4833, top1_acc: 0.5081, top5_acc: 0.7461, loss_cls: 2.1113, loss: 2.1113, grad_norm: 3.2220 2020-08-14 10:17:54,885 - mmaction - INFO - Epoch [23][1180/1253] lr: 3.000e-02, eta: 18:33:37, time: 0.707, data_time: 0.005, memory: 4833, top1_acc: 0.5102, top5_acc: 0.7617, loss_cls: 2.0723, loss: 2.0723, grad_norm: 3.2543 2020-08-14 10:18:08,308 - mmaction - INFO - Epoch [23][1200/1253] lr: 3.000e-02, eta: 18:33:22, time: 0.670, data_time: 0.002, memory: 4833, top1_acc: 0.5109, top5_acc: 0.7508, loss_cls: 2.0928, loss: 2.0928, grad_norm: 3.1843 2020-08-14 10:18:22,165 - mmaction - INFO - Epoch [23][1220/1253] lr: 3.000e-02, eta: 18:33:08, time: 0.691, data_time: 0.007, memory: 4833, top1_acc: 0.5302, top5_acc: 0.7745, loss_cls: 2.0310, loss: 2.0310, grad_norm: 3.2793 2020-08-14 10:18:35,825 - mmaction - INFO - Epoch [23][1240/1253] lr: 3.000e-02, eta: 18:32:54, time: 0.684, data_time: 0.006, memory: 4833, top1_acc: 0.5167, top5_acc: 0.7617, loss_cls: 2.0307, loss: 2.0307, grad_norm: 3.2736 2020-08-14 10:18:43,786 - mmaction - INFO - Saving checkpoint at 23 epochs 2020-08-14 10:19:06,032 - mmaction - INFO - Epoch [24][20/1253] lr: 3.000e-02, eta: 18:32:18, time: 0.952, data_time: 0.330, memory: 4833, top1_acc: 0.5253, top5_acc: 0.7646, loss_cls: 2.0142, loss: 2.0142, grad_norm: 3.2753 2020-08-14 10:19:19,971 - mmaction - INFO - Epoch [24][40/1253] lr: 3.000e-02, eta: 18:32:05, time: 0.699, data_time: 0.007, memory: 4833, top1_acc: 0.5349, top5_acc: 0.7773, loss_cls: 1.9711, loss: 1.9711, grad_norm: 3.2953 2020-08-14 10:19:33,014 - mmaction - INFO - Epoch [24][60/1253] lr: 3.000e-02, eta: 18:31:48, time: 0.651, data_time: 0.006, memory: 4833, top1_acc: 0.5281, top5_acc: 0.7732, loss_cls: 1.9716, loss: 1.9716, grad_norm: 3.2203 2020-08-14 10:19:45,949 - mmaction - INFO - Epoch [24][80/1253] lr: 3.000e-02, eta: 18:31:32, time: 0.647, data_time: 0.007, memory: 4833, top1_acc: 0.5156, top5_acc: 0.7602, loss_cls: 2.0586, loss: 2.0586, grad_norm: 3.3366 2020-08-14 10:19:59,608 - mmaction - INFO - Epoch [24][100/1253] lr: 3.000e-02, eta: 18:31:17, time: 0.684, data_time: 0.004, memory: 4833, top1_acc: 0.5206, top5_acc: 0.7578, loss_cls: 2.0397, loss: 2.0397, grad_norm: 3.1745 2020-08-14 10:20:15,130 - mmaction - INFO - Epoch [24][120/1253] lr: 3.000e-02, eta: 18:31:09, time: 0.774, data_time: 0.007, memory: 4833, top1_acc: 0.5086, top5_acc: 0.7521, loss_cls: 2.0844, loss: 2.0844, grad_norm: 3.3307 2020-08-14 10:20:28,697 - mmaction - INFO - Epoch [24][140/1253] lr: 3.000e-02, eta: 18:30:54, time: 0.681, data_time: 0.007, memory: 4833, top1_acc: 0.5367, top5_acc: 0.7703, loss_cls: 1.9826, loss: 1.9826, grad_norm: 3.1836 2020-08-14 10:20:41,807 - mmaction - INFO - Epoch [24][160/1253] lr: 3.000e-02, eta: 18:30:38, time: 0.652, data_time: 0.006, memory: 4833, top1_acc: 0.5195, top5_acc: 0.7609, loss_cls: 2.0257, loss: 2.0257, grad_norm: 3.1684 2020-08-14 10:20:55,178 - mmaction - INFO - Epoch [24][180/1253] lr: 3.000e-02, eta: 18:30:23, time: 0.671, data_time: 0.007, memory: 4833, top1_acc: 0.5302, top5_acc: 0.7659, loss_cls: 2.0062, loss: 2.0062, grad_norm: 3.2333 2020-08-14 10:21:08,300 - mmaction - INFO - Epoch [24][200/1253] lr: 3.000e-02, eta: 18:30:06, time: 0.656, data_time: 0.005, memory: 4833, top1_acc: 0.5352, top5_acc: 0.7672, loss_cls: 2.0019, loss: 2.0019, grad_norm: 3.2573 2020-08-14 10:21:23,096 - mmaction - INFO - Epoch [24][220/1253] lr: 3.000e-02, eta: 18:29:56, time: 0.740, data_time: 0.005, memory: 4833, top1_acc: 0.5279, top5_acc: 0.7758, loss_cls: 1.9877, loss: 1.9877, grad_norm: 3.2526 2020-08-14 10:21:36,854 - mmaction - INFO - Epoch [24][240/1253] lr: 3.000e-02, eta: 18:29:42, time: 0.688, data_time: 0.003, memory: 4833, top1_acc: 0.5276, top5_acc: 0.7565, loss_cls: 2.0427, loss: 2.0427, grad_norm: 3.1885 2020-08-14 10:21:50,110 - mmaction - INFO - Epoch [24][260/1253] lr: 3.000e-02, eta: 18:29:26, time: 0.663, data_time: 0.003, memory: 4833, top1_acc: 0.5299, top5_acc: 0.7706, loss_cls: 1.9841, loss: 1.9841, grad_norm: 3.3148 2020-08-14 10:22:04,702 - mmaction - INFO - Epoch [24][280/1253] lr: 3.000e-02, eta: 18:29:15, time: 0.729, data_time: 0.002, memory: 4833, top1_acc: 0.5135, top5_acc: 0.7555, loss_cls: 2.0789, loss: 2.0789, grad_norm: 3.2813 2020-08-14 10:22:18,247 - mmaction - INFO - Epoch [24][300/1253] lr: 3.000e-02, eta: 18:29:00, time: 0.677, data_time: 0.002, memory: 4833, top1_acc: 0.5245, top5_acc: 0.7680, loss_cls: 2.0577, loss: 2.0577, grad_norm: 3.1627 2020-08-14 10:22:31,559 - mmaction - INFO - Epoch [24][320/1253] lr: 3.000e-02, eta: 18:28:44, time: 0.664, data_time: 0.005, memory: 4833, top1_acc: 0.5292, top5_acc: 0.7659, loss_cls: 2.0021, loss: 2.0021, grad_norm: 3.2059 2020-08-14 10:22:46,011 - mmaction - INFO - Epoch [24][340/1253] lr: 3.000e-02, eta: 18:28:32, time: 0.724, data_time: 0.006, memory: 4833, top1_acc: 0.5161, top5_acc: 0.7622, loss_cls: 2.0272, loss: 2.0272, grad_norm: 3.2117 2020-08-14 10:22:59,885 - mmaction - INFO - Epoch [24][360/1253] lr: 3.000e-02, eta: 18:28:18, time: 0.691, data_time: 0.006, memory: 4833, top1_acc: 0.5271, top5_acc: 0.7583, loss_cls: 2.0375, loss: 2.0375, grad_norm: 3.2934 2020-08-14 10:23:14,400 - mmaction - INFO - Epoch [24][380/1253] lr: 3.000e-02, eta: 18:28:07, time: 0.727, data_time: 0.007, memory: 4833, top1_acc: 0.5198, top5_acc: 0.7654, loss_cls: 2.0420, loss: 2.0420, grad_norm: 3.3286 2020-08-14 10:23:28,594 - mmaction - INFO - Epoch [24][400/1253] lr: 3.000e-02, eta: 18:27:54, time: 0.707, data_time: 0.008, memory: 4833, top1_acc: 0.5331, top5_acc: 0.7703, loss_cls: 2.0116, loss: 2.0116, grad_norm: 3.2524 2020-08-14 10:23:41,894 - mmaction - INFO - Epoch [24][420/1253] lr: 3.000e-02, eta: 18:27:39, time: 0.669, data_time: 0.007, memory: 4833, top1_acc: 0.5284, top5_acc: 0.7701, loss_cls: 1.9925, loss: 1.9925, grad_norm: 3.2029 2020-08-14 10:23:56,421 - mmaction - INFO - Epoch [24][440/1253] lr: 3.000e-02, eta: 18:27:27, time: 0.725, data_time: 0.007, memory: 4833, top1_acc: 0.5120, top5_acc: 0.7549, loss_cls: 2.0507, loss: 2.0507, grad_norm: 3.3044 2020-08-14 10:24:10,350 - mmaction - INFO - Epoch [24][460/1253] lr: 3.000e-02, eta: 18:27:14, time: 0.697, data_time: 0.006, memory: 4833, top1_acc: 0.5177, top5_acc: 0.7563, loss_cls: 2.0576, loss: 2.0576, grad_norm: 3.2555 2020-08-14 10:24:23,146 - mmaction - INFO - Epoch [24][480/1253] lr: 3.000e-02, eta: 18:26:56, time: 0.637, data_time: 0.008, memory: 4833, top1_acc: 0.5299, top5_acc: 0.7503, loss_cls: 2.0419, loss: 2.0419, grad_norm: 3.2036 2020-08-14 10:24:38,708 - mmaction - INFO - Epoch [24][500/1253] lr: 3.000e-02, eta: 18:26:48, time: 0.783, data_time: 0.007, memory: 4833, top1_acc: 0.5154, top5_acc: 0.7599, loss_cls: 2.0424, loss: 2.0424, grad_norm: 3.2584 2020-08-14 10:24:52,764 - mmaction - INFO - Epoch [24][520/1253] lr: 3.000e-02, eta: 18:26:35, time: 0.699, data_time: 0.005, memory: 4833, top1_acc: 0.5336, top5_acc: 0.7656, loss_cls: 2.0060, loss: 2.0060, grad_norm: 3.2029 2020-08-14 10:25:07,556 - mmaction - INFO - Epoch [24][540/1253] lr: 3.000e-02, eta: 18:26:24, time: 0.742, data_time: 0.009, memory: 4833, top1_acc: 0.5289, top5_acc: 0.7760, loss_cls: 1.9753, loss: 1.9753, grad_norm: 3.2015 2020-08-14 10:25:21,864 - mmaction - INFO - Epoch [24][560/1253] lr: 3.000e-02, eta: 18:26:12, time: 0.714, data_time: 0.007, memory: 4833, top1_acc: 0.5174, top5_acc: 0.7674, loss_cls: 2.0357, loss: 2.0357, grad_norm: 3.2267 2020-08-14 10:25:36,423 - mmaction - INFO - Epoch [24][580/1253] lr: 3.000e-02, eta: 18:26:01, time: 0.731, data_time: 0.006, memory: 4833, top1_acc: 0.5128, top5_acc: 0.7469, loss_cls: 2.0790, loss: 2.0790, grad_norm: 3.3335 2020-08-14 10:25:50,134 - mmaction - INFO - Epoch [24][600/1253] lr: 3.000e-02, eta: 18:25:46, time: 0.682, data_time: 0.006, memory: 4833, top1_acc: 0.5151, top5_acc: 0.7586, loss_cls: 2.0478, loss: 2.0478, grad_norm: 3.2363 2020-08-14 10:26:03,945 - mmaction - INFO - Epoch [24][620/1253] lr: 3.000e-02, eta: 18:25:32, time: 0.693, data_time: 0.007, memory: 4833, top1_acc: 0.5193, top5_acc: 0.7648, loss_cls: 2.0253, loss: 2.0253, grad_norm: 3.2574 2020-08-14 10:26:17,866 - mmaction - INFO - Epoch [24][640/1253] lr: 3.000e-02, eta: 18:25:19, time: 0.694, data_time: 0.007, memory: 4833, top1_acc: 0.5107, top5_acc: 0.7596, loss_cls: 2.0591, loss: 2.0591, grad_norm: 3.3261 2020-08-14 10:26:31,915 - mmaction - INFO - Epoch [24][660/1253] lr: 3.000e-02, eta: 18:25:06, time: 0.703, data_time: 0.006, memory: 4833, top1_acc: 0.5255, top5_acc: 0.7625, loss_cls: 2.0082, loss: 2.0082, grad_norm: 3.3088 2020-08-14 10:26:46,629 - mmaction - INFO - Epoch [24][680/1253] lr: 3.000e-02, eta: 18:24:55, time: 0.736, data_time: 0.008, memory: 4833, top1_acc: 0.5099, top5_acc: 0.7617, loss_cls: 2.0668, loss: 2.0668, grad_norm: 3.3382 2020-08-14 10:27:00,377 - mmaction - INFO - Epoch [24][700/1253] lr: 3.000e-02, eta: 18:24:41, time: 0.689, data_time: 0.005, memory: 4833, top1_acc: 0.5273, top5_acc: 0.7727, loss_cls: 2.0371, loss: 2.0371, grad_norm: 3.2568 2020-08-14 10:27:13,853 - mmaction - INFO - Epoch [24][720/1253] lr: 3.000e-02, eta: 18:24:25, time: 0.672, data_time: 0.005, memory: 4833, top1_acc: 0.5177, top5_acc: 0.7615, loss_cls: 2.0547, loss: 2.0547, grad_norm: 3.2467 2020-08-14 10:27:28,324 - mmaction - INFO - Epoch [24][740/1253] lr: 3.000e-02, eta: 18:24:14, time: 0.725, data_time: 0.008, memory: 4833, top1_acc: 0.5266, top5_acc: 0.7724, loss_cls: 1.9971, loss: 1.9971, grad_norm: 3.2514 2020-08-14 10:27:42,522 - mmaction - INFO - Epoch [24][760/1253] lr: 3.000e-02, eta: 18:24:01, time: 0.707, data_time: 0.005, memory: 4833, top1_acc: 0.5057, top5_acc: 0.7646, loss_cls: 2.0656, loss: 2.0656, grad_norm: 3.3253 2020-08-14 10:27:56,927 - mmaction - INFO - Epoch [24][780/1253] lr: 3.000e-02, eta: 18:23:49, time: 0.722, data_time: 0.007, memory: 4833, top1_acc: 0.5341, top5_acc: 0.7701, loss_cls: 1.9983, loss: 1.9983, grad_norm: 3.1849 2020-08-14 10:28:11,448 - mmaction - INFO - Epoch [24][800/1253] lr: 3.000e-02, eta: 18:23:37, time: 0.725, data_time: 0.004, memory: 4833, top1_acc: 0.5362, top5_acc: 0.7651, loss_cls: 2.0104, loss: 2.0104, grad_norm: 3.2287 2020-08-14 10:28:24,872 - mmaction - INFO - Epoch [24][820/1253] lr: 3.000e-02, eta: 18:23:22, time: 0.671, data_time: 0.008, memory: 4833, top1_acc: 0.5047, top5_acc: 0.7471, loss_cls: 2.1281, loss: 2.1281, grad_norm: 3.3463 2020-08-14 10:28:37,690 - mmaction - INFO - Epoch [24][840/1253] lr: 3.000e-02, eta: 18:23:05, time: 0.642, data_time: 0.006, memory: 4833, top1_acc: 0.5219, top5_acc: 0.7680, loss_cls: 2.0415, loss: 2.0415, grad_norm: 3.2887 2020-08-14 10:28:52,361 - mmaction - INFO - Epoch [24][860/1253] lr: 3.000e-02, eta: 18:22:54, time: 0.732, data_time: 0.006, memory: 4833, top1_acc: 0.5240, top5_acc: 0.7497, loss_cls: 2.0654, loss: 2.0654, grad_norm: 3.2514 2020-08-14 10:29:06,528 - mmaction - INFO - Epoch [24][880/1253] lr: 3.000e-02, eta: 18:22:41, time: 0.710, data_time: 0.006, memory: 4833, top1_acc: 0.5315, top5_acc: 0.7682, loss_cls: 2.0224, loss: 2.0224, grad_norm: 3.2419 2020-08-14 10:29:20,663 - mmaction - INFO - Epoch [24][900/1253] lr: 3.000e-02, eta: 18:22:28, time: 0.702, data_time: 0.007, memory: 4833, top1_acc: 0.5219, top5_acc: 0.7589, loss_cls: 2.0357, loss: 2.0357, grad_norm: 3.2237 2020-08-14 10:29:34,683 - mmaction - INFO - Epoch [24][920/1253] lr: 3.000e-02, eta: 18:22:15, time: 0.706, data_time: 0.007, memory: 4833, top1_acc: 0.5299, top5_acc: 0.7747, loss_cls: 2.0041, loss: 2.0041, grad_norm: 3.2720 2020-08-14 10:29:49,280 - mmaction - INFO - Epoch [24][940/1253] lr: 3.000e-02, eta: 18:22:03, time: 0.729, data_time: 0.006, memory: 4833, top1_acc: 0.5281, top5_acc: 0.7594, loss_cls: 2.0448, loss: 2.0448, grad_norm: 3.2071 2020-08-14 10:30:03,069 - mmaction - INFO - Epoch [24][960/1253] lr: 3.000e-02, eta: 18:21:49, time: 0.689, data_time: 0.005, memory: 4833, top1_acc: 0.5260, top5_acc: 0.7617, loss_cls: 2.0086, loss: 2.0086, grad_norm: 3.1782 2020-08-14 10:30:17,237 - mmaction - INFO - Epoch [24][980/1253] lr: 3.000e-02, eta: 18:21:36, time: 0.707, data_time: 0.009, memory: 4833, top1_acc: 0.5289, top5_acc: 0.7734, loss_cls: 1.9850, loss: 1.9850, grad_norm: 3.2603 2020-08-14 10:30:32,104 - mmaction - INFO - Epoch [24][1000/1253] lr: 3.000e-02, eta: 18:21:26, time: 0.746, data_time: 0.007, memory: 4833, top1_acc: 0.5161, top5_acc: 0.7586, loss_cls: 2.0401, loss: 2.0401, grad_norm: 3.2252 2020-08-14 10:30:47,514 - mmaction - INFO - Epoch [24][1020/1253] lr: 3.000e-02, eta: 18:21:17, time: 0.770, data_time: 0.007, memory: 4833, top1_acc: 0.5237, top5_acc: 0.7591, loss_cls: 2.0529, loss: 2.0529, grad_norm: 3.2498 2020-08-14 10:31:00,614 - mmaction - INFO - Epoch [24][1040/1253] lr: 3.000e-02, eta: 18:21:01, time: 0.655, data_time: 0.007, memory: 4833, top1_acc: 0.5096, top5_acc: 0.7456, loss_cls: 2.1308, loss: 2.1308, grad_norm: 3.3305 2020-08-14 10:31:15,118 - mmaction - INFO - Epoch [24][1060/1253] lr: 3.000e-02, eta: 18:20:49, time: 0.722, data_time: 0.007, memory: 4833, top1_acc: 0.5198, top5_acc: 0.7617, loss_cls: 2.0255, loss: 2.0255, grad_norm: 3.2134 2020-08-14 10:31:28,833 - mmaction - INFO - Epoch [24][1080/1253] lr: 3.000e-02, eta: 18:20:35, time: 0.689, data_time: 0.007, memory: 4833, top1_acc: 0.5214, top5_acc: 0.7607, loss_cls: 2.0472, loss: 2.0472, grad_norm: 3.2579 2020-08-14 10:31:43,811 - mmaction - INFO - Epoch [24][1100/1253] lr: 3.000e-02, eta: 18:20:25, time: 0.749, data_time: 0.008, memory: 4833, top1_acc: 0.5253, top5_acc: 0.7625, loss_cls: 2.0212, loss: 2.0212, grad_norm: 3.2310 2020-08-14 10:31:57,566 - mmaction - INFO - Epoch [24][1120/1253] lr: 3.000e-02, eta: 18:20:11, time: 0.688, data_time: 0.006, memory: 4833, top1_acc: 0.5159, top5_acc: 0.7599, loss_cls: 2.0731, loss: 2.0731, grad_norm: 3.1870 2020-08-14 10:32:11,848 - mmaction - INFO - Epoch [24][1140/1253] lr: 3.000e-02, eta: 18:19:58, time: 0.715, data_time: 0.008, memory: 4833, top1_acc: 0.5263, top5_acc: 0.7719, loss_cls: 1.9887, loss: 1.9887, grad_norm: 3.2959 2020-08-14 10:32:24,770 - mmaction - INFO - Epoch [24][1160/1253] lr: 3.000e-02, eta: 18:19:41, time: 0.643, data_time: 0.006, memory: 4833, top1_acc: 0.5279, top5_acc: 0.7638, loss_cls: 2.0077, loss: 2.0077, grad_norm: 3.2295 2020-08-14 10:32:39,280 - mmaction - INFO - Epoch [24][1180/1253] lr: 3.000e-02, eta: 18:19:30, time: 0.727, data_time: 0.007, memory: 4833, top1_acc: 0.5234, top5_acc: 0.7549, loss_cls: 2.0798, loss: 2.0798, grad_norm: 3.2448 2020-08-14 10:32:53,428 - mmaction - INFO - Epoch [24][1200/1253] lr: 3.000e-02, eta: 18:19:17, time: 0.707, data_time: 0.009, memory: 4833, top1_acc: 0.5263, top5_acc: 0.7576, loss_cls: 2.0465, loss: 2.0465, grad_norm: 3.2790 2020-08-14 10:33:07,762 - mmaction - INFO - Epoch [24][1220/1253] lr: 3.000e-02, eta: 18:19:04, time: 0.719, data_time: 0.007, memory: 4833, top1_acc: 0.5174, top5_acc: 0.7674, loss_cls: 2.0374, loss: 2.0374, grad_norm: 3.2323 2020-08-14 10:33:22,730 - mmaction - INFO - Epoch [24][1240/1253] lr: 3.000e-02, eta: 18:18:54, time: 0.745, data_time: 0.006, memory: 4833, top1_acc: 0.5104, top5_acc: 0.7581, loss_cls: 2.0802, loss: 2.0802, grad_norm: 3.1515 2020-08-14 10:33:32,328 - mmaction - INFO - Saving checkpoint at 24 epochs 2020-08-14 10:33:55,259 - mmaction - INFO - Epoch [25][20/1253] lr: 3.000e-02, eta: 18:18:29, time: 1.114, data_time: 0.476, memory: 4833, top1_acc: 0.5276, top5_acc: 0.7703, loss_cls: 1.9883, loss: 1.9883, grad_norm: 3.2365 2020-08-14 10:34:08,101 - mmaction - INFO - Epoch [25][40/1253] lr: 3.000e-02, eta: 18:18:13, time: 0.645, data_time: 0.007, memory: 4833, top1_acc: 0.5008, top5_acc: 0.7591, loss_cls: 2.0711, loss: 2.0711, grad_norm: 3.3168 2020-08-14 10:34:21,287 - mmaction - INFO - Epoch [25][60/1253] lr: 3.000e-02, eta: 18:17:56, time: 0.656, data_time: 0.009, memory: 4833, top1_acc: 0.5286, top5_acc: 0.7680, loss_cls: 2.0342, loss: 2.0342, grad_norm: 3.1705 2020-08-14 10:34:34,256 - mmaction - INFO - Epoch [25][80/1253] lr: 3.000e-02, eta: 18:17:40, time: 0.652, data_time: 0.008, memory: 4833, top1_acc: 0.5276, top5_acc: 0.7633, loss_cls: 2.0075, loss: 2.0075, grad_norm: 3.2635 2020-08-14 10:34:47,721 - mmaction - INFO - Epoch [25][100/1253] lr: 3.000e-02, eta: 18:17:25, time: 0.671, data_time: 0.007, memory: 4833, top1_acc: 0.5359, top5_acc: 0.7719, loss_cls: 1.9461, loss: 1.9461, grad_norm: 3.2720 2020-08-14 10:35:02,185 - mmaction - INFO - Epoch [25][120/1253] lr: 3.000e-02, eta: 18:17:13, time: 0.724, data_time: 0.007, memory: 4833, top1_acc: 0.5227, top5_acc: 0.7604, loss_cls: 2.0504, loss: 2.0504, grad_norm: 3.2441 2020-08-14 10:35:14,984 - mmaction - INFO - Epoch [25][140/1253] lr: 3.000e-02, eta: 18:16:56, time: 0.640, data_time: 0.007, memory: 4833, top1_acc: 0.5339, top5_acc: 0.7732, loss_cls: 1.9761, loss: 1.9761, grad_norm: 3.2318 2020-08-14 10:35:29,099 - mmaction - INFO - Epoch [25][160/1253] lr: 3.000e-02, eta: 18:16:43, time: 0.706, data_time: 0.007, memory: 4833, top1_acc: 0.5326, top5_acc: 0.7745, loss_cls: 1.9885, loss: 1.9885, grad_norm: 3.2565 2020-08-14 10:35:43,398 - mmaction - INFO - Epoch [25][180/1253] lr: 3.000e-02, eta: 18:16:30, time: 0.714, data_time: 0.008, memory: 4833, top1_acc: 0.5299, top5_acc: 0.7714, loss_cls: 1.9917, loss: 1.9917, grad_norm: 3.1712 2020-08-14 10:35:56,327 - mmaction - INFO - Epoch [25][200/1253] lr: 3.000e-02, eta: 18:16:14, time: 0.645, data_time: 0.007, memory: 4833, top1_acc: 0.5245, top5_acc: 0.7596, loss_cls: 2.0404, loss: 2.0404, grad_norm: 3.3057 2020-08-14 10:36:10,440 - mmaction - INFO - Epoch [25][220/1253] lr: 3.000e-02, eta: 18:16:01, time: 0.711, data_time: 0.009, memory: 4833, top1_acc: 0.5354, top5_acc: 0.7763, loss_cls: 1.9729, loss: 1.9729, grad_norm: 3.2532 2020-08-14 10:36:23,899 - mmaction - INFO - Epoch [25][240/1253] lr: 3.000e-02, eta: 18:15:46, time: 0.668, data_time: 0.004, memory: 4833, top1_acc: 0.5302, top5_acc: 0.7721, loss_cls: 1.9940, loss: 1.9940, grad_norm: 3.1922 2020-08-14 10:36:36,741 - mmaction - INFO - Epoch [25][260/1253] lr: 3.000e-02, eta: 18:15:29, time: 0.646, data_time: 0.008, memory: 4833, top1_acc: 0.5268, top5_acc: 0.7680, loss_cls: 2.0067, loss: 2.0067, grad_norm: 3.1647 2020-08-14 10:36:49,103 - mmaction - INFO - Epoch [25][280/1253] lr: 3.000e-02, eta: 18:15:10, time: 0.617, data_time: 0.006, memory: 4833, top1_acc: 0.5318, top5_acc: 0.7693, loss_cls: 1.9878, loss: 1.9878, grad_norm: 3.1925 2020-08-14 10:37:02,431 - mmaction - INFO - Epoch [25][300/1253] lr: 3.000e-02, eta: 18:14:55, time: 0.668, data_time: 0.007, memory: 4833, top1_acc: 0.5312, top5_acc: 0.7633, loss_cls: 2.0216, loss: 2.0216, grad_norm: 3.2606 2020-08-14 10:37:16,163 - mmaction - INFO - Epoch [25][320/1253] lr: 3.000e-02, eta: 18:14:41, time: 0.685, data_time: 0.009, memory: 4833, top1_acc: 0.5305, top5_acc: 0.7591, loss_cls: 2.0490, loss: 2.0490, grad_norm: 3.2419 2020-08-14 10:37:29,449 - mmaction - INFO - Epoch [25][340/1253] lr: 3.000e-02, eta: 18:14:25, time: 0.665, data_time: 0.008, memory: 4833, top1_acc: 0.5190, top5_acc: 0.7596, loss_cls: 2.0659, loss: 2.0659, grad_norm: 3.1624 2020-08-14 10:37:43,374 - mmaction - INFO - Epoch [25][360/1253] lr: 3.000e-02, eta: 18:14:12, time: 0.697, data_time: 0.004, memory: 4833, top1_acc: 0.5323, top5_acc: 0.7635, loss_cls: 1.9629, loss: 1.9629, grad_norm: 3.2902 2020-08-14 10:37:56,307 - mmaction - INFO - Epoch [25][380/1253] lr: 3.000e-02, eta: 18:13:55, time: 0.644, data_time: 0.008, memory: 4833, top1_acc: 0.5279, top5_acc: 0.7646, loss_cls: 1.9873, loss: 1.9873, grad_norm: 3.2484 2020-08-14 10:38:09,348 - mmaction - INFO - Epoch [25][400/1253] lr: 3.000e-02, eta: 18:13:39, time: 0.654, data_time: 0.007, memory: 4833, top1_acc: 0.5375, top5_acc: 0.7708, loss_cls: 1.9918, loss: 1.9918, grad_norm: 3.2758 2020-08-14 10:38:23,700 - mmaction - INFO - Epoch [25][420/1253] lr: 3.000e-02, eta: 18:13:26, time: 0.715, data_time: 0.007, memory: 4833, top1_acc: 0.5409, top5_acc: 0.7688, loss_cls: 1.9746, loss: 1.9746, grad_norm: 3.2561 2020-08-14 10:38:36,445 - mmaction - INFO - Epoch [25][440/1253] lr: 3.000e-02, eta: 18:13:09, time: 0.642, data_time: 0.007, memory: 4833, top1_acc: 0.5133, top5_acc: 0.7549, loss_cls: 2.0525, loss: 2.0525, grad_norm: 3.2388 2020-08-14 10:38:48,876 - mmaction - INFO - Epoch [25][460/1253] lr: 3.000e-02, eta: 18:12:51, time: 0.620, data_time: 0.005, memory: 4833, top1_acc: 0.5211, top5_acc: 0.7690, loss_cls: 2.0045, loss: 2.0045, grad_norm: 3.2389 2020-08-14 10:39:03,169 - mmaction - INFO - Epoch [25][480/1253] lr: 3.000e-02, eta: 18:12:38, time: 0.715, data_time: 0.006, memory: 4833, top1_acc: 0.5253, top5_acc: 0.7659, loss_cls: 2.0155, loss: 2.0155, grad_norm: 3.2200 2020-08-14 10:39:16,094 - mmaction - INFO - Epoch [25][500/1253] lr: 3.000e-02, eta: 18:12:22, time: 0.644, data_time: 0.009, memory: 4833, top1_acc: 0.5349, top5_acc: 0.7698, loss_cls: 1.9835, loss: 1.9835, grad_norm: 3.1877 2020-08-14 10:39:29,239 - mmaction - INFO - Epoch [25][520/1253] lr: 3.000e-02, eta: 18:12:06, time: 0.659, data_time: 0.007, memory: 4833, top1_acc: 0.5299, top5_acc: 0.7617, loss_cls: 2.0326, loss: 2.0326, grad_norm: 3.2664 2020-08-14 10:39:42,533 - mmaction - INFO - Epoch [25][540/1253] lr: 3.000e-02, eta: 18:11:50, time: 0.665, data_time: 0.004, memory: 4833, top1_acc: 0.5151, top5_acc: 0.7570, loss_cls: 2.0756, loss: 2.0756, grad_norm: 3.2555 2020-08-14 10:39:56,089 - mmaction - INFO - Epoch [25][560/1253] lr: 3.000e-02, eta: 18:11:36, time: 0.677, data_time: 0.003, memory: 4833, top1_acc: 0.5195, top5_acc: 0.7581, loss_cls: 2.0363, loss: 2.0363, grad_norm: 3.2335 2020-08-14 10:40:09,615 - mmaction - INFO - Epoch [25][580/1253] lr: 3.000e-02, eta: 18:11:21, time: 0.677, data_time: 0.006, memory: 4833, top1_acc: 0.5279, top5_acc: 0.7667, loss_cls: 2.0165, loss: 2.0165, grad_norm: 3.2396 2020-08-14 10:40:23,413 - mmaction - INFO - Epoch [25][600/1253] lr: 3.000e-02, eta: 18:11:07, time: 0.688, data_time: 0.007, memory: 4833, top1_acc: 0.5312, top5_acc: 0.7711, loss_cls: 1.9760, loss: 1.9760, grad_norm: 3.2589 2020-08-14 10:40:37,729 - mmaction - INFO - Epoch [25][620/1253] lr: 3.000e-02, eta: 18:10:54, time: 0.717, data_time: 0.007, memory: 4833, top1_acc: 0.5216, top5_acc: 0.7633, loss_cls: 2.0470, loss: 2.0470, grad_norm: 3.2858 2020-08-14 10:40:51,723 - mmaction - INFO - Epoch [25][640/1253] lr: 3.000e-02, eta: 18:10:41, time: 0.701, data_time: 0.007, memory: 4833, top1_acc: 0.5208, top5_acc: 0.7544, loss_cls: 2.0484, loss: 2.0484, grad_norm: 3.2368 2020-08-14 10:41:05,436 - mmaction - INFO - Epoch [25][660/1253] lr: 3.000e-02, eta: 18:10:27, time: 0.684, data_time: 0.002, memory: 4833, top1_acc: 0.5323, top5_acc: 0.7729, loss_cls: 2.0160, loss: 2.0160, grad_norm: 3.3156 2020-08-14 10:41:20,169 - mmaction - INFO - Epoch [25][680/1253] lr: 3.000e-02, eta: 18:10:16, time: 0.736, data_time: 0.008, memory: 4833, top1_acc: 0.5289, top5_acc: 0.7672, loss_cls: 2.0078, loss: 2.0078, grad_norm: 3.2075 2020-08-14 10:41:34,215 - mmaction - INFO - Epoch [25][700/1253] lr: 3.000e-02, eta: 18:10:03, time: 0.703, data_time: 0.007, memory: 4833, top1_acc: 0.5370, top5_acc: 0.7734, loss_cls: 1.9758, loss: 1.9758, grad_norm: 3.1440 2020-08-14 10:41:48,435 - mmaction - INFO - Epoch [25][720/1253] lr: 3.000e-02, eta: 18:09:50, time: 0.709, data_time: 0.008, memory: 4833, top1_acc: 0.5227, top5_acc: 0.7747, loss_cls: 2.0440, loss: 2.0440, grad_norm: 3.2794 2020-08-14 10:42:03,517 - mmaction - INFO - Epoch [25][740/1253] lr: 3.000e-02, eta: 18:09:40, time: 0.757, data_time: 0.007, memory: 4833, top1_acc: 0.5310, top5_acc: 0.7648, loss_cls: 2.0303, loss: 2.0303, grad_norm: 3.2163 2020-08-14 10:42:17,685 - mmaction - INFO - Epoch [25][760/1253] lr: 3.000e-02, eta: 18:09:27, time: 0.708, data_time: 0.007, memory: 4833, top1_acc: 0.5279, top5_acc: 0.7682, loss_cls: 1.9889, loss: 1.9889, grad_norm: 3.2061 2020-08-14 10:42:32,060 - mmaction - INFO - Epoch [25][780/1253] lr: 3.000e-02, eta: 18:09:15, time: 0.720, data_time: 0.005, memory: 4833, top1_acc: 0.5266, top5_acc: 0.7745, loss_cls: 1.9999, loss: 1.9999, grad_norm: 3.2299 2020-08-14 10:42:45,577 - mmaction - INFO - Epoch [25][800/1253] lr: 3.000e-02, eta: 18:09:00, time: 0.671, data_time: 0.007, memory: 4833, top1_acc: 0.5227, top5_acc: 0.7586, loss_cls: 2.0313, loss: 2.0313, grad_norm: 3.3269 2020-08-14 10:42:58,573 - mmaction - INFO - Epoch [25][820/1253] lr: 3.000e-02, eta: 18:08:44, time: 0.653, data_time: 0.007, memory: 4833, top1_acc: 0.5138, top5_acc: 0.7609, loss_cls: 2.0729, loss: 2.0729, grad_norm: 3.3030 2020-08-14 10:43:12,523 - mmaction - INFO - Epoch [25][840/1253] lr: 3.000e-02, eta: 18:08:30, time: 0.699, data_time: 0.007, memory: 4833, top1_acc: 0.5177, top5_acc: 0.7570, loss_cls: 2.0620, loss: 2.0620, grad_norm: 3.2735 2020-08-14 10:43:25,870 - mmaction - INFO - Epoch [25][860/1253] lr: 3.000e-02, eta: 18:08:15, time: 0.667, data_time: 0.007, memory: 4833, top1_acc: 0.5326, top5_acc: 0.7664, loss_cls: 2.0221, loss: 2.0221, grad_norm: 3.2454 2020-08-14 10:43:40,086 - mmaction - INFO - Epoch [25][880/1253] lr: 3.000e-02, eta: 18:08:02, time: 0.710, data_time: 0.004, memory: 4833, top1_acc: 0.5065, top5_acc: 0.7651, loss_cls: 2.0511, loss: 2.0511, grad_norm: 3.3558 2020-08-14 10:43:52,535 - mmaction - INFO - Epoch [25][900/1253] lr: 3.000e-02, eta: 18:07:44, time: 0.620, data_time: 0.007, memory: 4833, top1_acc: 0.5383, top5_acc: 0.7781, loss_cls: 1.9553, loss: 1.9553, grad_norm: 3.2386 2020-08-14 10:44:05,653 - mmaction - INFO - Epoch [25][920/1253] lr: 3.000e-02, eta: 18:07:28, time: 0.657, data_time: 0.006, memory: 4833, top1_acc: 0.5206, top5_acc: 0.7693, loss_cls: 2.0197, loss: 2.0197, grad_norm: 3.3053 2020-08-14 10:44:20,016 - mmaction - INFO - Epoch [25][940/1253] lr: 3.000e-02, eta: 18:07:16, time: 0.718, data_time: 0.007, memory: 4833, top1_acc: 0.5240, top5_acc: 0.7544, loss_cls: 2.0610, loss: 2.0610, grad_norm: 3.2782 2020-08-14 10:44:33,148 - mmaction - INFO - Epoch [25][960/1253] lr: 3.000e-02, eta: 18:07:00, time: 0.658, data_time: 0.007, memory: 4833, top1_acc: 0.5214, top5_acc: 0.7555, loss_cls: 2.0423, loss: 2.0423, grad_norm: 3.2703 2020-08-14 10:44:46,187 - mmaction - INFO - Epoch [25][980/1253] lr: 3.000e-02, eta: 18:06:43, time: 0.651, data_time: 0.008, memory: 4833, top1_acc: 0.5201, top5_acc: 0.7641, loss_cls: 2.0446, loss: 2.0446, grad_norm: 3.3439 2020-08-14 10:44:59,793 - mmaction - INFO - Epoch [25][1000/1253] lr: 3.000e-02, eta: 18:06:29, time: 0.681, data_time: 0.007, memory: 4833, top1_acc: 0.5271, top5_acc: 0.7594, loss_cls: 2.0686, loss: 2.0686, grad_norm: 3.2578 2020-08-14 10:45:15,270 - mmaction - INFO - Epoch [25][1020/1253] lr: 3.000e-02, eta: 18:06:20, time: 0.774, data_time: 0.008, memory: 4833, top1_acc: 0.5341, top5_acc: 0.7706, loss_cls: 1.9912, loss: 1.9912, grad_norm: 3.2868 2020-08-14 10:45:29,562 - mmaction - INFO - Epoch [25][1040/1253] lr: 3.000e-02, eta: 18:06:08, time: 0.714, data_time: 0.005, memory: 4833, top1_acc: 0.5273, top5_acc: 0.7628, loss_cls: 2.0394, loss: 2.0394, grad_norm: 3.2737 2020-08-14 10:45:42,511 - mmaction - INFO - Epoch [25][1060/1253] lr: 3.000e-02, eta: 18:05:51, time: 0.644, data_time: 0.008, memory: 4833, top1_acc: 0.5352, top5_acc: 0.7701, loss_cls: 1.9994, loss: 1.9994, grad_norm: 3.1826 2020-08-14 10:45:55,972 - mmaction - INFO - Epoch [25][1080/1253] lr: 3.000e-02, eta: 18:05:36, time: 0.678, data_time: 0.008, memory: 4833, top1_acc: 0.5258, top5_acc: 0.7672, loss_cls: 2.0165, loss: 2.0165, grad_norm: 3.3584 2020-08-14 10:46:09,778 - mmaction - INFO - Epoch [25][1100/1253] lr: 3.000e-02, eta: 18:05:22, time: 0.688, data_time: 0.005, memory: 4833, top1_acc: 0.5115, top5_acc: 0.7469, loss_cls: 2.0946, loss: 2.0946, grad_norm: 3.2476 2020-08-14 10:46:23,674 - mmaction - INFO - Epoch [25][1120/1253] lr: 3.000e-02, eta: 18:05:09, time: 0.696, data_time: 0.006, memory: 4833, top1_acc: 0.5206, top5_acc: 0.7589, loss_cls: 2.0596, loss: 2.0596, grad_norm: 3.2600 2020-08-14 10:46:36,486 - mmaction - INFO - Epoch [25][1140/1253] lr: 3.000e-02, eta: 18:04:51, time: 0.637, data_time: 0.006, memory: 4833, top1_acc: 0.5156, top5_acc: 0.7576, loss_cls: 2.0361, loss: 2.0361, grad_norm: 3.2761 2020-08-14 10:46:49,157 - mmaction - INFO - Epoch [25][1160/1253] lr: 3.000e-02, eta: 18:04:34, time: 0.636, data_time: 0.007, memory: 4833, top1_acc: 0.5211, top5_acc: 0.7617, loss_cls: 2.0477, loss: 2.0477, grad_norm: 3.3057 2020-08-14 10:47:02,570 - mmaction - INFO - Epoch [25][1180/1253] lr: 3.000e-02, eta: 18:04:19, time: 0.671, data_time: 0.007, memory: 4833, top1_acc: 0.5221, top5_acc: 0.7586, loss_cls: 2.0193, loss: 2.0193, grad_norm: 3.2355 2020-08-14 10:47:17,462 - mmaction - INFO - Epoch [25][1200/1253] lr: 3.000e-02, eta: 18:04:09, time: 0.747, data_time: 0.005, memory: 4833, top1_acc: 0.5208, top5_acc: 0.7648, loss_cls: 2.0530, loss: 2.0530, grad_norm: 3.2114 2020-08-14 10:47:31,788 - mmaction - INFO - Epoch [25][1220/1253] lr: 3.000e-02, eta: 18:03:56, time: 0.712, data_time: 0.004, memory: 4833, top1_acc: 0.5177, top5_acc: 0.7612, loss_cls: 2.0360, loss: 2.0360, grad_norm: 3.1990 2020-08-14 10:47:44,413 - mmaction - INFO - Epoch [25][1240/1253] lr: 3.000e-02, eta: 18:03:39, time: 0.634, data_time: 0.007, memory: 4833, top1_acc: 0.5143, top5_acc: 0.7620, loss_cls: 2.0514, loss: 2.0514, grad_norm: 3.2525 2020-08-14 10:47:54,277 - mmaction - INFO - Saving checkpoint at 25 epochs 2020-08-14 10:48:16,345 - mmaction - INFO - Epoch [26][20/1253] lr: 3.000e-02, eta: 18:03:08, time: 1.009, data_time: 0.373, memory: 4833, top1_acc: 0.5245, top5_acc: 0.7641, loss_cls: 2.0018, loss: 2.0018, grad_norm: 3.2425 2020-08-14 10:48:29,616 - mmaction - INFO - Epoch [26][40/1253] lr: 3.000e-02, eta: 18:02:53, time: 0.666, data_time: 0.008, memory: 4833, top1_acc: 0.5188, top5_acc: 0.7596, loss_cls: 2.0163, loss: 2.0163, grad_norm: 3.2532 2020-08-14 10:48:42,615 - mmaction - INFO - Epoch [26][60/1253] lr: 3.000e-02, eta: 18:02:36, time: 0.651, data_time: 0.008, memory: 4833, top1_acc: 0.5323, top5_acc: 0.7607, loss_cls: 1.9839, loss: 1.9839, grad_norm: 3.1562 2020-08-14 10:48:55,972 - mmaction - INFO - Epoch [26][80/1253] lr: 3.000e-02, eta: 18:02:21, time: 0.669, data_time: 0.006, memory: 4833, top1_acc: 0.5185, top5_acc: 0.7602, loss_cls: 2.0462, loss: 2.0462, grad_norm: 3.3090 2020-08-14 10:49:09,168 - mmaction - INFO - Epoch [26][100/1253] lr: 3.000e-02, eta: 18:02:05, time: 0.659, data_time: 0.007, memory: 4833, top1_acc: 0.5253, top5_acc: 0.7721, loss_cls: 1.9682, loss: 1.9682, grad_norm: 3.2770 2020-08-14 10:49:21,816 - mmaction - INFO - Epoch [26][120/1253] lr: 3.000e-02, eta: 18:01:48, time: 0.632, data_time: 0.006, memory: 4833, top1_acc: 0.5401, top5_acc: 0.7812, loss_cls: 1.9612, loss: 1.9612, grad_norm: 3.1953 2020-08-14 10:49:35,884 - mmaction - INFO - Epoch [26][140/1253] lr: 3.000e-02, eta: 18:01:35, time: 0.701, data_time: 0.011, memory: 4833, top1_acc: 0.5086, top5_acc: 0.7547, loss_cls: 2.0570, loss: 2.0570, grad_norm: 3.2910 2020-08-14 10:49:50,187 - mmaction - INFO - Epoch [26][160/1253] lr: 3.000e-02, eta: 18:01:22, time: 0.717, data_time: 0.008, memory: 4833, top1_acc: 0.5268, top5_acc: 0.7664, loss_cls: 2.0367, loss: 2.0367, grad_norm: 3.2093 2020-08-14 10:50:03,593 - mmaction - INFO - Epoch [26][180/1253] lr: 3.000e-02, eta: 18:01:07, time: 0.672, data_time: 0.007, memory: 4833, top1_acc: 0.5237, top5_acc: 0.7544, loss_cls: 2.0551, loss: 2.0551, grad_norm: 3.1936 2020-08-14 10:50:17,455 - mmaction - INFO - Epoch [26][200/1253] lr: 3.000e-02, eta: 18:00:54, time: 0.692, data_time: 0.002, memory: 4833, top1_acc: 0.5367, top5_acc: 0.7753, loss_cls: 1.9652, loss: 1.9652, grad_norm: 3.2903 2020-08-14 10:50:31,537 - mmaction - INFO - Epoch [26][220/1253] lr: 3.000e-02, eta: 18:00:40, time: 0.702, data_time: 0.007, memory: 4833, top1_acc: 0.5240, top5_acc: 0.7659, loss_cls: 2.0206, loss: 2.0206, grad_norm: 3.2351 2020-08-14 10:50:46,049 - mmaction - INFO - Epoch [26][240/1253] lr: 3.000e-02, eta: 18:00:29, time: 0.728, data_time: 0.007, memory: 4833, top1_acc: 0.5333, top5_acc: 0.7708, loss_cls: 1.9806, loss: 1.9806, grad_norm: 3.2613 2020-08-14 10:50:58,447 - mmaction - INFO - Epoch [26][260/1253] lr: 3.000e-02, eta: 18:00:10, time: 0.617, data_time: 0.005, memory: 4833, top1_acc: 0.5398, top5_acc: 0.7784, loss_cls: 1.9443, loss: 1.9443, grad_norm: 3.2144 2020-08-14 10:51:12,246 - mmaction - INFO - Epoch [26][280/1253] lr: 3.000e-02, eta: 17:59:57, time: 0.691, data_time: 0.006, memory: 4833, top1_acc: 0.5385, top5_acc: 0.7721, loss_cls: 1.9631, loss: 1.9631, grad_norm: 3.2021 2020-08-14 10:51:24,674 - mmaction - INFO - Epoch [26][300/1253] lr: 3.000e-02, eta: 17:59:39, time: 0.620, data_time: 0.008, memory: 4833, top1_acc: 0.5266, top5_acc: 0.7622, loss_cls: 2.0053, loss: 2.0053, grad_norm: 3.2985 2020-08-14 10:51:38,698 - mmaction - INFO - Epoch [26][320/1253] lr: 3.000e-02, eta: 17:59:25, time: 0.703, data_time: 0.007, memory: 4833, top1_acc: 0.5237, top5_acc: 0.7714, loss_cls: 2.0086, loss: 2.0086, grad_norm: 3.2951 2020-08-14 10:51:52,004 - mmaction - INFO - Epoch [26][340/1253] lr: 3.000e-02, eta: 17:59:10, time: 0.662, data_time: 0.008, memory: 4833, top1_acc: 0.5240, top5_acc: 0.7714, loss_cls: 2.0056, loss: 2.0056, grad_norm: 3.2621 2020-08-14 10:52:04,893 - mmaction - INFO - Epoch [26][360/1253] lr: 3.000e-02, eta: 17:58:53, time: 0.648, data_time: 0.007, memory: 4833, top1_acc: 0.5344, top5_acc: 0.7643, loss_cls: 1.9859, loss: 1.9859, grad_norm: 3.2287 2020-08-14 10:52:18,440 - mmaction - INFO - Epoch [26][380/1253] lr: 3.000e-02, eta: 17:58:39, time: 0.676, data_time: 0.008, memory: 4833, top1_acc: 0.5401, top5_acc: 0.7747, loss_cls: 1.9757, loss: 1.9757, grad_norm: 3.2023 2020-08-14 10:52:31,636 - mmaction - INFO - Epoch [26][400/1253] lr: 3.000e-02, eta: 17:58:23, time: 0.660, data_time: 0.007, memory: 4833, top1_acc: 0.5247, top5_acc: 0.7706, loss_cls: 2.0226, loss: 2.0226, grad_norm: 3.2961 2020-08-14 10:52:45,764 - mmaction - INFO - Epoch [26][420/1253] lr: 3.000e-02, eta: 17:58:10, time: 0.707, data_time: 0.007, memory: 4833, top1_acc: 0.5289, top5_acc: 0.7742, loss_cls: 1.9908, loss: 1.9908, grad_norm: 3.2361 2020-08-14 10:52:58,904 - mmaction - INFO - Epoch [26][440/1253] lr: 3.000e-02, eta: 17:57:54, time: 0.658, data_time: 0.005, memory: 4833, top1_acc: 0.5292, top5_acc: 0.7659, loss_cls: 2.0159, loss: 2.0159, grad_norm: 3.1983 2020-08-14 10:53:13,019 - mmaction - INFO - Epoch [26][460/1253] lr: 3.000e-02, eta: 17:57:41, time: 0.705, data_time: 0.003, memory: 4833, top1_acc: 0.5227, top5_acc: 0.7599, loss_cls: 2.0542, loss: 2.0542, grad_norm: 3.3383 2020-08-14 10:53:26,584 - mmaction - INFO - Epoch [26][480/1253] lr: 3.000e-02, eta: 17:57:27, time: 0.676, data_time: 0.006, memory: 4833, top1_acc: 0.5211, top5_acc: 0.7628, loss_cls: 2.0400, loss: 2.0400, grad_norm: 3.2704 2020-08-14 10:53:39,073 - mmaction - INFO - Epoch [26][500/1253] lr: 3.000e-02, eta: 17:57:09, time: 0.625, data_time: 0.007, memory: 4833, top1_acc: 0.5208, top5_acc: 0.7599, loss_cls: 2.0591, loss: 2.0591, grad_norm: 3.2140 2020-08-14 10:53:52,866 - mmaction - INFO - Epoch [26][520/1253] lr: 3.000e-02, eta: 17:56:55, time: 0.691, data_time: 0.008, memory: 4833, top1_acc: 0.5174, top5_acc: 0.7505, loss_cls: 2.1011, loss: 2.1011, grad_norm: 3.1702 2020-08-14 10:54:06,324 - mmaction - INFO - Epoch [26][540/1253] lr: 3.000e-02, eta: 17:56:40, time: 0.674, data_time: 0.003, memory: 4833, top1_acc: 0.5276, top5_acc: 0.7633, loss_cls: 2.0324, loss: 2.0324, grad_norm: 3.2118 2020-08-14 10:54:20,379 - mmaction - INFO - Epoch [26][560/1253] lr: 3.000e-02, eta: 17:56:27, time: 0.701, data_time: 0.005, memory: 4833, top1_acc: 0.5232, top5_acc: 0.7625, loss_cls: 2.0342, loss: 2.0342, grad_norm: 3.2273 2020-08-14 10:54:32,709 - mmaction - INFO - Epoch [26][580/1253] lr: 3.000e-02, eta: 17:56:09, time: 0.617, data_time: 0.004, memory: 4833, top1_acc: 0.5260, top5_acc: 0.7617, loss_cls: 2.0034, loss: 2.0034, grad_norm: 3.2033 2020-08-14 10:54:47,256 - mmaction - INFO - Epoch [26][600/1253] lr: 3.000e-02, eta: 17:55:57, time: 0.724, data_time: 0.007, memory: 4833, top1_acc: 0.5190, top5_acc: 0.7552, loss_cls: 2.0261, loss: 2.0261, grad_norm: 3.2491 2020-08-14 10:55:00,915 - mmaction - INFO - Epoch [26][620/1253] lr: 3.000e-02, eta: 17:55:43, time: 0.686, data_time: 0.007, memory: 4833, top1_acc: 0.5375, top5_acc: 0.7612, loss_cls: 1.9888, loss: 1.9888, grad_norm: 3.2816 2020-08-14 10:55:15,421 - mmaction - INFO - Epoch [26][640/1253] lr: 3.000e-02, eta: 17:55:31, time: 0.723, data_time: 0.007, memory: 4833, top1_acc: 0.5365, top5_acc: 0.7747, loss_cls: 1.9878, loss: 1.9878, grad_norm: 3.2683 2020-08-14 10:55:28,030 - mmaction - INFO - Epoch [26][660/1253] lr: 3.000e-02, eta: 17:55:13, time: 0.633, data_time: 0.007, memory: 4833, top1_acc: 0.5250, top5_acc: 0.7643, loss_cls: 2.0386, loss: 2.0386, grad_norm: 3.3138 2020-08-14 10:55:41,532 - mmaction - INFO - Epoch [26][680/1253] lr: 3.000e-02, eta: 17:54:59, time: 0.674, data_time: 0.007, memory: 4833, top1_acc: 0.5237, top5_acc: 0.7682, loss_cls: 2.0164, loss: 2.0164, grad_norm: 3.2597 2020-08-14 10:55:54,839 - mmaction - INFO - Epoch [26][700/1253] lr: 3.000e-02, eta: 17:54:43, time: 0.666, data_time: 0.005, memory: 4833, top1_acc: 0.5294, top5_acc: 0.7659, loss_cls: 1.9907, loss: 1.9907, grad_norm: 3.1482 2020-08-14 10:56:08,478 - mmaction - INFO - Epoch [26][720/1253] lr: 3.000e-02, eta: 17:54:29, time: 0.682, data_time: 0.007, memory: 4833, top1_acc: 0.5409, top5_acc: 0.7672, loss_cls: 1.9952, loss: 1.9952, grad_norm: 3.3279 2020-08-14 10:56:22,365 - mmaction - INFO - Epoch [26][740/1253] lr: 3.000e-02, eta: 17:54:15, time: 0.695, data_time: 0.004, memory: 4833, top1_acc: 0.5302, top5_acc: 0.7581, loss_cls: 2.0139, loss: 2.0139, grad_norm: 3.1978 2020-08-14 10:56:35,681 - mmaction - INFO - Epoch [26][760/1253] lr: 3.000e-02, eta: 17:54:00, time: 0.664, data_time: 0.007, memory: 4833, top1_acc: 0.5190, top5_acc: 0.7625, loss_cls: 2.0549, loss: 2.0549, grad_norm: 3.2726 2020-08-14 10:56:48,812 - mmaction - INFO - Epoch [26][780/1253] lr: 3.000e-02, eta: 17:53:44, time: 0.658, data_time: 0.007, memory: 4833, top1_acc: 0.5250, top5_acc: 0.7576, loss_cls: 2.0284, loss: 2.0284, grad_norm: 3.2664 2020-08-14 10:57:03,381 - mmaction - INFO - Epoch [26][800/1253] lr: 3.000e-02, eta: 17:53:32, time: 0.729, data_time: 0.007, memory: 4833, top1_acc: 0.5318, top5_acc: 0.7737, loss_cls: 1.9638, loss: 1.9638, grad_norm: 3.2691 2020-08-14 10:57:17,635 - mmaction - INFO - Epoch [26][820/1253] lr: 3.000e-02, eta: 17:53:20, time: 0.712, data_time: 0.004, memory: 4833, top1_acc: 0.5172, top5_acc: 0.7706, loss_cls: 2.0275, loss: 2.0275, grad_norm: 3.2456 2020-08-14 10:57:30,909 - mmaction - INFO - Epoch [26][840/1253] lr: 3.000e-02, eta: 17:53:04, time: 0.664, data_time: 0.007, memory: 4833, top1_acc: 0.5284, top5_acc: 0.7576, loss_cls: 2.0368, loss: 2.0368, grad_norm: 3.2165 2020-08-14 10:57:44,240 - mmaction - INFO - Epoch [26][860/1253] lr: 3.000e-02, eta: 17:52:49, time: 0.667, data_time: 0.008, memory: 4833, top1_acc: 0.5266, top5_acc: 0.7589, loss_cls: 2.0425, loss: 2.0425, grad_norm: 3.2310 2020-08-14 10:57:57,803 - mmaction - INFO - Epoch [26][880/1253] lr: 3.000e-02, eta: 17:52:34, time: 0.676, data_time: 0.007, memory: 4833, top1_acc: 0.5372, top5_acc: 0.7630, loss_cls: 2.0155, loss: 2.0155, grad_norm: 3.2367 2020-08-14 10:58:10,725 - mmaction - INFO - Epoch [26][900/1253] lr: 3.000e-02, eta: 17:52:18, time: 0.648, data_time: 0.007, memory: 4833, top1_acc: 0.5419, top5_acc: 0.7711, loss_cls: 1.9735, loss: 1.9735, grad_norm: 3.2028 2020-08-14 10:58:25,262 - mmaction - INFO - Epoch [26][920/1253] lr: 3.000e-02, eta: 17:52:06, time: 0.724, data_time: 0.008, memory: 4833, top1_acc: 0.5292, top5_acc: 0.7750, loss_cls: 1.9643, loss: 1.9643, grad_norm: 3.3423 2020-08-14 10:58:39,623 - mmaction - INFO - Epoch [26][940/1253] lr: 3.000e-02, eta: 17:51:54, time: 0.720, data_time: 0.007, memory: 4833, top1_acc: 0.5177, top5_acc: 0.7529, loss_cls: 2.0686, loss: 2.0686, grad_norm: 3.3439 2020-08-14 10:58:53,658 - mmaction - INFO - Epoch [26][960/1253] lr: 3.000e-02, eta: 17:51:41, time: 0.700, data_time: 0.007, memory: 4833, top1_acc: 0.5341, top5_acc: 0.7706, loss_cls: 2.0038, loss: 2.0038, grad_norm: 3.3319 2020-08-14 10:59:08,171 - mmaction - INFO - Epoch [26][980/1253] lr: 3.000e-02, eta: 17:51:29, time: 0.727, data_time: 0.006, memory: 4833, top1_acc: 0.5229, top5_acc: 0.7609, loss_cls: 2.0357, loss: 2.0357, grad_norm: 3.2588 2020-08-14 10:59:21,714 - mmaction - INFO - Epoch [26][1000/1253] lr: 3.000e-02, eta: 17:51:14, time: 0.679, data_time: 0.007, memory: 4833, top1_acc: 0.5193, top5_acc: 0.7581, loss_cls: 2.0560, loss: 2.0560, grad_norm: 3.2073 2020-08-14 10:59:34,376 - mmaction - INFO - Epoch [26][1020/1253] lr: 3.000e-02, eta: 17:50:57, time: 0.631, data_time: 0.004, memory: 4833, top1_acc: 0.5227, top5_acc: 0.7596, loss_cls: 2.0466, loss: 2.0466, grad_norm: 3.2602 2020-08-14 10:59:47,469 - mmaction - INFO - Epoch [26][1040/1253] lr: 3.000e-02, eta: 17:50:41, time: 0.656, data_time: 0.008, memory: 4833, top1_acc: 0.5336, top5_acc: 0.7729, loss_cls: 1.9983, loss: 1.9983, grad_norm: 3.2408 2020-08-14 11:00:01,430 - mmaction - INFO - Epoch [26][1060/1253] lr: 3.000e-02, eta: 17:50:28, time: 0.694, data_time: 0.007, memory: 4833, top1_acc: 0.5294, top5_acc: 0.7695, loss_cls: 2.0093, loss: 2.0093, grad_norm: 3.2595 2020-08-14 11:00:21,149 - mmaction - INFO - Epoch [26][1080/1253] lr: 3.000e-02, eta: 17:50:31, time: 0.984, data_time: 0.008, memory: 4833, top1_acc: 0.5156, top5_acc: 0.7622, loss_cls: 2.0591, loss: 2.0591, grad_norm: 3.3582 2020-08-14 11:00:34,798 - mmaction - INFO - Epoch [26][1100/1253] lr: 3.000e-02, eta: 17:50:16, time: 0.687, data_time: 0.035, memory: 4833, top1_acc: 0.5245, top5_acc: 0.7706, loss_cls: 2.0290, loss: 2.0290, grad_norm: 3.3304 2020-08-14 11:00:47,600 - mmaction - INFO - Epoch [26][1120/1253] lr: 3.000e-02, eta: 17:50:00, time: 0.642, data_time: 0.007, memory: 4833, top1_acc: 0.5253, top5_acc: 0.7596, loss_cls: 2.0615, loss: 2.0615, grad_norm: 3.1544 2020-08-14 11:01:01,095 - mmaction - INFO - Epoch [26][1140/1253] lr: 3.000e-02, eta: 17:49:45, time: 0.674, data_time: 0.007, memory: 4833, top1_acc: 0.5393, top5_acc: 0.7755, loss_cls: 1.9770, loss: 1.9770, grad_norm: 3.2160 2020-08-14 11:01:15,508 - mmaction - INFO - Epoch [26][1160/1253] lr: 3.000e-02, eta: 17:49:33, time: 0.722, data_time: 0.005, memory: 4833, top1_acc: 0.5367, top5_acc: 0.7607, loss_cls: 2.0192, loss: 2.0192, grad_norm: 3.1901 2020-08-14 11:01:28,245 - mmaction - INFO - Epoch [26][1180/1253] lr: 3.000e-02, eta: 17:49:16, time: 0.635, data_time: 0.006, memory: 4833, top1_acc: 0.5315, top5_acc: 0.7711, loss_cls: 1.9687, loss: 1.9687, grad_norm: 3.2165 2020-08-14 11:01:41,684 - mmaction - INFO - Epoch [26][1200/1253] lr: 3.000e-02, eta: 17:49:01, time: 0.674, data_time: 0.007, memory: 4833, top1_acc: 0.5229, top5_acc: 0.7693, loss_cls: 2.0162, loss: 2.0162, grad_norm: 3.2385 2020-08-14 11:01:54,865 - mmaction - INFO - Epoch [26][1220/1253] lr: 3.000e-02, eta: 17:48:45, time: 0.660, data_time: 0.009, memory: 4833, top1_acc: 0.5234, top5_acc: 0.7518, loss_cls: 2.0585, loss: 2.0585, grad_norm: 3.2950 2020-08-14 11:02:08,432 - mmaction - INFO - Epoch [26][1240/1253] lr: 3.000e-02, eta: 17:48:31, time: 0.677, data_time: 0.003, memory: 4833, top1_acc: 0.5258, top5_acc: 0.7708, loss_cls: 2.0211, loss: 2.0211, grad_norm: 3.2238 2020-08-14 11:02:17,278 - mmaction - INFO - Saving checkpoint at 26 epochs 2020-08-14 11:02:41,355 - mmaction - INFO - Epoch [27][20/1253] lr: 3.000e-02, eta: 17:48:05, time: 1.098, data_time: 0.447, memory: 4833, top1_acc: 0.5508, top5_acc: 0.7729, loss_cls: 1.9493, loss: 1.9493, grad_norm: 3.2328 2020-08-14 11:02:53,835 - mmaction - INFO - Epoch [27][40/1253] lr: 3.000e-02, eta: 17:47:48, time: 0.626, data_time: 0.005, memory: 4833, top1_acc: 0.5471, top5_acc: 0.7786, loss_cls: 1.9275, loss: 1.9275, grad_norm: 3.2154 2020-08-14 11:03:06,720 - mmaction - INFO - Epoch [27][60/1253] lr: 3.000e-02, eta: 17:47:31, time: 0.643, data_time: 0.003, memory: 4833, top1_acc: 0.5297, top5_acc: 0.7776, loss_cls: 1.9786, loss: 1.9786, grad_norm: 3.2643 2020-08-14 11:03:19,200 - mmaction - INFO - Epoch [27][80/1253] lr: 3.000e-02, eta: 17:47:14, time: 0.625, data_time: 0.006, memory: 4833, top1_acc: 0.5253, top5_acc: 0.7570, loss_cls: 2.0421, loss: 2.0421, grad_norm: 3.2298 2020-08-14 11:03:31,617 - mmaction - INFO - Epoch [27][100/1253] lr: 3.000e-02, eta: 17:46:56, time: 0.618, data_time: 0.006, memory: 4833, top1_acc: 0.5357, top5_acc: 0.7695, loss_cls: 1.9720, loss: 1.9720, grad_norm: 3.2164 2020-08-14 11:03:44,800 - mmaction - INFO - Epoch [27][120/1253] lr: 3.000e-02, eta: 17:46:40, time: 0.661, data_time: 0.007, memory: 4833, top1_acc: 0.5333, top5_acc: 0.7682, loss_cls: 1.9761, loss: 1.9761, grad_norm: 3.2480 2020-08-14 11:03:58,012 - mmaction - INFO - Epoch [27][140/1253] lr: 3.000e-02, eta: 17:46:25, time: 0.661, data_time: 0.009, memory: 4833, top1_acc: 0.5185, top5_acc: 0.7648, loss_cls: 2.0238, loss: 2.0238, grad_norm: 3.3047 2020-08-14 11:04:13,094 - mmaction - INFO - Epoch [27][160/1253] lr: 3.000e-02, eta: 17:46:14, time: 0.751, data_time: 0.008, memory: 4833, top1_acc: 0.5232, top5_acc: 0.7685, loss_cls: 1.9989, loss: 1.9989, grad_norm: 3.3848 2020-08-14 11:04:25,963 - mmaction - INFO - Epoch [27][180/1253] lr: 3.000e-02, eta: 17:45:58, time: 0.648, data_time: 0.007, memory: 4833, top1_acc: 0.5417, top5_acc: 0.7781, loss_cls: 1.9436, loss: 1.9436, grad_norm: 3.2436 2020-08-14 11:04:39,832 - mmaction - INFO - Epoch [27][200/1253] lr: 3.000e-02, eta: 17:45:44, time: 0.691, data_time: 0.006, memory: 4833, top1_acc: 0.5430, top5_acc: 0.7833, loss_cls: 1.9548, loss: 1.9548, grad_norm: 3.2166 2020-08-14 11:04:52,879 - mmaction - INFO - Epoch [27][220/1253] lr: 3.000e-02, eta: 17:45:28, time: 0.654, data_time: 0.007, memory: 4833, top1_acc: 0.5406, top5_acc: 0.7701, loss_cls: 1.9778, loss: 1.9778, grad_norm: 3.3072 2020-08-14 11:05:06,608 - mmaction - INFO - Epoch [27][240/1253] lr: 3.000e-02, eta: 17:45:14, time: 0.685, data_time: 0.007, memory: 4833, top1_acc: 0.5354, top5_acc: 0.7690, loss_cls: 1.9824, loss: 1.9824, grad_norm: 3.1762 2020-08-14 11:05:19,421 - mmaction - INFO - Epoch [27][260/1253] lr: 3.000e-02, eta: 17:44:58, time: 0.644, data_time: 0.006, memory: 4833, top1_acc: 0.5286, top5_acc: 0.7654, loss_cls: 2.0036, loss: 2.0036, grad_norm: 3.2804 2020-08-14 11:05:32,547 - mmaction - INFO - Epoch [27][280/1253] lr: 3.000e-02, eta: 17:44:42, time: 0.654, data_time: 0.006, memory: 4833, top1_acc: 0.5219, top5_acc: 0.7625, loss_cls: 2.0266, loss: 2.0266, grad_norm: 3.1706 2020-08-14 11:05:45,208 - mmaction - INFO - Epoch [27][300/1253] lr: 3.000e-02, eta: 17:44:25, time: 0.634, data_time: 0.006, memory: 4833, top1_acc: 0.5354, top5_acc: 0.7698, loss_cls: 1.9722, loss: 1.9722, grad_norm: 3.1924 2020-08-14 11:05:58,897 - mmaction - INFO - Epoch [27][320/1253] lr: 3.000e-02, eta: 17:44:10, time: 0.682, data_time: 0.007, memory: 4833, top1_acc: 0.5276, top5_acc: 0.7779, loss_cls: 1.9736, loss: 1.9736, grad_norm: 3.1647 2020-08-14 11:06:11,658 - mmaction - INFO - Epoch [27][340/1253] lr: 3.000e-02, eta: 17:43:54, time: 0.641, data_time: 0.007, memory: 4833, top1_acc: 0.5333, top5_acc: 0.7742, loss_cls: 1.9727, loss: 1.9727, grad_norm: 3.2951 2020-08-14 11:06:24,303 - mmaction - INFO - Epoch [27][360/1253] lr: 3.000e-02, eta: 17:43:36, time: 0.629, data_time: 0.005, memory: 4833, top1_acc: 0.5359, top5_acc: 0.7802, loss_cls: 1.9220, loss: 1.9220, grad_norm: 3.3101 2020-08-14 11:06:37,865 - mmaction - INFO - Epoch [27][380/1253] lr: 3.000e-02, eta: 17:43:22, time: 0.681, data_time: 0.007, memory: 4833, top1_acc: 0.5112, top5_acc: 0.7549, loss_cls: 2.0571, loss: 2.0571, grad_norm: 3.2902 2020-08-14 11:06:51,712 - mmaction - INFO - Epoch [27][400/1253] lr: 3.000e-02, eta: 17:43:08, time: 0.690, data_time: 0.006, memory: 4833, top1_acc: 0.5424, top5_acc: 0.7724, loss_cls: 1.9511, loss: 1.9511, grad_norm: 3.3078 2020-08-14 11:07:05,276 - mmaction - INFO - Epoch [27][420/1253] lr: 3.000e-02, eta: 17:42:54, time: 0.680, data_time: 0.007, memory: 4833, top1_acc: 0.5404, top5_acc: 0.7745, loss_cls: 2.0031, loss: 2.0031, grad_norm: 3.2860 2020-08-14 11:07:19,344 - mmaction - INFO - Epoch [27][440/1253] lr: 3.000e-02, eta: 17:42:41, time: 0.701, data_time: 0.007, memory: 4833, top1_acc: 0.5393, top5_acc: 0.7849, loss_cls: 1.9131, loss: 1.9131, grad_norm: 3.2960 2020-08-14 11:07:32,663 - mmaction - INFO - Epoch [27][460/1253] lr: 3.000e-02, eta: 17:42:25, time: 0.667, data_time: 0.007, memory: 4833, top1_acc: 0.5396, top5_acc: 0.7747, loss_cls: 1.9570, loss: 1.9570, grad_norm: 3.2483 2020-08-14 11:07:46,882 - mmaction - INFO - Epoch [27][480/1253] lr: 3.000e-02, eta: 17:42:13, time: 0.710, data_time: 0.007, memory: 4833, top1_acc: 0.5198, top5_acc: 0.7622, loss_cls: 2.0282, loss: 2.0282, grad_norm: 3.3959 2020-08-14 11:08:00,136 - mmaction - INFO - Epoch [27][500/1253] lr: 3.000e-02, eta: 17:41:57, time: 0.664, data_time: 0.006, memory: 4833, top1_acc: 0.5208, top5_acc: 0.7487, loss_cls: 2.0514, loss: 2.0514, grad_norm: 3.3207 2020-08-14 11:08:15,402 - mmaction - INFO - Epoch [27][520/1253] lr: 3.000e-02, eta: 17:41:48, time: 0.764, data_time: 0.003, memory: 4833, top1_acc: 0.5443, top5_acc: 0.7716, loss_cls: 1.9495, loss: 1.9495, grad_norm: 3.2601 2020-08-14 11:08:28,607 - mmaction - INFO - Epoch [27][540/1253] lr: 3.000e-02, eta: 17:41:32, time: 0.657, data_time: 0.005, memory: 4833, top1_acc: 0.5211, top5_acc: 0.7669, loss_cls: 2.0362, loss: 2.0362, grad_norm: 3.3202 2020-08-14 11:08:43,038 - mmaction - INFO - Epoch [27][560/1253] lr: 3.000e-02, eta: 17:41:20, time: 0.724, data_time: 0.007, memory: 4833, top1_acc: 0.5359, top5_acc: 0.7599, loss_cls: 2.0040, loss: 2.0040, grad_norm: 3.2578 2020-08-14 11:08:56,301 - mmaction - INFO - Epoch [27][580/1253] lr: 3.000e-02, eta: 17:41:04, time: 0.662, data_time: 0.006, memory: 4833, top1_acc: 0.5169, top5_acc: 0.7609, loss_cls: 2.0310, loss: 2.0310, grad_norm: 3.1982 2020-08-14 11:09:09,546 - mmaction - INFO - Epoch [27][600/1253] lr: 3.000e-02, eta: 17:40:49, time: 0.664, data_time: 0.007, memory: 4833, top1_acc: 0.5320, top5_acc: 0.7690, loss_cls: 1.9815, loss: 1.9815, grad_norm: 3.1746 2020-08-14 11:09:23,913 - mmaction - INFO - Epoch [27][620/1253] lr: 3.000e-02, eta: 17:40:37, time: 0.717, data_time: 0.008, memory: 4833, top1_acc: 0.5404, top5_acc: 0.7747, loss_cls: 1.9809, loss: 1.9809, grad_norm: 3.2991 2020-08-14 11:09:37,796 - mmaction - INFO - Epoch [27][640/1253] lr: 3.000e-02, eta: 17:40:23, time: 0.697, data_time: 0.006, memory: 4833, top1_acc: 0.5365, top5_acc: 0.7719, loss_cls: 1.9701, loss: 1.9701, grad_norm: 3.2787 2020-08-14 11:09:51,595 - mmaction - INFO - Epoch [27][660/1253] lr: 3.000e-02, eta: 17:40:09, time: 0.689, data_time: 0.005, memory: 4833, top1_acc: 0.5346, top5_acc: 0.7724, loss_cls: 1.9672, loss: 1.9672, grad_norm: 3.2142 2020-08-14 11:10:04,674 - mmaction - INFO - Epoch [27][680/1253] lr: 3.000e-02, eta: 17:39:53, time: 0.654, data_time: 0.005, memory: 4833, top1_acc: 0.5307, top5_acc: 0.7698, loss_cls: 1.9661, loss: 1.9661, grad_norm: 3.3136 2020-08-14 11:10:18,160 - mmaction - INFO - Epoch [27][700/1253] lr: 3.000e-02, eta: 17:39:39, time: 0.673, data_time: 0.009, memory: 4833, top1_acc: 0.5216, top5_acc: 0.7651, loss_cls: 2.0325, loss: 2.0325, grad_norm: 3.2658 2020-08-14 11:10:31,355 - mmaction - INFO - Epoch [27][720/1253] lr: 3.000e-02, eta: 17:39:23, time: 0.661, data_time: 0.006, memory: 4833, top1_acc: 0.5260, top5_acc: 0.7638, loss_cls: 1.9987, loss: 1.9987, grad_norm: 3.1551 2020-08-14 11:10:44,531 - mmaction - INFO - Epoch [27][740/1253] lr: 3.000e-02, eta: 17:39:07, time: 0.656, data_time: 0.007, memory: 4833, top1_acc: 0.5310, top5_acc: 0.7625, loss_cls: 2.0226, loss: 2.0226, grad_norm: 3.2787 2020-08-14 11:10:58,722 - mmaction - INFO - Epoch [27][760/1253] lr: 3.000e-02, eta: 17:38:55, time: 0.714, data_time: 0.008, memory: 4833, top1_acc: 0.5172, top5_acc: 0.7630, loss_cls: 2.0596, loss: 2.0596, grad_norm: 3.2347 2020-08-14 11:11:13,379 - mmaction - INFO - Epoch [27][780/1253] lr: 3.000e-02, eta: 17:38:43, time: 0.730, data_time: 0.005, memory: 4833, top1_acc: 0.5245, top5_acc: 0.7703, loss_cls: 2.0050, loss: 2.0050, grad_norm: 3.3509 2020-08-14 11:11:25,965 - mmaction - INFO - Epoch [27][800/1253] lr: 3.000e-02, eta: 17:38:26, time: 0.630, data_time: 0.007, memory: 4833, top1_acc: 0.5138, top5_acc: 0.7669, loss_cls: 2.0459, loss: 2.0459, grad_norm: 3.3563 2020-08-14 11:11:39,876 - mmaction - INFO - Epoch [27][820/1253] lr: 3.000e-02, eta: 17:38:12, time: 0.695, data_time: 0.010, memory: 4833, top1_acc: 0.5385, top5_acc: 0.7591, loss_cls: 2.0355, loss: 2.0355, grad_norm: 3.2551 2020-08-14 11:11:54,739 - mmaction - INFO - Epoch [27][840/1253] lr: 3.000e-02, eta: 17:38:02, time: 0.745, data_time: 0.006, memory: 4833, top1_acc: 0.5346, top5_acc: 0.7685, loss_cls: 1.9999, loss: 1.9999, grad_norm: 3.2026 2020-08-14 11:12:09,268 - mmaction - INFO - Epoch [27][860/1253] lr: 3.000e-02, eta: 17:37:50, time: 0.724, data_time: 0.007, memory: 4833, top1_acc: 0.5247, top5_acc: 0.7669, loss_cls: 2.0051, loss: 2.0051, grad_norm: 3.2975 2020-08-14 11:12:22,774 - mmaction - INFO - Epoch [27][880/1253] lr: 3.000e-02, eta: 17:37:35, time: 0.677, data_time: 0.006, memory: 4833, top1_acc: 0.5346, top5_acc: 0.7674, loss_cls: 1.9974, loss: 1.9974, grad_norm: 3.2620 2020-08-14 11:12:37,011 - mmaction - INFO - Epoch [27][900/1253] lr: 3.000e-02, eta: 17:37:22, time: 0.711, data_time: 0.006, memory: 4833, top1_acc: 0.5190, top5_acc: 0.7690, loss_cls: 1.9897, loss: 1.9897, grad_norm: 3.2633 2020-08-14 11:12:51,052 - mmaction - INFO - Epoch [27][920/1253] lr: 3.000e-02, eta: 17:37:09, time: 0.702, data_time: 0.005, memory: 4833, top1_acc: 0.5313, top5_acc: 0.7620, loss_cls: 1.9927, loss: 1.9927, grad_norm: 3.2608 2020-08-14 11:13:05,059 - mmaction - INFO - Epoch [27][940/1253] lr: 3.000e-02, eta: 17:36:56, time: 0.702, data_time: 0.009, memory: 4833, top1_acc: 0.5253, top5_acc: 0.7677, loss_cls: 2.0062, loss: 2.0062, grad_norm: 3.2269 2020-08-14 11:13:18,900 - mmaction - INFO - Epoch [27][960/1253] lr: 3.000e-02, eta: 17:36:42, time: 0.690, data_time: 0.006, memory: 4833, top1_acc: 0.5164, top5_acc: 0.7607, loss_cls: 2.0135, loss: 2.0135, grad_norm: 3.3121 2020-08-14 11:13:33,609 - mmaction - INFO - Epoch [27][980/1253] lr: 3.000e-02, eta: 17:36:31, time: 0.738, data_time: 0.007, memory: 4833, top1_acc: 0.5411, top5_acc: 0.7630, loss_cls: 1.9858, loss: 1.9858, grad_norm: 3.1654 2020-08-14 11:13:46,963 - mmaction - INFO - Epoch [27][1000/1253] lr: 3.000e-02, eta: 17:36:15, time: 0.663, data_time: 0.007, memory: 4833, top1_acc: 0.5245, top5_acc: 0.7578, loss_cls: 2.0599, loss: 2.0599, grad_norm: 3.2410 2020-08-14 11:14:00,197 - mmaction - INFO - Epoch [27][1020/1253] lr: 3.000e-02, eta: 17:36:00, time: 0.664, data_time: 0.007, memory: 4833, top1_acc: 0.5333, top5_acc: 0.7680, loss_cls: 2.0273, loss: 2.0273, grad_norm: 3.3103 2020-08-14 11:14:14,532 - mmaction - INFO - Epoch [27][1040/1253] lr: 3.000e-02, eta: 17:35:48, time: 0.718, data_time: 0.007, memory: 4833, top1_acc: 0.5206, top5_acc: 0.7716, loss_cls: 1.9940, loss: 1.9940, grad_norm: 3.2322 2020-08-14 11:14:28,703 - mmaction - INFO - Epoch [27][1060/1253] lr: 3.000e-02, eta: 17:35:35, time: 0.704, data_time: 0.007, memory: 4833, top1_acc: 0.5279, top5_acc: 0.7633, loss_cls: 2.0399, loss: 2.0399, grad_norm: 3.2547 2020-08-14 11:14:42,140 - mmaction - INFO - Epoch [27][1080/1253] lr: 3.000e-02, eta: 17:35:20, time: 0.675, data_time: 0.007, memory: 4833, top1_acc: 0.5383, top5_acc: 0.7760, loss_cls: 1.9832, loss: 1.9832, grad_norm: 3.1797 2020-08-14 11:14:57,020 - mmaction - INFO - Epoch [27][1100/1253] lr: 3.000e-02, eta: 17:35:09, time: 0.745, data_time: 0.004, memory: 4833, top1_acc: 0.5349, top5_acc: 0.7625, loss_cls: 2.0174, loss: 2.0174, grad_norm: 3.2705 2020-08-14 11:15:11,173 - mmaction - INFO - Epoch [27][1120/1253] lr: 3.000e-02, eta: 17:34:56, time: 0.704, data_time: 0.008, memory: 4833, top1_acc: 0.5227, top5_acc: 0.7604, loss_cls: 2.0404, loss: 2.0404, grad_norm: 3.1916 2020-08-14 11:15:23,524 - mmaction - INFO - Epoch [27][1140/1253] lr: 3.000e-02, eta: 17:34:38, time: 0.620, data_time: 0.007, memory: 4833, top1_acc: 0.5253, top5_acc: 0.7682, loss_cls: 2.0304, loss: 2.0304, grad_norm: 3.3280 2020-08-14 11:15:38,284 - mmaction - INFO - Epoch [27][1160/1253] lr: 3.000e-02, eta: 17:34:27, time: 0.738, data_time: 0.007, memory: 4833, top1_acc: 0.5190, top5_acc: 0.7604, loss_cls: 2.0424, loss: 2.0424, grad_norm: 3.1802 2020-08-14 11:15:52,135 - mmaction - INFO - Epoch [27][1180/1253] lr: 3.000e-02, eta: 17:34:13, time: 0.694, data_time: 0.005, memory: 4833, top1_acc: 0.5174, top5_acc: 0.7576, loss_cls: 2.0488, loss: 2.0488, grad_norm: 3.1771 2020-08-14 11:16:05,799 - mmaction - INFO - Epoch [27][1200/1253] lr: 3.000e-02, eta: 17:33:59, time: 0.682, data_time: 0.004, memory: 4833, top1_acc: 0.5378, top5_acc: 0.7711, loss_cls: 1.9638, loss: 1.9638, grad_norm: 3.2038 2020-08-14 11:16:18,834 - mmaction - INFO - Epoch [27][1220/1253] lr: 3.000e-02, eta: 17:33:43, time: 0.650, data_time: 0.007, memory: 4833, top1_acc: 0.5297, top5_acc: 0.7638, loss_cls: 2.0076, loss: 2.0076, grad_norm: 3.2258 2020-08-14 11:16:33,383 - mmaction - INFO - Epoch [27][1240/1253] lr: 3.000e-02, eta: 17:33:31, time: 0.729, data_time: 0.008, memory: 4833, top1_acc: 0.5354, top5_acc: 0.7620, loss_cls: 2.0015, loss: 2.0015, grad_norm: 3.1695 2020-08-14 11:16:41,662 - mmaction - INFO - Saving checkpoint at 27 epochs 2020-08-14 11:17:04,527 - mmaction - INFO - Epoch [28][20/1253] lr: 3.000e-02, eta: 17:33:03, time: 1.044, data_time: 0.402, memory: 4833, top1_acc: 0.5406, top5_acc: 0.7654, loss_cls: 1.9566, loss: 1.9566, grad_norm: 3.1788 2020-08-14 11:17:16,985 - mmaction - INFO - Epoch [28][40/1253] lr: 3.000e-02, eta: 17:32:46, time: 0.624, data_time: 0.009, memory: 4833, top1_acc: 0.5294, top5_acc: 0.7688, loss_cls: 1.9927, loss: 1.9927, grad_norm: 3.2279 2020-08-14 11:17:30,923 - mmaction - INFO - Epoch [28][60/1253] lr: 3.000e-02, eta: 17:32:32, time: 0.696, data_time: 0.008, memory: 4833, top1_acc: 0.5445, top5_acc: 0.7708, loss_cls: 1.9702, loss: 1.9702, grad_norm: 3.1363 2020-08-14 11:17:44,845 - mmaction - INFO - Epoch [28][80/1253] lr: 3.000e-02, eta: 17:32:19, time: 0.697, data_time: 0.006, memory: 4833, top1_acc: 0.5289, top5_acc: 0.7695, loss_cls: 1.9816, loss: 1.9816, grad_norm: 3.2362 2020-08-14 11:17:59,187 - mmaction - INFO - Epoch [28][100/1253] lr: 3.000e-02, eta: 17:32:06, time: 0.717, data_time: 0.003, memory: 4833, top1_acc: 0.5286, top5_acc: 0.7799, loss_cls: 1.9743, loss: 1.9743, grad_norm: 3.3031 2020-08-14 11:18:13,895 - mmaction - INFO - Epoch [28][120/1253] lr: 3.000e-02, eta: 17:31:55, time: 0.735, data_time: 0.002, memory: 4833, top1_acc: 0.5273, top5_acc: 0.7703, loss_cls: 1.9973, loss: 1.9973, grad_norm: 3.2487 2020-08-14 11:18:27,619 - mmaction - INFO - Epoch [28][140/1253] lr: 3.000e-02, eta: 17:31:41, time: 0.685, data_time: 0.005, memory: 4833, top1_acc: 0.5380, top5_acc: 0.7714, loss_cls: 1.9645, loss: 1.9645, grad_norm: 3.2165 2020-08-14 11:18:41,656 - mmaction - INFO - Epoch [28][160/1253] lr: 3.000e-02, eta: 17:31:28, time: 0.702, data_time: 0.008, memory: 4833, top1_acc: 0.5273, top5_acc: 0.7758, loss_cls: 1.9710, loss: 1.9710, grad_norm: 3.2155 2020-08-14 11:18:55,016 - mmaction - INFO - Epoch [28][180/1253] lr: 3.000e-02, eta: 17:31:13, time: 0.669, data_time: 0.007, memory: 4833, top1_acc: 0.5372, top5_acc: 0.7716, loss_cls: 1.9746, loss: 1.9746, grad_norm: 3.2470 2020-08-14 11:19:09,054 - mmaction - INFO - Epoch [28][200/1253] lr: 3.000e-02, eta: 17:30:59, time: 0.699, data_time: 0.008, memory: 4833, top1_acc: 0.5331, top5_acc: 0.7677, loss_cls: 1.9876, loss: 1.9876, grad_norm: 3.3721 2020-08-14 11:19:24,018 - mmaction - INFO - Epoch [28][220/1253] lr: 3.000e-02, eta: 17:30:49, time: 0.750, data_time: 0.009, memory: 4833, top1_acc: 0.5305, top5_acc: 0.7737, loss_cls: 1.9853, loss: 1.9853, grad_norm: 3.2940 2020-08-14 11:19:36,864 - mmaction - INFO - Epoch [28][240/1253] lr: 3.000e-02, eta: 17:30:32, time: 0.639, data_time: 0.006, memory: 4833, top1_acc: 0.5365, top5_acc: 0.7711, loss_cls: 1.9713, loss: 1.9713, grad_norm: 3.3057 2020-08-14 11:19:49,897 - mmaction - INFO - Epoch [28][260/1253] lr: 3.000e-02, eta: 17:30:16, time: 0.656, data_time: 0.007, memory: 4833, top1_acc: 0.5250, top5_acc: 0.7695, loss_cls: 2.0105, loss: 2.0105, grad_norm: 3.1927 2020-08-14 11:20:04,394 - mmaction - INFO - Epoch [28][280/1253] lr: 3.000e-02, eta: 17:30:04, time: 0.724, data_time: 0.008, memory: 4833, top1_acc: 0.5208, top5_acc: 0.7615, loss_cls: 2.0294, loss: 2.0294, grad_norm: 3.2296 2020-08-14 11:20:17,796 - mmaction - INFO - Epoch [28][300/1253] lr: 3.000e-02, eta: 17:29:49, time: 0.670, data_time: 0.004, memory: 4833, top1_acc: 0.5461, top5_acc: 0.7758, loss_cls: 1.9670, loss: 1.9670, grad_norm: 3.2797 2020-08-14 11:20:32,103 - mmaction - INFO - Epoch [28][320/1253] lr: 3.000e-02, eta: 17:29:37, time: 0.717, data_time: 0.007, memory: 4833, top1_acc: 0.5276, top5_acc: 0.7708, loss_cls: 1.9887, loss: 1.9887, grad_norm: 3.2665 2020-08-14 11:20:45,373 - mmaction - INFO - Epoch [28][340/1253] lr: 3.000e-02, eta: 17:29:22, time: 0.660, data_time: 0.006, memory: 4833, top1_acc: 0.5349, top5_acc: 0.7607, loss_cls: 2.0215, loss: 2.0215, grad_norm: 3.3162 2020-08-14 11:20:58,657 - mmaction - INFO - Epoch [28][360/1253] lr: 3.000e-02, eta: 17:29:06, time: 0.664, data_time: 0.008, memory: 4833, top1_acc: 0.5440, top5_acc: 0.7771, loss_cls: 1.9433, loss: 1.9433, grad_norm: 3.2142 2020-08-14 11:21:12,905 - mmaction - INFO - Epoch [28][380/1253] lr: 3.000e-02, eta: 17:28:54, time: 0.714, data_time: 0.011, memory: 4833, top1_acc: 0.5406, top5_acc: 0.7698, loss_cls: 1.9673, loss: 1.9673, grad_norm: 3.3083 2020-08-14 11:21:26,810 - mmaction - INFO - Epoch [28][400/1253] lr: 3.000e-02, eta: 17:28:40, time: 0.696, data_time: 0.006, memory: 4833, top1_acc: 0.5320, top5_acc: 0.7719, loss_cls: 1.9802, loss: 1.9802, grad_norm: 3.2546 2020-08-14 11:21:40,710 - mmaction - INFO - Epoch [28][420/1253] lr: 3.000e-02, eta: 17:28:26, time: 0.693, data_time: 0.008, memory: 4833, top1_acc: 0.5109, top5_acc: 0.7576, loss_cls: 2.0250, loss: 2.0250, grad_norm: 3.2496 2020-08-14 11:21:53,930 - mmaction - INFO - Epoch [28][440/1253] lr: 3.000e-02, eta: 17:28:11, time: 0.662, data_time: 0.007, memory: 4833, top1_acc: 0.5477, top5_acc: 0.7846, loss_cls: 1.9020, loss: 1.9020, grad_norm: 3.2140 2020-08-14 11:22:08,643 - mmaction - INFO - Epoch [28][460/1253] lr: 3.000e-02, eta: 17:27:59, time: 0.732, data_time: 0.007, memory: 4833, top1_acc: 0.5437, top5_acc: 0.7750, loss_cls: 1.9554, loss: 1.9554, grad_norm: 3.2560 2020-08-14 11:22:22,790 - mmaction - INFO - Epoch [28][480/1253] lr: 3.000e-02, eta: 17:27:47, time: 0.710, data_time: 0.007, memory: 4833, top1_acc: 0.5437, top5_acc: 0.7799, loss_cls: 1.9503, loss: 1.9503, grad_norm: 3.3035 2020-08-14 11:22:36,690 - mmaction - INFO - Epoch [28][500/1253] lr: 3.000e-02, eta: 17:27:33, time: 0.693, data_time: 0.007, memory: 4833, top1_acc: 0.5357, top5_acc: 0.7693, loss_cls: 1.9584, loss: 1.9584, grad_norm: 3.2194 2020-08-14 11:22:50,026 - mmaction - INFO - Epoch [28][520/1253] lr: 3.000e-02, eta: 17:27:18, time: 0.670, data_time: 0.007, memory: 4833, top1_acc: 0.5479, top5_acc: 0.7687, loss_cls: 1.9525, loss: 1.9525, grad_norm: 3.1562 2020-08-14 11:23:04,097 - mmaction - INFO - Epoch [28][540/1253] lr: 3.000e-02, eta: 17:27:05, time: 0.702, data_time: 0.006, memory: 4833, top1_acc: 0.5367, top5_acc: 0.7672, loss_cls: 1.9727, loss: 1.9727, grad_norm: 3.2578 2020-08-14 11:23:17,034 - mmaction - INFO - Epoch [28][560/1253] lr: 3.000e-02, eta: 17:26:49, time: 0.648, data_time: 0.006, memory: 4833, top1_acc: 0.5333, top5_acc: 0.7602, loss_cls: 2.0167, loss: 2.0167, grad_norm: 3.3085 2020-08-14 11:23:31,795 - mmaction - INFO - Epoch [28][580/1253] lr: 3.000e-02, eta: 17:26:37, time: 0.737, data_time: 0.006, memory: 4833, top1_acc: 0.5357, top5_acc: 0.7734, loss_cls: 1.9720, loss: 1.9720, grad_norm: 3.3232 2020-08-14 11:23:44,428 - mmaction - INFO - Epoch [28][600/1253] lr: 3.000e-02, eta: 17:26:20, time: 0.632, data_time: 0.006, memory: 4833, top1_acc: 0.5315, top5_acc: 0.7641, loss_cls: 2.0243, loss: 2.0243, grad_norm: 3.2061 2020-08-14 11:23:58,810 - mmaction - INFO - Epoch [28][620/1253] lr: 3.000e-02, eta: 17:26:08, time: 0.719, data_time: 0.004, memory: 4833, top1_acc: 0.5193, top5_acc: 0.7547, loss_cls: 2.0759, loss: 2.0759, grad_norm: 3.2561 2020-08-14 11:24:11,991 - mmaction - INFO - Epoch [28][640/1253] lr: 3.000e-02, eta: 17:25:52, time: 0.656, data_time: 0.009, memory: 4833, top1_acc: 0.5432, top5_acc: 0.7698, loss_cls: 1.9679, loss: 1.9679, grad_norm: 3.2896 2020-08-14 11:24:27,271 - mmaction - INFO - Epoch [28][660/1253] lr: 3.000e-02, eta: 17:25:43, time: 0.768, data_time: 0.008, memory: 4833, top1_acc: 0.5477, top5_acc: 0.7758, loss_cls: 1.9387, loss: 1.9387, grad_norm: 3.2653 2020-08-14 11:24:40,416 - mmaction - INFO - Epoch [28][680/1253] lr: 3.000e-02, eta: 17:25:27, time: 0.656, data_time: 0.007, memory: 4833, top1_acc: 0.5388, top5_acc: 0.7703, loss_cls: 1.9709, loss: 1.9709, grad_norm: 3.2408 2020-08-14 11:24:54,540 - mmaction - INFO - Epoch [28][700/1253] lr: 3.000e-02, eta: 17:25:14, time: 0.707, data_time: 0.006, memory: 4833, top1_acc: 0.5328, top5_acc: 0.7633, loss_cls: 2.0123, loss: 2.0123, grad_norm: 3.2874 2020-08-14 11:25:08,644 - mmaction - INFO - Epoch [28][720/1253] lr: 3.000e-02, eta: 17:25:01, time: 0.703, data_time: 0.009, memory: 4833, top1_acc: 0.5284, top5_acc: 0.7716, loss_cls: 2.0035, loss: 2.0035, grad_norm: 3.3091 2020-08-14 11:25:22,373 - mmaction - INFO - Epoch [28][740/1253] lr: 3.000e-02, eta: 17:24:47, time: 0.689, data_time: 0.007, memory: 4833, top1_acc: 0.5229, top5_acc: 0.7495, loss_cls: 2.0573, loss: 2.0573, grad_norm: 3.2705 2020-08-14 11:25:36,533 - mmaction - INFO - Epoch [28][760/1253] lr: 3.000e-02, eta: 17:24:34, time: 0.708, data_time: 0.008, memory: 4833, top1_acc: 0.5396, top5_acc: 0.7786, loss_cls: 1.9693, loss: 1.9693, grad_norm: 3.2486 2020-08-14 11:25:50,366 - mmaction - INFO - Epoch [28][780/1253] lr: 3.000e-02, eta: 17:24:20, time: 0.691, data_time: 0.008, memory: 4833, top1_acc: 0.5206, top5_acc: 0.7638, loss_cls: 2.0330, loss: 2.0330, grad_norm: 3.2544 2020-08-14 11:26:03,846 - mmaction - INFO - Epoch [28][800/1253] lr: 3.000e-02, eta: 17:24:05, time: 0.675, data_time: 0.007, memory: 4833, top1_acc: 0.5245, top5_acc: 0.7654, loss_cls: 2.0344, loss: 2.0344, grad_norm: 3.2778 2020-08-14 11:26:17,113 - mmaction - INFO - Epoch [28][820/1253] lr: 3.000e-02, eta: 17:23:50, time: 0.662, data_time: 0.008, memory: 4833, top1_acc: 0.5346, top5_acc: 0.7734, loss_cls: 1.9963, loss: 1.9963, grad_norm: 3.3277 2020-08-14 11:26:30,756 - mmaction - INFO - Epoch [28][840/1253] lr: 3.000e-02, eta: 17:23:36, time: 0.685, data_time: 0.007, memory: 4833, top1_acc: 0.5289, top5_acc: 0.7732, loss_cls: 1.9932, loss: 1.9932, grad_norm: 3.2715 2020-08-14 11:26:43,848 - mmaction - INFO - Epoch [28][860/1253] lr: 3.000e-02, eta: 17:23:20, time: 0.651, data_time: 0.006, memory: 4833, top1_acc: 0.5388, top5_acc: 0.7763, loss_cls: 1.9608, loss: 1.9608, grad_norm: 3.2930 2020-08-14 11:26:58,114 - mmaction - INFO - Epoch [28][880/1253] lr: 3.000e-02, eta: 17:23:08, time: 0.717, data_time: 0.008, memory: 4833, top1_acc: 0.5245, top5_acc: 0.7555, loss_cls: 2.0613, loss: 2.0613, grad_norm: 3.2939 2020-08-14 11:27:12,500 - mmaction - INFO - Epoch [28][900/1253] lr: 3.000e-02, eta: 17:22:55, time: 0.718, data_time: 0.006, memory: 4833, top1_acc: 0.5276, top5_acc: 0.7604, loss_cls: 2.0172, loss: 2.0172, grad_norm: 3.2376 2020-08-14 11:27:25,827 - mmaction - INFO - Epoch [28][920/1253] lr: 3.000e-02, eta: 17:22:40, time: 0.667, data_time: 0.005, memory: 4833, top1_acc: 0.5219, top5_acc: 0.7589, loss_cls: 2.0212, loss: 2.0212, grad_norm: 3.3478 2020-08-14 11:27:40,058 - mmaction - INFO - Epoch [28][940/1253] lr: 3.000e-02, eta: 17:22:27, time: 0.710, data_time: 0.007, memory: 4833, top1_acc: 0.5331, top5_acc: 0.7617, loss_cls: 2.0295, loss: 2.0295, grad_norm: 3.2211 2020-08-14 11:27:52,813 - mmaction - INFO - Epoch [28][960/1253] lr: 3.000e-02, eta: 17:22:11, time: 0.638, data_time: 0.006, memory: 4833, top1_acc: 0.5234, top5_acc: 0.7620, loss_cls: 2.0040, loss: 2.0040, grad_norm: 3.2835 2020-08-14 11:28:06,794 - mmaction - INFO - Epoch [28][980/1253] lr: 3.000e-02, eta: 17:21:57, time: 0.699, data_time: 0.009, memory: 4833, top1_acc: 0.5219, top5_acc: 0.7594, loss_cls: 2.0458, loss: 2.0458, grad_norm: 3.3102 2020-08-14 11:28:20,402 - mmaction - INFO - Epoch [28][1000/1253] lr: 3.000e-02, eta: 17:21:43, time: 0.682, data_time: 0.006, memory: 4833, top1_acc: 0.5357, top5_acc: 0.7716, loss_cls: 1.9720, loss: 1.9720, grad_norm: 3.2136 2020-08-14 11:28:33,456 - mmaction - INFO - Epoch [28][1020/1253] lr: 3.000e-02, eta: 17:21:27, time: 0.654, data_time: 0.006, memory: 4833, top1_acc: 0.5211, top5_acc: 0.7674, loss_cls: 2.0146, loss: 2.0146, grad_norm: 3.2399 2020-08-14 11:28:46,805 - mmaction - INFO - Epoch [28][1040/1253] lr: 3.000e-02, eta: 17:21:12, time: 0.666, data_time: 0.003, memory: 4833, top1_acc: 0.5229, top5_acc: 0.7688, loss_cls: 2.0122, loss: 2.0122, grad_norm: 3.3087 2020-08-14 11:29:00,421 - mmaction - INFO - Epoch [28][1060/1253] lr: 3.000e-02, eta: 17:20:58, time: 0.679, data_time: 0.007, memory: 4833, top1_acc: 0.5365, top5_acc: 0.7740, loss_cls: 1.9511, loss: 1.9511, grad_norm: 3.1949 2020-08-14 11:29:12,946 - mmaction - INFO - Epoch [28][1080/1253] lr: 3.000e-02, eta: 17:20:41, time: 0.628, data_time: 0.007, memory: 4833, top1_acc: 0.5349, top5_acc: 0.7542, loss_cls: 2.0469, loss: 2.0469, grad_norm: 3.2222 2020-08-14 11:29:27,067 - mmaction - INFO - Epoch [28][1100/1253] lr: 3.000e-02, eta: 17:20:28, time: 0.705, data_time: 0.007, memory: 4833, top1_acc: 0.5323, top5_acc: 0.7786, loss_cls: 1.9941, loss: 1.9941, grad_norm: 3.2804 2020-08-14 11:29:40,386 - mmaction - INFO - Epoch [28][1120/1253] lr: 3.000e-02, eta: 17:20:13, time: 0.667, data_time: 0.005, memory: 4833, top1_acc: 0.5266, top5_acc: 0.7641, loss_cls: 2.0057, loss: 2.0057, grad_norm: 3.2539 2020-08-14 11:29:54,250 - mmaction - INFO - Epoch [28][1140/1253] lr: 3.000e-02, eta: 17:19:59, time: 0.693, data_time: 0.004, memory: 4833, top1_acc: 0.5208, top5_acc: 0.7745, loss_cls: 2.0117, loss: 2.0117, grad_norm: 3.2587 2020-08-14 11:30:08,341 - mmaction - INFO - Epoch [28][1160/1253] lr: 3.000e-02, eta: 17:19:46, time: 0.704, data_time: 0.005, memory: 4833, top1_acc: 0.5380, top5_acc: 0.7721, loss_cls: 1.9795, loss: 1.9795, grad_norm: 3.2856 2020-08-14 11:30:24,595 - mmaction - INFO - Epoch [28][1180/1253] lr: 3.000e-02, eta: 17:19:38, time: 0.810, data_time: 0.003, memory: 4833, top1_acc: 0.5333, top5_acc: 0.7742, loss_cls: 1.9666, loss: 1.9666, grad_norm: 3.2902 2020-08-14 11:30:38,160 - mmaction - INFO - Epoch [28][1200/1253] lr: 3.000e-02, eta: 17:19:24, time: 0.681, data_time: 0.008, memory: 4833, top1_acc: 0.5250, top5_acc: 0.7708, loss_cls: 1.9995, loss: 1.9995, grad_norm: 3.2142 2020-08-14 11:30:51,565 - mmaction - INFO - Epoch [28][1220/1253] lr: 3.000e-02, eta: 17:19:09, time: 0.669, data_time: 0.009, memory: 4833, top1_acc: 0.5318, top5_acc: 0.7810, loss_cls: 1.9541, loss: 1.9541, grad_norm: 3.2593 2020-08-14 11:31:04,897 - mmaction - INFO - Epoch [28][1240/1253] lr: 3.000e-02, eta: 17:18:54, time: 0.668, data_time: 0.007, memory: 4833, top1_acc: 0.5250, top5_acc: 0.7667, loss_cls: 2.0252, loss: 2.0252, grad_norm: 3.2653 2020-08-14 11:31:13,072 - mmaction - INFO - Saving checkpoint at 28 epochs 2020-08-14 11:31:36,619 - mmaction - INFO - Epoch [29][20/1253] lr: 3.000e-02, eta: 17:18:29, time: 1.094, data_time: 0.461, memory: 4833, top1_acc: 0.5414, top5_acc: 0.7833, loss_cls: 1.9106, loss: 1.9106, grad_norm: 3.3132 2020-08-14 11:31:50,862 - mmaction - INFO - Epoch [29][40/1253] lr: 3.000e-02, eta: 17:18:16, time: 0.714, data_time: 0.004, memory: 4833, top1_acc: 0.5461, top5_acc: 0.7638, loss_cls: 1.9619, loss: 1.9619, grad_norm: 3.2246 2020-08-14 11:32:04,074 - mmaction - INFO - Epoch [29][60/1253] lr: 3.000e-02, eta: 17:18:01, time: 0.661, data_time: 0.005, memory: 4833, top1_acc: 0.5398, top5_acc: 0.7802, loss_cls: 1.9276, loss: 1.9276, grad_norm: 3.2759 2020-08-14 11:32:17,612 - mmaction - INFO - Epoch [29][80/1253] lr: 3.000e-02, eta: 17:17:46, time: 0.675, data_time: 0.002, memory: 4833, top1_acc: 0.5419, top5_acc: 0.7776, loss_cls: 1.9426, loss: 1.9426, grad_norm: 3.3366 2020-08-14 11:32:31,262 - mmaction - INFO - Epoch [29][100/1253] lr: 3.000e-02, eta: 17:17:32, time: 0.681, data_time: 0.008, memory: 4833, top1_acc: 0.5294, top5_acc: 0.7753, loss_cls: 1.9486, loss: 1.9486, grad_norm: 3.2550 2020-08-14 11:32:46,862 - mmaction - INFO - Epoch [29][120/1253] lr: 3.000e-02, eta: 17:17:23, time: 0.783, data_time: 0.007, memory: 4833, top1_acc: 0.5396, top5_acc: 0.7773, loss_cls: 1.9429, loss: 1.9429, grad_norm: 3.2931 2020-08-14 11:33:00,042 - mmaction - INFO - Epoch [29][140/1253] lr: 3.000e-02, eta: 17:17:07, time: 0.659, data_time: 0.005, memory: 4833, top1_acc: 0.5141, top5_acc: 0.7661, loss_cls: 2.0099, loss: 2.0099, grad_norm: 3.2931 2020-08-14 11:33:13,747 - mmaction - INFO - Epoch [29][160/1253] lr: 3.000e-02, eta: 17:16:53, time: 0.684, data_time: 0.003, memory: 4833, top1_acc: 0.5383, top5_acc: 0.7755, loss_cls: 1.9431, loss: 1.9431, grad_norm: 3.2046 2020-08-14 11:33:27,397 - mmaction - INFO - Epoch [29][180/1253] lr: 3.000e-02, eta: 17:16:39, time: 0.680, data_time: 0.006, memory: 4833, top1_acc: 0.5138, top5_acc: 0.7625, loss_cls: 2.0404, loss: 2.0404, grad_norm: 3.2758 2020-08-14 11:33:40,475 - mmaction - INFO - Epoch [29][200/1253] lr: 3.000e-02, eta: 17:16:23, time: 0.656, data_time: 0.007, memory: 4833, top1_acc: 0.5263, top5_acc: 0.7766, loss_cls: 1.9731, loss: 1.9731, grad_norm: 3.2451 2020-08-14 11:33:55,631 - mmaction - INFO - Epoch [29][220/1253] lr: 3.000e-02, eta: 17:16:13, time: 0.757, data_time: 0.009, memory: 4833, top1_acc: 0.5427, top5_acc: 0.7714, loss_cls: 1.9458, loss: 1.9458, grad_norm: 3.2286 2020-08-14 11:34:09,348 - mmaction - INFO - Epoch [29][240/1253] lr: 3.000e-02, eta: 17:15:59, time: 0.685, data_time: 0.003, memory: 4833, top1_acc: 0.5331, top5_acc: 0.7721, loss_cls: 1.9643, loss: 1.9643, grad_norm: 3.3398 2020-08-14 11:34:23,655 - mmaction - INFO - Epoch [29][260/1253] lr: 3.000e-02, eta: 17:15:46, time: 0.714, data_time: 0.008, memory: 4833, top1_acc: 0.5297, top5_acc: 0.7669, loss_cls: 1.9981, loss: 1.9981, grad_norm: 3.2822 2020-08-14 11:34:37,626 - mmaction - INFO - Epoch [29][280/1253] lr: 3.000e-02, eta: 17:15:33, time: 0.701, data_time: 0.007, memory: 4833, top1_acc: 0.5432, top5_acc: 0.7823, loss_cls: 1.9245, loss: 1.9245, grad_norm: 3.3624 2020-08-14 11:34:52,113 - mmaction - INFO - Epoch [29][300/1253] lr: 3.000e-02, eta: 17:15:21, time: 0.725, data_time: 0.006, memory: 4833, top1_acc: 0.5333, top5_acc: 0.7672, loss_cls: 2.0160, loss: 2.0160, grad_norm: 3.2878 2020-08-14 11:35:06,201 - mmaction - INFO - Epoch [29][320/1253] lr: 3.000e-02, eta: 17:15:07, time: 0.704, data_time: 0.002, memory: 4833, top1_acc: 0.5339, top5_acc: 0.7714, loss_cls: 1.9837, loss: 1.9837, grad_norm: 3.3137 2020-08-14 11:35:20,820 - mmaction - INFO - Epoch [29][340/1253] lr: 3.000e-02, eta: 17:14:56, time: 0.732, data_time: 0.002, memory: 4833, top1_acc: 0.5367, top5_acc: 0.7813, loss_cls: 1.9707, loss: 1.9707, grad_norm: 3.3528 2020-08-14 11:35:35,579 - mmaction - INFO - Epoch [29][360/1253] lr: 3.000e-02, eta: 17:14:44, time: 0.733, data_time: 0.005, memory: 4833, top1_acc: 0.5294, top5_acc: 0.7766, loss_cls: 1.9784, loss: 1.9784, grad_norm: 3.3212 2020-08-14 11:35:49,935 - mmaction - INFO - Epoch [29][380/1253] lr: 3.000e-02, eta: 17:14:32, time: 0.720, data_time: 0.008, memory: 4833, top1_acc: 0.5320, top5_acc: 0.7641, loss_cls: 2.0019, loss: 2.0019, grad_norm: 3.3462 2020-08-14 11:36:03,874 - mmaction - INFO - Epoch [29][400/1253] lr: 3.000e-02, eta: 17:14:18, time: 0.698, data_time: 0.004, memory: 4833, top1_acc: 0.5263, top5_acc: 0.7589, loss_cls: 2.0221, loss: 2.0221, grad_norm: 3.2920 2020-08-14 11:36:18,149 - mmaction - INFO - Epoch [29][420/1253] lr: 3.000e-02, eta: 17:14:05, time: 0.712, data_time: 0.005, memory: 4833, top1_acc: 0.5380, top5_acc: 0.7719, loss_cls: 1.9598, loss: 1.9598, grad_norm: 3.3013 2020-08-14 11:36:31,860 - mmaction - INFO - Epoch [29][440/1253] lr: 3.000e-02, eta: 17:13:51, time: 0.687, data_time: 0.005, memory: 4833, top1_acc: 0.5409, top5_acc: 0.7810, loss_cls: 1.9403, loss: 1.9403, grad_norm: 3.3215 2020-08-14 11:36:45,251 - mmaction - INFO - Epoch [29][460/1253] lr: 3.000e-02, eta: 17:13:36, time: 0.668, data_time: 0.007, memory: 4833, top1_acc: 0.5336, top5_acc: 0.7687, loss_cls: 1.9983, loss: 1.9983, grad_norm: 3.2826 2020-08-14 11:36:59,661 - mmaction - INFO - Epoch [29][480/1253] lr: 3.000e-02, eta: 17:13:24, time: 0.722, data_time: 0.007, memory: 4833, top1_acc: 0.5305, top5_acc: 0.7659, loss_cls: 2.0278, loss: 2.0278, grad_norm: 3.2901 2020-08-14 11:37:13,849 - mmaction - INFO - Epoch [29][500/1253] lr: 3.000e-02, eta: 17:13:11, time: 0.709, data_time: 0.007, memory: 4833, top1_acc: 0.5299, top5_acc: 0.7872, loss_cls: 1.9569, loss: 1.9569, grad_norm: 3.2618 2020-08-14 11:37:27,476 - mmaction - INFO - Epoch [29][520/1253] lr: 3.000e-02, eta: 17:12:57, time: 0.682, data_time: 0.006, memory: 4833, top1_acc: 0.5344, top5_acc: 0.7755, loss_cls: 1.9714, loss: 1.9714, grad_norm: 3.2228 2020-08-14 11:37:42,024 - mmaction - INFO - Epoch [29][540/1253] lr: 3.000e-02, eta: 17:12:45, time: 0.727, data_time: 0.009, memory: 4833, top1_acc: 0.5302, top5_acc: 0.7661, loss_cls: 2.0001, loss: 2.0001, grad_norm: 3.2741 2020-08-14 11:37:54,634 - mmaction - INFO - Epoch [29][560/1253] lr: 3.000e-02, eta: 17:12:28, time: 0.631, data_time: 0.006, memory: 4833, top1_acc: 0.5346, top5_acc: 0.7708, loss_cls: 1.9687, loss: 1.9687, grad_norm: 3.2063 2020-08-14 11:38:07,352 - mmaction - INFO - Epoch [29][580/1253] lr: 3.000e-02, eta: 17:12:12, time: 0.636, data_time: 0.003, memory: 4833, top1_acc: 0.5422, top5_acc: 0.7706, loss_cls: 1.9810, loss: 1.9810, grad_norm: 3.2192 2020-08-14 11:38:21,908 - mmaction - INFO - Epoch [29][600/1253] lr: 3.000e-02, eta: 17:12:00, time: 0.727, data_time: 0.006, memory: 4833, top1_acc: 0.5406, top5_acc: 0.7727, loss_cls: 1.9715, loss: 1.9715, grad_norm: 3.3644 2020-08-14 11:38:35,233 - mmaction - INFO - Epoch [29][620/1253] lr: 3.000e-02, eta: 17:11:45, time: 0.667, data_time: 0.006, memory: 4833, top1_acc: 0.5362, top5_acc: 0.7716, loss_cls: 1.9689, loss: 1.9689, grad_norm: 3.3000 2020-08-14 11:38:50,580 - mmaction - INFO - Epoch [29][640/1253] lr: 3.000e-02, eta: 17:11:35, time: 0.767, data_time: 0.008, memory: 4833, top1_acc: 0.5302, top5_acc: 0.7651, loss_cls: 2.0126, loss: 2.0126, grad_norm: 3.2519 2020-08-14 11:39:04,309 - mmaction - INFO - Epoch [29][660/1253] lr: 3.000e-02, eta: 17:11:20, time: 0.687, data_time: 0.007, memory: 4833, top1_acc: 0.5221, top5_acc: 0.7737, loss_cls: 1.9924, loss: 1.9924, grad_norm: 3.3355 2020-08-14 11:39:19,807 - mmaction - INFO - Epoch [29][680/1253] lr: 3.000e-02, eta: 17:11:11, time: 0.774, data_time: 0.007, memory: 4833, top1_acc: 0.5372, top5_acc: 0.7729, loss_cls: 1.9473, loss: 1.9473, grad_norm: 3.3066 2020-08-14 11:39:33,365 - mmaction - INFO - Epoch [29][700/1253] lr: 3.000e-02, eta: 17:10:56, time: 0.679, data_time: 0.007, memory: 4833, top1_acc: 0.5312, top5_acc: 0.7677, loss_cls: 2.0177, loss: 2.0177, grad_norm: 3.3557 2020-08-14 11:39:47,893 - mmaction - INFO - Epoch [29][720/1253] lr: 3.000e-02, eta: 17:10:44, time: 0.726, data_time: 0.007, memory: 4833, top1_acc: 0.5417, top5_acc: 0.7721, loss_cls: 1.9950, loss: 1.9950, grad_norm: 3.2826 2020-08-14 11:40:00,474 - mmaction - INFO - Epoch [29][740/1253] lr: 3.000e-02, eta: 17:10:27, time: 0.628, data_time: 0.004, memory: 4833, top1_acc: 0.5263, top5_acc: 0.7693, loss_cls: 2.0231, loss: 2.0231, grad_norm: 3.2955 2020-08-14 11:40:15,326 - mmaction - INFO - Epoch [29][760/1253] lr: 3.000e-02, eta: 17:10:16, time: 0.742, data_time: 0.004, memory: 4833, top1_acc: 0.5292, top5_acc: 0.7685, loss_cls: 2.0357, loss: 2.0357, grad_norm: 3.2946 2020-08-14 11:40:28,659 - mmaction - INFO - Epoch [29][780/1253] lr: 3.000e-02, eta: 17:10:01, time: 0.668, data_time: 0.007, memory: 4833, top1_acc: 0.5302, top5_acc: 0.7784, loss_cls: 1.9563, loss: 1.9563, grad_norm: 3.2718 2020-08-14 11:40:42,906 - mmaction - INFO - Epoch [29][800/1253] lr: 3.000e-02, eta: 17:09:48, time: 0.711, data_time: 0.007, memory: 4833, top1_acc: 0.5203, top5_acc: 0.7586, loss_cls: 2.0501, loss: 2.0501, grad_norm: 3.2673 2020-08-14 11:40:56,910 - mmaction - INFO - Epoch [29][820/1253] lr: 3.000e-02, eta: 17:09:35, time: 0.701, data_time: 0.007, memory: 4833, top1_acc: 0.5354, top5_acc: 0.7695, loss_cls: 1.9816, loss: 1.9816, grad_norm: 3.3083 2020-08-14 11:41:09,823 - mmaction - INFO - Epoch [29][840/1253] lr: 3.000e-02, eta: 17:09:19, time: 0.645, data_time: 0.007, memory: 4833, top1_acc: 0.5180, top5_acc: 0.7732, loss_cls: 2.0155, loss: 2.0155, grad_norm: 3.3361 2020-08-14 11:41:24,164 - mmaction - INFO - Epoch [29][860/1253] lr: 3.000e-02, eta: 17:09:06, time: 0.718, data_time: 0.007, memory: 4833, top1_acc: 0.5273, top5_acc: 0.7635, loss_cls: 2.0087, loss: 2.0087, grad_norm: 3.2535 2020-08-14 11:41:38,477 - mmaction - INFO - Epoch [29][880/1253] lr: 3.000e-02, eta: 17:08:54, time: 0.717, data_time: 0.009, memory: 4833, top1_acc: 0.5333, top5_acc: 0.7654, loss_cls: 2.0026, loss: 2.0026, grad_norm: 3.2392 2020-08-14 11:41:52,460 - mmaction - INFO - Epoch [29][900/1253] lr: 3.000e-02, eta: 17:08:40, time: 0.698, data_time: 0.003, memory: 4833, top1_acc: 0.5367, top5_acc: 0.7591, loss_cls: 2.0174, loss: 2.0174, grad_norm: 3.2210 2020-08-14 11:42:05,539 - mmaction - INFO - Epoch [29][920/1253] lr: 3.000e-02, eta: 17:08:25, time: 0.652, data_time: 0.008, memory: 4833, top1_acc: 0.5203, top5_acc: 0.7714, loss_cls: 2.0163, loss: 2.0163, grad_norm: 3.3027 2020-08-14 11:42:18,853 - mmaction - INFO - Epoch [29][940/1253] lr: 3.000e-02, eta: 17:08:10, time: 0.667, data_time: 0.006, memory: 4833, top1_acc: 0.5245, top5_acc: 0.7622, loss_cls: 2.0114, loss: 2.0114, grad_norm: 3.2957 2020-08-14 11:42:33,460 - mmaction - INFO - Epoch [29][960/1253] lr: 3.000e-02, eta: 17:07:58, time: 0.730, data_time: 0.007, memory: 4833, top1_acc: 0.5370, top5_acc: 0.7742, loss_cls: 1.9650, loss: 1.9650, grad_norm: 3.2365 2020-08-14 11:42:46,381 - mmaction - INFO - Epoch [29][980/1253] lr: 3.000e-02, eta: 17:07:42, time: 0.647, data_time: 0.005, memory: 4833, top1_acc: 0.5302, top5_acc: 0.7701, loss_cls: 1.9998, loss: 1.9998, grad_norm: 3.2260 2020-08-14 11:43:00,566 - mmaction - INFO - Epoch [29][1000/1253] lr: 3.000e-02, eta: 17:07:29, time: 0.707, data_time: 0.007, memory: 4833, top1_acc: 0.5372, top5_acc: 0.7737, loss_cls: 1.9748, loss: 1.9748, grad_norm: 3.2437 2020-08-14 11:43:13,269 - mmaction - INFO - Epoch [29][1020/1253] lr: 3.000e-02, eta: 17:07:12, time: 0.637, data_time: 0.007, memory: 4833, top1_acc: 0.5289, top5_acc: 0.7648, loss_cls: 1.9965, loss: 1.9965, grad_norm: 3.3050 2020-08-14 11:43:28,811 - mmaction - INFO - Epoch [29][1040/1253] lr: 3.000e-02, eta: 17:07:03, time: 0.776, data_time: 0.007, memory: 4833, top1_acc: 0.5448, top5_acc: 0.7826, loss_cls: 1.9704, loss: 1.9704, grad_norm: 3.2210 2020-08-14 11:43:41,551 - mmaction - INFO - Epoch [29][1060/1253] lr: 3.000e-02, eta: 17:06:46, time: 0.638, data_time: 0.007, memory: 4833, top1_acc: 0.5286, top5_acc: 0.7729, loss_cls: 2.0071, loss: 2.0071, grad_norm: 3.2719 2020-08-14 11:43:55,456 - mmaction - INFO - Epoch [29][1080/1253] lr: 3.000e-02, eta: 17:06:33, time: 0.694, data_time: 0.006, memory: 4833, top1_acc: 0.5349, top5_acc: 0.7716, loss_cls: 1.9907, loss: 1.9907, grad_norm: 3.1928 2020-08-14 11:44:08,843 - mmaction - INFO - Epoch [29][1100/1253] lr: 3.000e-02, eta: 17:06:18, time: 0.672, data_time: 0.007, memory: 4833, top1_acc: 0.5198, top5_acc: 0.7695, loss_cls: 2.0110, loss: 2.0110, grad_norm: 3.2631 2020-08-14 11:44:23,321 - mmaction - INFO - Epoch [29][1120/1253] lr: 3.000e-02, eta: 17:06:05, time: 0.722, data_time: 0.002, memory: 4833, top1_acc: 0.5344, top5_acc: 0.7698, loss_cls: 1.9726, loss: 1.9726, grad_norm: 3.1839 2020-08-14 11:44:37,094 - mmaction - INFO - Epoch [29][1140/1253] lr: 3.000e-02, eta: 17:05:51, time: 0.688, data_time: 0.008, memory: 4833, top1_acc: 0.5365, top5_acc: 0.7568, loss_cls: 2.0012, loss: 2.0012, grad_norm: 3.1972 2020-08-14 11:44:50,437 - mmaction - INFO - Epoch [29][1160/1253] lr: 3.000e-02, eta: 17:05:37, time: 0.668, data_time: 0.006, memory: 4833, top1_acc: 0.5315, top5_acc: 0.7630, loss_cls: 1.9984, loss: 1.9984, grad_norm: 3.2427 2020-08-14 11:45:05,525 - mmaction - INFO - Epoch [29][1180/1253] lr: 3.000e-02, eta: 17:05:26, time: 0.754, data_time: 0.008, memory: 4833, top1_acc: 0.5383, top5_acc: 0.7609, loss_cls: 1.9855, loss: 1.9855, grad_norm: 3.2573 2020-08-14 11:45:19,401 - mmaction - INFO - Epoch [29][1200/1253] lr: 3.000e-02, eta: 17:05:12, time: 0.694, data_time: 0.004, memory: 4833, top1_acc: 0.5276, top5_acc: 0.7583, loss_cls: 2.0300, loss: 2.0300, grad_norm: 3.2357 2020-08-14 11:45:33,470 - mmaction - INFO - Epoch [29][1220/1253] lr: 3.000e-02, eta: 17:04:59, time: 0.702, data_time: 0.006, memory: 4833, top1_acc: 0.5104, top5_acc: 0.7758, loss_cls: 2.0245, loss: 2.0245, grad_norm: 3.2798 2020-08-14 11:45:47,334 - mmaction - INFO - Epoch [29][1240/1253] lr: 3.000e-02, eta: 17:04:45, time: 0.695, data_time: 0.007, memory: 4833, top1_acc: 0.5310, top5_acc: 0.7711, loss_cls: 1.9873, loss: 1.9873, grad_norm: 3.2347 2020-08-14 11:45:56,608 - mmaction - INFO - Saving checkpoint at 29 epochs 2020-08-14 11:46:19,117 - mmaction - INFO - Epoch [30][20/1253] lr: 3.000e-02, eta: 17:04:18, time: 1.054, data_time: 0.420, memory: 4833, top1_acc: 0.5331, top5_acc: 0.7760, loss_cls: 1.9749, loss: 1.9749, grad_norm: 3.2216 2020-08-14 11:46:32,078 - mmaction - INFO - Epoch [30][40/1253] lr: 3.000e-02, eta: 17:04:02, time: 0.652, data_time: 0.009, memory: 4833, top1_acc: 0.5370, top5_acc: 0.7745, loss_cls: 1.9622, loss: 1.9622, grad_norm: 3.3020 2020-08-14 11:46:44,467 - mmaction - INFO - Epoch [30][60/1253] lr: 3.000e-02, eta: 17:03:45, time: 0.618, data_time: 0.007, memory: 4833, top1_acc: 0.5422, top5_acc: 0.7849, loss_cls: 1.9132, loss: 1.9132, grad_norm: 3.2470 2020-08-14 11:46:58,020 - mmaction - INFO - Epoch [30][80/1253] lr: 3.000e-02, eta: 17:03:31, time: 0.679, data_time: 0.007, memory: 4833, top1_acc: 0.5271, top5_acc: 0.7711, loss_cls: 1.9781, loss: 1.9781, grad_norm: 3.2333 2020-08-14 11:47:12,996 - mmaction - INFO - Epoch [30][100/1253] lr: 3.000e-02, eta: 17:03:20, time: 0.750, data_time: 0.007, memory: 4833, top1_acc: 0.5487, top5_acc: 0.7750, loss_cls: 1.9599, loss: 1.9599, grad_norm: 3.2321 2020-08-14 11:47:27,503 - mmaction - INFO - Epoch [30][120/1253] lr: 3.000e-02, eta: 17:03:08, time: 0.725, data_time: 0.002, memory: 4833, top1_acc: 0.5474, top5_acc: 0.7904, loss_cls: 1.8761, loss: 1.8761, grad_norm: 3.3095 2020-08-14 11:47:41,403 - mmaction - INFO - Epoch [30][140/1253] lr: 3.000e-02, eta: 17:02:54, time: 0.695, data_time: 0.007, memory: 4833, top1_acc: 0.5526, top5_acc: 0.7909, loss_cls: 1.8835, loss: 1.8835, grad_norm: 3.1898 2020-08-14 11:47:55,932 - mmaction - INFO - Epoch [30][160/1253] lr: 3.000e-02, eta: 17:02:42, time: 0.727, data_time: 0.004, memory: 4833, top1_acc: 0.5591, top5_acc: 0.7794, loss_cls: 1.8785, loss: 1.8785, grad_norm: 3.3057 2020-08-14 11:48:09,658 - mmaction - INFO - Epoch [30][180/1253] lr: 3.000e-02, eta: 17:02:28, time: 0.684, data_time: 0.002, memory: 4833, top1_acc: 0.5438, top5_acc: 0.7844, loss_cls: 1.9247, loss: 1.9247, grad_norm: 3.3130 2020-08-14 11:48:23,147 - mmaction - INFO - Epoch [30][200/1253] lr: 3.000e-02, eta: 17:02:13, time: 0.675, data_time: 0.007, memory: 4833, top1_acc: 0.5378, top5_acc: 0.7802, loss_cls: 1.9251, loss: 1.9251, grad_norm: 3.2719 2020-08-14 11:48:36,257 - mmaction - INFO - Epoch [30][220/1253] lr: 3.000e-02, eta: 17:01:58, time: 0.657, data_time: 0.004, memory: 4833, top1_acc: 0.5482, top5_acc: 0.7846, loss_cls: 1.9043, loss: 1.9043, grad_norm: 3.3524 2020-08-14 11:48:50,260 - mmaction - INFO - Epoch [30][240/1253] lr: 3.000e-02, eta: 17:01:44, time: 0.698, data_time: 0.005, memory: 4833, top1_acc: 0.5354, top5_acc: 0.7695, loss_cls: 1.9832, loss: 1.9832, grad_norm: 3.2144 2020-08-14 11:49:03,421 - mmaction - INFO - Epoch [30][260/1253] lr: 3.000e-02, eta: 17:01:29, time: 0.659, data_time: 0.006, memory: 4833, top1_acc: 0.5518, top5_acc: 0.7807, loss_cls: 1.9091, loss: 1.9091, grad_norm: 3.2690 2020-08-14 11:49:16,852 - mmaction - INFO - Epoch [30][280/1253] lr: 3.000e-02, eta: 17:01:14, time: 0.669, data_time: 0.007, memory: 4833, top1_acc: 0.5331, top5_acc: 0.7753, loss_cls: 1.9627, loss: 1.9627, grad_norm: 3.3606 2020-08-14 11:49:30,824 - mmaction - INFO - Epoch [30][300/1253] lr: 3.000e-02, eta: 17:01:01, time: 0.700, data_time: 0.007, memory: 4833, top1_acc: 0.5352, top5_acc: 0.7698, loss_cls: 1.9971, loss: 1.9971, grad_norm: 3.3219 2020-08-14 11:49:43,427 - mmaction - INFO - Epoch [30][320/1253] lr: 3.000e-02, eta: 17:00:44, time: 0.628, data_time: 0.006, memory: 4833, top1_acc: 0.5273, top5_acc: 0.7661, loss_cls: 2.0012, loss: 2.0012, grad_norm: 3.3390 2020-08-14 11:49:56,562 - mmaction - INFO - Epoch [30][340/1253] lr: 3.000e-02, eta: 17:00:28, time: 0.659, data_time: 0.007, memory: 4833, top1_acc: 0.5451, top5_acc: 0.7745, loss_cls: 1.9881, loss: 1.9881, grad_norm: 3.2740 2020-08-14 11:50:11,582 - mmaction - INFO - Epoch [30][360/1253] lr: 3.000e-02, eta: 17:00:17, time: 0.747, data_time: 0.006, memory: 4833, top1_acc: 0.5411, top5_acc: 0.7745, loss_cls: 1.9203, loss: 1.9203, grad_norm: 3.2947 2020-08-14 11:50:25,388 - mmaction - INFO - Epoch [30][380/1253] lr: 3.000e-02, eta: 17:00:04, time: 0.694, data_time: 0.007, memory: 4833, top1_acc: 0.5451, top5_acc: 0.7737, loss_cls: 1.9426, loss: 1.9426, grad_norm: 3.1919 2020-08-14 11:50:39,000 - mmaction - INFO - Epoch [30][400/1253] lr: 3.000e-02, eta: 16:59:49, time: 0.680, data_time: 0.006, memory: 4833, top1_acc: 0.5398, top5_acc: 0.7760, loss_cls: 1.9438, loss: 1.9438, grad_norm: 3.2340 2020-08-14 11:50:52,923 - mmaction - INFO - Epoch [30][420/1253] lr: 3.000e-02, eta: 16:59:36, time: 0.697, data_time: 0.007, memory: 4833, top1_acc: 0.5542, top5_acc: 0.7810, loss_cls: 1.9080, loss: 1.9080, grad_norm: 3.2927 2020-08-14 11:51:07,062 - mmaction - INFO - Epoch [30][440/1253] lr: 3.000e-02, eta: 16:59:23, time: 0.705, data_time: 0.006, memory: 4833, top1_acc: 0.5414, top5_acc: 0.7729, loss_cls: 1.9899, loss: 1.9899, grad_norm: 3.2795 2020-08-14 11:51:20,909 - mmaction - INFO - Epoch [30][460/1253] lr: 3.000e-02, eta: 16:59:09, time: 0.695, data_time: 0.006, memory: 4833, top1_acc: 0.5297, top5_acc: 0.7667, loss_cls: 1.9883, loss: 1.9883, grad_norm: 3.3245 2020-08-14 11:51:33,288 - mmaction - INFO - Epoch [30][480/1253] lr: 3.000e-02, eta: 16:58:52, time: 0.618, data_time: 0.007, memory: 4833, top1_acc: 0.5339, top5_acc: 0.7721, loss_cls: 1.9844, loss: 1.9844, grad_norm: 3.2467 2020-08-14 11:51:47,165 - mmaction - INFO - Epoch [30][500/1253] lr: 3.000e-02, eta: 16:58:38, time: 0.694, data_time: 0.006, memory: 4833, top1_acc: 0.5266, top5_acc: 0.7643, loss_cls: 2.0191, loss: 2.0191, grad_norm: 3.2909 2020-08-14 11:52:01,320 - mmaction - INFO - Epoch [30][520/1253] lr: 3.000e-02, eta: 16:58:25, time: 0.709, data_time: 0.007, memory: 4833, top1_acc: 0.5362, top5_acc: 0.7729, loss_cls: 2.0058, loss: 2.0058, grad_norm: 3.2733 2020-08-14 11:52:16,060 - mmaction - INFO - Epoch [30][540/1253] lr: 3.000e-02, eta: 16:58:13, time: 0.734, data_time: 0.007, memory: 4833, top1_acc: 0.5409, top5_acc: 0.7734, loss_cls: 1.9529, loss: 1.9529, grad_norm: 3.2123 2020-08-14 11:52:29,437 - mmaction - INFO - Epoch [30][560/1253] lr: 3.000e-02, eta: 16:57:58, time: 0.669, data_time: 0.006, memory: 4833, top1_acc: 0.5352, top5_acc: 0.7716, loss_cls: 1.9688, loss: 1.9688, grad_norm: 3.3132 2020-08-14 11:52:43,064 - mmaction - INFO - Epoch [30][580/1253] lr: 3.000e-02, eta: 16:57:44, time: 0.679, data_time: 0.007, memory: 4833, top1_acc: 0.5346, top5_acc: 0.7690, loss_cls: 1.9868, loss: 1.9868, grad_norm: 3.2499 2020-08-14 11:52:57,589 - mmaction - INFO - Epoch [30][600/1253] lr: 3.000e-02, eta: 16:57:32, time: 0.728, data_time: 0.008, memory: 4833, top1_acc: 0.5435, top5_acc: 0.7758, loss_cls: 1.9530, loss: 1.9530, grad_norm: 3.2897 2020-08-14 11:53:11,287 - mmaction - INFO - Epoch [30][620/1253] lr: 3.000e-02, eta: 16:57:18, time: 0.686, data_time: 0.007, memory: 4833, top1_acc: 0.5169, top5_acc: 0.7552, loss_cls: 2.0556, loss: 2.0556, grad_norm: 3.3078 2020-08-14 11:53:26,820 - mmaction - INFO - Epoch [30][640/1253] lr: 3.000e-02, eta: 16:57:08, time: 0.776, data_time: 0.003, memory: 4833, top1_acc: 0.5372, top5_acc: 0.7724, loss_cls: 1.9891, loss: 1.9891, grad_norm: 3.2136 2020-08-14 11:53:40,457 - mmaction - INFO - Epoch [30][660/1253] lr: 3.000e-02, eta: 16:56:54, time: 0.681, data_time: 0.008, memory: 4833, top1_acc: 0.5216, top5_acc: 0.7708, loss_cls: 2.0085, loss: 2.0085, grad_norm: 3.3834 2020-08-14 11:53:55,040 - mmaction - INFO - Epoch [30][680/1253] lr: 3.000e-02, eta: 16:56:42, time: 0.729, data_time: 0.007, memory: 4833, top1_acc: 0.5182, top5_acc: 0.7612, loss_cls: 2.0308, loss: 2.0308, grad_norm: 3.2559 2020-08-14 11:54:09,156 - mmaction - INFO - Epoch [30][700/1253] lr: 3.000e-02, eta: 16:56:29, time: 0.707, data_time: 0.007, memory: 4833, top1_acc: 0.5513, top5_acc: 0.7862, loss_cls: 1.9059, loss: 1.9059, grad_norm: 3.2943 2020-08-14 11:54:21,964 - mmaction - INFO - Epoch [30][720/1253] lr: 3.000e-02, eta: 16:56:13, time: 0.639, data_time: 0.002, memory: 4833, top1_acc: 0.5326, top5_acc: 0.7742, loss_cls: 1.9935, loss: 1.9935, grad_norm: 3.2836 2020-08-14 11:54:34,757 - mmaction - INFO - Epoch [30][740/1253] lr: 3.000e-02, eta: 16:55:56, time: 0.638, data_time: 0.008, memory: 4833, top1_acc: 0.5255, top5_acc: 0.7669, loss_cls: 2.0008, loss: 2.0008, grad_norm: 3.3072 2020-08-14 11:54:50,274 - mmaction - INFO - Epoch [30][760/1253] lr: 3.000e-02, eta: 16:55:47, time: 0.777, data_time: 0.007, memory: 4833, top1_acc: 0.5307, top5_acc: 0.7711, loss_cls: 1.9930, loss: 1.9930, grad_norm: 3.2665 2020-08-14 11:55:04,102 - mmaction - INFO - Epoch [30][780/1253] lr: 3.000e-02, eta: 16:55:33, time: 0.692, data_time: 0.007, memory: 4833, top1_acc: 0.5250, top5_acc: 0.7711, loss_cls: 1.9891, loss: 1.9891, grad_norm: 3.2365 2020-08-14 11:55:16,782 - mmaction - INFO - Epoch [30][800/1253] lr: 3.000e-02, eta: 16:55:16, time: 0.635, data_time: 0.003, memory: 4833, top1_acc: 0.5336, top5_acc: 0.7708, loss_cls: 1.9824, loss: 1.9824, grad_norm: 3.2761 2020-08-14 11:55:31,249 - mmaction - INFO - Epoch [30][820/1253] lr: 3.000e-02, eta: 16:55:04, time: 0.723, data_time: 0.006, memory: 4833, top1_acc: 0.5375, top5_acc: 0.7760, loss_cls: 1.9675, loss: 1.9675, grad_norm: 3.2189 2020-08-14 11:55:44,389 - mmaction - INFO - Epoch [30][840/1253] lr: 3.000e-02, eta: 16:54:49, time: 0.658, data_time: 0.005, memory: 4833, top1_acc: 0.5451, top5_acc: 0.7802, loss_cls: 1.9225, loss: 1.9225, grad_norm: 3.2104 2020-08-14 11:55:57,682 - mmaction - INFO - Epoch [30][860/1253] lr: 3.000e-02, eta: 16:54:33, time: 0.663, data_time: 0.007, memory: 4833, top1_acc: 0.5370, top5_acc: 0.7638, loss_cls: 2.0165, loss: 2.0165, grad_norm: 3.1952 2020-08-14 11:56:11,115 - mmaction - INFO - Epoch [30][880/1253] lr: 3.000e-02, eta: 16:54:19, time: 0.672, data_time: 0.006, memory: 4833, top1_acc: 0.5451, top5_acc: 0.7693, loss_cls: 1.9323, loss: 1.9323, grad_norm: 3.2463 2020-08-14 11:56:24,818 - mmaction - INFO - Epoch [30][900/1253] lr: 3.000e-02, eta: 16:54:05, time: 0.685, data_time: 0.006, memory: 4833, top1_acc: 0.5305, top5_acc: 0.7690, loss_cls: 2.0279, loss: 2.0279, grad_norm: 3.3261 2020-08-14 11:56:37,857 - mmaction - INFO - Epoch [30][920/1253] lr: 3.000e-02, eta: 16:53:49, time: 0.652, data_time: 0.006, memory: 4833, top1_acc: 0.5349, top5_acc: 0.7682, loss_cls: 1.9782, loss: 1.9782, grad_norm: 3.3178 2020-08-14 11:56:50,429 - mmaction - INFO - Epoch [30][940/1253] lr: 3.000e-02, eta: 16:53:32, time: 0.627, data_time: 0.007, memory: 4833, top1_acc: 0.5302, top5_acc: 0.7786, loss_cls: 1.9496, loss: 1.9496, grad_norm: 3.2955 2020-08-14 11:57:04,179 - mmaction - INFO - Epoch [30][960/1253] lr: 3.000e-02, eta: 16:53:18, time: 0.689, data_time: 0.006, memory: 4833, top1_acc: 0.5547, top5_acc: 0.7865, loss_cls: 1.9153, loss: 1.9153, grad_norm: 3.2692 2020-08-14 11:57:17,754 - mmaction - INFO - Epoch [30][980/1253] lr: 3.000e-02, eta: 16:53:04, time: 0.679, data_time: 0.003, memory: 4833, top1_acc: 0.5302, top5_acc: 0.7661, loss_cls: 1.9853, loss: 1.9853, grad_norm: 3.2931 2020-08-14 11:57:32,854 - mmaction - INFO - Epoch [30][1000/1253] lr: 3.000e-02, eta: 16:52:53, time: 0.754, data_time: 0.006, memory: 4833, top1_acc: 0.5177, top5_acc: 0.7635, loss_cls: 2.0157, loss: 2.0157, grad_norm: 3.2444 2020-08-14 11:57:46,128 - mmaction - INFO - Epoch [30][1020/1253] lr: 3.000e-02, eta: 16:52:38, time: 0.663, data_time: 0.005, memory: 4833, top1_acc: 0.5294, top5_acc: 0.7672, loss_cls: 1.9963, loss: 1.9963, grad_norm: 3.2684 2020-08-14 11:58:00,874 - mmaction - INFO - Epoch [30][1040/1253] lr: 3.000e-02, eta: 16:52:26, time: 0.738, data_time: 0.008, memory: 4833, top1_acc: 0.5219, top5_acc: 0.7599, loss_cls: 2.0185, loss: 2.0185, grad_norm: 3.2433 2020-08-14 11:58:13,448 - mmaction - INFO - Epoch [30][1060/1253] lr: 3.000e-02, eta: 16:52:10, time: 0.629, data_time: 0.002, memory: 4833, top1_acc: 0.5326, top5_acc: 0.7685, loss_cls: 1.9671, loss: 1.9671, grad_norm: 3.2719 2020-08-14 11:58:26,824 - mmaction - INFO - Epoch [30][1080/1253] lr: 3.000e-02, eta: 16:51:55, time: 0.667, data_time: 0.008, memory: 4833, top1_acc: 0.5203, top5_acc: 0.7719, loss_cls: 1.9986, loss: 1.9986, grad_norm: 3.2766 2020-08-14 11:58:40,722 - mmaction - INFO - Epoch [30][1100/1253] lr: 3.000e-02, eta: 16:51:41, time: 0.697, data_time: 0.006, memory: 4833, top1_acc: 0.5161, top5_acc: 0.7552, loss_cls: 2.0896, loss: 2.0896, grad_norm: 3.2908 2020-08-14 11:58:56,078 - mmaction - INFO - Epoch [30][1120/1253] lr: 3.000e-02, eta: 16:51:31, time: 0.766, data_time: 0.005, memory: 4833, top1_acc: 0.5339, top5_acc: 0.7701, loss_cls: 1.9879, loss: 1.9879, grad_norm: 3.2025 2020-08-14 11:59:09,655 - mmaction - INFO - Epoch [30][1140/1253] lr: 3.000e-02, eta: 16:51:17, time: 0.681, data_time: 0.006, memory: 4833, top1_acc: 0.5281, top5_acc: 0.7667, loss_cls: 1.9996, loss: 1.9996, grad_norm: 3.2105 2020-08-14 11:59:23,494 - mmaction - INFO - Epoch [30][1160/1253] lr: 3.000e-02, eta: 16:51:03, time: 0.689, data_time: 0.006, memory: 4833, top1_acc: 0.5333, top5_acc: 0.7685, loss_cls: 1.9920, loss: 1.9920, grad_norm: 3.2828 2020-08-14 11:59:36,735 - mmaction - INFO - Epoch [30][1180/1253] lr: 3.000e-02, eta: 16:50:48, time: 0.664, data_time: 0.007, memory: 4833, top1_acc: 0.5307, top5_acc: 0.7633, loss_cls: 1.9994, loss: 1.9994, grad_norm: 3.2643 2020-08-14 11:59:50,021 - mmaction - INFO - Epoch [30][1200/1253] lr: 3.000e-02, eta: 16:50:32, time: 0.661, data_time: 0.007, memory: 4833, top1_acc: 0.5365, top5_acc: 0.7721, loss_cls: 1.9742, loss: 1.9742, grad_norm: 3.3964 2020-08-14 12:00:02,643 - mmaction - INFO - Epoch [30][1220/1253] lr: 3.000e-02, eta: 16:50:16, time: 0.634, data_time: 0.007, memory: 4833, top1_acc: 0.5367, top5_acc: 0.7682, loss_cls: 1.9724, loss: 1.9724, grad_norm: 3.1866 2020-08-14 12:00:20,020 - mmaction - INFO - Epoch [30][1240/1253] lr: 3.000e-02, eta: 16:50:10, time: 0.860, data_time: 0.009, memory: 4833, top1_acc: 0.5336, top5_acc: 0.7734, loss_cls: 1.9780, loss: 1.9780, grad_norm: 3.3321 2020-08-14 12:00:28,595 - mmaction - INFO - Saving checkpoint at 30 epochs 2020-08-14 12:00:53,279 - mmaction - INFO - Epoch [31][20/1253] lr: 3.000e-02, eta: 16:49:46, time: 1.121, data_time: 0.489, memory: 4833, top1_acc: 0.5357, top5_acc: 0.7737, loss_cls: 1.9554, loss: 1.9554, grad_norm: 3.2047 2020-08-14 12:01:05,719 - mmaction - INFO - Epoch [31][40/1253] lr: 3.000e-02, eta: 16:49:29, time: 0.624, data_time: 0.005, memory: 4833, top1_acc: 0.5409, top5_acc: 0.7758, loss_cls: 1.9456, loss: 1.9456, grad_norm: 3.2211 2020-08-14 12:01:18,270 - mmaction - INFO - Epoch [31][60/1253] lr: 3.000e-02, eta: 16:49:13, time: 0.627, data_time: 0.007, memory: 4833, top1_acc: 0.5453, top5_acc: 0.7755, loss_cls: 1.9448, loss: 1.9448, grad_norm: 3.2538 2020-08-14 12:01:31,737 - mmaction - INFO - Epoch [31][80/1253] lr: 3.000e-02, eta: 16:48:58, time: 0.674, data_time: 0.006, memory: 4833, top1_acc: 0.5404, top5_acc: 0.7695, loss_cls: 1.9786, loss: 1.9786, grad_norm: 3.3360 2020-08-14 12:01:45,799 - mmaction - INFO - Epoch [31][100/1253] lr: 3.000e-02, eta: 16:48:45, time: 0.702, data_time: 0.007, memory: 4833, top1_acc: 0.5380, top5_acc: 0.7724, loss_cls: 1.9721, loss: 1.9721, grad_norm: 3.2656 2020-08-14 12:01:59,237 - mmaction - INFO - Epoch [31][120/1253] lr: 3.000e-02, eta: 16:48:30, time: 0.673, data_time: 0.007, memory: 4833, top1_acc: 0.5422, top5_acc: 0.7831, loss_cls: 1.9161, loss: 1.9161, grad_norm: 3.2480 2020-08-14 12:02:12,835 - mmaction - INFO - Epoch [31][140/1253] lr: 3.000e-02, eta: 16:48:16, time: 0.679, data_time: 0.007, memory: 4833, top1_acc: 0.5315, top5_acc: 0.7857, loss_cls: 1.9516, loss: 1.9516, grad_norm: 3.3143 2020-08-14 12:02:27,393 - mmaction - INFO - Epoch [31][160/1253] lr: 3.000e-02, eta: 16:48:04, time: 0.730, data_time: 0.008, memory: 4833, top1_acc: 0.5388, top5_acc: 0.7732, loss_cls: 1.9429, loss: 1.9429, grad_norm: 3.2398 2020-08-14 12:02:42,030 - mmaction - INFO - Epoch [31][180/1253] lr: 3.000e-02, eta: 16:47:52, time: 0.730, data_time: 0.006, memory: 4833, top1_acc: 0.5214, top5_acc: 0.7695, loss_cls: 2.0017, loss: 2.0017, grad_norm: 3.2857 2020-08-14 12:02:54,447 - mmaction - INFO - Epoch [31][200/1253] lr: 3.000e-02, eta: 16:47:35, time: 0.621, data_time: 0.006, memory: 4833, top1_acc: 0.5352, top5_acc: 0.7695, loss_cls: 2.0025, loss: 2.0025, grad_norm: 3.2726 2020-08-14 12:03:07,331 - mmaction - INFO - Epoch [31][220/1253] lr: 3.000e-02, eta: 16:47:19, time: 0.644, data_time: 0.008, memory: 4833, top1_acc: 0.5464, top5_acc: 0.7758, loss_cls: 1.9385, loss: 1.9385, grad_norm: 3.2139 2020-08-14 12:03:20,787 - mmaction - INFO - Epoch [31][240/1253] lr: 3.000e-02, eta: 16:47:04, time: 0.673, data_time: 0.006, memory: 4833, top1_acc: 0.5607, top5_acc: 0.7904, loss_cls: 1.8453, loss: 1.8453, grad_norm: 3.3212 2020-08-14 12:03:35,182 - mmaction - INFO - Epoch [31][260/1253] lr: 3.000e-02, eta: 16:46:52, time: 0.721, data_time: 0.008, memory: 4833, top1_acc: 0.5487, top5_acc: 0.7766, loss_cls: 1.9274, loss: 1.9274, grad_norm: 3.2498 2020-08-14 12:03:48,165 - mmaction - INFO - Epoch [31][280/1253] lr: 3.000e-02, eta: 16:46:36, time: 0.648, data_time: 0.004, memory: 4833, top1_acc: 0.5404, top5_acc: 0.7797, loss_cls: 1.9496, loss: 1.9496, grad_norm: 3.2802 2020-08-14 12:04:01,466 - mmaction - INFO - Epoch [31][300/1253] lr: 3.000e-02, eta: 16:46:21, time: 0.664, data_time: 0.006, memory: 4833, top1_acc: 0.5482, top5_acc: 0.7789, loss_cls: 1.9005, loss: 1.9005, grad_norm: 3.3022 2020-08-14 12:04:15,159 - mmaction - INFO - Epoch [31][320/1253] lr: 3.000e-02, eta: 16:46:07, time: 0.687, data_time: 0.007, memory: 4833, top1_acc: 0.5474, top5_acc: 0.7794, loss_cls: 1.9246, loss: 1.9246, grad_norm: 3.2859 2020-08-14 12:04:30,743 - mmaction - INFO - Epoch [31][340/1253] lr: 3.000e-02, eta: 16:45:57, time: 0.777, data_time: 0.006, memory: 4833, top1_acc: 0.5487, top5_acc: 0.7922, loss_cls: 1.8844, loss: 1.8844, grad_norm: 3.3228 2020-08-14 12:04:44,554 - mmaction - INFO - Epoch [31][360/1253] lr: 3.000e-02, eta: 16:45:43, time: 0.691, data_time: 0.007, memory: 4833, top1_acc: 0.5497, top5_acc: 0.7737, loss_cls: 1.9423, loss: 1.9423, grad_norm: 3.2926 2020-08-14 12:04:58,387 - mmaction - INFO - Epoch [31][380/1253] lr: 3.000e-02, eta: 16:45:29, time: 0.691, data_time: 0.010, memory: 4833, top1_acc: 0.5266, top5_acc: 0.7641, loss_cls: 1.9974, loss: 1.9974, grad_norm: 3.2324 2020-08-14 12:05:11,079 - mmaction - INFO - Epoch [31][400/1253] lr: 3.000e-02, eta: 16:45:13, time: 0.636, data_time: 0.006, memory: 4833, top1_acc: 0.5310, top5_acc: 0.7680, loss_cls: 1.9870, loss: 1.9870, grad_norm: 3.2852 2020-08-14 12:05:25,457 - mmaction - INFO - Epoch [31][420/1253] lr: 3.000e-02, eta: 16:45:00, time: 0.716, data_time: 0.007, memory: 4833, top1_acc: 0.5482, top5_acc: 0.7760, loss_cls: 1.9710, loss: 1.9710, grad_norm: 3.2780 2020-08-14 12:05:39,448 - mmaction - INFO - Epoch [31][440/1253] lr: 3.000e-02, eta: 16:44:47, time: 0.703, data_time: 0.007, memory: 4833, top1_acc: 0.5529, top5_acc: 0.7906, loss_cls: 1.8758, loss: 1.8758, grad_norm: 3.2715 2020-08-14 12:05:52,879 - mmaction - INFO - Epoch [31][460/1253] lr: 3.000e-02, eta: 16:44:32, time: 0.672, data_time: 0.006, memory: 4833, top1_acc: 0.5500, top5_acc: 0.7781, loss_cls: 1.9364, loss: 1.9364, grad_norm: 3.3073 2020-08-14 12:06:07,361 - mmaction - INFO - Epoch [31][480/1253] lr: 3.000e-02, eta: 16:44:20, time: 0.724, data_time: 0.005, memory: 4833, top1_acc: 0.5260, top5_acc: 0.7714, loss_cls: 1.9885, loss: 1.9885, grad_norm: 3.3852 2020-08-14 12:06:19,868 - mmaction - INFO - Epoch [31][500/1253] lr: 3.000e-02, eta: 16:44:03, time: 0.625, data_time: 0.003, memory: 4833, top1_acc: 0.5370, top5_acc: 0.7802, loss_cls: 1.9203, loss: 1.9203, grad_norm: 3.2848 2020-08-14 12:06:34,581 - mmaction - INFO - Epoch [31][520/1253] lr: 3.000e-02, eta: 16:43:51, time: 0.734, data_time: 0.007, memory: 4833, top1_acc: 0.5354, top5_acc: 0.7680, loss_cls: 1.9758, loss: 1.9758, grad_norm: 3.3375 2020-08-14 12:06:47,878 - mmaction - INFO - Epoch [31][540/1253] lr: 3.000e-02, eta: 16:43:36, time: 0.667, data_time: 0.007, memory: 4833, top1_acc: 0.5268, top5_acc: 0.7661, loss_cls: 2.0168, loss: 2.0168, grad_norm: 3.2429 2020-08-14 12:07:01,658 - mmaction - INFO - Epoch [31][560/1253] lr: 3.000e-02, eta: 16:43:22, time: 0.687, data_time: 0.006, memory: 4833, top1_acc: 0.5471, top5_acc: 0.7695, loss_cls: 1.9559, loss: 1.9559, grad_norm: 3.2692 2020-08-14 12:07:15,355 - mmaction - INFO - Epoch [31][580/1253] lr: 3.000e-02, eta: 16:43:08, time: 0.686, data_time: 0.007, memory: 4833, top1_acc: 0.5375, top5_acc: 0.7755, loss_cls: 1.9530, loss: 1.9530, grad_norm: 3.2589 2020-08-14 12:07:30,214 - mmaction - INFO - Epoch [31][600/1253] lr: 3.000e-02, eta: 16:42:57, time: 0.740, data_time: 0.011, memory: 4833, top1_acc: 0.5388, top5_acc: 0.7740, loss_cls: 1.9833, loss: 1.9833, grad_norm: 3.3040 2020-08-14 12:07:43,842 - mmaction - INFO - Epoch [31][620/1253] lr: 3.000e-02, eta: 16:42:43, time: 0.685, data_time: 0.007, memory: 4833, top1_acc: 0.5255, top5_acc: 0.7654, loss_cls: 2.0131, loss: 2.0131, grad_norm: 3.3017 2020-08-14 12:07:56,354 - mmaction - INFO - Epoch [31][640/1253] lr: 3.000e-02, eta: 16:42:26, time: 0.625, data_time: 0.007, memory: 4833, top1_acc: 0.5320, top5_acc: 0.7667, loss_cls: 1.9830, loss: 1.9830, grad_norm: 3.3228 2020-08-14 12:08:10,553 - mmaction - INFO - Epoch [31][660/1253] lr: 3.000e-02, eta: 16:42:13, time: 0.711, data_time: 0.005, memory: 4833, top1_acc: 0.5372, top5_acc: 0.7703, loss_cls: 1.9494, loss: 1.9494, grad_norm: 3.2362 2020-08-14 12:08:25,220 - mmaction - INFO - Epoch [31][680/1253] lr: 3.000e-02, eta: 16:42:01, time: 0.732, data_time: 0.007, memory: 4833, top1_acc: 0.5398, top5_acc: 0.7784, loss_cls: 1.9243, loss: 1.9243, grad_norm: 3.2311 2020-08-14 12:08:37,762 - mmaction - INFO - Epoch [31][700/1253] lr: 3.000e-02, eta: 16:41:44, time: 0.628, data_time: 0.007, memory: 4833, top1_acc: 0.5216, top5_acc: 0.7773, loss_cls: 1.9603, loss: 1.9603, grad_norm: 3.3004 2020-08-14 12:08:51,123 - mmaction - INFO - Epoch [31][720/1253] lr: 3.000e-02, eta: 16:41:29, time: 0.666, data_time: 0.007, memory: 4833, top1_acc: 0.5378, top5_acc: 0.7747, loss_cls: 1.9601, loss: 1.9601, grad_norm: 3.3067 2020-08-14 12:09:04,318 - mmaction - INFO - Epoch [31][740/1253] lr: 3.000e-02, eta: 16:41:14, time: 0.662, data_time: 0.007, memory: 4833, top1_acc: 0.5424, top5_acc: 0.7786, loss_cls: 1.9448, loss: 1.9448, grad_norm: 3.2521 2020-08-14 12:09:18,556 - mmaction - INFO - Epoch [31][760/1253] lr: 3.000e-02, eta: 16:41:01, time: 0.707, data_time: 0.007, memory: 4833, top1_acc: 0.5266, top5_acc: 0.7661, loss_cls: 2.0199, loss: 2.0199, grad_norm: 3.3070 2020-08-14 12:09:31,380 - mmaction - INFO - Epoch [31][780/1253] lr: 3.000e-02, eta: 16:40:45, time: 0.647, data_time: 0.008, memory: 4833, top1_acc: 0.5417, top5_acc: 0.7776, loss_cls: 1.9435, loss: 1.9435, grad_norm: 3.2484 2020-08-14 12:09:45,602 - mmaction - INFO - Epoch [31][800/1253] lr: 3.000e-02, eta: 16:40:32, time: 0.707, data_time: 0.006, memory: 4833, top1_acc: 0.5380, top5_acc: 0.7734, loss_cls: 1.9683, loss: 1.9683, grad_norm: 3.2891 2020-08-14 12:10:00,003 - mmaction - INFO - Epoch [31][820/1253] lr: 3.000e-02, eta: 16:40:20, time: 0.723, data_time: 0.007, memory: 4833, top1_acc: 0.5474, top5_acc: 0.7815, loss_cls: 1.9278, loss: 1.9278, grad_norm: 3.3410 2020-08-14 12:10:15,157 - mmaction - INFO - Epoch [31][840/1253] lr: 3.000e-02, eta: 16:40:09, time: 0.756, data_time: 0.008, memory: 4833, top1_acc: 0.5331, top5_acc: 0.7799, loss_cls: 1.9688, loss: 1.9688, grad_norm: 3.2960 2020-08-14 12:10:28,324 - mmaction - INFO - Epoch [31][860/1253] lr: 3.000e-02, eta: 16:39:54, time: 0.660, data_time: 0.007, memory: 4833, top1_acc: 0.5240, top5_acc: 0.7599, loss_cls: 2.0205, loss: 2.0205, grad_norm: 3.2447 2020-08-14 12:10:42,283 - mmaction - INFO - Epoch [31][880/1253] lr: 3.000e-02, eta: 16:39:40, time: 0.696, data_time: 0.008, memory: 4833, top1_acc: 0.5424, top5_acc: 0.7714, loss_cls: 1.9802, loss: 1.9802, grad_norm: 3.2457 2020-08-14 12:10:56,484 - mmaction - INFO - Epoch [31][900/1253] lr: 3.000e-02, eta: 16:39:28, time: 0.713, data_time: 0.006, memory: 4833, top1_acc: 0.5417, top5_acc: 0.7706, loss_cls: 1.9663, loss: 1.9663, grad_norm: 3.3153 2020-08-14 12:11:10,694 - mmaction - INFO - Epoch [31][920/1253] lr: 3.000e-02, eta: 16:39:15, time: 0.710, data_time: 0.005, memory: 4833, top1_acc: 0.5201, top5_acc: 0.7714, loss_cls: 1.9886, loss: 1.9886, grad_norm: 3.3865 2020-08-14 12:11:25,844 - mmaction - INFO - Epoch [31][940/1253] lr: 3.000e-02, eta: 16:39:04, time: 0.757, data_time: 0.004, memory: 4833, top1_acc: 0.5336, top5_acc: 0.7779, loss_cls: 1.9358, loss: 1.9358, grad_norm: 3.2561 2020-08-14 12:11:40,423 - mmaction - INFO - Epoch [31][960/1253] lr: 3.000e-02, eta: 16:38:52, time: 0.728, data_time: 0.006, memory: 4833, top1_acc: 0.5318, top5_acc: 0.7792, loss_cls: 1.9474, loss: 1.9474, grad_norm: 3.2637 2020-08-14 12:11:53,319 - mmaction - INFO - Epoch [31][980/1253] lr: 3.000e-02, eta: 16:38:36, time: 0.645, data_time: 0.006, memory: 4833, top1_acc: 0.5281, top5_acc: 0.7599, loss_cls: 2.0498, loss: 2.0498, grad_norm: 3.3292 2020-08-14 12:12:07,563 - mmaction - INFO - Epoch [31][1000/1253] lr: 3.000e-02, eta: 16:38:23, time: 0.711, data_time: 0.008, memory: 4833, top1_acc: 0.5430, top5_acc: 0.7792, loss_cls: 1.9213, loss: 1.9213, grad_norm: 3.2267 2020-08-14 12:12:19,876 - mmaction - INFO - Epoch [31][1020/1253] lr: 3.000e-02, eta: 16:38:06, time: 0.617, data_time: 0.007, memory: 4833, top1_acc: 0.5294, top5_acc: 0.7680, loss_cls: 2.0026, loss: 2.0026, grad_norm: 3.3254 2020-08-14 12:12:33,932 - mmaction - INFO - Epoch [31][1040/1253] lr: 3.000e-02, eta: 16:37:52, time: 0.701, data_time: 0.008, memory: 4833, top1_acc: 0.5299, top5_acc: 0.7716, loss_cls: 1.9914, loss: 1.9914, grad_norm: 3.2924 2020-08-14 12:12:47,676 - mmaction - INFO - Epoch [31][1060/1253] lr: 3.000e-02, eta: 16:37:38, time: 0.689, data_time: 0.007, memory: 4833, top1_acc: 0.5229, top5_acc: 0.7654, loss_cls: 2.0093, loss: 2.0093, grad_norm: 3.2302 2020-08-14 12:13:03,198 - mmaction - INFO - Epoch [31][1080/1253] lr: 3.000e-02, eta: 16:37:28, time: 0.777, data_time: 0.007, memory: 4833, top1_acc: 0.5378, top5_acc: 0.7781, loss_cls: 1.9592, loss: 1.9592, grad_norm: 3.3211 2020-08-14 12:13:16,406 - mmaction - INFO - Epoch [31][1100/1253] lr: 3.000e-02, eta: 16:37:13, time: 0.660, data_time: 0.005, memory: 4833, top1_acc: 0.5297, top5_acc: 0.7607, loss_cls: 2.0021, loss: 2.0021, grad_norm: 3.1990 2020-08-14 12:13:30,815 - mmaction - INFO - Epoch [31][1120/1253] lr: 3.000e-02, eta: 16:37:01, time: 0.721, data_time: 0.006, memory: 4833, top1_acc: 0.5388, top5_acc: 0.7677, loss_cls: 1.9610, loss: 1.9610, grad_norm: 3.2437 2020-08-14 12:13:46,017 - mmaction - INFO - Epoch [31][1140/1253] lr: 3.000e-02, eta: 16:36:50, time: 0.757, data_time: 0.007, memory: 4833, top1_acc: 0.5359, top5_acc: 0.7688, loss_cls: 1.9900, loss: 1.9900, grad_norm: 3.3058 2020-08-14 12:13:58,614 - mmaction - INFO - Epoch [31][1160/1253] lr: 3.000e-02, eta: 16:36:34, time: 0.631, data_time: 0.007, memory: 4833, top1_acc: 0.5419, top5_acc: 0.7711, loss_cls: 1.9604, loss: 1.9604, grad_norm: 3.2602 2020-08-14 12:14:12,569 - mmaction - INFO - Epoch [31][1180/1253] lr: 3.000e-02, eta: 16:36:20, time: 0.696, data_time: 0.007, memory: 4833, top1_acc: 0.5326, top5_acc: 0.7812, loss_cls: 1.9354, loss: 1.9354, grad_norm: 3.3307 2020-08-14 12:14:27,032 - mmaction - INFO - Epoch [31][1200/1253] lr: 3.000e-02, eta: 16:36:08, time: 0.725, data_time: 0.008, memory: 4833, top1_acc: 0.5396, top5_acc: 0.7760, loss_cls: 1.9511, loss: 1.9511, grad_norm: 3.3411 2020-08-14 12:14:41,870 - mmaction - INFO - Epoch [31][1220/1253] lr: 3.000e-02, eta: 16:35:56, time: 0.741, data_time: 0.007, memory: 4833, top1_acc: 0.5237, top5_acc: 0.7622, loss_cls: 1.9867, loss: 1.9867, grad_norm: 3.2189 2020-08-14 12:14:54,960 - mmaction - INFO - Epoch [31][1240/1253] lr: 3.000e-02, eta: 16:35:41, time: 0.655, data_time: 0.006, memory: 4833, top1_acc: 0.5352, top5_acc: 0.7773, loss_cls: 1.9753, loss: 1.9753, grad_norm: 3.2304 2020-08-14 12:15:04,672 - mmaction - INFO - Saving checkpoint at 31 epochs 2020-08-14 12:15:26,839 - mmaction - INFO - Epoch [32][20/1253] lr: 3.000e-02, eta: 16:35:12, time: 1.004, data_time: 0.370, memory: 4833, top1_acc: 0.5508, top5_acc: 0.7794, loss_cls: 1.9337, loss: 1.9337, grad_norm: 3.2754 2020-08-14 12:15:40,234 - mmaction - INFO - Epoch [32][40/1253] lr: 3.000e-02, eta: 16:34:57, time: 0.672, data_time: 0.009, memory: 4833, top1_acc: 0.5461, top5_acc: 0.7724, loss_cls: 1.9591, loss: 1.9591, grad_norm: 3.2442 2020-08-14 12:15:52,585 - mmaction - INFO - Epoch [32][60/1253] lr: 3.000e-02, eta: 16:34:40, time: 0.615, data_time: 0.007, memory: 4833, top1_acc: 0.5414, top5_acc: 0.7784, loss_cls: 1.9210, loss: 1.9210, grad_norm: 3.2340 2020-08-14 12:16:05,853 - mmaction - INFO - Epoch [32][80/1253] lr: 3.000e-02, eta: 16:34:25, time: 0.665, data_time: 0.007, memory: 4833, top1_acc: 0.5398, top5_acc: 0.7766, loss_cls: 1.9398, loss: 1.9398, grad_norm: 3.2650 2020-08-14 12:16:19,953 - mmaction - INFO - Epoch [32][100/1253] lr: 3.000e-02, eta: 16:34:12, time: 0.703, data_time: 0.009, memory: 4833, top1_acc: 0.5438, top5_acc: 0.7646, loss_cls: 1.9428, loss: 1.9428, grad_norm: 3.3094 2020-08-14 12:16:34,079 - mmaction - INFO - Epoch [32][120/1253] lr: 3.000e-02, eta: 16:33:59, time: 0.709, data_time: 0.007, memory: 4833, top1_acc: 0.5393, top5_acc: 0.7732, loss_cls: 1.9527, loss: 1.9527, grad_norm: 3.2607 2020-08-14 12:16:47,199 - mmaction - INFO - Epoch [32][140/1253] lr: 3.000e-02, eta: 16:33:43, time: 0.655, data_time: 0.002, memory: 4833, top1_acc: 0.5589, top5_acc: 0.7812, loss_cls: 1.9164, loss: 1.9164, grad_norm: 3.3654 2020-08-14 12:17:00,203 - mmaction - INFO - Epoch [32][160/1253] lr: 3.000e-02, eta: 16:33:28, time: 0.648, data_time: 0.006, memory: 4833, top1_acc: 0.5432, top5_acc: 0.7849, loss_cls: 1.9209, loss: 1.9209, grad_norm: 3.2411 2020-08-14 12:17:15,700 - mmaction - INFO - Epoch [32][180/1253] lr: 3.000e-02, eta: 16:33:18, time: 0.778, data_time: 0.006, memory: 4833, top1_acc: 0.5263, top5_acc: 0.7667, loss_cls: 1.9729, loss: 1.9729, grad_norm: 3.3136 2020-08-14 12:17:29,046 - mmaction - INFO - Epoch [32][200/1253] lr: 3.000e-02, eta: 16:33:03, time: 0.664, data_time: 0.005, memory: 4833, top1_acc: 0.5281, top5_acc: 0.7656, loss_cls: 2.0053, loss: 2.0053, grad_norm: 3.2961 2020-08-14 12:17:42,898 - mmaction - INFO - Epoch [32][220/1253] lr: 3.000e-02, eta: 16:32:49, time: 0.696, data_time: 0.008, memory: 4833, top1_acc: 0.5417, top5_acc: 0.7784, loss_cls: 1.9282, loss: 1.9282, grad_norm: 3.1779 2020-08-14 12:17:56,770 - mmaction - INFO - Epoch [32][240/1253] lr: 3.000e-02, eta: 16:32:35, time: 0.691, data_time: 0.005, memory: 4833, top1_acc: 0.5292, top5_acc: 0.7656, loss_cls: 1.9893, loss: 1.9893, grad_norm: 3.3020 2020-08-14 12:18:09,147 - mmaction - INFO - Epoch [32][260/1253] lr: 3.000e-02, eta: 16:32:18, time: 0.618, data_time: 0.004, memory: 4833, top1_acc: 0.5505, top5_acc: 0.7922, loss_cls: 1.8997, loss: 1.8997, grad_norm: 3.2350 2020-08-14 12:18:23,377 - mmaction - INFO - Epoch [32][280/1253] lr: 3.000e-02, eta: 16:32:05, time: 0.711, data_time: 0.011, memory: 4833, top1_acc: 0.5385, top5_acc: 0.7773, loss_cls: 1.9392, loss: 1.9392, grad_norm: 3.2760 2020-08-14 12:18:37,201 - mmaction - INFO - Epoch [32][300/1253] lr: 3.000e-02, eta: 16:31:52, time: 0.693, data_time: 0.007, memory: 4833, top1_acc: 0.5542, top5_acc: 0.7859, loss_cls: 1.8836, loss: 1.8836, grad_norm: 3.2549 2020-08-14 12:18:50,677 - mmaction - INFO - Epoch [32][320/1253] lr: 3.000e-02, eta: 16:31:37, time: 0.673, data_time: 0.006, memory: 4833, top1_acc: 0.5396, top5_acc: 0.7773, loss_cls: 1.9579, loss: 1.9579, grad_norm: 3.2522 2020-08-14 12:19:04,798 - mmaction - INFO - Epoch [32][340/1253] lr: 3.000e-02, eta: 16:31:24, time: 0.708, data_time: 0.006, memory: 4833, top1_acc: 0.5505, top5_acc: 0.7859, loss_cls: 1.9007, loss: 1.9007, grad_norm: 3.2282 2020-08-14 12:19:17,710 - mmaction - INFO - Epoch [32][360/1253] lr: 3.000e-02, eta: 16:31:08, time: 0.642, data_time: 0.005, memory: 4833, top1_acc: 0.5424, top5_acc: 0.7766, loss_cls: 1.9421, loss: 1.9421, grad_norm: 3.2464 2020-08-14 12:19:31,034 - mmaction - INFO - Epoch [32][380/1253] lr: 3.000e-02, eta: 16:30:53, time: 0.668, data_time: 0.007, memory: 4833, top1_acc: 0.5341, top5_acc: 0.7781, loss_cls: 1.9610, loss: 1.9610, grad_norm: 3.2856 2020-08-14 12:19:44,254 - mmaction - INFO - Epoch [32][400/1253] lr: 3.000e-02, eta: 16:30:38, time: 0.658, data_time: 0.009, memory: 4833, top1_acc: 0.5445, top5_acc: 0.7789, loss_cls: 1.9296, loss: 1.9296, grad_norm: 3.2759 2020-08-14 12:19:57,746 - mmaction - INFO - Epoch [32][420/1253] lr: 3.000e-02, eta: 16:30:24, time: 0.679, data_time: 0.007, memory: 4833, top1_acc: 0.5372, top5_acc: 0.7771, loss_cls: 1.9512, loss: 1.9512, grad_norm: 3.2716 2020-08-14 12:20:12,537 - mmaction - INFO - Epoch [32][440/1253] lr: 3.000e-02, eta: 16:30:12, time: 0.736, data_time: 0.009, memory: 4833, top1_acc: 0.5430, top5_acc: 0.7810, loss_cls: 1.9381, loss: 1.9381, grad_norm: 3.2220 2020-08-14 12:20:26,333 - mmaction - INFO - Epoch [32][460/1253] lr: 3.000e-02, eta: 16:29:58, time: 0.694, data_time: 0.007, memory: 4833, top1_acc: 0.5422, top5_acc: 0.7779, loss_cls: 1.9596, loss: 1.9596, grad_norm: 3.2823 2020-08-14 12:20:40,112 - mmaction - INFO - Epoch [32][480/1253] lr: 3.000e-02, eta: 16:29:44, time: 0.690, data_time: 0.006, memory: 4833, top1_acc: 0.5437, top5_acc: 0.7755, loss_cls: 1.9188, loss: 1.9188, grad_norm: 3.2410 2020-08-14 12:20:52,826 - mmaction - INFO - Epoch [32][500/1253] lr: 3.000e-02, eta: 16:29:28, time: 0.635, data_time: 0.004, memory: 4833, top1_acc: 0.5458, top5_acc: 0.7893, loss_cls: 1.9078, loss: 1.9078, grad_norm: 3.2091 2020-08-14 12:21:06,814 - mmaction - INFO - Epoch [32][520/1253] lr: 3.000e-02, eta: 16:29:14, time: 0.693, data_time: 0.007, memory: 4833, top1_acc: 0.5372, top5_acc: 0.7776, loss_cls: 1.9189, loss: 1.9189, grad_norm: 3.2307 2020-08-14 12:21:19,683 - mmaction - INFO - Epoch [32][540/1253] lr: 3.000e-02, eta: 16:28:59, time: 0.648, data_time: 0.009, memory: 4833, top1_acc: 0.5456, top5_acc: 0.7786, loss_cls: 1.9316, loss: 1.9316, grad_norm: 3.3594 2020-08-14 12:21:33,071 - mmaction - INFO - Epoch [32][560/1253] lr: 3.000e-02, eta: 16:28:44, time: 0.671, data_time: 0.007, memory: 4833, top1_acc: 0.5560, top5_acc: 0.7802, loss_cls: 1.8947, loss: 1.8947, grad_norm: 3.2063 2020-08-14 12:21:46,493 - mmaction - INFO - Epoch [32][580/1253] lr: 3.000e-02, eta: 16:28:29, time: 0.667, data_time: 0.007, memory: 4833, top1_acc: 0.5357, top5_acc: 0.7724, loss_cls: 1.9703, loss: 1.9703, grad_norm: 3.2226 2020-08-14 12:21:59,589 - mmaction - INFO - Epoch [32][600/1253] lr: 3.000e-02, eta: 16:28:14, time: 0.658, data_time: 0.008, memory: 4833, top1_acc: 0.5253, top5_acc: 0.7698, loss_cls: 2.0195, loss: 2.0195, grad_norm: 3.3810 2020-08-14 12:22:13,760 - mmaction - INFO - Epoch [32][620/1253] lr: 3.000e-02, eta: 16:28:01, time: 0.708, data_time: 0.007, memory: 4833, top1_acc: 0.5380, top5_acc: 0.7734, loss_cls: 1.9580, loss: 1.9580, grad_norm: 3.2400 2020-08-14 12:22:27,594 - mmaction - INFO - Epoch [32][640/1253] lr: 3.000e-02, eta: 16:27:47, time: 0.692, data_time: 0.005, memory: 4833, top1_acc: 0.5529, top5_acc: 0.7810, loss_cls: 1.9099, loss: 1.9099, grad_norm: 3.2926 2020-08-14 12:22:40,555 - mmaction - INFO - Epoch [32][660/1253] lr: 3.000e-02, eta: 16:27:31, time: 0.644, data_time: 0.009, memory: 4833, top1_acc: 0.5430, top5_acc: 0.7820, loss_cls: 1.9448, loss: 1.9448, grad_norm: 3.2687 2020-08-14 12:22:53,856 - mmaction - INFO - Epoch [32][680/1253] lr: 3.000e-02, eta: 16:27:17, time: 0.670, data_time: 0.008, memory: 4833, top1_acc: 0.5417, top5_acc: 0.7747, loss_cls: 1.9388, loss: 1.9388, grad_norm: 3.2305 2020-08-14 12:23:07,562 - mmaction - INFO - Epoch [32][700/1253] lr: 3.000e-02, eta: 16:27:02, time: 0.682, data_time: 0.007, memory: 4833, top1_acc: 0.5299, top5_acc: 0.7719, loss_cls: 1.9904, loss: 1.9904, grad_norm: 3.2723 2020-08-14 12:23:22,353 - mmaction - INFO - Epoch [32][720/1253] lr: 3.000e-02, eta: 16:26:51, time: 0.742, data_time: 0.008, memory: 4833, top1_acc: 0.5404, top5_acc: 0.7784, loss_cls: 1.9323, loss: 1.9323, grad_norm: 3.2443 2020-08-14 12:23:34,839 - mmaction - INFO - Epoch [32][740/1253] lr: 3.000e-02, eta: 16:26:34, time: 0.624, data_time: 0.007, memory: 4833, top1_acc: 0.5417, top5_acc: 0.7727, loss_cls: 1.9526, loss: 1.9526, grad_norm: 3.3035 2020-08-14 12:23:48,664 - mmaction - INFO - Epoch [32][760/1253] lr: 3.000e-02, eta: 16:26:20, time: 0.692, data_time: 0.005, memory: 4833, top1_acc: 0.5380, top5_acc: 0.7701, loss_cls: 1.9835, loss: 1.9835, grad_norm: 3.3114 2020-08-14 12:24:02,782 - mmaction - INFO - Epoch [32][780/1253] lr: 3.000e-02, eta: 16:26:07, time: 0.705, data_time: 0.008, memory: 4833, top1_acc: 0.5315, top5_acc: 0.7810, loss_cls: 1.9567, loss: 1.9567, grad_norm: 3.2489 2020-08-14 12:24:15,781 - mmaction - INFO - Epoch [32][800/1253] lr: 3.000e-02, eta: 16:25:52, time: 0.649, data_time: 0.005, memory: 4833, top1_acc: 0.5521, top5_acc: 0.7859, loss_cls: 1.9386, loss: 1.9386, grad_norm: 3.3195 2020-08-14 12:24:29,458 - mmaction - INFO - Epoch [32][820/1253] lr: 3.000e-02, eta: 16:25:37, time: 0.684, data_time: 0.009, memory: 4833, top1_acc: 0.5464, top5_acc: 0.7766, loss_cls: 1.9657, loss: 1.9657, grad_norm: 3.2671 2020-08-14 12:24:42,651 - mmaction - INFO - Epoch [32][840/1253] lr: 3.000e-02, eta: 16:25:22, time: 0.661, data_time: 0.007, memory: 4833, top1_acc: 0.5388, top5_acc: 0.7753, loss_cls: 1.9591, loss: 1.9591, grad_norm: 3.2900 2020-08-14 12:24:56,042 - mmaction - INFO - Epoch [32][860/1253] lr: 3.000e-02, eta: 16:25:08, time: 0.668, data_time: 0.007, memory: 4833, top1_acc: 0.5487, top5_acc: 0.7760, loss_cls: 1.9366, loss: 1.9366, grad_norm: 3.2649 2020-08-14 12:25:08,734 - mmaction - INFO - Epoch [32][880/1253] lr: 3.000e-02, eta: 16:24:51, time: 0.637, data_time: 0.008, memory: 4833, top1_acc: 0.5344, top5_acc: 0.7581, loss_cls: 2.0217, loss: 2.0217, grad_norm: 3.2272 2020-08-14 12:25:22,372 - mmaction - INFO - Epoch [32][900/1253] lr: 3.000e-02, eta: 16:24:37, time: 0.680, data_time: 0.008, memory: 4833, top1_acc: 0.5510, top5_acc: 0.7846, loss_cls: 1.8998, loss: 1.8998, grad_norm: 3.2156 2020-08-14 12:25:36,339 - mmaction - INFO - Epoch [32][920/1253] lr: 3.000e-02, eta: 16:24:24, time: 0.702, data_time: 0.009, memory: 4833, top1_acc: 0.5393, top5_acc: 0.7734, loss_cls: 1.9666, loss: 1.9666, grad_norm: 3.3061 2020-08-14 12:25:48,997 - mmaction - INFO - Epoch [32][940/1253] lr: 3.000e-02, eta: 16:24:07, time: 0.630, data_time: 0.004, memory: 4833, top1_acc: 0.5378, top5_acc: 0.7667, loss_cls: 1.9722, loss: 1.9722, grad_norm: 3.3005 2020-08-14 12:26:01,785 - mmaction - INFO - Epoch [32][960/1253] lr: 3.000e-02, eta: 16:23:52, time: 0.642, data_time: 0.006, memory: 4833, top1_acc: 0.5302, top5_acc: 0.7622, loss_cls: 2.0297, loss: 2.0297, grad_norm: 3.2821 2020-08-14 12:26:14,762 - mmaction - INFO - Epoch [32][980/1253] lr: 3.000e-02, eta: 16:23:36, time: 0.647, data_time: 0.008, memory: 4833, top1_acc: 0.5354, top5_acc: 0.7794, loss_cls: 1.9866, loss: 1.9866, grad_norm: 3.4337 2020-08-14 12:26:28,063 - mmaction - INFO - Epoch [32][1000/1253] lr: 3.000e-02, eta: 16:23:21, time: 0.665, data_time: 0.006, memory: 4833, top1_acc: 0.5294, top5_acc: 0.7716, loss_cls: 2.0280, loss: 2.0280, grad_norm: 3.2706 2020-08-14 12:26:41,004 - mmaction - INFO - Epoch [32][1020/1253] lr: 3.000e-02, eta: 16:23:05, time: 0.646, data_time: 0.009, memory: 4833, top1_acc: 0.5281, top5_acc: 0.7773, loss_cls: 1.9542, loss: 1.9542, grad_norm: 3.2680 2020-08-14 12:26:53,944 - mmaction - INFO - Epoch [32][1040/1253] lr: 3.000e-02, eta: 16:22:50, time: 0.648, data_time: 0.006, memory: 4833, top1_acc: 0.5370, top5_acc: 0.7661, loss_cls: 1.9790, loss: 1.9790, grad_norm: 3.3028 2020-08-14 12:27:07,488 - mmaction - INFO - Epoch [32][1060/1253] lr: 3.000e-02, eta: 16:22:35, time: 0.678, data_time: 0.007, memory: 4833, top1_acc: 0.5359, top5_acc: 0.7643, loss_cls: 1.9734, loss: 1.9734, grad_norm: 3.2319 2020-08-14 12:27:21,471 - mmaction - INFO - Epoch [32][1080/1253] lr: 3.000e-02, eta: 16:22:22, time: 0.698, data_time: 0.003, memory: 4833, top1_acc: 0.5328, top5_acc: 0.7763, loss_cls: 1.9989, loss: 1.9989, grad_norm: 3.2695 2020-08-14 12:27:34,742 - mmaction - INFO - Epoch [32][1100/1253] lr: 3.000e-02, eta: 16:22:07, time: 0.663, data_time: 0.007, memory: 4833, top1_acc: 0.5393, top5_acc: 0.7708, loss_cls: 1.9534, loss: 1.9534, grad_norm: 3.2787 2020-08-14 12:27:47,097 - mmaction - INFO - Epoch [32][1120/1253] lr: 3.000e-02, eta: 16:21:50, time: 0.618, data_time: 0.005, memory: 4833, top1_acc: 0.5393, top5_acc: 0.7719, loss_cls: 1.9421, loss: 1.9421, grad_norm: 3.2712 2020-08-14 12:28:00,392 - mmaction - INFO - Epoch [32][1140/1253] lr: 3.000e-02, eta: 16:21:35, time: 0.663, data_time: 0.009, memory: 4833, top1_acc: 0.5307, top5_acc: 0.7568, loss_cls: 2.0113, loss: 2.0113, grad_norm: 3.2489 2020-08-14 12:28:13,893 - mmaction - INFO - Epoch [32][1160/1253] lr: 3.000e-02, eta: 16:21:21, time: 0.677, data_time: 0.006, memory: 4833, top1_acc: 0.5516, top5_acc: 0.7714, loss_cls: 1.9394, loss: 1.9394, grad_norm: 3.2397 2020-08-14 12:28:28,216 - mmaction - INFO - Epoch [32][1180/1253] lr: 3.000e-02, eta: 16:21:08, time: 0.715, data_time: 0.007, memory: 4833, top1_acc: 0.5354, top5_acc: 0.7760, loss_cls: 1.9784, loss: 1.9784, grad_norm: 3.2334 2020-08-14 12:28:42,186 - mmaction - INFO - Epoch [32][1200/1253] lr: 3.000e-02, eta: 16:20:55, time: 0.701, data_time: 0.007, memory: 4833, top1_acc: 0.5305, top5_acc: 0.7727, loss_cls: 1.9939, loss: 1.9939, grad_norm: 3.1903 2020-08-14 12:28:55,975 - mmaction - INFO - Epoch [32][1220/1253] lr: 3.000e-02, eta: 16:20:41, time: 0.687, data_time: 0.006, memory: 4833, top1_acc: 0.5393, top5_acc: 0.7706, loss_cls: 1.9754, loss: 1.9754, grad_norm: 3.3205 2020-08-14 12:29:09,210 - mmaction - INFO - Epoch [32][1240/1253] lr: 3.000e-02, eta: 16:20:26, time: 0.665, data_time: 0.008, memory: 4833, top1_acc: 0.5568, top5_acc: 0.7906, loss_cls: 1.8711, loss: 1.8711, grad_norm: 3.2645 2020-08-14 12:29:17,474 - mmaction - INFO - Saving checkpoint at 32 epochs 2020-08-14 12:29:39,540 - mmaction - INFO - Epoch [33][20/1253] lr: 3.000e-02, eta: 16:19:58, time: 1.025, data_time: 0.387, memory: 4833, top1_acc: 0.5401, top5_acc: 0.7807, loss_cls: 1.9454, loss: 1.9454, grad_norm: 3.3115 2020-08-14 12:29:52,039 - mmaction - INFO - Epoch [33][40/1253] lr: 3.000e-02, eta: 16:19:41, time: 0.624, data_time: 0.003, memory: 4833, top1_acc: 0.5432, top5_acc: 0.7870, loss_cls: 1.8968, loss: 1.8968, grad_norm: 3.2899 2020-08-14 12:30:05,402 - mmaction - INFO - Epoch [33][60/1253] lr: 3.000e-02, eta: 16:19:27, time: 0.669, data_time: 0.003, memory: 4833, top1_acc: 0.5539, top5_acc: 0.7992, loss_cls: 1.8826, loss: 1.8826, grad_norm: 3.2595 2020-08-14 12:30:18,828 - mmaction - INFO - Epoch [33][80/1253] lr: 3.000e-02, eta: 16:19:12, time: 0.673, data_time: 0.003, memory: 4833, top1_acc: 0.5482, top5_acc: 0.7812, loss_cls: 1.9033, loss: 1.9033, grad_norm: 3.3184 2020-08-14 12:30:32,309 - mmaction - INFO - Epoch [33][100/1253] lr: 3.000e-02, eta: 16:18:57, time: 0.668, data_time: 0.004, memory: 4833, top1_acc: 0.5430, top5_acc: 0.7799, loss_cls: 1.9189, loss: 1.9189, grad_norm: 3.2884 2020-08-14 12:30:44,876 - mmaction - INFO - Epoch [33][120/1253] lr: 3.000e-02, eta: 16:18:41, time: 0.632, data_time: 0.007, memory: 4833, top1_acc: 0.5534, top5_acc: 0.7870, loss_cls: 1.8938, loss: 1.8938, grad_norm: 3.2707 2020-08-14 12:30:58,036 - mmaction - INFO - Epoch [33][140/1253] lr: 3.000e-02, eta: 16:18:26, time: 0.655, data_time: 0.007, memory: 4833, top1_acc: 0.5352, top5_acc: 0.7740, loss_cls: 1.9609, loss: 1.9609, grad_norm: 3.3343 2020-08-14 12:31:10,903 - mmaction - INFO - Epoch [33][160/1253] lr: 3.000e-02, eta: 16:18:10, time: 0.647, data_time: 0.007, memory: 4833, top1_acc: 0.5523, top5_acc: 0.7841, loss_cls: 1.8937, loss: 1.8937, grad_norm: 3.3435 2020-08-14 12:31:25,201 - mmaction - INFO - Epoch [33][180/1253] lr: 3.000e-02, eta: 16:17:57, time: 0.712, data_time: 0.007, memory: 4833, top1_acc: 0.5471, top5_acc: 0.7742, loss_cls: 1.9542, loss: 1.9542, grad_norm: 3.2419 2020-08-14 12:31:37,756 - mmaction - INFO - Epoch [33][200/1253] lr: 3.000e-02, eta: 16:17:41, time: 0.630, data_time: 0.007, memory: 4833, top1_acc: 0.5331, top5_acc: 0.7693, loss_cls: 1.9953, loss: 1.9953, grad_norm: 3.2300 2020-08-14 12:31:52,245 - mmaction - INFO - Epoch [33][220/1253] lr: 3.000e-02, eta: 16:17:29, time: 0.723, data_time: 0.008, memory: 4833, top1_acc: 0.5417, top5_acc: 0.7753, loss_cls: 1.9189, loss: 1.9189, grad_norm: 3.2945 2020-08-14 12:32:06,568 - mmaction - INFO - Epoch [33][240/1253] lr: 3.000e-02, eta: 16:17:16, time: 0.717, data_time: 0.007, memory: 4833, top1_acc: 0.5346, top5_acc: 0.7802, loss_cls: 1.9429, loss: 1.9429, grad_norm: 3.1978 2020-08-14 12:32:20,909 - mmaction - INFO - Epoch [33][260/1253] lr: 3.000e-02, eta: 16:17:03, time: 0.715, data_time: 0.006, memory: 4833, top1_acc: 0.5396, top5_acc: 0.7714, loss_cls: 1.9508, loss: 1.9508, grad_norm: 3.2244 2020-08-14 12:32:33,445 - mmaction - INFO - Epoch [33][280/1253] lr: 3.000e-02, eta: 16:16:47, time: 0.629, data_time: 0.007, memory: 4833, top1_acc: 0.5516, top5_acc: 0.7849, loss_cls: 1.8942, loss: 1.8942, grad_norm: 3.2691 2020-08-14 12:32:48,264 - mmaction - INFO - Epoch [33][300/1253] lr: 3.000e-02, eta: 16:16:35, time: 0.741, data_time: 0.003, memory: 4833, top1_acc: 0.5492, top5_acc: 0.7734, loss_cls: 1.9400, loss: 1.9400, grad_norm: 3.2849 2020-08-14 12:33:01,135 - mmaction - INFO - Epoch [33][320/1253] lr: 3.000e-02, eta: 16:16:19, time: 0.644, data_time: 0.007, memory: 4833, top1_acc: 0.5495, top5_acc: 0.7792, loss_cls: 1.9061, loss: 1.9061, grad_norm: 3.2451 2020-08-14 12:33:15,201 - mmaction - INFO - Epoch [33][340/1253] lr: 3.000e-02, eta: 16:16:06, time: 0.702, data_time: 0.007, memory: 4833, top1_acc: 0.5461, top5_acc: 0.7781, loss_cls: 1.9210, loss: 1.9210, grad_norm: 3.3061 2020-08-14 12:33:28,479 - mmaction - INFO - Epoch [33][360/1253] lr: 3.000e-02, eta: 16:15:51, time: 0.664, data_time: 0.006, memory: 4833, top1_acc: 0.5482, top5_acc: 0.7781, loss_cls: 1.9189, loss: 1.9189, grad_norm: 3.2308 2020-08-14 12:33:42,789 - mmaction - INFO - Epoch [33][380/1253] lr: 3.000e-02, eta: 16:15:38, time: 0.715, data_time: 0.006, memory: 4833, top1_acc: 0.5375, top5_acc: 0.7789, loss_cls: 1.9369, loss: 1.9369, grad_norm: 3.3171 2020-08-14 12:33:56,075 - mmaction - INFO - Epoch [33][400/1253] lr: 3.000e-02, eta: 16:15:24, time: 0.665, data_time: 0.004, memory: 4833, top1_acc: 0.5453, top5_acc: 0.7768, loss_cls: 1.9115, loss: 1.9115, grad_norm: 3.3044 2020-08-14 12:34:08,850 - mmaction - INFO - Epoch [33][420/1253] lr: 3.000e-02, eta: 16:15:08, time: 0.640, data_time: 0.006, memory: 4833, top1_acc: 0.5370, top5_acc: 0.7766, loss_cls: 1.9416, loss: 1.9416, grad_norm: 3.4029 2020-08-14 12:34:22,645 - mmaction - INFO - Epoch [33][440/1253] lr: 3.000e-02, eta: 16:14:54, time: 0.688, data_time: 0.008, memory: 4833, top1_acc: 0.5435, top5_acc: 0.7818, loss_cls: 1.9365, loss: 1.9365, grad_norm: 3.2553 2020-08-14 12:34:36,520 - mmaction - INFO - Epoch [33][460/1253] lr: 3.000e-02, eta: 16:14:40, time: 0.694, data_time: 0.005, memory: 4833, top1_acc: 0.5271, top5_acc: 0.7779, loss_cls: 1.9439, loss: 1.9439, grad_norm: 3.2458 2020-08-14 12:34:50,298 - mmaction - INFO - Epoch [33][480/1253] lr: 3.000e-02, eta: 16:14:26, time: 0.686, data_time: 0.007, memory: 4833, top1_acc: 0.5365, top5_acc: 0.7771, loss_cls: 1.9498, loss: 1.9498, grad_norm: 3.2790 2020-08-14 12:35:03,511 - mmaction - INFO - Epoch [33][500/1253] lr: 3.000e-02, eta: 16:14:11, time: 0.664, data_time: 0.007, memory: 4833, top1_acc: 0.5497, top5_acc: 0.7797, loss_cls: 1.9212, loss: 1.9212, grad_norm: 3.2755 2020-08-14 12:35:17,510 - mmaction - INFO - Epoch [33][520/1253] lr: 3.000e-02, eta: 16:13:58, time: 0.699, data_time: 0.004, memory: 4833, top1_acc: 0.5297, top5_acc: 0.7747, loss_cls: 1.9773, loss: 1.9773, grad_norm: 3.3287 2020-08-14 12:35:30,517 - mmaction - INFO - Epoch [33][540/1253] lr: 3.000e-02, eta: 16:13:42, time: 0.651, data_time: 0.004, memory: 4833, top1_acc: 0.5427, top5_acc: 0.7792, loss_cls: 1.9635, loss: 1.9635, grad_norm: 3.2730 2020-08-14 12:35:44,328 - mmaction - INFO - Epoch [33][560/1253] lr: 3.000e-02, eta: 16:13:29, time: 0.691, data_time: 0.008, memory: 4833, top1_acc: 0.5526, top5_acc: 0.7734, loss_cls: 1.9413, loss: 1.9413, grad_norm: 3.2756 2020-08-14 12:35:57,234 - mmaction - INFO - Epoch [33][580/1253] lr: 3.000e-02, eta: 16:13:13, time: 0.645, data_time: 0.009, memory: 4833, top1_acc: 0.5328, top5_acc: 0.7750, loss_cls: 1.9614, loss: 1.9614, grad_norm: 3.3025 2020-08-14 12:36:11,967 - mmaction - INFO - Epoch [33][600/1253] lr: 3.000e-02, eta: 16:13:01, time: 0.739, data_time: 0.006, memory: 4833, top1_acc: 0.5375, top5_acc: 0.7732, loss_cls: 1.9384, loss: 1.9384, grad_norm: 3.3794 2020-08-14 12:36:25,533 - mmaction - INFO - Epoch [33][620/1253] lr: 3.000e-02, eta: 16:12:47, time: 0.676, data_time: 0.006, memory: 4833, top1_acc: 0.5367, top5_acc: 0.7807, loss_cls: 1.9563, loss: 1.9563, grad_norm: 3.3373 2020-08-14 12:36:38,962 - mmaction - INFO - Epoch [33][640/1253] lr: 3.000e-02, eta: 16:12:32, time: 0.675, data_time: 0.007, memory: 4833, top1_acc: 0.5435, top5_acc: 0.7815, loss_cls: 1.9337, loss: 1.9337, grad_norm: 3.3038 2020-08-14 12:36:52,167 - mmaction - INFO - Epoch [33][660/1253] lr: 3.000e-02, eta: 16:12:17, time: 0.658, data_time: 0.005, memory: 4833, top1_acc: 0.5451, top5_acc: 0.7901, loss_cls: 1.8994, loss: 1.8994, grad_norm: 3.3114 2020-08-14 12:37:05,091 - mmaction - INFO - Epoch [33][680/1253] lr: 3.000e-02, eta: 16:12:02, time: 0.647, data_time: 0.006, memory: 4833, top1_acc: 0.5435, top5_acc: 0.7805, loss_cls: 1.9700, loss: 1.9700, grad_norm: 3.3024 2020-08-14 12:37:18,680 - mmaction - INFO - Epoch [33][700/1253] lr: 3.000e-02, eta: 16:11:47, time: 0.678, data_time: 0.007, memory: 4833, top1_acc: 0.5625, top5_acc: 0.7938, loss_cls: 1.8630, loss: 1.8630, grad_norm: 3.2504 2020-08-14 12:37:33,070 - mmaction - INFO - Epoch [33][720/1253] lr: 3.000e-02, eta: 16:11:35, time: 0.718, data_time: 0.006, memory: 4833, top1_acc: 0.5333, top5_acc: 0.7914, loss_cls: 1.9024, loss: 1.9024, grad_norm: 3.3492 2020-08-14 12:37:45,610 - mmaction - INFO - Epoch [33][740/1253] lr: 3.000e-02, eta: 16:11:18, time: 0.627, data_time: 0.009, memory: 4833, top1_acc: 0.5445, top5_acc: 0.7682, loss_cls: 1.9452, loss: 1.9452, grad_norm: 3.2880 2020-08-14 12:38:00,925 - mmaction - INFO - Epoch [33][760/1253] lr: 3.000e-02, eta: 16:11:08, time: 0.769, data_time: 0.007, memory: 4833, top1_acc: 0.5367, top5_acc: 0.7703, loss_cls: 2.0014, loss: 2.0014, grad_norm: 3.3539 2020-08-14 12:38:13,810 - mmaction - INFO - Epoch [33][780/1253] lr: 3.000e-02, eta: 16:10:52, time: 0.642, data_time: 0.009, memory: 4833, top1_acc: 0.5419, top5_acc: 0.7807, loss_cls: 1.9144, loss: 1.9144, grad_norm: 3.3424 2020-08-14 12:38:27,785 - mmaction - INFO - Epoch [33][800/1253] lr: 3.000e-02, eta: 16:10:39, time: 0.700, data_time: 0.007, memory: 4833, top1_acc: 0.5417, top5_acc: 0.7680, loss_cls: 1.9878, loss: 1.9878, grad_norm: 3.3037 2020-08-14 12:38:41,936 - mmaction - INFO - Epoch [33][820/1253] lr: 3.000e-02, eta: 16:10:25, time: 0.706, data_time: 0.007, memory: 4833, top1_acc: 0.5443, top5_acc: 0.7839, loss_cls: 1.9274, loss: 1.9274, grad_norm: 3.3038 2020-08-14 12:38:54,925 - mmaction - INFO - Epoch [33][840/1253] lr: 3.000e-02, eta: 16:10:10, time: 0.652, data_time: 0.008, memory: 4833, top1_acc: 0.5367, top5_acc: 0.7646, loss_cls: 2.0064, loss: 2.0064, grad_norm: 3.3388 2020-08-14 12:39:08,448 - mmaction - INFO - Epoch [33][860/1253] lr: 3.000e-02, eta: 16:09:56, time: 0.674, data_time: 0.006, memory: 4833, top1_acc: 0.5378, top5_acc: 0.7917, loss_cls: 1.8815, loss: 1.8815, grad_norm: 3.3852 2020-08-14 12:39:21,159 - mmaction - INFO - Epoch [33][880/1253] lr: 3.000e-02, eta: 16:09:40, time: 0.637, data_time: 0.006, memory: 4833, top1_acc: 0.5380, top5_acc: 0.7690, loss_cls: 1.9958, loss: 1.9958, grad_norm: 3.2244 2020-08-14 12:39:34,573 - mmaction - INFO - Epoch [33][900/1253] lr: 3.000e-02, eta: 16:09:25, time: 0.670, data_time: 0.008, memory: 4833, top1_acc: 0.5370, top5_acc: 0.7755, loss_cls: 1.9519, loss: 1.9519, grad_norm: 3.3325 2020-08-14 12:39:48,578 - mmaction - INFO - Epoch [33][920/1253] lr: 3.000e-02, eta: 16:09:12, time: 0.702, data_time: 0.006, memory: 4833, top1_acc: 0.5339, top5_acc: 0.7724, loss_cls: 1.9823, loss: 1.9823, grad_norm: 3.2928 2020-08-14 12:40:01,367 - mmaction - INFO - Epoch [33][940/1253] lr: 3.000e-02, eta: 16:08:56, time: 0.638, data_time: 0.007, memory: 4833, top1_acc: 0.5466, top5_acc: 0.7758, loss_cls: 1.9532, loss: 1.9532, grad_norm: 3.3473 2020-08-14 12:40:15,202 - mmaction - INFO - Epoch [33][960/1253] lr: 3.000e-02, eta: 16:08:42, time: 0.693, data_time: 0.007, memory: 4833, top1_acc: 0.5552, top5_acc: 0.7911, loss_cls: 1.8795, loss: 1.8795, grad_norm: 3.2446 2020-08-14 12:40:28,480 - mmaction - INFO - Epoch [33][980/1253] lr: 3.000e-02, eta: 16:08:27, time: 0.662, data_time: 0.008, memory: 4833, top1_acc: 0.5492, top5_acc: 0.7789, loss_cls: 1.9415, loss: 1.9415, grad_norm: 3.2253 2020-08-14 12:40:41,442 - mmaction - INFO - Epoch [33][1000/1253] lr: 3.000e-02, eta: 16:08:12, time: 0.650, data_time: 0.007, memory: 4833, top1_acc: 0.5534, top5_acc: 0.7737, loss_cls: 1.9351, loss: 1.9351, grad_norm: 3.2486 2020-08-14 12:40:55,256 - mmaction - INFO - Epoch [33][1020/1253] lr: 3.000e-02, eta: 16:07:58, time: 0.690, data_time: 0.008, memory: 4833, top1_acc: 0.5357, top5_acc: 0.7758, loss_cls: 1.9705, loss: 1.9705, grad_norm: 3.3427 2020-08-14 12:41:09,502 - mmaction - INFO - Epoch [33][1040/1253] lr: 3.000e-02, eta: 16:07:45, time: 0.715, data_time: 0.007, memory: 4833, top1_acc: 0.5375, top5_acc: 0.7656, loss_cls: 1.9828, loss: 1.9828, grad_norm: 3.2458 2020-08-14 12:41:22,114 - mmaction - INFO - Epoch [33][1060/1253] lr: 3.000e-02, eta: 16:07:29, time: 0.628, data_time: 0.007, memory: 4833, top1_acc: 0.5375, top5_acc: 0.7763, loss_cls: 1.9564, loss: 1.9564, grad_norm: 3.2501 2020-08-14 12:41:36,022 - mmaction - INFO - Epoch [33][1080/1253] lr: 3.000e-02, eta: 16:07:15, time: 0.698, data_time: 0.008, memory: 4833, top1_acc: 0.5380, top5_acc: 0.7786, loss_cls: 1.9444, loss: 1.9444, grad_norm: 3.3247 2020-08-14 12:41:49,349 - mmaction - INFO - Epoch [33][1100/1253] lr: 3.000e-02, eta: 16:07:00, time: 0.665, data_time: 0.007, memory: 4833, top1_acc: 0.5414, top5_acc: 0.7802, loss_cls: 1.9354, loss: 1.9354, grad_norm: 3.2386 2020-08-14 12:42:01,847 - mmaction - INFO - Epoch [33][1120/1253] lr: 3.000e-02, eta: 16:06:44, time: 0.625, data_time: 0.005, memory: 4833, top1_acc: 0.5469, top5_acc: 0.7802, loss_cls: 1.9335, loss: 1.9335, grad_norm: 3.3152 2020-08-14 12:42:16,382 - mmaction - INFO - Epoch [33][1140/1253] lr: 3.000e-02, eta: 16:06:32, time: 0.726, data_time: 0.008, memory: 4833, top1_acc: 0.5370, top5_acc: 0.7745, loss_cls: 1.9593, loss: 1.9593, grad_norm: 3.2677 2020-08-14 12:42:30,027 - mmaction - INFO - Epoch [33][1160/1253] lr: 3.000e-02, eta: 16:06:18, time: 0.682, data_time: 0.007, memory: 4833, top1_acc: 0.5414, top5_acc: 0.7750, loss_cls: 1.9439, loss: 1.9439, grad_norm: 3.2428 2020-08-14 12:42:43,750 - mmaction - INFO - Epoch [33][1180/1253] lr: 3.000e-02, eta: 16:06:04, time: 0.684, data_time: 0.009, memory: 4833, top1_acc: 0.5279, top5_acc: 0.7698, loss_cls: 1.9977, loss: 1.9977, grad_norm: 3.3584 2020-08-14 12:42:57,159 - mmaction - INFO - Epoch [33][1200/1253] lr: 3.000e-02, eta: 16:05:49, time: 0.673, data_time: 0.007, memory: 4833, top1_acc: 0.5435, top5_acc: 0.7805, loss_cls: 1.9198, loss: 1.9198, grad_norm: 3.2943 2020-08-14 12:43:10,576 - mmaction - INFO - Epoch [33][1220/1253] lr: 3.000e-02, eta: 16:05:35, time: 0.671, data_time: 0.007, memory: 4833, top1_acc: 0.5344, top5_acc: 0.7859, loss_cls: 1.9597, loss: 1.9597, grad_norm: 3.3515 2020-08-14 12:43:24,610 - mmaction - INFO - Epoch [33][1240/1253] lr: 3.000e-02, eta: 16:05:21, time: 0.703, data_time: 0.006, memory: 4833, top1_acc: 0.5169, top5_acc: 0.7661, loss_cls: 2.0372, loss: 2.0372, grad_norm: 3.3959 2020-08-14 12:43:33,572 - mmaction - INFO - Saving checkpoint at 33 epochs 2020-08-14 12:43:55,955 - mmaction - INFO - Epoch [34][20/1253] lr: 3.000e-02, eta: 16:04:54, time: 1.024, data_time: 0.373, memory: 4833, top1_acc: 0.5339, top5_acc: 0.7742, loss_cls: 1.9488, loss: 1.9488, grad_norm: 3.2704 2020-08-14 12:44:08,328 - mmaction - INFO - Epoch [34][40/1253] lr: 3.000e-02, eta: 16:04:37, time: 0.621, data_time: 0.011, memory: 4833, top1_acc: 0.5443, top5_acc: 0.7891, loss_cls: 1.9183, loss: 1.9183, grad_norm: 3.2323 2020-08-14 12:44:20,671 - mmaction - INFO - Epoch [34][60/1253] lr: 3.000e-02, eta: 16:04:20, time: 0.614, data_time: 0.006, memory: 4833, top1_acc: 0.5510, top5_acc: 0.8000, loss_cls: 1.8564, loss: 1.8564, grad_norm: 3.3065 2020-08-14 12:44:33,355 - mmaction - INFO - Epoch [34][80/1253] lr: 3.000e-02, eta: 16:04:04, time: 0.637, data_time: 0.007, memory: 4833, top1_acc: 0.5482, top5_acc: 0.7857, loss_cls: 1.9066, loss: 1.9066, grad_norm: 3.2607 2020-08-14 12:44:46,789 - mmaction - INFO - Epoch [34][100/1253] lr: 3.000e-02, eta: 16:03:50, time: 0.670, data_time: 0.008, memory: 4833, top1_acc: 0.5461, top5_acc: 0.7763, loss_cls: 1.9234, loss: 1.9234, grad_norm: 3.3196 2020-08-14 12:45:00,462 - mmaction - INFO - Epoch [34][120/1253] lr: 3.000e-02, eta: 16:03:36, time: 0.682, data_time: 0.007, memory: 4833, top1_acc: 0.5404, top5_acc: 0.7740, loss_cls: 1.9344, loss: 1.9344, grad_norm: 3.2576 2020-08-14 12:45:14,541 - mmaction - INFO - Epoch [34][140/1253] lr: 3.000e-02, eta: 16:03:23, time: 0.708, data_time: 0.006, memory: 4833, top1_acc: 0.5497, top5_acc: 0.7724, loss_cls: 1.9264, loss: 1.9264, grad_norm: 3.2249 2020-08-14 12:45:28,894 - mmaction - INFO - Epoch [34][160/1253] lr: 3.000e-02, eta: 16:03:10, time: 0.717, data_time: 0.002, memory: 4833, top1_acc: 0.5500, top5_acc: 0.7839, loss_cls: 1.8914, loss: 1.8914, grad_norm: 3.3184 2020-08-14 12:45:41,374 - mmaction - INFO - Epoch [34][180/1253] lr: 3.000e-02, eta: 16:02:54, time: 0.622, data_time: 0.005, memory: 4833, top1_acc: 0.5482, top5_acc: 0.7909, loss_cls: 1.8905, loss: 1.8905, grad_norm: 3.2923 2020-08-14 12:45:55,709 - mmaction - INFO - Epoch [34][200/1253] lr: 3.000e-02, eta: 16:02:41, time: 0.719, data_time: 0.007, memory: 4833, top1_acc: 0.5393, top5_acc: 0.7654, loss_cls: 1.9895, loss: 1.9895, grad_norm: 3.2039 2020-08-14 12:46:08,828 - mmaction - INFO - Epoch [34][220/1253] lr: 3.000e-02, eta: 16:02:26, time: 0.654, data_time: 0.007, memory: 4833, top1_acc: 0.5396, top5_acc: 0.7802, loss_cls: 1.9565, loss: 1.9565, grad_norm: 3.3143 2020-08-14 12:46:21,773 - mmaction - INFO - Epoch [34][240/1253] lr: 3.000e-02, eta: 16:02:10, time: 0.648, data_time: 0.008, memory: 4833, top1_acc: 0.5510, top5_acc: 0.7805, loss_cls: 1.8815, loss: 1.8815, grad_norm: 3.2745 2020-08-14 12:46:34,989 - mmaction - INFO - Epoch [34][260/1253] lr: 3.000e-02, eta: 16:01:55, time: 0.662, data_time: 0.005, memory: 4833, top1_acc: 0.5445, top5_acc: 0.7734, loss_cls: 1.9369, loss: 1.9369, grad_norm: 3.2610 2020-08-14 12:46:48,575 - mmaction - INFO - Epoch [34][280/1253] lr: 3.000e-02, eta: 16:01:41, time: 0.679, data_time: 0.006, memory: 4833, top1_acc: 0.5534, top5_acc: 0.7807, loss_cls: 1.9238, loss: 1.9238, grad_norm: 3.2974 2020-08-14 12:47:03,720 - mmaction - INFO - Epoch [34][300/1253] lr: 3.000e-02, eta: 16:01:30, time: 0.759, data_time: 0.003, memory: 4833, top1_acc: 0.5565, top5_acc: 0.7839, loss_cls: 1.9057, loss: 1.9057, grad_norm: 3.3352 2020-08-14 12:47:17,609 - mmaction - INFO - Epoch [34][320/1253] lr: 3.000e-02, eta: 16:01:16, time: 0.690, data_time: 0.005, memory: 4833, top1_acc: 0.5526, top5_acc: 0.7870, loss_cls: 1.8853, loss: 1.8853, grad_norm: 3.2100 2020-08-14 12:47:31,919 - mmaction - INFO - Epoch [34][340/1253] lr: 3.000e-02, eta: 16:01:04, time: 0.720, data_time: 0.007, memory: 4833, top1_acc: 0.5464, top5_acc: 0.7841, loss_cls: 1.9079, loss: 1.9079, grad_norm: 3.3332 2020-08-14 12:47:45,704 - mmaction - INFO - Epoch [34][360/1253] lr: 3.000e-02, eta: 16:00:50, time: 0.686, data_time: 0.006, memory: 4833, top1_acc: 0.5599, top5_acc: 0.7927, loss_cls: 1.8858, loss: 1.8858, grad_norm: 3.2993 2020-08-14 12:47:59,377 - mmaction - INFO - Epoch [34][380/1253] lr: 3.000e-02, eta: 16:00:36, time: 0.686, data_time: 0.008, memory: 4833, top1_acc: 0.5432, top5_acc: 0.7724, loss_cls: 1.9289, loss: 1.9289, grad_norm: 3.3094 2020-08-14 12:48:12,209 - mmaction - INFO - Epoch [34][400/1253] lr: 3.000e-02, eta: 16:00:20, time: 0.641, data_time: 0.005, memory: 4833, top1_acc: 0.5570, top5_acc: 0.7766, loss_cls: 1.9160, loss: 1.9160, grad_norm: 3.3086 2020-08-14 12:48:27,040 - mmaction - INFO - Epoch [34][420/1253] lr: 3.000e-02, eta: 16:00:08, time: 0.742, data_time: 0.002, memory: 4833, top1_acc: 0.5388, top5_acc: 0.7802, loss_cls: 1.9489, loss: 1.9489, grad_norm: 3.3267 2020-08-14 12:48:40,725 - mmaction - INFO - Epoch [34][440/1253] lr: 3.000e-02, eta: 15:59:54, time: 0.680, data_time: 0.006, memory: 4833, top1_acc: 0.5318, top5_acc: 0.7779, loss_cls: 1.9274, loss: 1.9274, grad_norm: 3.2210 2020-08-14 12:48:53,454 - mmaction - INFO - Epoch [34][460/1253] lr: 3.000e-02, eta: 15:59:38, time: 0.639, data_time: 0.007, memory: 4833, top1_acc: 0.5443, top5_acc: 0.7888, loss_cls: 1.9236, loss: 1.9236, grad_norm: 3.3619 2020-08-14 12:49:06,661 - mmaction - INFO - Epoch [34][480/1253] lr: 3.000e-02, eta: 15:59:23, time: 0.659, data_time: 0.007, memory: 4833, top1_acc: 0.5602, top5_acc: 0.7844, loss_cls: 1.9065, loss: 1.9065, grad_norm: 3.3300 2020-08-14 12:49:20,059 - mmaction - INFO - Epoch [34][500/1253] lr: 3.000e-02, eta: 15:59:09, time: 0.671, data_time: 0.007, memory: 4833, top1_acc: 0.5474, top5_acc: 0.7875, loss_cls: 1.9074, loss: 1.9074, grad_norm: 3.2952 2020-08-14 12:49:33,123 - mmaction - INFO - Epoch [34][520/1253] lr: 3.000e-02, eta: 15:58:54, time: 0.653, data_time: 0.007, memory: 4833, top1_acc: 0.5630, top5_acc: 0.7885, loss_cls: 1.8553, loss: 1.8553, grad_norm: 3.2965 2020-08-14 12:49:46,877 - mmaction - INFO - Epoch [34][540/1253] lr: 3.000e-02, eta: 15:58:40, time: 0.686, data_time: 0.006, memory: 4833, top1_acc: 0.5268, top5_acc: 0.7654, loss_cls: 2.0186, loss: 2.0186, grad_norm: 3.3678 2020-08-14 12:50:00,037 - mmaction - INFO - Epoch [34][560/1253] lr: 3.000e-02, eta: 15:58:25, time: 0.658, data_time: 0.010, memory: 4833, top1_acc: 0.5396, top5_acc: 0.7677, loss_cls: 1.9629, loss: 1.9629, grad_norm: 3.2608 2020-08-14 12:50:13,615 - mmaction - INFO - Epoch [34][580/1253] lr: 3.000e-02, eta: 15:58:10, time: 0.678, data_time: 0.007, memory: 4833, top1_acc: 0.5362, top5_acc: 0.7688, loss_cls: 1.9868, loss: 1.9868, grad_norm: 3.3457 2020-08-14 12:50:27,231 - mmaction - INFO - Epoch [34][600/1253] lr: 3.000e-02, eta: 15:57:56, time: 0.682, data_time: 0.010, memory: 4833, top1_acc: 0.5375, top5_acc: 0.7732, loss_cls: 1.9775, loss: 1.9775, grad_norm: 3.3157 2020-08-14 12:50:40,504 - mmaction - INFO - Epoch [34][620/1253] lr: 3.000e-02, eta: 15:57:42, time: 0.665, data_time: 0.006, memory: 4833, top1_acc: 0.5529, top5_acc: 0.7771, loss_cls: 1.9086, loss: 1.9086, grad_norm: 3.3733 2020-08-14 12:50:53,532 - mmaction - INFO - Epoch [34][640/1253] lr: 3.000e-02, eta: 15:57:26, time: 0.653, data_time: 0.007, memory: 4833, top1_acc: 0.5443, top5_acc: 0.7773, loss_cls: 1.9433, loss: 1.9433, grad_norm: 3.2356 2020-08-14 12:51:09,008 - mmaction - INFO - Epoch [34][660/1253] lr: 3.000e-02, eta: 15:57:16, time: 0.774, data_time: 0.002, memory: 4833, top1_acc: 0.5339, top5_acc: 0.7656, loss_cls: 2.0028, loss: 2.0028, grad_norm: 3.3568 2020-08-14 12:51:23,505 - mmaction - INFO - Epoch [34][680/1253] lr: 3.000e-02, eta: 15:57:03, time: 0.721, data_time: 0.004, memory: 4833, top1_acc: 0.5380, top5_acc: 0.7714, loss_cls: 1.9371, loss: 1.9371, grad_norm: 3.2670 2020-08-14 12:51:35,934 - mmaction - INFO - Epoch [34][700/1253] lr: 3.000e-02, eta: 15:56:47, time: 0.624, data_time: 0.007, memory: 4833, top1_acc: 0.5404, top5_acc: 0.7760, loss_cls: 1.9395, loss: 1.9395, grad_norm: 3.2732 2020-08-14 12:51:48,773 - mmaction - INFO - Epoch [34][720/1253] lr: 3.000e-02, eta: 15:56:31, time: 0.641, data_time: 0.007, memory: 4833, top1_acc: 0.5508, top5_acc: 0.7820, loss_cls: 1.9257, loss: 1.9257, grad_norm: 3.3213 2020-08-14 12:52:02,512 - mmaction - INFO - Epoch [34][740/1253] lr: 3.000e-02, eta: 15:56:17, time: 0.689, data_time: 0.005, memory: 4833, top1_acc: 0.5435, top5_acc: 0.7802, loss_cls: 1.9363, loss: 1.9363, grad_norm: 3.2521 2020-08-14 12:52:16,630 - mmaction - INFO - Epoch [34][760/1253] lr: 3.000e-02, eta: 15:56:04, time: 0.706, data_time: 0.007, memory: 4833, top1_acc: 0.5336, top5_acc: 0.7729, loss_cls: 1.9878, loss: 1.9878, grad_norm: 3.2669 2020-08-14 12:52:29,806 - mmaction - INFO - Epoch [34][780/1253] lr: 3.000e-02, eta: 15:55:49, time: 0.657, data_time: 0.005, memory: 4833, top1_acc: 0.5482, top5_acc: 0.7810, loss_cls: 1.9217, loss: 1.9217, grad_norm: 3.3279 2020-08-14 12:52:43,495 - mmaction - INFO - Epoch [34][800/1253] lr: 3.000e-02, eta: 15:55:35, time: 0.685, data_time: 0.007, memory: 4833, top1_acc: 0.5266, top5_acc: 0.7721, loss_cls: 1.9709, loss: 1.9709, grad_norm: 3.4111 2020-08-14 12:52:57,534 - mmaction - INFO - Epoch [34][820/1253] lr: 3.000e-02, eta: 15:55:22, time: 0.702, data_time: 0.005, memory: 4833, top1_acc: 0.5385, top5_acc: 0.7742, loss_cls: 1.9529, loss: 1.9529, grad_norm: 3.3201 2020-08-14 12:53:10,145 - mmaction - INFO - Epoch [34][840/1253] lr: 3.000e-02, eta: 15:55:06, time: 0.629, data_time: 0.007, memory: 4833, top1_acc: 0.5464, top5_acc: 0.7802, loss_cls: 1.9245, loss: 1.9245, grad_norm: 3.2614 2020-08-14 12:53:24,311 - mmaction - INFO - Epoch [34][860/1253] lr: 3.000e-02, eta: 15:54:53, time: 0.710, data_time: 0.007, memory: 4833, top1_acc: 0.5477, top5_acc: 0.7792, loss_cls: 1.9535, loss: 1.9535, grad_norm: 3.2329 2020-08-14 12:53:39,003 - mmaction - INFO - Epoch [34][880/1253] lr: 3.000e-02, eta: 15:54:41, time: 0.735, data_time: 0.007, memory: 4833, top1_acc: 0.5432, top5_acc: 0.7716, loss_cls: 1.9630, loss: 1.9630, grad_norm: 3.3142 2020-08-14 12:53:52,167 - mmaction - INFO - Epoch [34][900/1253] lr: 3.000e-02, eta: 15:54:26, time: 0.658, data_time: 0.005, memory: 4833, top1_acc: 0.5271, top5_acc: 0.7729, loss_cls: 2.0052, loss: 2.0052, grad_norm: 3.3304 2020-08-14 12:54:05,414 - mmaction - INFO - Epoch [34][920/1253] lr: 3.000e-02, eta: 15:54:11, time: 0.659, data_time: 0.006, memory: 4833, top1_acc: 0.5695, top5_acc: 0.7885, loss_cls: 1.8353, loss: 1.8353, grad_norm: 3.1924 2020-08-14 12:54:19,340 - mmaction - INFO - Epoch [34][940/1253] lr: 3.000e-02, eta: 15:53:57, time: 0.701, data_time: 0.008, memory: 4833, top1_acc: 0.5333, top5_acc: 0.7674, loss_cls: 2.0094, loss: 2.0094, grad_norm: 3.2486 2020-08-14 12:54:32,426 - mmaction - INFO - Epoch [34][960/1253] lr: 3.000e-02, eta: 15:53:42, time: 0.652, data_time: 0.006, memory: 4833, top1_acc: 0.5573, top5_acc: 0.7901, loss_cls: 1.8859, loss: 1.8859, grad_norm: 3.3182 2020-08-14 12:54:46,240 - mmaction - INFO - Epoch [34][980/1253] lr: 3.000e-02, eta: 15:53:28, time: 0.693, data_time: 0.006, memory: 4833, top1_acc: 0.5393, top5_acc: 0.7701, loss_cls: 1.9829, loss: 1.9829, grad_norm: 3.3460 2020-08-14 12:55:00,100 - mmaction - INFO - Epoch [34][1000/1253] lr: 3.000e-02, eta: 15:53:15, time: 0.690, data_time: 0.007, memory: 4833, top1_acc: 0.5396, top5_acc: 0.7870, loss_cls: 1.8977, loss: 1.8977, grad_norm: 3.3036 2020-08-14 12:55:12,986 - mmaction - INFO - Epoch [34][1020/1253] lr: 3.000e-02, eta: 15:52:59, time: 0.643, data_time: 0.006, memory: 4833, top1_acc: 0.5461, top5_acc: 0.7839, loss_cls: 1.9043, loss: 1.9043, grad_norm: 3.2278 2020-08-14 12:55:26,101 - mmaction - INFO - Epoch [34][1040/1253] lr: 3.000e-02, eta: 15:52:44, time: 0.657, data_time: 0.010, memory: 4833, top1_acc: 0.5424, top5_acc: 0.7794, loss_cls: 1.9548, loss: 1.9548, grad_norm: 3.3311 2020-08-14 12:55:39,663 - mmaction - INFO - Epoch [34][1060/1253] lr: 3.000e-02, eta: 15:52:30, time: 0.680, data_time: 0.007, memory: 4833, top1_acc: 0.5417, top5_acc: 0.7716, loss_cls: 1.9554, loss: 1.9554, grad_norm: 3.3116 2020-08-14 12:55:53,547 - mmaction - INFO - Epoch [34][1080/1253] lr: 3.000e-02, eta: 15:52:16, time: 0.693, data_time: 0.007, memory: 4833, top1_acc: 0.5427, top5_acc: 0.7706, loss_cls: 1.9562, loss: 1.9562, grad_norm: 3.2392 2020-08-14 12:56:07,060 - mmaction - INFO - Epoch [34][1100/1253] lr: 3.000e-02, eta: 15:52:02, time: 0.676, data_time: 0.006, memory: 4833, top1_acc: 0.5466, top5_acc: 0.7792, loss_cls: 1.9379, loss: 1.9379, grad_norm: 3.3190 2020-08-14 12:56:21,003 - mmaction - INFO - Epoch [34][1120/1253] lr: 3.000e-02, eta: 15:51:48, time: 0.695, data_time: 0.007, memory: 4833, top1_acc: 0.5385, top5_acc: 0.7789, loss_cls: 1.9445, loss: 1.9445, grad_norm: 3.4033 2020-08-14 12:56:35,823 - mmaction - INFO - Epoch [34][1140/1253] lr: 3.000e-02, eta: 15:51:37, time: 0.745, data_time: 0.007, memory: 4833, top1_acc: 0.5518, top5_acc: 0.7682, loss_cls: 1.9445, loss: 1.9445, grad_norm: 3.3239 2020-08-14 12:56:48,741 - mmaction - INFO - Epoch [34][1160/1253] lr: 3.000e-02, eta: 15:51:21, time: 0.642, data_time: 0.005, memory: 4833, top1_acc: 0.5482, top5_acc: 0.7776, loss_cls: 1.9506, loss: 1.9506, grad_norm: 3.2658 2020-08-14 12:57:01,948 - mmaction - INFO - Epoch [34][1180/1253] lr: 3.000e-02, eta: 15:51:06, time: 0.662, data_time: 0.008, memory: 4833, top1_acc: 0.5331, top5_acc: 0.7701, loss_cls: 1.9709, loss: 1.9709, grad_norm: 3.2113 2020-08-14 12:57:15,484 - mmaction - INFO - Epoch [34][1200/1253] lr: 3.000e-02, eta: 15:50:52, time: 0.678, data_time: 0.007, memory: 4833, top1_acc: 0.5380, top5_acc: 0.7763, loss_cls: 1.9651, loss: 1.9651, grad_norm: 3.2358 2020-08-14 12:57:29,731 - mmaction - INFO - Epoch [34][1220/1253] lr: 3.000e-02, eta: 15:50:39, time: 0.711, data_time: 0.004, memory: 4833, top1_acc: 0.5375, top5_acc: 0.7766, loss_cls: 1.9663, loss: 1.9663, grad_norm: 3.2159 2020-08-14 12:57:42,668 - mmaction - INFO - Epoch [34][1240/1253] lr: 3.000e-02, eta: 15:50:24, time: 0.646, data_time: 0.007, memory: 4833, top1_acc: 0.5534, top5_acc: 0.7839, loss_cls: 1.9143, loss: 1.9143, grad_norm: 3.2160 2020-08-14 12:57:51,240 - mmaction - INFO - Saving checkpoint at 34 epochs 2020-08-14 12:58:13,418 - mmaction - INFO - Epoch [35][20/1253] lr: 3.000e-02, eta: 15:49:55, time: 0.978, data_time: 0.359, memory: 4833, top1_acc: 0.5445, top5_acc: 0.7789, loss_cls: 1.9061, loss: 1.9061, grad_norm: 3.2746 2020-08-14 12:58:26,225 - mmaction - INFO - Epoch [35][40/1253] lr: 3.000e-02, eta: 15:49:39, time: 0.644, data_time: 0.008, memory: 4833, top1_acc: 0.5549, top5_acc: 0.7755, loss_cls: 1.9046, loss: 1.9046, grad_norm: 3.2200 2020-08-14 12:58:40,089 - mmaction - INFO - Epoch [35][60/1253] lr: 3.000e-02, eta: 15:49:25, time: 0.693, data_time: 0.007, memory: 4833, top1_acc: 0.5367, top5_acc: 0.7737, loss_cls: 1.9409, loss: 1.9409, grad_norm: 3.3338 2020-08-14 12:58:52,762 - mmaction - INFO - Epoch [35][80/1253] lr: 3.000e-02, eta: 15:49:09, time: 0.633, data_time: 0.005, memory: 4833, top1_acc: 0.5591, top5_acc: 0.7833, loss_cls: 1.9064, loss: 1.9064, grad_norm: 3.2167 2020-08-14 12:59:07,113 - mmaction - INFO - Epoch [35][100/1253] lr: 3.000e-02, eta: 15:48:57, time: 0.719, data_time: 0.007, memory: 4833, top1_acc: 0.5477, top5_acc: 0.7818, loss_cls: 1.9314, loss: 1.9314, grad_norm: 3.3108 2020-08-14 12:59:20,349 - mmaction - INFO - Epoch [35][120/1253] lr: 3.000e-02, eta: 15:48:42, time: 0.658, data_time: 0.005, memory: 4833, top1_acc: 0.5513, top5_acc: 0.7875, loss_cls: 1.8766, loss: 1.8766, grad_norm: 3.3456 2020-08-14 12:59:33,448 - mmaction - INFO - Epoch [35][140/1253] lr: 3.000e-02, eta: 15:48:27, time: 0.657, data_time: 0.009, memory: 4833, top1_acc: 0.5516, top5_acc: 0.7859, loss_cls: 1.9067, loss: 1.9067, grad_norm: 3.2086 2020-08-14 12:59:46,235 - mmaction - INFO - Epoch [35][160/1253] lr: 3.000e-02, eta: 15:48:11, time: 0.639, data_time: 0.007, memory: 4833, top1_acc: 0.5453, top5_acc: 0.7820, loss_cls: 1.9209, loss: 1.9209, grad_norm: 3.2520 2020-08-14 12:59:59,899 - mmaction - INFO - Epoch [35][180/1253] lr: 3.000e-02, eta: 15:47:57, time: 0.684, data_time: 0.004, memory: 4833, top1_acc: 0.5474, top5_acc: 0.7781, loss_cls: 1.8897, loss: 1.8897, grad_norm: 3.2810 2020-08-14 13:00:20,702 - mmaction - INFO - Epoch [35][200/1253] lr: 3.000e-02, eta: 15:47:57, time: 1.034, data_time: 0.008, memory: 4833, top1_acc: 0.5492, top5_acc: 0.7815, loss_cls: 1.9333, loss: 1.9333, grad_norm: 3.2901 2020-08-14 13:00:33,487 - mmaction - INFO - Epoch [35][220/1253] lr: 3.000e-02, eta: 15:47:41, time: 0.645, data_time: 0.019, memory: 4833, top1_acc: 0.5471, top5_acc: 0.7815, loss_cls: 1.9199, loss: 1.9199, grad_norm: 3.3163 2020-08-14 13:00:47,695 - mmaction - INFO - Epoch [35][240/1253] lr: 3.000e-02, eta: 15:47:28, time: 0.706, data_time: 0.007, memory: 4833, top1_acc: 0.5438, top5_acc: 0.7859, loss_cls: 1.8863, loss: 1.8863, grad_norm: 3.2882 2020-08-14 13:01:00,318 - mmaction - INFO - Epoch [35][260/1253] lr: 3.000e-02, eta: 15:47:12, time: 0.635, data_time: 0.008, memory: 4833, top1_acc: 0.5479, top5_acc: 0.7826, loss_cls: 1.9225, loss: 1.9225, grad_norm: 3.3593 2020-08-14 13:01:13,490 - mmaction - INFO - Epoch [35][280/1253] lr: 3.000e-02, eta: 15:46:57, time: 0.657, data_time: 0.007, memory: 4833, top1_acc: 0.5510, top5_acc: 0.7872, loss_cls: 1.9027, loss: 1.9027, grad_norm: 3.2677 2020-08-14 13:01:27,412 - mmaction - INFO - Epoch [35][300/1253] lr: 3.000e-02, eta: 15:46:44, time: 0.698, data_time: 0.007, memory: 4833, top1_acc: 0.5555, top5_acc: 0.7870, loss_cls: 1.8840, loss: 1.8840, grad_norm: 3.3201 2020-08-14 13:01:41,584 - mmaction - INFO - Epoch [35][320/1253] lr: 3.000e-02, eta: 15:46:30, time: 0.706, data_time: 0.009, memory: 4833, top1_acc: 0.5404, top5_acc: 0.7841, loss_cls: 1.9145, loss: 1.9145, grad_norm: 3.2371 2020-08-14 13:01:55,095 - mmaction - INFO - Epoch [35][340/1253] lr: 3.000e-02, eta: 15:46:16, time: 0.678, data_time: 0.007, memory: 4833, top1_acc: 0.5378, top5_acc: 0.7789, loss_cls: 1.9472, loss: 1.9472, grad_norm: 3.3192 2020-08-14 13:02:08,498 - mmaction - INFO - Epoch [35][360/1253] lr: 3.000e-02, eta: 15:46:02, time: 0.670, data_time: 0.007, memory: 4833, top1_acc: 0.5464, top5_acc: 0.7724, loss_cls: 1.9619, loss: 1.9619, grad_norm: 3.2873 2020-08-14 13:02:21,259 - mmaction - INFO - Epoch [35][380/1253] lr: 3.000e-02, eta: 15:45:46, time: 0.638, data_time: 0.006, memory: 4833, top1_acc: 0.5531, top5_acc: 0.7724, loss_cls: 1.9171, loss: 1.9171, grad_norm: 3.3043 2020-08-14 13:02:36,459 - mmaction - INFO - Epoch [35][400/1253] lr: 3.000e-02, eta: 15:45:35, time: 0.757, data_time: 0.006, memory: 4833, top1_acc: 0.5396, top5_acc: 0.7734, loss_cls: 1.9656, loss: 1.9656, grad_norm: 3.2819 2020-08-14 13:02:50,506 - mmaction - INFO - Epoch [35][420/1253] lr: 3.000e-02, eta: 15:45:21, time: 0.705, data_time: 0.007, memory: 4833, top1_acc: 0.5594, top5_acc: 0.7872, loss_cls: 1.8700, loss: 1.8700, grad_norm: 3.2747 2020-08-14 13:03:03,845 - mmaction - INFO - Epoch [35][440/1253] lr: 3.000e-02, eta: 15:45:07, time: 0.667, data_time: 0.010, memory: 4833, top1_acc: 0.5453, top5_acc: 0.7779, loss_cls: 1.9241, loss: 1.9241, grad_norm: 3.3229 2020-08-14 13:03:16,913 - mmaction - INFO - Epoch [35][460/1253] lr: 3.000e-02, eta: 15:44:52, time: 0.653, data_time: 0.005, memory: 4833, top1_acc: 0.5549, top5_acc: 0.7805, loss_cls: 1.9162, loss: 1.9162, grad_norm: 3.2908 2020-08-14 13:03:31,043 - mmaction - INFO - Epoch [35][480/1253] lr: 3.000e-02, eta: 15:44:38, time: 0.705, data_time: 0.009, memory: 4833, top1_acc: 0.5461, top5_acc: 0.7740, loss_cls: 1.9105, loss: 1.9105, grad_norm: 3.3338 2020-08-14 13:03:44,130 - mmaction - INFO - Epoch [35][500/1253] lr: 3.000e-02, eta: 15:44:23, time: 0.656, data_time: 0.008, memory: 4833, top1_acc: 0.5370, top5_acc: 0.7732, loss_cls: 1.9532, loss: 1.9532, grad_norm: 3.2819 2020-08-14 13:03:58,270 - mmaction - INFO - Epoch [35][520/1253] lr: 3.000e-02, eta: 15:44:10, time: 0.707, data_time: 0.011, memory: 4833, top1_acc: 0.5581, top5_acc: 0.7815, loss_cls: 1.9045, loss: 1.9045, grad_norm: 3.2609 2020-08-14 13:04:11,382 - mmaction - INFO - Epoch [35][540/1253] lr: 3.000e-02, eta: 15:43:55, time: 0.656, data_time: 0.004, memory: 4833, top1_acc: 0.5523, top5_acc: 0.7854, loss_cls: 1.9137, loss: 1.9137, grad_norm: 3.2917 2020-08-14 13:04:25,806 - mmaction - INFO - Epoch [35][560/1253] lr: 3.000e-02, eta: 15:43:43, time: 0.719, data_time: 0.007, memory: 4833, top1_acc: 0.5424, top5_acc: 0.7755, loss_cls: 1.9320, loss: 1.9320, grad_norm: 3.3209 2020-08-14 13:04:40,541 - mmaction - INFO - Epoch [35][580/1253] lr: 3.000e-02, eta: 15:43:31, time: 0.739, data_time: 0.007, memory: 4833, top1_acc: 0.5232, top5_acc: 0.7760, loss_cls: 2.0014, loss: 2.0014, grad_norm: 3.4331 2020-08-14 13:04:53,014 - mmaction - INFO - Epoch [35][600/1253] lr: 3.000e-02, eta: 15:43:14, time: 0.622, data_time: 0.009, memory: 4833, top1_acc: 0.5440, top5_acc: 0.7745, loss_cls: 1.9277, loss: 1.9277, grad_norm: 3.2717 2020-08-14 13:05:06,255 - mmaction - INFO - Epoch [35][620/1253] lr: 3.000e-02, eta: 15:43:00, time: 0.664, data_time: 0.009, memory: 4833, top1_acc: 0.5523, top5_acc: 0.7760, loss_cls: 1.9125, loss: 1.9125, grad_norm: 3.2628 2020-08-14 13:05:20,782 - mmaction - INFO - Epoch [35][640/1253] lr: 3.000e-02, eta: 15:42:47, time: 0.723, data_time: 0.007, memory: 4833, top1_acc: 0.5456, top5_acc: 0.7760, loss_cls: 1.9267, loss: 1.9267, grad_norm: 3.3344 2020-08-14 13:05:34,912 - mmaction - INFO - Epoch [35][660/1253] lr: 3.000e-02, eta: 15:42:34, time: 0.710, data_time: 0.007, memory: 4833, top1_acc: 0.5349, top5_acc: 0.7641, loss_cls: 1.9881, loss: 1.9881, grad_norm: 3.3232 2020-08-14 13:05:47,743 - mmaction - INFO - Epoch [35][680/1253] lr: 3.000e-02, eta: 15:42:18, time: 0.639, data_time: 0.007, memory: 4833, top1_acc: 0.5328, top5_acc: 0.7664, loss_cls: 1.9783, loss: 1.9783, grad_norm: 3.2123 2020-08-14 13:06:01,327 - mmaction - INFO - Epoch [35][700/1253] lr: 3.000e-02, eta: 15:42:04, time: 0.681, data_time: 0.007, memory: 4833, top1_acc: 0.5380, top5_acc: 0.7815, loss_cls: 1.9253, loss: 1.9253, grad_norm: 3.3078 2020-08-14 13:06:15,157 - mmaction - INFO - Epoch [35][720/1253] lr: 3.000e-02, eta: 15:41:51, time: 0.693, data_time: 0.007, memory: 4833, top1_acc: 0.5406, top5_acc: 0.7776, loss_cls: 1.9302, loss: 1.9302, grad_norm: 3.3786 2020-08-14 13:06:29,267 - mmaction - INFO - Epoch [35][740/1253] lr: 3.000e-02, eta: 15:41:37, time: 0.703, data_time: 0.004, memory: 4833, top1_acc: 0.5302, top5_acc: 0.7667, loss_cls: 1.9961, loss: 1.9961, grad_norm: 3.2610 2020-08-14 13:06:43,787 - mmaction - INFO - Epoch [35][760/1253] lr: 3.000e-02, eta: 15:41:25, time: 0.727, data_time: 0.008, memory: 4833, top1_acc: 0.5505, top5_acc: 0.7768, loss_cls: 1.9248, loss: 1.9248, grad_norm: 3.2029 2020-08-14 13:06:56,665 - mmaction - INFO - Epoch [35][780/1253] lr: 3.000e-02, eta: 15:41:09, time: 0.644, data_time: 0.007, memory: 4833, top1_acc: 0.5398, top5_acc: 0.7724, loss_cls: 1.9541, loss: 1.9541, grad_norm: 3.3510 2020-08-14 13:07:11,641 - mmaction - INFO - Epoch [35][800/1253] lr: 3.000e-02, eta: 15:40:58, time: 0.750, data_time: 0.008, memory: 4833, top1_acc: 0.5297, top5_acc: 0.7656, loss_cls: 1.9850, loss: 1.9850, grad_norm: 3.2701 2020-08-14 13:07:24,317 - mmaction - INFO - Epoch [35][820/1253] lr: 3.000e-02, eta: 15:40:42, time: 0.634, data_time: 0.005, memory: 4833, top1_acc: 0.5383, top5_acc: 0.7740, loss_cls: 1.9520, loss: 1.9520, grad_norm: 3.2535 2020-08-14 13:07:37,607 - mmaction - INFO - Epoch [35][840/1253] lr: 3.000e-02, eta: 15:40:27, time: 0.664, data_time: 0.007, memory: 4833, top1_acc: 0.5380, top5_acc: 0.7750, loss_cls: 1.9427, loss: 1.9427, grad_norm: 3.3011 2020-08-14 13:07:50,540 - mmaction - INFO - Epoch [35][860/1253] lr: 3.000e-02, eta: 15:40:12, time: 0.647, data_time: 0.006, memory: 4833, top1_acc: 0.5451, top5_acc: 0.7878, loss_cls: 1.9014, loss: 1.9014, grad_norm: 3.2756 2020-08-14 13:08:03,765 - mmaction - INFO - Epoch [35][880/1253] lr: 3.000e-02, eta: 15:39:57, time: 0.660, data_time: 0.008, memory: 4833, top1_acc: 0.5471, top5_acc: 0.7872, loss_cls: 1.8927, loss: 1.8927, grad_norm: 3.3519 2020-08-14 13:08:17,393 - mmaction - INFO - Epoch [35][900/1253] lr: 3.000e-02, eta: 15:39:43, time: 0.683, data_time: 0.006, memory: 4833, top1_acc: 0.5469, top5_acc: 0.7859, loss_cls: 1.9079, loss: 1.9079, grad_norm: 3.3533 2020-08-14 13:08:31,534 - mmaction - INFO - Epoch [35][920/1253] lr: 3.000e-02, eta: 15:39:30, time: 0.706, data_time: 0.007, memory: 4833, top1_acc: 0.5508, top5_acc: 0.7794, loss_cls: 1.9082, loss: 1.9082, grad_norm: 3.2826 2020-08-14 13:08:44,903 - mmaction - INFO - Epoch [35][940/1253] lr: 3.000e-02, eta: 15:39:15, time: 0.669, data_time: 0.005, memory: 4833, top1_acc: 0.5378, top5_acc: 0.7779, loss_cls: 1.9552, loss: 1.9552, grad_norm: 3.3493 2020-08-14 13:08:57,381 - mmaction - INFO - Epoch [35][960/1253] lr: 3.000e-02, eta: 15:38:59, time: 0.622, data_time: 0.006, memory: 4833, top1_acc: 0.5378, top5_acc: 0.7740, loss_cls: 1.9242, loss: 1.9242, grad_norm: 3.3319 2020-08-14 13:09:11,062 - mmaction - INFO - Epoch [35][980/1253] lr: 3.000e-02, eta: 15:38:45, time: 0.686, data_time: 0.007, memory: 4833, top1_acc: 0.5438, top5_acc: 0.7839, loss_cls: 1.9396, loss: 1.9396, grad_norm: 3.2526 2020-08-14 13:09:25,267 - mmaction - INFO - Epoch [35][1000/1253] lr: 3.000e-02, eta: 15:38:32, time: 0.709, data_time: 0.008, memory: 4833, top1_acc: 0.5352, top5_acc: 0.7833, loss_cls: 1.9559, loss: 1.9559, grad_norm: 3.2606 2020-08-14 13:09:39,512 - mmaction - INFO - Epoch [35][1020/1253] lr: 3.000e-02, eta: 15:38:19, time: 0.713, data_time: 0.006, memory: 4833, top1_acc: 0.5396, top5_acc: 0.7721, loss_cls: 1.9722, loss: 1.9722, grad_norm: 3.2859 2020-08-14 13:09:53,361 - mmaction - INFO - Epoch [35][1040/1253] lr: 3.000e-02, eta: 15:38:05, time: 0.692, data_time: 0.007, memory: 4833, top1_acc: 0.5383, top5_acc: 0.7799, loss_cls: 1.9351, loss: 1.9351, grad_norm: 3.3862 2020-08-14 13:10:08,332 - mmaction - INFO - Epoch [35][1060/1253] lr: 3.000e-02, eta: 15:37:54, time: 0.751, data_time: 0.005, memory: 4833, top1_acc: 0.5346, top5_acc: 0.7810, loss_cls: 1.9719, loss: 1.9719, grad_norm: 3.3550 2020-08-14 13:10:22,978 - mmaction - INFO - Epoch [35][1080/1253] lr: 3.000e-02, eta: 15:37:42, time: 0.731, data_time: 0.005, memory: 4833, top1_acc: 0.5497, top5_acc: 0.7846, loss_cls: 1.8921, loss: 1.8921, grad_norm: 3.3185 2020-08-14 13:10:36,187 - mmaction - INFO - Epoch [35][1100/1253] lr: 3.000e-02, eta: 15:37:27, time: 0.660, data_time: 0.006, memory: 4833, top1_acc: 0.5469, top5_acc: 0.7771, loss_cls: 1.9087, loss: 1.9087, grad_norm: 3.2541 2020-08-14 13:10:49,738 - mmaction - INFO - Epoch [35][1120/1253] lr: 3.000e-02, eta: 15:37:13, time: 0.676, data_time: 0.008, memory: 4833, top1_acc: 0.5370, top5_acc: 0.7815, loss_cls: 1.9183, loss: 1.9183, grad_norm: 3.3130 2020-08-14 13:11:03,199 - mmaction - INFO - Epoch [35][1140/1253] lr: 3.000e-02, eta: 15:36:58, time: 0.675, data_time: 0.007, memory: 4833, top1_acc: 0.5484, top5_acc: 0.7867, loss_cls: 1.9101, loss: 1.9101, grad_norm: 3.3757 2020-08-14 13:11:16,787 - mmaction - INFO - Epoch [35][1160/1253] lr: 3.000e-02, eta: 15:36:44, time: 0.677, data_time: 0.007, memory: 4833, top1_acc: 0.5198, top5_acc: 0.7680, loss_cls: 2.0294, loss: 2.0294, grad_norm: 3.3486 2020-08-14 13:11:30,079 - mmaction - INFO - Epoch [35][1180/1253] lr: 3.000e-02, eta: 15:36:29, time: 0.666, data_time: 0.007, memory: 4833, top1_acc: 0.5286, top5_acc: 0.7695, loss_cls: 2.0018, loss: 2.0018, grad_norm: 3.3374 2020-08-14 13:11:44,535 - mmaction - INFO - Epoch [35][1200/1253] lr: 3.000e-02, eta: 15:36:17, time: 0.722, data_time: 0.007, memory: 4833, top1_acc: 0.5505, top5_acc: 0.7909, loss_cls: 1.8941, loss: 1.8941, grad_norm: 3.2309 2020-08-14 13:11:56,958 - mmaction - INFO - Epoch [35][1220/1253] lr: 3.000e-02, eta: 15:36:01, time: 0.623, data_time: 0.006, memory: 4833, top1_acc: 0.5445, top5_acc: 0.7849, loss_cls: 1.9042, loss: 1.9042, grad_norm: 3.2282 2020-08-14 13:12:10,930 - mmaction - INFO - Epoch [35][1240/1253] lr: 3.000e-02, eta: 15:35:47, time: 0.695, data_time: 0.006, memory: 4833, top1_acc: 0.5443, top5_acc: 0.7760, loss_cls: 1.9151, loss: 1.9151, grad_norm: 3.3081 2020-08-14 13:12:19,156 - mmaction - INFO - Saving checkpoint at 35 epochs 2020-08-14 13:12:44,154 - mmaction - INFO - Epoch [36][20/1253] lr: 3.000e-02, eta: 15:35:25, time: 1.166, data_time: 0.521, memory: 4833, top1_acc: 0.5529, top5_acc: 0.7849, loss_cls: 1.9003, loss: 1.9003, grad_norm: 3.2269 2020-08-14 13:12:56,709 - mmaction - INFO - Epoch [36][40/1253] lr: 3.000e-02, eta: 15:35:09, time: 0.629, data_time: 0.008, memory: 4833, top1_acc: 0.5497, top5_acc: 0.7893, loss_cls: 1.8741, loss: 1.8741, grad_norm: 3.2886 2020-08-14 13:13:09,333 - mmaction - INFO - Epoch [36][60/1253] lr: 3.000e-02, eta: 15:34:53, time: 0.632, data_time: 0.004, memory: 4833, top1_acc: 0.5578, top5_acc: 0.7844, loss_cls: 1.8630, loss: 1.8630, grad_norm: 3.3594 2020-08-14 13:13:22,075 - mmaction - INFO - Epoch [36][80/1253] lr: 3.000e-02, eta: 15:34:38, time: 0.635, data_time: 0.008, memory: 4833, top1_acc: 0.5529, top5_acc: 0.7948, loss_cls: 1.8537, loss: 1.8537, grad_norm: 3.3395 2020-08-14 13:13:35,695 - mmaction - INFO - Epoch [36][100/1253] lr: 3.000e-02, eta: 15:34:24, time: 0.682, data_time: 0.006, memory: 4833, top1_acc: 0.5414, top5_acc: 0.7766, loss_cls: 1.9372, loss: 1.9372, grad_norm: 3.3625 2020-08-14 13:13:49,156 - mmaction - INFO - Epoch [36][120/1253] lr: 3.000e-02, eta: 15:34:09, time: 0.671, data_time: 0.007, memory: 4833, top1_acc: 0.5745, top5_acc: 0.7945, loss_cls: 1.8193, loss: 1.8193, grad_norm: 3.2000 2020-08-14 13:14:02,689 - mmaction - INFO - Epoch [36][140/1253] lr: 3.000e-02, eta: 15:33:55, time: 0.679, data_time: 0.006, memory: 4833, top1_acc: 0.5448, top5_acc: 0.7862, loss_cls: 1.9116, loss: 1.9116, grad_norm: 3.3532 2020-08-14 13:14:15,513 - mmaction - INFO - Epoch [36][160/1253] lr: 3.000e-02, eta: 15:33:39, time: 0.637, data_time: 0.007, memory: 4833, top1_acc: 0.5586, top5_acc: 0.7891, loss_cls: 1.8583, loss: 1.8583, grad_norm: 3.2942 2020-08-14 13:14:29,710 - mmaction - INFO - Epoch [36][180/1253] lr: 3.000e-02, eta: 15:33:26, time: 0.715, data_time: 0.008, memory: 4833, top1_acc: 0.5401, top5_acc: 0.7818, loss_cls: 1.9288, loss: 1.9288, grad_norm: 3.2999 2020-08-14 13:14:42,657 - mmaction - INFO - Epoch [36][200/1253] lr: 3.000e-02, eta: 15:33:11, time: 0.645, data_time: 0.005, memory: 4833, top1_acc: 0.5422, top5_acc: 0.7826, loss_cls: 1.9304, loss: 1.9304, grad_norm: 3.2990 2020-08-14 13:14:56,207 - mmaction - INFO - Epoch [36][220/1253] lr: 3.000e-02, eta: 15:32:57, time: 0.679, data_time: 0.007, memory: 4833, top1_acc: 0.5583, top5_acc: 0.7841, loss_cls: 1.8713, loss: 1.8713, grad_norm: 3.2881 2020-08-14 13:15:10,538 - mmaction - INFO - Epoch [36][240/1253] lr: 3.000e-02, eta: 15:32:44, time: 0.717, data_time: 0.006, memory: 4833, top1_acc: 0.5477, top5_acc: 0.7818, loss_cls: 1.9064, loss: 1.9064, grad_norm: 3.3134 2020-08-14 13:15:24,029 - mmaction - INFO - Epoch [36][260/1253] lr: 3.000e-02, eta: 15:32:30, time: 0.674, data_time: 0.003, memory: 4833, top1_acc: 0.5583, top5_acc: 0.7878, loss_cls: 1.8583, loss: 1.8583, grad_norm: 3.2512 2020-08-14 13:15:38,516 - mmaction - INFO - Epoch [36][280/1253] lr: 3.000e-02, eta: 15:32:17, time: 0.721, data_time: 0.006, memory: 4833, top1_acc: 0.5581, top5_acc: 0.7854, loss_cls: 1.8746, loss: 1.8746, grad_norm: 3.3310 2020-08-14 13:15:52,019 - mmaction - INFO - Epoch [36][300/1253] lr: 3.000e-02, eta: 15:32:03, time: 0.678, data_time: 0.007, memory: 4833, top1_acc: 0.5466, top5_acc: 0.7773, loss_cls: 1.9452, loss: 1.9452, grad_norm: 3.3409 2020-08-14 13:16:06,433 - mmaction - INFO - Epoch [36][320/1253] lr: 3.000e-02, eta: 15:31:50, time: 0.720, data_time: 0.007, memory: 4833, top1_acc: 0.5521, top5_acc: 0.7836, loss_cls: 1.9224, loss: 1.9224, grad_norm: 3.2135 2020-08-14 13:16:20,110 - mmaction - INFO - Epoch [36][340/1253] lr: 3.000e-02, eta: 15:31:36, time: 0.685, data_time: 0.006, memory: 4833, top1_acc: 0.5529, top5_acc: 0.7797, loss_cls: 1.9231, loss: 1.9231, grad_norm: 3.2635 2020-08-14 13:16:35,530 - mmaction - INFO - Epoch [36][360/1253] lr: 3.000e-02, eta: 15:31:25, time: 0.769, data_time: 0.007, memory: 4833, top1_acc: 0.5518, top5_acc: 0.7904, loss_cls: 1.8793, loss: 1.8793, grad_norm: 3.2496 2020-08-14 13:16:47,973 - mmaction - INFO - Epoch [36][380/1253] lr: 3.000e-02, eta: 15:31:09, time: 0.624, data_time: 0.007, memory: 4833, top1_acc: 0.5620, top5_acc: 0.7935, loss_cls: 1.8687, loss: 1.8687, grad_norm: 3.3461 2020-08-14 13:17:01,309 - mmaction - INFO - Epoch [36][400/1253] lr: 3.000e-02, eta: 15:30:55, time: 0.666, data_time: 0.009, memory: 4833, top1_acc: 0.5484, top5_acc: 0.7839, loss_cls: 1.9214, loss: 1.9214, grad_norm: 3.3082 2020-08-14 13:17:17,077 - mmaction - INFO - Epoch [36][420/1253] lr: 3.000e-02, eta: 15:30:45, time: 0.789, data_time: 0.004, memory: 4833, top1_acc: 0.5508, top5_acc: 0.7852, loss_cls: 1.8979, loss: 1.8979, grad_norm: 3.3976 2020-08-14 13:17:31,003 - mmaction - INFO - Epoch [36][440/1253] lr: 3.000e-02, eta: 15:30:31, time: 0.694, data_time: 0.006, memory: 4833, top1_acc: 0.5464, top5_acc: 0.7849, loss_cls: 1.9015, loss: 1.9015, grad_norm: 3.2808 2020-08-14 13:17:45,124 - mmaction - INFO - Epoch [36][460/1253] lr: 3.000e-02, eta: 15:30:18, time: 0.707, data_time: 0.006, memory: 4833, top1_acc: 0.5490, top5_acc: 0.7784, loss_cls: 1.9229, loss: 1.9229, grad_norm: 3.2570 2020-08-14 13:17:58,894 - mmaction - INFO - Epoch [36][480/1253] lr: 3.000e-02, eta: 15:30:04, time: 0.689, data_time: 0.007, memory: 4833, top1_acc: 0.5388, top5_acc: 0.7820, loss_cls: 1.9161, loss: 1.9161, grad_norm: 3.3910 2020-08-14 13:18:11,940 - mmaction - INFO - Epoch [36][500/1253] lr: 3.000e-02, eta: 15:29:49, time: 0.648, data_time: 0.009, memory: 4833, top1_acc: 0.5458, top5_acc: 0.7828, loss_cls: 1.9129, loss: 1.9129, grad_norm: 3.3316 2020-08-14 13:18:26,118 - mmaction - INFO - Epoch [36][520/1253] lr: 3.000e-02, eta: 15:29:36, time: 0.713, data_time: 0.007, memory: 4833, top1_acc: 0.5362, top5_acc: 0.7797, loss_cls: 1.9363, loss: 1.9363, grad_norm: 3.3773 2020-08-14 13:18:40,143 - mmaction - INFO - Epoch [36][540/1253] lr: 3.000e-02, eta: 15:29:22, time: 0.699, data_time: 0.008, memory: 4833, top1_acc: 0.5417, top5_acc: 0.7781, loss_cls: 1.9271, loss: 1.9271, grad_norm: 3.3006 2020-08-14 13:18:55,782 - mmaction - INFO - Epoch [36][560/1253] lr: 3.000e-02, eta: 15:29:12, time: 0.784, data_time: 0.007, memory: 4833, top1_acc: 0.5633, top5_acc: 0.7857, loss_cls: 1.8766, loss: 1.8766, grad_norm: 3.3964 2020-08-14 13:19:09,088 - mmaction - INFO - Epoch [36][580/1253] lr: 3.000e-02, eta: 15:28:57, time: 0.665, data_time: 0.007, memory: 4833, top1_acc: 0.5487, top5_acc: 0.7833, loss_cls: 1.9103, loss: 1.9103, grad_norm: 3.2984 2020-08-14 13:19:24,287 - mmaction - INFO - Epoch [36][600/1253] lr: 3.000e-02, eta: 15:28:46, time: 0.760, data_time: 0.003, memory: 4833, top1_acc: 0.5654, top5_acc: 0.7880, loss_cls: 1.8580, loss: 1.8580, grad_norm: 3.2615 2020-08-14 13:19:36,796 - mmaction - INFO - Epoch [36][620/1253] lr: 3.000e-02, eta: 15:28:30, time: 0.620, data_time: 0.006, memory: 4833, top1_acc: 0.5518, top5_acc: 0.7768, loss_cls: 1.9238, loss: 1.9238, grad_norm: 3.2962 2020-08-14 13:19:49,870 - mmaction - INFO - Epoch [36][640/1253] lr: 3.000e-02, eta: 15:28:15, time: 0.658, data_time: 0.008, memory: 4833, top1_acc: 0.5599, top5_acc: 0.7810, loss_cls: 1.8749, loss: 1.8749, grad_norm: 3.3222 2020-08-14 13:20:03,872 - mmaction - INFO - Epoch [36][660/1253] lr: 3.000e-02, eta: 15:28:02, time: 0.700, data_time: 0.008, memory: 4833, top1_acc: 0.5544, top5_acc: 0.7901, loss_cls: 1.8613, loss: 1.8613, grad_norm: 3.3312 2020-08-14 13:20:18,369 - mmaction - INFO - Epoch [36][680/1253] lr: 3.000e-02, eta: 15:27:49, time: 0.726, data_time: 0.004, memory: 4833, top1_acc: 0.5443, top5_acc: 0.7880, loss_cls: 1.8946, loss: 1.8946, grad_norm: 3.2994 2020-08-14 13:20:32,177 - mmaction - INFO - Epoch [36][700/1253] lr: 3.000e-02, eta: 15:27:35, time: 0.689, data_time: 0.005, memory: 4833, top1_acc: 0.5422, top5_acc: 0.7797, loss_cls: 1.9103, loss: 1.9103, grad_norm: 3.4132 2020-08-14 13:20:46,777 - mmaction - INFO - Epoch [36][720/1253] lr: 3.000e-02, eta: 15:27:23, time: 0.731, data_time: 0.004, memory: 4833, top1_acc: 0.5398, top5_acc: 0.7776, loss_cls: 1.9204, loss: 1.9204, grad_norm: 3.3518 2020-08-14 13:20:59,913 - mmaction - INFO - Epoch [36][740/1253] lr: 3.000e-02, eta: 15:27:08, time: 0.653, data_time: 0.006, memory: 4833, top1_acc: 0.5453, top5_acc: 0.7802, loss_cls: 1.9036, loss: 1.9036, grad_norm: 3.2601 2020-08-14 13:21:13,153 - mmaction - INFO - Epoch [36][760/1253] lr: 3.000e-02, eta: 15:26:53, time: 0.666, data_time: 0.007, memory: 4833, top1_acc: 0.5492, top5_acc: 0.7732, loss_cls: 1.9477, loss: 1.9477, grad_norm: 3.1952 2020-08-14 13:21:28,052 - mmaction - INFO - Epoch [36][780/1253] lr: 3.000e-02, eta: 15:26:42, time: 0.745, data_time: 0.008, memory: 4833, top1_acc: 0.5406, top5_acc: 0.7823, loss_cls: 1.9287, loss: 1.9287, grad_norm: 3.2710 2020-08-14 13:21:43,095 - mmaction - INFO - Epoch [36][800/1253] lr: 3.000e-02, eta: 15:26:30, time: 0.752, data_time: 0.005, memory: 4833, top1_acc: 0.5326, top5_acc: 0.7656, loss_cls: 1.9749, loss: 1.9749, grad_norm: 3.3112 2020-08-14 13:21:56,585 - mmaction - INFO - Epoch [36][820/1253] lr: 3.000e-02, eta: 15:26:16, time: 0.673, data_time: 0.007, memory: 4833, top1_acc: 0.5404, top5_acc: 0.7753, loss_cls: 1.9371, loss: 1.9371, grad_norm: 3.2933 2020-08-14 13:22:11,199 - mmaction - INFO - Epoch [36][840/1253] lr: 3.000e-02, eta: 15:26:03, time: 0.732, data_time: 0.007, memory: 4833, top1_acc: 0.5602, top5_acc: 0.7755, loss_cls: 1.8980, loss: 1.8980, grad_norm: 3.2372 2020-08-14 13:22:24,374 - mmaction - INFO - Epoch [36][860/1253] lr: 3.000e-02, eta: 15:25:48, time: 0.658, data_time: 0.008, memory: 4833, top1_acc: 0.5346, top5_acc: 0.7753, loss_cls: 1.9382, loss: 1.9382, grad_norm: 3.3330 2020-08-14 13:22:37,357 - mmaction - INFO - Epoch [36][880/1253] lr: 3.000e-02, eta: 15:25:33, time: 0.650, data_time: 0.007, memory: 4833, top1_acc: 0.5417, top5_acc: 0.7753, loss_cls: 1.9584, loss: 1.9584, grad_norm: 3.3410 2020-08-14 13:22:52,173 - mmaction - INFO - Epoch [36][900/1253] lr: 3.000e-02, eta: 15:25:21, time: 0.740, data_time: 0.007, memory: 4833, top1_acc: 0.5409, top5_acc: 0.7719, loss_cls: 1.9764, loss: 1.9764, grad_norm: 3.1678 2020-08-14 13:23:06,025 - mmaction - INFO - Epoch [36][920/1253] lr: 3.000e-02, eta: 15:25:08, time: 0.694, data_time: 0.006, memory: 4833, top1_acc: 0.5414, top5_acc: 0.7807, loss_cls: 1.9285, loss: 1.9285, grad_norm: 3.3645 2020-08-14 13:23:19,212 - mmaction - INFO - Epoch [36][940/1253] lr: 3.000e-02, eta: 15:24:53, time: 0.655, data_time: 0.007, memory: 4833, top1_acc: 0.5375, top5_acc: 0.7721, loss_cls: 1.9441, loss: 1.9441, grad_norm: 3.3250 2020-08-14 13:23:32,429 - mmaction - INFO - Epoch [36][960/1253] lr: 3.000e-02, eta: 15:24:38, time: 0.665, data_time: 0.008, memory: 4833, top1_acc: 0.5581, top5_acc: 0.7823, loss_cls: 1.8658, loss: 1.8658, grad_norm: 3.2401 2020-08-14 13:23:47,843 - mmaction - INFO - Epoch [36][980/1253] lr: 3.000e-02, eta: 15:24:27, time: 0.769, data_time: 0.006, memory: 4833, top1_acc: 0.5513, top5_acc: 0.7839, loss_cls: 1.9089, loss: 1.9089, grad_norm: 3.2174 2020-08-14 13:24:01,336 - mmaction - INFO - Epoch [36][1000/1253] lr: 3.000e-02, eta: 15:24:13, time: 0.675, data_time: 0.006, memory: 4833, top1_acc: 0.5331, top5_acc: 0.7740, loss_cls: 1.9772, loss: 1.9772, grad_norm: 3.3397 2020-08-14 13:24:16,704 - mmaction - INFO - Epoch [36][1020/1253] lr: 3.000e-02, eta: 15:24:02, time: 0.768, data_time: 0.009, memory: 4833, top1_acc: 0.5453, top5_acc: 0.7703, loss_cls: 1.9703, loss: 1.9703, grad_norm: 3.2950 2020-08-14 13:24:29,291 - mmaction - INFO - Epoch [36][1040/1253] lr: 3.000e-02, eta: 15:23:46, time: 0.630, data_time: 0.005, memory: 4833, top1_acc: 0.5273, top5_acc: 0.7648, loss_cls: 1.9964, loss: 1.9964, grad_norm: 3.3515 2020-08-14 13:24:44,036 - mmaction - INFO - Epoch [36][1060/1253] lr: 3.000e-02, eta: 15:23:34, time: 0.737, data_time: 0.008, memory: 4833, top1_acc: 0.5453, top5_acc: 0.7839, loss_cls: 1.9243, loss: 1.9243, grad_norm: 3.2466 2020-08-14 13:24:58,291 - mmaction - INFO - Epoch [36][1080/1253] lr: 3.000e-02, eta: 15:23:21, time: 0.714, data_time: 0.005, memory: 4833, top1_acc: 0.5284, top5_acc: 0.7654, loss_cls: 2.0133, loss: 2.0133, grad_norm: 3.4832 2020-08-14 13:25:13,788 - mmaction - INFO - Epoch [36][1100/1253] lr: 3.000e-02, eta: 15:23:10, time: 0.773, data_time: 0.007, memory: 4833, top1_acc: 0.5341, top5_acc: 0.7768, loss_cls: 1.9574, loss: 1.9574, grad_norm: 3.3149 2020-08-14 13:25:27,649 - mmaction - INFO - Epoch [36][1120/1253] lr: 3.000e-02, eta: 15:22:57, time: 0.696, data_time: 0.007, memory: 4833, top1_acc: 0.5492, top5_acc: 0.7807, loss_cls: 1.9005, loss: 1.9005, grad_norm: 3.2516 2020-08-14 13:25:41,078 - mmaction - INFO - Epoch [36][1140/1253] lr: 3.000e-02, eta: 15:22:42, time: 0.669, data_time: 0.005, memory: 4833, top1_acc: 0.5404, top5_acc: 0.7711, loss_cls: 1.9809, loss: 1.9809, grad_norm: 3.2110 2020-08-14 13:25:55,957 - mmaction - INFO - Epoch [36][1160/1253] lr: 3.000e-02, eta: 15:22:30, time: 0.744, data_time: 0.006, memory: 4833, top1_acc: 0.5318, top5_acc: 0.7742, loss_cls: 1.9836, loss: 1.9836, grad_norm: 3.3723 2020-08-14 13:26:08,342 - mmaction - INFO - Epoch [36][1180/1253] lr: 3.000e-02, eta: 15:22:14, time: 0.618, data_time: 0.008, memory: 4833, top1_acc: 0.5576, top5_acc: 0.7820, loss_cls: 1.8916, loss: 1.8916, grad_norm: 3.2210 2020-08-14 13:26:24,120 - mmaction - INFO - Epoch [36][1200/1253] lr: 3.000e-02, eta: 15:22:04, time: 0.792, data_time: 0.008, memory: 4833, top1_acc: 0.5479, top5_acc: 0.7823, loss_cls: 1.8834, loss: 1.8834, grad_norm: 3.2114 2020-08-14 13:26:38,057 - mmaction - INFO - Epoch [36][1220/1253] lr: 3.000e-02, eta: 15:21:50, time: 0.694, data_time: 0.007, memory: 4833, top1_acc: 0.5396, top5_acc: 0.7815, loss_cls: 1.9572, loss: 1.9572, grad_norm: 3.3521 2020-08-14 13:26:52,024 - mmaction - INFO - Epoch [36][1240/1253] lr: 3.000e-02, eta: 15:21:37, time: 0.702, data_time: 0.006, memory: 4833, top1_acc: 0.5401, top5_acc: 0.7672, loss_cls: 1.9798, loss: 1.9798, grad_norm: 3.2083 2020-08-14 13:27:00,488 - mmaction - INFO - Saving checkpoint at 36 epochs 2020-08-14 13:27:22,750 - mmaction - INFO - Epoch [37][20/1253] lr: 3.000e-02, eta: 15:21:10, time: 1.018, data_time: 0.385, memory: 4833, top1_acc: 0.5464, top5_acc: 0.7958, loss_cls: 1.8783, loss: 1.8783, grad_norm: 3.3200 2020-08-14 13:27:37,026 - mmaction - INFO - Epoch [37][40/1253] lr: 3.000e-02, eta: 15:20:57, time: 0.717, data_time: 0.008, memory: 4833, top1_acc: 0.5599, top5_acc: 0.7849, loss_cls: 1.8803, loss: 1.8803, grad_norm: 3.2766 2020-08-14 13:27:49,978 - mmaction - INFO - Epoch [37][60/1253] lr: 3.000e-02, eta: 15:20:42, time: 0.648, data_time: 0.006, memory: 4833, top1_acc: 0.5458, top5_acc: 0.7693, loss_cls: 1.9570, loss: 1.9570, grad_norm: 3.3080 2020-08-14 13:28:03,778 - mmaction - INFO - Epoch [37][80/1253] lr: 3.000e-02, eta: 15:20:28, time: 0.690, data_time: 0.002, memory: 4833, top1_acc: 0.5688, top5_acc: 0.7948, loss_cls: 1.8550, loss: 1.8550, grad_norm: 3.4001 2020-08-14 13:28:16,142 - mmaction - INFO - Epoch [37][100/1253] lr: 3.000e-02, eta: 15:20:12, time: 0.617, data_time: 0.002, memory: 4833, top1_acc: 0.5388, top5_acc: 0.7773, loss_cls: 1.9194, loss: 1.9194, grad_norm: 3.2525 2020-08-14 13:28:30,251 - mmaction - INFO - Epoch [37][120/1253] lr: 3.000e-02, eta: 15:19:58, time: 0.703, data_time: 0.008, memory: 4833, top1_acc: 0.5555, top5_acc: 0.7880, loss_cls: 1.9003, loss: 1.9003, grad_norm: 3.2465 2020-08-14 13:28:43,599 - mmaction - INFO - Epoch [37][140/1253] lr: 3.000e-02, eta: 15:19:44, time: 0.669, data_time: 0.008, memory: 4833, top1_acc: 0.5539, top5_acc: 0.7885, loss_cls: 1.8636, loss: 1.8636, grad_norm: 3.2619 2020-08-14 13:28:56,900 - mmaction - INFO - Epoch [37][160/1253] lr: 3.000e-02, eta: 15:19:29, time: 0.664, data_time: 0.007, memory: 4833, top1_acc: 0.5492, top5_acc: 0.7747, loss_cls: 1.9147, loss: 1.9147, grad_norm: 3.1667 2020-08-14 13:29:09,982 - mmaction - INFO - Epoch [37][180/1253] lr: 3.000e-02, eta: 15:19:14, time: 0.656, data_time: 0.007, memory: 4833, top1_acc: 0.5424, top5_acc: 0.7703, loss_cls: 1.9321, loss: 1.9321, grad_norm: 3.2237 2020-08-14 13:29:23,323 - mmaction - INFO - Epoch [37][200/1253] lr: 3.000e-02, eta: 15:18:59, time: 0.662, data_time: 0.006, memory: 4833, top1_acc: 0.5456, top5_acc: 0.7797, loss_cls: 1.8868, loss: 1.8868, grad_norm: 3.3090 2020-08-14 13:29:36,002 - mmaction - INFO - Epoch [37][220/1253] lr: 3.000e-02, eta: 15:18:44, time: 0.639, data_time: 0.008, memory: 4833, top1_acc: 0.5469, top5_acc: 0.7823, loss_cls: 1.9020, loss: 1.9020, grad_norm: 3.3459 2020-08-14 13:29:50,554 - mmaction - INFO - Epoch [37][240/1253] lr: 3.000e-02, eta: 15:18:31, time: 0.725, data_time: 0.006, memory: 4833, top1_acc: 0.5331, top5_acc: 0.7737, loss_cls: 1.9374, loss: 1.9374, grad_norm: 3.2901 2020-08-14 13:30:05,716 - mmaction - INFO - Epoch [37][260/1253] lr: 3.000e-02, eta: 15:18:20, time: 0.759, data_time: 0.007, memory: 4833, top1_acc: 0.5510, top5_acc: 0.7862, loss_cls: 1.9010, loss: 1.9010, grad_norm: 3.2640 2020-08-14 13:30:19,205 - mmaction - INFO - Epoch [37][280/1253] lr: 3.000e-02, eta: 15:18:06, time: 0.674, data_time: 0.004, memory: 4833, top1_acc: 0.5380, top5_acc: 0.7789, loss_cls: 1.9456, loss: 1.9456, grad_norm: 3.3428 2020-08-14 13:30:32,695 - mmaction - INFO - Epoch [37][300/1253] lr: 3.000e-02, eta: 15:17:51, time: 0.676, data_time: 0.004, memory: 4833, top1_acc: 0.5453, top5_acc: 0.7820, loss_cls: 1.8872, loss: 1.8872, grad_norm: 3.3060 2020-08-14 13:30:46,120 - mmaction - INFO - Epoch [37][320/1253] lr: 3.000e-02, eta: 15:17:37, time: 0.668, data_time: 0.006, memory: 4833, top1_acc: 0.5513, top5_acc: 0.7891, loss_cls: 1.8749, loss: 1.8749, grad_norm: 3.3169 2020-08-14 13:30:59,932 - mmaction - INFO - Epoch [37][340/1253] lr: 3.000e-02, eta: 15:17:23, time: 0.692, data_time: 0.007, memory: 4833, top1_acc: 0.5391, top5_acc: 0.7789, loss_cls: 1.9353, loss: 1.9353, grad_norm: 3.2810 2020-08-14 13:31:14,082 - mmaction - INFO - Epoch [37][360/1253] lr: 3.000e-02, eta: 15:17:10, time: 0.705, data_time: 0.007, memory: 4833, top1_acc: 0.5555, top5_acc: 0.7841, loss_cls: 1.8967, loss: 1.8967, grad_norm: 3.2403 2020-08-14 13:31:26,629 - mmaction - INFO - Epoch [37][380/1253] lr: 3.000e-02, eta: 15:16:54, time: 0.630, data_time: 0.007, memory: 4833, top1_acc: 0.5531, top5_acc: 0.7831, loss_cls: 1.8995, loss: 1.8995, grad_norm: 3.2945 2020-08-14 13:31:40,646 - mmaction - INFO - Epoch [37][400/1253] lr: 3.000e-02, eta: 15:16:41, time: 0.699, data_time: 0.007, memory: 4833, top1_acc: 0.5531, top5_acc: 0.7766, loss_cls: 1.9112, loss: 1.9112, grad_norm: 3.2289 2020-08-14 13:31:53,851 - mmaction - INFO - Epoch [37][420/1253] lr: 3.000e-02, eta: 15:16:26, time: 0.662, data_time: 0.008, memory: 4833, top1_acc: 0.5456, top5_acc: 0.7810, loss_cls: 1.9139, loss: 1.9139, grad_norm: 3.3522 2020-08-14 13:32:07,313 - mmaction - INFO - Epoch [37][440/1253] lr: 3.000e-02, eta: 15:16:11, time: 0.671, data_time: 0.008, memory: 4833, top1_acc: 0.5424, top5_acc: 0.7745, loss_cls: 1.9146, loss: 1.9146, grad_norm: 3.3304 2020-08-14 13:32:21,293 - mmaction - INFO - Epoch [37][460/1253] lr: 3.000e-02, eta: 15:15:58, time: 0.702, data_time: 0.007, memory: 4833, top1_acc: 0.5451, top5_acc: 0.7818, loss_cls: 1.9238, loss: 1.9238, grad_norm: 3.2928 2020-08-14 13:32:35,136 - mmaction - INFO - Epoch [37][480/1253] lr: 3.000e-02, eta: 15:15:44, time: 0.689, data_time: 0.006, memory: 4833, top1_acc: 0.5385, top5_acc: 0.7737, loss_cls: 1.9391, loss: 1.9391, grad_norm: 3.3115 2020-08-14 13:32:48,447 - mmaction - INFO - Epoch [37][500/1253] lr: 3.000e-02, eta: 15:15:30, time: 0.665, data_time: 0.007, memory: 4833, top1_acc: 0.5555, top5_acc: 0.7859, loss_cls: 1.8956, loss: 1.8956, grad_norm: 3.3314 2020-08-14 13:33:01,502 - mmaction - INFO - Epoch [37][520/1253] lr: 3.000e-02, eta: 15:15:15, time: 0.655, data_time: 0.011, memory: 4833, top1_acc: 0.5581, top5_acc: 0.7846, loss_cls: 1.9091, loss: 1.9091, grad_norm: 3.2420 2020-08-14 13:33:15,555 - mmaction - INFO - Epoch [37][540/1253] lr: 3.000e-02, eta: 15:15:01, time: 0.703, data_time: 0.007, memory: 4833, top1_acc: 0.5466, top5_acc: 0.7753, loss_cls: 1.9162, loss: 1.9162, grad_norm: 3.2293 2020-08-14 13:33:28,457 - mmaction - INFO - Epoch [37][560/1253] lr: 3.000e-02, eta: 15:14:46, time: 0.644, data_time: 0.006, memory: 4833, top1_acc: 0.5497, top5_acc: 0.7789, loss_cls: 1.8995, loss: 1.8995, grad_norm: 3.2931 2020-08-14 13:33:42,536 - mmaction - INFO - Epoch [37][580/1253] lr: 3.000e-02, eta: 15:14:33, time: 0.705, data_time: 0.006, memory: 4833, top1_acc: 0.5563, top5_acc: 0.7823, loss_cls: 1.8945, loss: 1.8945, grad_norm: 3.2331 2020-08-14 13:33:57,064 - mmaction - INFO - Epoch [37][600/1253] lr: 3.000e-02, eta: 15:14:20, time: 0.723, data_time: 0.006, memory: 4833, top1_acc: 0.5521, top5_acc: 0.7766, loss_cls: 1.9093, loss: 1.9093, grad_norm: 3.2311 2020-08-14 13:34:10,321 - mmaction - INFO - Epoch [37][620/1253] lr: 3.000e-02, eta: 15:14:06, time: 0.666, data_time: 0.007, memory: 4833, top1_acc: 0.5552, top5_acc: 0.7924, loss_cls: 1.8676, loss: 1.8676, grad_norm: 3.3191 2020-08-14 13:34:24,193 - mmaction - INFO - Epoch [37][640/1253] lr: 3.000e-02, eta: 15:13:52, time: 0.691, data_time: 0.007, memory: 4833, top1_acc: 0.5424, top5_acc: 0.7844, loss_cls: 1.8994, loss: 1.8994, grad_norm: 3.2686 2020-08-14 13:34:38,074 - mmaction - INFO - Epoch [37][660/1253] lr: 3.000e-02, eta: 15:13:38, time: 0.695, data_time: 0.007, memory: 4833, top1_acc: 0.5497, top5_acc: 0.7813, loss_cls: 1.9038, loss: 1.9038, grad_norm: 3.3280 2020-08-14 13:34:51,419 - mmaction - INFO - Epoch [37][680/1253] lr: 3.000e-02, eta: 15:13:24, time: 0.667, data_time: 0.010, memory: 4833, top1_acc: 0.5453, top5_acc: 0.7776, loss_cls: 1.9276, loss: 1.9276, grad_norm: 3.2863 2020-08-14 13:35:06,550 - mmaction - INFO - Epoch [37][700/1253] lr: 3.000e-02, eta: 15:13:12, time: 0.758, data_time: 0.007, memory: 4833, top1_acc: 0.5378, top5_acc: 0.7828, loss_cls: 1.9391, loss: 1.9391, grad_norm: 3.3615 2020-08-14 13:35:20,942 - mmaction - INFO - Epoch [37][720/1253] lr: 3.000e-02, eta: 15:13:00, time: 0.719, data_time: 0.003, memory: 4833, top1_acc: 0.5315, top5_acc: 0.7661, loss_cls: 1.9967, loss: 1.9967, grad_norm: 3.3351 2020-08-14 13:35:34,645 - mmaction - INFO - Epoch [37][740/1253] lr: 3.000e-02, eta: 15:12:46, time: 0.684, data_time: 0.006, memory: 4833, top1_acc: 0.5510, top5_acc: 0.7818, loss_cls: 1.9215, loss: 1.9215, grad_norm: 3.2628 2020-08-14 13:35:47,925 - mmaction - INFO - Epoch [37][760/1253] lr: 3.000e-02, eta: 15:12:31, time: 0.665, data_time: 0.006, memory: 4833, top1_acc: 0.5565, top5_acc: 0.7911, loss_cls: 1.8542, loss: 1.8542, grad_norm: 3.2524 2020-08-14 13:36:03,219 - mmaction - INFO - Epoch [37][780/1253] lr: 3.000e-02, eta: 15:12:20, time: 0.763, data_time: 0.008, memory: 4833, top1_acc: 0.5456, top5_acc: 0.7841, loss_cls: 1.8815, loss: 1.8815, grad_norm: 3.3191 2020-08-14 13:36:16,420 - mmaction - INFO - Epoch [37][800/1253] lr: 3.000e-02, eta: 15:12:05, time: 0.662, data_time: 0.007, memory: 4833, top1_acc: 0.5440, top5_acc: 0.7776, loss_cls: 1.9432, loss: 1.9432, grad_norm: 3.2592 2020-08-14 13:36:29,397 - mmaction - INFO - Epoch [37][820/1253] lr: 3.000e-02, eta: 15:11:50, time: 0.647, data_time: 0.007, memory: 4833, top1_acc: 0.5469, top5_acc: 0.7833, loss_cls: 1.9006, loss: 1.9006, grad_norm: 3.3119 2020-08-14 13:36:43,329 - mmaction - INFO - Epoch [37][840/1253] lr: 3.000e-02, eta: 15:11:36, time: 0.701, data_time: 0.007, memory: 4833, top1_acc: 0.5427, top5_acc: 0.7766, loss_cls: 1.9253, loss: 1.9253, grad_norm: 3.2277 2020-08-14 13:36:56,752 - mmaction - INFO - Epoch [37][860/1253] lr: 3.000e-02, eta: 15:11:22, time: 0.671, data_time: 0.002, memory: 4833, top1_acc: 0.5398, top5_acc: 0.7880, loss_cls: 1.9160, loss: 1.9160, grad_norm: 3.3503 2020-08-14 13:37:09,904 - mmaction - INFO - Epoch [37][880/1253] lr: 3.000e-02, eta: 15:11:07, time: 0.656, data_time: 0.005, memory: 4833, top1_acc: 0.5451, top5_acc: 0.7760, loss_cls: 1.9325, loss: 1.9325, grad_norm: 3.3830 2020-08-14 13:37:23,128 - mmaction - INFO - Epoch [37][900/1253] lr: 3.000e-02, eta: 15:10:52, time: 0.661, data_time: 0.005, memory: 4833, top1_acc: 0.5396, top5_acc: 0.7766, loss_cls: 1.9609, loss: 1.9609, grad_norm: 3.3223 2020-08-14 13:37:36,697 - mmaction - INFO - Epoch [37][920/1253] lr: 3.000e-02, eta: 15:10:38, time: 0.677, data_time: 0.006, memory: 4833, top1_acc: 0.5461, top5_acc: 0.7781, loss_cls: 1.9188, loss: 1.9188, grad_norm: 3.2587 2020-08-14 13:37:50,694 - mmaction - INFO - Epoch [37][940/1253] lr: 3.000e-02, eta: 15:10:25, time: 0.701, data_time: 0.006, memory: 4833, top1_acc: 0.5367, top5_acc: 0.7867, loss_cls: 1.9201, loss: 1.9201, grad_norm: 3.2977 2020-08-14 13:38:04,434 - mmaction - INFO - Epoch [37][960/1253] lr: 3.000e-02, eta: 15:10:11, time: 0.683, data_time: 0.007, memory: 4833, top1_acc: 0.5380, top5_acc: 0.7779, loss_cls: 1.9272, loss: 1.9272, grad_norm: 3.3537 2020-08-14 13:38:18,218 - mmaction - INFO - Epoch [37][980/1253] lr: 3.000e-02, eta: 15:09:57, time: 0.694, data_time: 0.008, memory: 4833, top1_acc: 0.5365, top5_acc: 0.7794, loss_cls: 1.9544, loss: 1.9544, grad_norm: 3.3075 2020-08-14 13:38:32,938 - mmaction - INFO - Epoch [37][1000/1253] lr: 3.000e-02, eta: 15:09:45, time: 0.734, data_time: 0.005, memory: 4833, top1_acc: 0.5531, top5_acc: 0.7792, loss_cls: 1.9089, loss: 1.9089, grad_norm: 3.3292 2020-08-14 13:38:45,793 - mmaction - INFO - Epoch [37][1020/1253] lr: 3.000e-02, eta: 15:09:30, time: 0.643, data_time: 0.005, memory: 4833, top1_acc: 0.5542, top5_acc: 0.7833, loss_cls: 1.8724, loss: 1.8724, grad_norm: 3.2895 2020-08-14 13:38:59,601 - mmaction - INFO - Epoch [37][1040/1253] lr: 3.000e-02, eta: 15:09:16, time: 0.687, data_time: 0.006, memory: 4833, top1_acc: 0.5453, top5_acc: 0.7781, loss_cls: 1.9111, loss: 1.9111, grad_norm: 3.2771 2020-08-14 13:39:14,754 - mmaction - INFO - Epoch [37][1060/1253] lr: 3.000e-02, eta: 15:09:04, time: 0.761, data_time: 0.009, memory: 4833, top1_acc: 0.5401, top5_acc: 0.7779, loss_cls: 1.9393, loss: 1.9393, grad_norm: 3.3027 2020-08-14 13:39:29,038 - mmaction - INFO - Epoch [37][1080/1253] lr: 3.000e-02, eta: 15:08:51, time: 0.714, data_time: 0.006, memory: 4833, top1_acc: 0.5404, top5_acc: 0.7729, loss_cls: 1.9739, loss: 1.9739, grad_norm: 3.2786 2020-08-14 13:39:43,372 - mmaction - INFO - Epoch [37][1100/1253] lr: 3.000e-02, eta: 15:08:39, time: 0.717, data_time: 0.005, memory: 4833, top1_acc: 0.5417, top5_acc: 0.7859, loss_cls: 1.9369, loss: 1.9369, grad_norm: 3.2888 2020-08-14 13:39:57,604 - mmaction - INFO - Epoch [37][1120/1253] lr: 3.000e-02, eta: 15:08:25, time: 0.710, data_time: 0.007, memory: 4833, top1_acc: 0.5365, top5_acc: 0.7693, loss_cls: 1.9674, loss: 1.9674, grad_norm: 3.2973 2020-08-14 13:40:11,412 - mmaction - INFO - Epoch [37][1140/1253] lr: 3.000e-02, eta: 15:08:12, time: 0.692, data_time: 0.009, memory: 4833, top1_acc: 0.5370, top5_acc: 0.7732, loss_cls: 1.9668, loss: 1.9668, grad_norm: 3.3125 2020-08-14 13:40:24,817 - mmaction - INFO - Epoch [37][1160/1253] lr: 3.000e-02, eta: 15:07:57, time: 0.668, data_time: 0.006, memory: 4833, top1_acc: 0.5466, top5_acc: 0.7833, loss_cls: 1.9039, loss: 1.9039, grad_norm: 3.3381 2020-08-14 13:40:39,505 - mmaction - INFO - Epoch [37][1180/1253] lr: 3.000e-02, eta: 15:07:45, time: 0.737, data_time: 0.007, memory: 4833, top1_acc: 0.5294, top5_acc: 0.7695, loss_cls: 1.9594, loss: 1.9594, grad_norm: 3.2493 2020-08-14 13:40:52,563 - mmaction - INFO - Epoch [37][1200/1253] lr: 3.000e-02, eta: 15:07:30, time: 0.654, data_time: 0.006, memory: 4833, top1_acc: 0.5484, top5_acc: 0.7844, loss_cls: 1.8993, loss: 1.8993, grad_norm: 3.2190 2020-08-14 13:41:05,378 - mmaction - INFO - Epoch [37][1220/1253] lr: 3.000e-02, eta: 15:07:15, time: 0.637, data_time: 0.007, memory: 4833, top1_acc: 0.5372, top5_acc: 0.7643, loss_cls: 1.9884, loss: 1.9884, grad_norm: 3.3518 2020-08-14 13:41:19,268 - mmaction - INFO - Epoch [37][1240/1253] lr: 3.000e-02, eta: 15:07:01, time: 0.698, data_time: 0.008, memory: 4833, top1_acc: 0.5398, top5_acc: 0.7669, loss_cls: 1.9600, loss: 1.9600, grad_norm: 3.3405 2020-08-14 13:41:27,738 - mmaction - INFO - Saving checkpoint at 37 epochs 2020-08-14 13:41:50,228 - mmaction - INFO - Epoch [38][20/1253] lr: 3.000e-02, eta: 15:06:35, time: 1.036, data_time: 0.398, memory: 4833, top1_acc: 0.5500, top5_acc: 0.7833, loss_cls: 1.9034, loss: 1.9034, grad_norm: 3.2777 2020-08-14 13:42:02,681 - mmaction - INFO - Epoch [38][40/1253] lr: 3.000e-02, eta: 15:06:19, time: 0.626, data_time: 0.006, memory: 4833, top1_acc: 0.5565, top5_acc: 0.7909, loss_cls: 1.8616, loss: 1.8616, grad_norm: 3.2429 2020-08-14 13:42:16,886 - mmaction - INFO - Epoch [38][60/1253] lr: 3.000e-02, eta: 15:06:06, time: 0.708, data_time: 0.005, memory: 4833, top1_acc: 0.5625, top5_acc: 0.7852, loss_cls: 1.8580, loss: 1.8580, grad_norm: 3.2532 2020-08-14 13:42:30,516 - mmaction - INFO - Epoch [38][80/1253] lr: 3.000e-02, eta: 15:05:52, time: 0.683, data_time: 0.007, memory: 4833, top1_acc: 0.5586, top5_acc: 0.8023, loss_cls: 1.8383, loss: 1.8383, grad_norm: 3.2441 2020-08-14 13:42:43,783 - mmaction - INFO - Epoch [38][100/1253] lr: 3.000e-02, eta: 15:05:37, time: 0.659, data_time: 0.007, memory: 4833, top1_acc: 0.5573, top5_acc: 0.7951, loss_cls: 1.8727, loss: 1.8727, grad_norm: 3.4009 2020-08-14 13:42:57,147 - mmaction - INFO - Epoch [38][120/1253] lr: 3.000e-02, eta: 15:05:23, time: 0.672, data_time: 0.007, memory: 4833, top1_acc: 0.5490, top5_acc: 0.7891, loss_cls: 1.8976, loss: 1.8976, grad_norm: 3.3265 2020-08-14 13:43:10,895 - mmaction - INFO - Epoch [38][140/1253] lr: 3.000e-02, eta: 15:05:09, time: 0.689, data_time: 0.007, memory: 4833, top1_acc: 0.5534, top5_acc: 0.7802, loss_cls: 1.9066, loss: 1.9066, grad_norm: 3.3449 2020-08-14 13:43:25,629 - mmaction - INFO - Epoch [38][160/1253] lr: 3.000e-02, eta: 15:04:57, time: 0.735, data_time: 0.004, memory: 4833, top1_acc: 0.5456, top5_acc: 0.7807, loss_cls: 1.9185, loss: 1.9185, grad_norm: 3.3068 2020-08-14 13:43:39,753 - mmaction - INFO - Epoch [38][180/1253] lr: 3.000e-02, eta: 15:04:43, time: 0.705, data_time: 0.007, memory: 4833, top1_acc: 0.5620, top5_acc: 0.7911, loss_cls: 1.8569, loss: 1.8569, grad_norm: 3.3414 2020-08-14 13:43:52,245 - mmaction - INFO - Epoch [38][200/1253] lr: 3.000e-02, eta: 15:04:27, time: 0.626, data_time: 0.006, memory: 4833, top1_acc: 0.5438, top5_acc: 0.7826, loss_cls: 1.9351, loss: 1.9351, grad_norm: 3.3711 2020-08-14 13:44:08,006 - mmaction - INFO - Epoch [38][220/1253] lr: 3.000e-02, eta: 15:04:17, time: 0.787, data_time: 0.006, memory: 4833, top1_acc: 0.5586, top5_acc: 0.7909, loss_cls: 1.8804, loss: 1.8804, grad_norm: 3.3443 2020-08-14 13:44:22,958 - mmaction - INFO - Epoch [38][240/1253] lr: 3.000e-02, eta: 15:04:05, time: 0.748, data_time: 0.007, memory: 4833, top1_acc: 0.5435, top5_acc: 0.7792, loss_cls: 1.9175, loss: 1.9175, grad_norm: 3.3838 2020-08-14 13:44:35,873 - mmaction - INFO - Epoch [38][260/1253] lr: 3.000e-02, eta: 15:03:50, time: 0.647, data_time: 0.007, memory: 4833, top1_acc: 0.5568, top5_acc: 0.7932, loss_cls: 1.8572, loss: 1.8572, grad_norm: 3.3728 2020-08-14 13:44:49,614 - mmaction - INFO - Epoch [38][280/1253] lr: 3.000e-02, eta: 15:03:36, time: 0.685, data_time: 0.008, memory: 4833, top1_acc: 0.5492, top5_acc: 0.7909, loss_cls: 1.8696, loss: 1.8696, grad_norm: 3.3655 2020-08-14 13:45:02,486 - mmaction - INFO - Epoch [38][300/1253] lr: 3.000e-02, eta: 15:03:21, time: 0.646, data_time: 0.006, memory: 4833, top1_acc: 0.5461, top5_acc: 0.7852, loss_cls: 1.9210, loss: 1.9210, grad_norm: 3.3422 2020-08-14 13:45:16,800 - mmaction - INFO - Epoch [38][320/1253] lr: 3.000e-02, eta: 15:03:08, time: 0.714, data_time: 0.002, memory: 4833, top1_acc: 0.5651, top5_acc: 0.7883, loss_cls: 1.8640, loss: 1.8640, grad_norm: 3.3614 2020-08-14 13:45:29,798 - mmaction - INFO - Epoch [38][340/1253] lr: 3.000e-02, eta: 15:02:53, time: 0.650, data_time: 0.008, memory: 4833, top1_acc: 0.5477, top5_acc: 0.7833, loss_cls: 1.9038, loss: 1.9038, grad_norm: 3.3762 2020-08-14 13:45:43,841 - mmaction - INFO - Epoch [38][360/1253] lr: 3.000e-02, eta: 15:02:39, time: 0.704, data_time: 0.008, memory: 4833, top1_acc: 0.5518, top5_acc: 0.7875, loss_cls: 1.8841, loss: 1.8841, grad_norm: 3.2942 2020-08-14 13:45:56,656 - mmaction - INFO - Epoch [38][380/1253] lr: 3.000e-02, eta: 15:02:24, time: 0.638, data_time: 0.006, memory: 4833, top1_acc: 0.5568, top5_acc: 0.7909, loss_cls: 1.9048, loss: 1.9048, grad_norm: 3.3475 2020-08-14 13:46:10,311 - mmaction - INFO - Epoch [38][400/1253] lr: 3.000e-02, eta: 15:02:10, time: 0.685, data_time: 0.007, memory: 4833, top1_acc: 0.5516, top5_acc: 0.7875, loss_cls: 1.8878, loss: 1.8878, grad_norm: 3.2340 2020-08-14 13:46:24,043 - mmaction - INFO - Epoch [38][420/1253] lr: 3.000e-02, eta: 15:01:56, time: 0.683, data_time: 0.005, memory: 4833, top1_acc: 0.5568, top5_acc: 0.7885, loss_cls: 1.8768, loss: 1.8768, grad_norm: 3.3417 2020-08-14 13:46:37,993 - mmaction - INFO - Epoch [38][440/1253] lr: 3.000e-02, eta: 15:01:43, time: 0.699, data_time: 0.007, memory: 4833, top1_acc: 0.5372, top5_acc: 0.7690, loss_cls: 1.9845, loss: 1.9845, grad_norm: 3.3144 2020-08-14 13:46:51,425 - mmaction - INFO - Epoch [38][460/1253] lr: 3.000e-02, eta: 15:01:28, time: 0.671, data_time: 0.008, memory: 4833, top1_acc: 0.5492, top5_acc: 0.7859, loss_cls: 1.8913, loss: 1.8913, grad_norm: 3.2968 2020-08-14 13:47:04,657 - mmaction - INFO - Epoch [38][480/1253] lr: 3.000e-02, eta: 15:01:13, time: 0.662, data_time: 0.005, memory: 4833, top1_acc: 0.5555, top5_acc: 0.7823, loss_cls: 1.9042, loss: 1.9042, grad_norm: 3.2066 2020-08-14 13:47:18,720 - mmaction - INFO - Epoch [38][500/1253] lr: 3.000e-02, eta: 15:01:00, time: 0.704, data_time: 0.004, memory: 4833, top1_acc: 0.5445, top5_acc: 0.7753, loss_cls: 1.9524, loss: 1.9524, grad_norm: 3.3849 2020-08-14 13:47:33,501 - mmaction - INFO - Epoch [38][520/1253] lr: 3.000e-02, eta: 15:00:48, time: 0.738, data_time: 0.003, memory: 4833, top1_acc: 0.5542, top5_acc: 0.7828, loss_cls: 1.8610, loss: 1.8610, grad_norm: 3.3010 2020-08-14 13:47:47,621 - mmaction - INFO - Epoch [38][540/1253] lr: 3.000e-02, eta: 15:00:35, time: 0.705, data_time: 0.008, memory: 4833, top1_acc: 0.5398, top5_acc: 0.7828, loss_cls: 1.9154, loss: 1.9154, grad_norm: 3.3664 2020-08-14 13:48:01,925 - mmaction - INFO - Epoch [38][560/1253] lr: 3.000e-02, eta: 15:00:22, time: 0.717, data_time: 0.009, memory: 4833, top1_acc: 0.5323, top5_acc: 0.7724, loss_cls: 1.9576, loss: 1.9576, grad_norm: 3.3805 2020-08-14 13:48:15,956 - mmaction - INFO - Epoch [38][580/1253] lr: 3.000e-02, eta: 15:00:08, time: 0.698, data_time: 0.007, memory: 4833, top1_acc: 0.5393, top5_acc: 0.7766, loss_cls: 1.9543, loss: 1.9543, grad_norm: 3.2373 2020-08-14 13:48:30,517 - mmaction - INFO - Epoch [38][600/1253] lr: 3.000e-02, eta: 14:59:56, time: 0.732, data_time: 0.007, memory: 4833, top1_acc: 0.5469, top5_acc: 0.7740, loss_cls: 1.9379, loss: 1.9379, grad_norm: 3.2366 2020-08-14 13:48:44,127 - mmaction - INFO - Epoch [38][620/1253] lr: 3.000e-02, eta: 14:59:42, time: 0.678, data_time: 0.005, memory: 4833, top1_acc: 0.5469, top5_acc: 0.7846, loss_cls: 1.8982, loss: 1.8982, grad_norm: 3.3807 2020-08-14 13:48:57,602 - mmaction - INFO - Epoch [38][640/1253] lr: 3.000e-02, eta: 14:59:28, time: 0.676, data_time: 0.007, memory: 4833, top1_acc: 0.5448, top5_acc: 0.7779, loss_cls: 1.9162, loss: 1.9162, grad_norm: 3.3042 2020-08-14 13:49:11,104 - mmaction - INFO - Epoch [38][660/1253] lr: 3.000e-02, eta: 14:59:13, time: 0.671, data_time: 0.004, memory: 4833, top1_acc: 0.5534, top5_acc: 0.7789, loss_cls: 1.9147, loss: 1.9147, grad_norm: 3.3414 2020-08-14 13:49:24,676 - mmaction - INFO - Epoch [38][680/1253] lr: 3.000e-02, eta: 14:58:59, time: 0.680, data_time: 0.007, memory: 4833, top1_acc: 0.5466, top5_acc: 0.7846, loss_cls: 1.9239, loss: 1.9239, grad_norm: 3.3228 2020-08-14 13:49:37,027 - mmaction - INFO - Epoch [38][700/1253] lr: 3.000e-02, eta: 14:58:43, time: 0.616, data_time: 0.007, memory: 4833, top1_acc: 0.5529, top5_acc: 0.7758, loss_cls: 1.9099, loss: 1.9099, grad_norm: 3.2238 2020-08-14 13:49:51,362 - mmaction - INFO - Epoch [38][720/1253] lr: 3.000e-02, eta: 14:58:30, time: 0.719, data_time: 0.006, memory: 4833, top1_acc: 0.5417, top5_acc: 0.7755, loss_cls: 1.9523, loss: 1.9523, grad_norm: 3.2722 2020-08-14 13:50:05,955 - mmaction - INFO - Epoch [38][740/1253] lr: 3.000e-02, eta: 14:58:18, time: 0.729, data_time: 0.008, memory: 4833, top1_acc: 0.5484, top5_acc: 0.7901, loss_cls: 1.9187, loss: 1.9187, grad_norm: 3.3170 2020-08-14 13:50:19,758 - mmaction - INFO - Epoch [38][760/1253] lr: 3.000e-02, eta: 14:58:04, time: 0.692, data_time: 0.004, memory: 4833, top1_acc: 0.5529, top5_acc: 0.7841, loss_cls: 1.8789, loss: 1.8789, grad_norm: 3.3398 2020-08-14 13:50:33,294 - mmaction - INFO - Epoch [38][780/1253] lr: 3.000e-02, eta: 14:57:50, time: 0.674, data_time: 0.006, memory: 4833, top1_acc: 0.5562, top5_acc: 0.7792, loss_cls: 1.9026, loss: 1.9026, grad_norm: 3.3147 2020-08-14 13:50:47,037 - mmaction - INFO - Epoch [38][800/1253] lr: 3.000e-02, eta: 14:57:36, time: 0.689, data_time: 0.008, memory: 4833, top1_acc: 0.5435, top5_acc: 0.7703, loss_cls: 1.9608, loss: 1.9608, grad_norm: 3.3698 2020-08-14 13:51:00,874 - mmaction - INFO - Epoch [38][820/1253] lr: 3.000e-02, eta: 14:57:22, time: 0.691, data_time: 0.007, memory: 4833, top1_acc: 0.5508, top5_acc: 0.7794, loss_cls: 1.9379, loss: 1.9379, grad_norm: 3.2795 2020-08-14 13:51:14,966 - mmaction - INFO - Epoch [38][840/1253] lr: 3.000e-02, eta: 14:57:09, time: 0.703, data_time: 0.006, memory: 4833, top1_acc: 0.5549, top5_acc: 0.7839, loss_cls: 1.8944, loss: 1.8944, grad_norm: 3.2209 2020-08-14 13:51:30,198 - mmaction - INFO - Epoch [38][860/1253] lr: 3.000e-02, eta: 14:56:58, time: 0.764, data_time: 0.011, memory: 4833, top1_acc: 0.5536, top5_acc: 0.7784, loss_cls: 1.9006, loss: 1.9006, grad_norm: 3.3375 2020-08-14 13:51:44,267 - mmaction - INFO - Epoch [38][880/1253] lr: 3.000e-02, eta: 14:56:44, time: 0.705, data_time: 0.005, memory: 4833, top1_acc: 0.5555, top5_acc: 0.7844, loss_cls: 1.9068, loss: 1.9068, grad_norm: 3.3287 2020-08-14 13:51:57,966 - mmaction - INFO - Epoch [38][900/1253] lr: 3.000e-02, eta: 14:56:30, time: 0.683, data_time: 0.005, memory: 4833, top1_acc: 0.5552, top5_acc: 0.7818, loss_cls: 1.8913, loss: 1.8913, grad_norm: 3.1889 2020-08-14 13:52:11,473 - mmaction - INFO - Epoch [38][920/1253] lr: 3.000e-02, eta: 14:56:16, time: 0.676, data_time: 0.003, memory: 4833, top1_acc: 0.5471, top5_acc: 0.7721, loss_cls: 1.9500, loss: 1.9500, grad_norm: 3.3090 2020-08-14 13:52:24,741 - mmaction - INFO - Epoch [38][940/1253] lr: 3.000e-02, eta: 14:56:01, time: 0.663, data_time: 0.006, memory: 4833, top1_acc: 0.5563, top5_acc: 0.7807, loss_cls: 1.9111, loss: 1.9111, grad_norm: 3.3474 2020-08-14 13:52:39,127 - mmaction - INFO - Epoch [38][960/1253] lr: 3.000e-02, eta: 14:55:49, time: 0.719, data_time: 0.008, memory: 4833, top1_acc: 0.5451, top5_acc: 0.7745, loss_cls: 1.9577, loss: 1.9577, grad_norm: 3.2912 2020-08-14 13:52:53,043 - mmaction - INFO - Epoch [38][980/1253] lr: 3.000e-02, eta: 14:55:35, time: 0.697, data_time: 0.005, memory: 4833, top1_acc: 0.5435, top5_acc: 0.7768, loss_cls: 1.9184, loss: 1.9184, grad_norm: 3.3694 2020-08-14 13:53:06,270 - mmaction - INFO - Epoch [38][1000/1253] lr: 3.000e-02, eta: 14:55:20, time: 0.662, data_time: 0.007, memory: 4833, top1_acc: 0.5547, top5_acc: 0.7779, loss_cls: 1.9134, loss: 1.9134, grad_norm: 3.2901 2020-08-14 13:53:21,423 - mmaction - INFO - Epoch [38][1020/1253] lr: 3.000e-02, eta: 14:55:09, time: 0.756, data_time: 0.004, memory: 4833, top1_acc: 0.5461, top5_acc: 0.7734, loss_cls: 1.9438, loss: 1.9438, grad_norm: 3.2783 2020-08-14 13:53:36,122 - mmaction - INFO - Epoch [38][1040/1253] lr: 3.000e-02, eta: 14:54:56, time: 0.734, data_time: 0.009, memory: 4833, top1_acc: 0.5508, top5_acc: 0.7857, loss_cls: 1.8872, loss: 1.8872, grad_norm: 3.3548 2020-08-14 13:53:48,489 - mmaction - INFO - Epoch [38][1060/1253] lr: 3.000e-02, eta: 14:54:40, time: 0.619, data_time: 0.007, memory: 4833, top1_acc: 0.5432, top5_acc: 0.7849, loss_cls: 1.8917, loss: 1.8917, grad_norm: 3.3091 2020-08-14 13:54:02,277 - mmaction - INFO - Epoch [38][1080/1253] lr: 3.000e-02, eta: 14:54:27, time: 0.691, data_time: 0.007, memory: 4833, top1_acc: 0.5443, top5_acc: 0.7820, loss_cls: 1.9268, loss: 1.9268, grad_norm: 3.3737 2020-08-14 13:54:16,588 - mmaction - INFO - Epoch [38][1100/1253] lr: 3.000e-02, eta: 14:54:14, time: 0.715, data_time: 0.003, memory: 4833, top1_acc: 0.5539, top5_acc: 0.7740, loss_cls: 1.8965, loss: 1.8965, grad_norm: 3.3097 2020-08-14 13:54:31,057 - mmaction - INFO - Epoch [38][1120/1253] lr: 3.000e-02, eta: 14:54:01, time: 0.722, data_time: 0.007, memory: 4833, top1_acc: 0.5451, top5_acc: 0.7805, loss_cls: 1.9384, loss: 1.9384, grad_norm: 3.3673 2020-08-14 13:54:45,325 - mmaction - INFO - Epoch [38][1140/1253] lr: 3.000e-02, eta: 14:53:48, time: 0.715, data_time: 0.006, memory: 4833, top1_acc: 0.5495, top5_acc: 0.7906, loss_cls: 1.8808, loss: 1.8808, grad_norm: 3.2787 2020-08-14 13:55:00,151 - mmaction - INFO - Epoch [38][1160/1253] lr: 3.000e-02, eta: 14:53:36, time: 0.739, data_time: 0.007, memory: 4833, top1_acc: 0.5310, top5_acc: 0.7719, loss_cls: 1.9737, loss: 1.9737, grad_norm: 3.3054 2020-08-14 13:55:15,140 - mmaction - INFO - Epoch [38][1180/1253] lr: 3.000e-02, eta: 14:53:24, time: 0.750, data_time: 0.007, memory: 4833, top1_acc: 0.5445, top5_acc: 0.7805, loss_cls: 1.9266, loss: 1.9266, grad_norm: 3.3330 2020-08-14 13:55:27,676 - mmaction - INFO - Epoch [38][1200/1253] lr: 3.000e-02, eta: 14:53:08, time: 0.629, data_time: 0.010, memory: 4833, top1_acc: 0.5469, top5_acc: 0.7755, loss_cls: 1.9354, loss: 1.9354, grad_norm: 3.3435 2020-08-14 13:55:40,675 - mmaction - INFO - Epoch [38][1220/1253] lr: 3.000e-02, eta: 14:52:53, time: 0.650, data_time: 0.006, memory: 4833, top1_acc: 0.5518, top5_acc: 0.7826, loss_cls: 1.8982, loss: 1.8982, grad_norm: 3.2832 2020-08-14 13:55:54,141 - mmaction - INFO - Epoch [38][1240/1253] lr: 3.000e-02, eta: 14:52:39, time: 0.675, data_time: 0.008, memory: 4833, top1_acc: 0.5513, top5_acc: 0.7823, loss_cls: 1.9029, loss: 1.9029, grad_norm: 3.3838 2020-08-14 13:56:03,231 - mmaction - INFO - Saving checkpoint at 38 epochs 2020-08-14 13:56:25,605 - mmaction - INFO - Epoch [39][20/1253] lr: 3.000e-02, eta: 14:52:15, time: 1.088, data_time: 0.433, memory: 4833, top1_acc: 0.5521, top5_acc: 0.7789, loss_cls: 1.9366, loss: 1.9366, grad_norm: 3.2580 2020-08-14 13:56:38,071 - mmaction - INFO - Epoch [39][40/1253] lr: 3.000e-02, eta: 14:51:59, time: 0.629, data_time: 0.008, memory: 4833, top1_acc: 0.5526, top5_acc: 0.7805, loss_cls: 1.9008, loss: 1.9008, grad_norm: 3.3630 2020-08-14 13:56:53,557 - mmaction - INFO - Epoch [39][60/1253] lr: 3.000e-02, eta: 14:51:48, time: 0.774, data_time: 0.005, memory: 4833, top1_acc: 0.5609, top5_acc: 0.7799, loss_cls: 1.8688, loss: 1.8688, grad_norm: 3.3266 2020-08-14 13:57:06,360 - mmaction - INFO - Epoch [39][80/1253] lr: 3.000e-02, eta: 14:51:32, time: 0.637, data_time: 0.005, memory: 4833, top1_acc: 0.5549, top5_acc: 0.7951, loss_cls: 1.8273, loss: 1.8273, grad_norm: 3.3581 2020-08-14 13:57:19,427 - mmaction - INFO - Epoch [39][100/1253] lr: 3.000e-02, eta: 14:51:17, time: 0.656, data_time: 0.009, memory: 4833, top1_acc: 0.5487, top5_acc: 0.7896, loss_cls: 1.8978, loss: 1.8978, grad_norm: 3.3316 2020-08-14 13:57:34,922 - mmaction - INFO - Epoch [39][120/1253] lr: 3.000e-02, eta: 14:51:06, time: 0.774, data_time: 0.009, memory: 4833, top1_acc: 0.5490, top5_acc: 0.7859, loss_cls: 1.8899, loss: 1.8899, grad_norm: 3.2836 2020-08-14 13:57:48,510 - mmaction - INFO - Epoch [39][140/1253] lr: 3.000e-02, eta: 14:50:52, time: 0.681, data_time: 0.007, memory: 4833, top1_acc: 0.5497, top5_acc: 0.7854, loss_cls: 1.8936, loss: 1.8936, grad_norm: 3.3632 2020-08-14 13:58:01,308 - mmaction - INFO - Epoch [39][160/1253] lr: 3.000e-02, eta: 14:50:37, time: 0.638, data_time: 0.008, memory: 4833, top1_acc: 0.5549, top5_acc: 0.7885, loss_cls: 1.8980, loss: 1.8980, grad_norm: 3.3860 2020-08-14 13:58:14,294 - mmaction - INFO - Epoch [39][180/1253] lr: 3.000e-02, eta: 14:50:22, time: 0.653, data_time: 0.007, memory: 4833, top1_acc: 0.5440, top5_acc: 0.7789, loss_cls: 1.9228, loss: 1.9228, grad_norm: 3.3518 2020-08-14 13:58:29,526 - mmaction - INFO - Epoch [39][200/1253] lr: 3.000e-02, eta: 14:50:10, time: 0.759, data_time: 0.005, memory: 4833, top1_acc: 0.5599, top5_acc: 0.7836, loss_cls: 1.8547, loss: 1.8547, grad_norm: 3.2481 2020-08-14 13:58:43,848 - mmaction - INFO - Epoch [39][220/1253] lr: 3.000e-02, eta: 14:49:57, time: 0.717, data_time: 0.007, memory: 4833, top1_acc: 0.5596, top5_acc: 0.7901, loss_cls: 1.8504, loss: 1.8504, grad_norm: 3.3852 2020-08-14 13:58:56,924 - mmaction - INFO - Epoch [39][240/1253] lr: 3.000e-02, eta: 14:49:43, time: 0.654, data_time: 0.007, memory: 4833, top1_acc: 0.5599, top5_acc: 0.7797, loss_cls: 1.8935, loss: 1.8935, grad_norm: 3.2388 2020-08-14 13:59:11,503 - mmaction - INFO - Epoch [39][260/1253] lr: 3.000e-02, eta: 14:49:30, time: 0.729, data_time: 0.003, memory: 4833, top1_acc: 0.5495, top5_acc: 0.7799, loss_cls: 1.9236, loss: 1.9236, grad_norm: 3.3202 2020-08-14 13:59:24,416 - mmaction - INFO - Epoch [39][280/1253] lr: 3.000e-02, eta: 14:49:15, time: 0.647, data_time: 0.007, memory: 4833, top1_acc: 0.5505, top5_acc: 0.7794, loss_cls: 1.8982, loss: 1.8982, grad_norm: 3.3850 2020-08-14 13:59:39,554 - mmaction - INFO - Epoch [39][300/1253] lr: 3.000e-02, eta: 14:49:03, time: 0.757, data_time: 0.004, memory: 4833, top1_acc: 0.5591, top5_acc: 0.7906, loss_cls: 1.8642, loss: 1.8642, grad_norm: 3.2968 2020-08-14 13:59:53,790 - mmaction - INFO - Epoch [39][320/1253] lr: 3.000e-02, eta: 14:48:50, time: 0.710, data_time: 0.005, memory: 4833, top1_acc: 0.5555, top5_acc: 0.7792, loss_cls: 1.9031, loss: 1.9031, grad_norm: 3.2563 2020-08-14 14:00:11,485 - mmaction - INFO - Epoch [39][340/1253] lr: 3.000e-02, eta: 14:48:42, time: 0.878, data_time: 0.006, memory: 4833, top1_acc: 0.5482, top5_acc: 0.7766, loss_cls: 1.9133, loss: 1.9133, grad_norm: 3.3947 2020-08-14 14:00:24,623 - mmaction - INFO - Epoch [39][360/1253] lr: 3.000e-02, eta: 14:48:28, time: 0.665, data_time: 0.022, memory: 4833, top1_acc: 0.5607, top5_acc: 0.7997, loss_cls: 1.8460, loss: 1.8460, grad_norm: 3.3016 2020-08-14 14:00:39,275 - mmaction - INFO - Epoch [39][380/1253] lr: 3.000e-02, eta: 14:48:15, time: 0.733, data_time: 0.005, memory: 4833, top1_acc: 0.5617, top5_acc: 0.7734, loss_cls: 1.9132, loss: 1.9132, grad_norm: 3.3098 2020-08-14 14:00:52,994 - mmaction - INFO - Epoch [39][400/1253] lr: 3.000e-02, eta: 14:48:01, time: 0.683, data_time: 0.005, memory: 4833, top1_acc: 0.5448, top5_acc: 0.7797, loss_cls: 1.9086, loss: 1.9086, grad_norm: 3.3319 2020-08-14 14:01:06,884 - mmaction - INFO - Epoch [39][420/1253] lr: 3.000e-02, eta: 14:47:48, time: 0.697, data_time: 0.008, memory: 4833, top1_acc: 0.5427, top5_acc: 0.7724, loss_cls: 1.9766, loss: 1.9766, grad_norm: 3.3413 2020-08-14 14:01:20,786 - mmaction - INFO - Epoch [39][440/1253] lr: 3.000e-02, eta: 14:47:34, time: 0.695, data_time: 0.007, memory: 4833, top1_acc: 0.5656, top5_acc: 0.7872, loss_cls: 1.8611, loss: 1.8611, grad_norm: 3.2291 2020-08-14 14:01:35,247 - mmaction - INFO - Epoch [39][460/1253] lr: 3.000e-02, eta: 14:47:22, time: 0.722, data_time: 0.004, memory: 4833, top1_acc: 0.5477, top5_acc: 0.7862, loss_cls: 1.9038, loss: 1.9038, grad_norm: 3.4072 2020-08-14 14:01:49,810 - mmaction - INFO - Epoch [39][480/1253] lr: 3.000e-02, eta: 14:47:09, time: 0.727, data_time: 0.007, memory: 4833, top1_acc: 0.5659, top5_acc: 0.7885, loss_cls: 1.8468, loss: 1.8468, grad_norm: 3.2113 2020-08-14 14:02:03,538 - mmaction - INFO - Epoch [39][500/1253] lr: 3.000e-02, eta: 14:46:55, time: 0.688, data_time: 0.007, memory: 4833, top1_acc: 0.5464, top5_acc: 0.7802, loss_cls: 1.9335, loss: 1.9335, grad_norm: 3.3679 2020-08-14 14:02:17,053 - mmaction - INFO - Epoch [39][520/1253] lr: 3.000e-02, eta: 14:46:41, time: 0.674, data_time: 0.006, memory: 4833, top1_acc: 0.5302, top5_acc: 0.7779, loss_cls: 1.9561, loss: 1.9561, grad_norm: 3.3544 2020-08-14 14:02:32,444 - mmaction - INFO - Epoch [39][540/1253] lr: 3.000e-02, eta: 14:46:30, time: 0.773, data_time: 0.007, memory: 4833, top1_acc: 0.5503, top5_acc: 0.7794, loss_cls: 1.9241, loss: 1.9241, grad_norm: 3.3245 2020-08-14 14:02:45,706 - mmaction - INFO - Epoch [39][560/1253] lr: 3.000e-02, eta: 14:46:15, time: 0.661, data_time: 0.006, memory: 4833, top1_acc: 0.5513, top5_acc: 0.7893, loss_cls: 1.9041, loss: 1.9041, grad_norm: 3.3449 2020-08-14 14:02:59,485 - mmaction - INFO - Epoch [39][580/1253] lr: 3.000e-02, eta: 14:46:01, time: 0.691, data_time: 0.006, memory: 4833, top1_acc: 0.5414, top5_acc: 0.7693, loss_cls: 1.9502, loss: 1.9502, grad_norm: 3.2887 2020-08-14 14:03:13,322 - mmaction - INFO - Epoch [39][600/1253] lr: 3.000e-02, eta: 14:45:48, time: 0.690, data_time: 0.005, memory: 4833, top1_acc: 0.5497, top5_acc: 0.7852, loss_cls: 1.8740, loss: 1.8740, grad_norm: 3.3540 2020-08-14 14:03:26,137 - mmaction - INFO - Epoch [39][620/1253] lr: 3.000e-02, eta: 14:45:32, time: 0.642, data_time: 0.005, memory: 4833, top1_acc: 0.5380, top5_acc: 0.7792, loss_cls: 1.9351, loss: 1.9351, grad_norm: 3.3295 2020-08-14 14:03:39,020 - mmaction - INFO - Epoch [39][640/1253] lr: 3.000e-02, eta: 14:45:17, time: 0.643, data_time: 0.006, memory: 4833, top1_acc: 0.5505, top5_acc: 0.7734, loss_cls: 1.9182, loss: 1.9182, grad_norm: 3.2012 2020-08-14 14:03:53,244 - mmaction - INFO - Epoch [39][660/1253] lr: 3.000e-02, eta: 14:45:04, time: 0.712, data_time: 0.006, memory: 4833, top1_acc: 0.5487, top5_acc: 0.7867, loss_cls: 1.9103, loss: 1.9103, grad_norm: 3.3396 2020-08-14 14:04:05,828 - mmaction - INFO - Epoch [39][680/1253] lr: 3.000e-02, eta: 14:44:48, time: 0.629, data_time: 0.007, memory: 4833, top1_acc: 0.5474, top5_acc: 0.7836, loss_cls: 1.9012, loss: 1.9012, grad_norm: 3.2888 2020-08-14 14:04:19,155 - mmaction - INFO - Epoch [39][700/1253] lr: 3.000e-02, eta: 14:44:34, time: 0.668, data_time: 0.005, memory: 4833, top1_acc: 0.5461, top5_acc: 0.7711, loss_cls: 1.9368, loss: 1.9368, grad_norm: 3.3269 2020-08-14 14:04:32,815 - mmaction - INFO - Epoch [39][720/1253] lr: 3.000e-02, eta: 14:44:20, time: 0.680, data_time: 0.007, memory: 4833, top1_acc: 0.5482, top5_acc: 0.7810, loss_cls: 1.8891, loss: 1.8891, grad_norm: 3.2982 2020-08-14 14:04:47,280 - mmaction - INFO - Epoch [39][740/1253] lr: 3.000e-02, eta: 14:44:07, time: 0.726, data_time: 0.007, memory: 4833, top1_acc: 0.5482, top5_acc: 0.7870, loss_cls: 1.8964, loss: 1.8964, grad_norm: 3.2637 2020-08-14 14:05:00,687 - mmaction - INFO - Epoch [39][760/1253] lr: 3.000e-02, eta: 14:43:53, time: 0.669, data_time: 0.006, memory: 4833, top1_acc: 0.5685, top5_acc: 0.7872, loss_cls: 1.8713, loss: 1.8713, grad_norm: 3.1766 2020-08-14 14:05:14,974 - mmaction - INFO - Epoch [39][780/1253] lr: 3.000e-02, eta: 14:43:40, time: 0.716, data_time: 0.006, memory: 4833, top1_acc: 0.5534, top5_acc: 0.7836, loss_cls: 1.8996, loss: 1.8996, grad_norm: 3.3168 2020-08-14 14:05:28,998 - mmaction - INFO - Epoch [39][800/1253] lr: 3.000e-02, eta: 14:43:26, time: 0.703, data_time: 0.006, memory: 4833, top1_acc: 0.5409, top5_acc: 0.7893, loss_cls: 1.8946, loss: 1.8946, grad_norm: 3.3335 2020-08-14 14:05:43,362 - mmaction - INFO - Epoch [39][820/1253] lr: 3.000e-02, eta: 14:43:13, time: 0.717, data_time: 0.004, memory: 4833, top1_acc: 0.5484, top5_acc: 0.7964, loss_cls: 1.8840, loss: 1.8840, grad_norm: 3.3795 2020-08-14 14:05:56,305 - mmaction - INFO - Epoch [39][840/1253] lr: 3.000e-02, eta: 14:42:58, time: 0.646, data_time: 0.007, memory: 4833, top1_acc: 0.5487, top5_acc: 0.7878, loss_cls: 1.8966, loss: 1.8966, grad_norm: 3.3686 2020-08-14 14:06:10,873 - mmaction - INFO - Epoch [39][860/1253] lr: 3.000e-02, eta: 14:42:46, time: 0.730, data_time: 0.006, memory: 4833, top1_acc: 0.5570, top5_acc: 0.7883, loss_cls: 1.8707, loss: 1.8707, grad_norm: 3.3046 2020-08-14 14:06:24,810 - mmaction - INFO - Epoch [39][880/1253] lr: 3.000e-02, eta: 14:42:32, time: 0.696, data_time: 0.006, memory: 4833, top1_acc: 0.5404, top5_acc: 0.7852, loss_cls: 1.9273, loss: 1.9273, grad_norm: 3.3098 2020-08-14 14:06:38,656 - mmaction - INFO - Epoch [39][900/1253] lr: 3.000e-02, eta: 14:42:18, time: 0.691, data_time: 0.005, memory: 4833, top1_acc: 0.5513, top5_acc: 0.7857, loss_cls: 1.8843, loss: 1.8843, grad_norm: 3.3185 2020-08-14 14:06:52,300 - mmaction - INFO - Epoch [39][920/1253] lr: 3.000e-02, eta: 14:42:04, time: 0.683, data_time: 0.010, memory: 4833, top1_acc: 0.5669, top5_acc: 0.7878, loss_cls: 1.8458, loss: 1.8458, grad_norm: 3.2522 2020-08-14 14:07:07,142 - mmaction - INFO - Epoch [39][940/1253] lr: 3.000e-02, eta: 14:41:52, time: 0.744, data_time: 0.007, memory: 4833, top1_acc: 0.5539, top5_acc: 0.7815, loss_cls: 1.9217, loss: 1.9217, grad_norm: 3.3411 2020-08-14 14:07:20,202 - mmaction - INFO - Epoch [39][960/1253] lr: 3.000e-02, eta: 14:41:37, time: 0.653, data_time: 0.005, memory: 4833, top1_acc: 0.5448, top5_acc: 0.7852, loss_cls: 1.9015, loss: 1.9015, grad_norm: 3.4138 2020-08-14 14:07:36,115 - mmaction - INFO - Epoch [39][980/1253] lr: 3.000e-02, eta: 14:41:27, time: 0.796, data_time: 0.002, memory: 4833, top1_acc: 0.5602, top5_acc: 0.7857, loss_cls: 1.8659, loss: 1.8659, grad_norm: 3.3393 2020-08-14 14:07:49,473 - mmaction - INFO - Epoch [39][1000/1253] lr: 3.000e-02, eta: 14:41:12, time: 0.666, data_time: 0.005, memory: 4833, top1_acc: 0.5385, top5_acc: 0.7893, loss_cls: 1.9150, loss: 1.9150, grad_norm: 3.2870 2020-08-14 14:08:03,721 - mmaction - INFO - Epoch [39][1020/1253] lr: 3.000e-02, eta: 14:40:59, time: 0.715, data_time: 0.006, memory: 4833, top1_acc: 0.5432, top5_acc: 0.7833, loss_cls: 1.9283, loss: 1.9283, grad_norm: 3.2745 2020-08-14 14:08:17,908 - mmaction - INFO - Epoch [39][1040/1253] lr: 3.000e-02, eta: 14:40:46, time: 0.709, data_time: 0.001, memory: 4833, top1_acc: 0.5331, top5_acc: 0.7776, loss_cls: 1.9582, loss: 1.9582, grad_norm: 3.3763 2020-08-14 14:08:32,128 - mmaction - INFO - Epoch [39][1060/1253] lr: 3.000e-02, eta: 14:40:33, time: 0.707, data_time: 0.005, memory: 4833, top1_acc: 0.5424, top5_acc: 0.7719, loss_cls: 1.9676, loss: 1.9676, grad_norm: 3.2966 2020-08-14 14:08:46,275 - mmaction - INFO - Epoch [39][1080/1253] lr: 3.000e-02, eta: 14:40:20, time: 0.709, data_time: 0.007, memory: 4833, top1_acc: 0.5474, top5_acc: 0.7820, loss_cls: 1.9018, loss: 1.9018, grad_norm: 3.2947 2020-08-14 14:09:00,663 - mmaction - INFO - Epoch [39][1100/1253] lr: 3.000e-02, eta: 14:40:07, time: 0.717, data_time: 0.008, memory: 4833, top1_acc: 0.5508, top5_acc: 0.7794, loss_cls: 1.9140, loss: 1.9140, grad_norm: 3.3143 2020-08-14 14:09:13,709 - mmaction - INFO - Epoch [39][1120/1253] lr: 3.000e-02, eta: 14:39:52, time: 0.656, data_time: 0.007, memory: 4833, top1_acc: 0.5523, top5_acc: 0.7906, loss_cls: 1.8781, loss: 1.8781, grad_norm: 3.2026 2020-08-14 14:09:28,641 - mmaction - INFO - Epoch [39][1140/1253] lr: 3.000e-02, eta: 14:39:40, time: 0.747, data_time: 0.007, memory: 4833, top1_acc: 0.5565, top5_acc: 0.7878, loss_cls: 1.8861, loss: 1.8861, grad_norm: 3.2819 2020-08-14 14:09:43,514 - mmaction - INFO - Epoch [39][1160/1253] lr: 3.000e-02, eta: 14:39:28, time: 0.744, data_time: 0.004, memory: 4833, top1_acc: 0.5599, top5_acc: 0.7940, loss_cls: 1.8670, loss: 1.8670, grad_norm: 3.2735 2020-08-14 14:09:57,637 - mmaction - INFO - Epoch [39][1180/1253] lr: 3.000e-02, eta: 14:39:15, time: 0.705, data_time: 0.007, memory: 4833, top1_acc: 0.5422, top5_acc: 0.7724, loss_cls: 1.9390, loss: 1.9390, grad_norm: 3.2183 2020-08-14 14:10:10,791 - mmaction - INFO - Epoch [39][1200/1253] lr: 3.000e-02, eta: 14:39:00, time: 0.659, data_time: 0.006, memory: 4833, top1_acc: 0.5458, top5_acc: 0.7729, loss_cls: 1.9295, loss: 1.9295, grad_norm: 3.4049 2020-08-14 14:10:24,256 - mmaction - INFO - Epoch [39][1220/1253] lr: 3.000e-02, eta: 14:38:45, time: 0.671, data_time: 0.006, memory: 4833, top1_acc: 0.5299, top5_acc: 0.7768, loss_cls: 1.9312, loss: 1.9312, grad_norm: 3.4020 2020-08-14 14:10:36,900 - mmaction - INFO - Epoch [39][1240/1253] lr: 3.000e-02, eta: 14:38:30, time: 0.634, data_time: 0.007, memory: 4833, top1_acc: 0.5404, top5_acc: 0.7745, loss_cls: 1.9359, loss: 1.9359, grad_norm: 3.3086 2020-08-14 14:10:45,290 - mmaction - INFO - Saving checkpoint at 39 epochs 2020-08-14 14:11:09,758 - mmaction - INFO - Epoch [40][20/1253] lr: 3.000e-02, eta: 14:38:06, time: 1.115, data_time: 0.490, memory: 4833, top1_acc: 0.5523, top5_acc: 0.7891, loss_cls: 1.8626, loss: 1.8626, grad_norm: 3.2850 2020-08-14 14:11:24,225 - mmaction - INFO - Epoch [40][40/1253] lr: 3.000e-02, eta: 14:37:54, time: 0.724, data_time: 0.008, memory: 4833, top1_acc: 0.5563, top5_acc: 0.7781, loss_cls: 1.8811, loss: 1.8811, grad_norm: 3.2986 2020-08-14 14:11:37,729 - mmaction - INFO - Epoch [40][60/1253] lr: 3.000e-02, eta: 14:37:40, time: 0.676, data_time: 0.007, memory: 4833, top1_acc: 0.5656, top5_acc: 0.7948, loss_cls: 1.8122, loss: 1.8122, grad_norm: 3.2294 2020-08-14 14:11:50,103 - mmaction - INFO - Epoch [40][80/1253] lr: 3.000e-02, eta: 14:37:24, time: 0.617, data_time: 0.009, memory: 4833, top1_acc: 0.5570, top5_acc: 0.7901, loss_cls: 1.8913, loss: 1.8913, grad_norm: 3.3090 2020-08-14 14:12:05,073 - mmaction - INFO - Epoch [40][100/1253] lr: 3.000e-02, eta: 14:37:12, time: 0.750, data_time: 0.008, memory: 4833, top1_acc: 0.5620, top5_acc: 0.7906, loss_cls: 1.8269, loss: 1.8269, grad_norm: 3.2642 2020-08-14 14:12:19,028 - mmaction - INFO - Epoch [40][120/1253] lr: 3.000e-02, eta: 14:36:58, time: 0.696, data_time: 0.007, memory: 4833, top1_acc: 0.5615, top5_acc: 0.7911, loss_cls: 1.8476, loss: 1.8476, grad_norm: 3.2870 2020-08-14 14:12:33,086 - mmaction - INFO - Epoch [40][140/1253] lr: 3.000e-02, eta: 14:36:45, time: 0.705, data_time: 0.007, memory: 4833, top1_acc: 0.5539, top5_acc: 0.7875, loss_cls: 1.8805, loss: 1.8805, grad_norm: 3.3973 2020-08-14 14:12:46,472 - mmaction - INFO - Epoch [40][160/1253] lr: 3.000e-02, eta: 14:36:30, time: 0.668, data_time: 0.008, memory: 4833, top1_acc: 0.5451, top5_acc: 0.7841, loss_cls: 1.9020, loss: 1.9020, grad_norm: 3.3444 2020-08-14 14:13:01,934 - mmaction - INFO - Epoch [40][180/1253] lr: 3.000e-02, eta: 14:36:19, time: 0.774, data_time: 0.006, memory: 4833, top1_acc: 0.5685, top5_acc: 0.7948, loss_cls: 1.8404, loss: 1.8404, grad_norm: 3.2983 2020-08-14 14:13:14,789 - mmaction - INFO - Epoch [40][200/1253] lr: 3.000e-02, eta: 14:36:04, time: 0.639, data_time: 0.007, memory: 4833, top1_acc: 0.5523, top5_acc: 0.7870, loss_cls: 1.8775, loss: 1.8775, grad_norm: 3.3243 2020-08-14 14:13:28,850 - mmaction - INFO - Epoch [40][220/1253] lr: 3.000e-02, eta: 14:35:50, time: 0.705, data_time: 0.008, memory: 4833, top1_acc: 0.5521, top5_acc: 0.7841, loss_cls: 1.8957, loss: 1.8957, grad_norm: 3.4716 2020-08-14 14:13:42,579 - mmaction - INFO - Epoch [40][240/1253] lr: 3.000e-02, eta: 14:35:37, time: 0.689, data_time: 0.008, memory: 4833, top1_acc: 0.5560, top5_acc: 0.7867, loss_cls: 1.8587, loss: 1.8587, grad_norm: 3.4194 2020-08-14 14:13:55,066 - mmaction - INFO - Epoch [40][260/1253] lr: 3.000e-02, eta: 14:35:21, time: 0.622, data_time: 0.007, memory: 4833, top1_acc: 0.5674, top5_acc: 0.7875, loss_cls: 1.8244, loss: 1.8244, grad_norm: 3.2908 2020-08-14 14:14:09,740 - mmaction - INFO - Epoch [40][280/1253] lr: 3.000e-02, eta: 14:35:08, time: 0.734, data_time: 0.006, memory: 4833, top1_acc: 0.5552, top5_acc: 0.7831, loss_cls: 1.8865, loss: 1.8865, grad_norm: 3.3336 2020-08-14 14:14:24,026 - mmaction - INFO - Epoch [40][300/1253] lr: 3.000e-02, eta: 14:34:55, time: 0.713, data_time: 0.007, memory: 4833, top1_acc: 0.5573, top5_acc: 0.7818, loss_cls: 1.8961, loss: 1.8961, grad_norm: 3.2098 2020-08-14 14:14:38,133 - mmaction - INFO - Epoch [40][320/1253] lr: 3.000e-02, eta: 14:34:42, time: 0.707, data_time: 0.007, memory: 4833, top1_acc: 0.5318, top5_acc: 0.7781, loss_cls: 1.9624, loss: 1.9624, grad_norm: 3.3419 2020-08-14 14:14:52,529 - mmaction - INFO - Epoch [40][340/1253] lr: 3.000e-02, eta: 14:34:29, time: 0.717, data_time: 0.006, memory: 4833, top1_acc: 0.5576, top5_acc: 0.7841, loss_cls: 1.8736, loss: 1.8736, grad_norm: 3.2128 2020-08-14 14:15:06,473 - mmaction - INFO - Epoch [40][360/1253] lr: 3.000e-02, eta: 14:34:16, time: 0.699, data_time: 0.007, memory: 4833, top1_acc: 0.5523, top5_acc: 0.7906, loss_cls: 1.9005, loss: 1.9005, grad_norm: 3.3243 2020-08-14 14:15:20,474 - mmaction - INFO - Epoch [40][380/1253] lr: 3.000e-02, eta: 14:34:02, time: 0.699, data_time: 0.005, memory: 4833, top1_acc: 0.5539, top5_acc: 0.7867, loss_cls: 1.8673, loss: 1.8673, grad_norm: 3.2931 2020-08-14 14:15:33,532 - mmaction - INFO - Epoch [40][400/1253] lr: 3.000e-02, eta: 14:33:47, time: 0.653, data_time: 0.009, memory: 4833, top1_acc: 0.5536, top5_acc: 0.7971, loss_cls: 1.8571, loss: 1.8571, grad_norm: 3.3346 2020-08-14 14:15:47,224 - mmaction - INFO - Epoch [40][420/1253] lr: 3.000e-02, eta: 14:33:33, time: 0.685, data_time: 0.007, memory: 4833, top1_acc: 0.5526, top5_acc: 0.7831, loss_cls: 1.9147, loss: 1.9147, grad_norm: 3.3102 2020-08-14 14:16:00,797 - mmaction - INFO - Epoch [40][440/1253] lr: 3.000e-02, eta: 14:33:19, time: 0.678, data_time: 0.006, memory: 4833, top1_acc: 0.5609, top5_acc: 0.7854, loss_cls: 1.9063, loss: 1.9063, grad_norm: 3.2943 2020-08-14 14:16:15,385 - mmaction - INFO - Epoch [40][460/1253] lr: 3.000e-02, eta: 14:33:07, time: 0.730, data_time: 0.007, memory: 4833, top1_acc: 0.5526, top5_acc: 0.7826, loss_cls: 1.8893, loss: 1.8893, grad_norm: 3.3073 2020-08-14 14:16:27,932 - mmaction - INFO - Epoch [40][480/1253] lr: 3.000e-02, eta: 14:32:51, time: 0.627, data_time: 0.007, memory: 4833, top1_acc: 0.5633, top5_acc: 0.7977, loss_cls: 1.8360, loss: 1.8360, grad_norm: 3.3125 2020-08-14 14:16:40,895 - mmaction - INFO - Epoch [40][500/1253] lr: 3.000e-02, eta: 14:32:36, time: 0.650, data_time: 0.005, memory: 4833, top1_acc: 0.5490, top5_acc: 0.7776, loss_cls: 1.9345, loss: 1.9345, grad_norm: 3.3480 2020-08-14 14:16:55,071 - mmaction - INFO - Epoch [40][520/1253] lr: 3.000e-02, eta: 14:32:23, time: 0.707, data_time: 0.006, memory: 4833, top1_acc: 0.5503, top5_acc: 0.7836, loss_cls: 1.9330, loss: 1.9330, grad_norm: 3.3171 2020-08-14 14:17:09,643 - mmaction - INFO - Epoch [40][540/1253] lr: 3.000e-02, eta: 14:32:10, time: 0.731, data_time: 0.007, memory: 4833, top1_acc: 0.5529, top5_acc: 0.7888, loss_cls: 1.8897, loss: 1.8897, grad_norm: 3.2946 2020-08-14 14:17:22,137 - mmaction - INFO - Epoch [40][560/1253] lr: 3.000e-02, eta: 14:31:54, time: 0.623, data_time: 0.002, memory: 4833, top1_acc: 0.5477, top5_acc: 0.7885, loss_cls: 1.8861, loss: 1.8861, grad_norm: 3.3004 2020-08-14 14:17:38,228 - mmaction - INFO - Epoch [40][580/1253] lr: 3.000e-02, eta: 14:31:44, time: 0.803, data_time: 0.006, memory: 4833, top1_acc: 0.5503, top5_acc: 0.7826, loss_cls: 1.9441, loss: 1.9441, grad_norm: 3.3307 2020-08-14 14:17:51,916 - mmaction - INFO - Epoch [40][600/1253] lr: 3.000e-02, eta: 14:31:30, time: 0.686, data_time: 0.007, memory: 4833, top1_acc: 0.5471, top5_acc: 0.7865, loss_cls: 1.8664, loss: 1.8664, grad_norm: 3.3542 2020-08-14 14:18:05,781 - mmaction - INFO - Epoch [40][620/1253] lr: 3.000e-02, eta: 14:31:16, time: 0.691, data_time: 0.006, memory: 4833, top1_acc: 0.5547, top5_acc: 0.7885, loss_cls: 1.8843, loss: 1.8843, grad_norm: 3.3544 2020-08-14 14:18:19,913 - mmaction - INFO - Epoch [40][640/1253] lr: 3.000e-02, eta: 14:31:03, time: 0.709, data_time: 0.007, memory: 4833, top1_acc: 0.5453, top5_acc: 0.7742, loss_cls: 1.9265, loss: 1.9265, grad_norm: 3.3355 2020-08-14 14:18:34,256 - mmaction - INFO - Epoch [40][660/1253] lr: 3.000e-02, eta: 14:30:50, time: 0.712, data_time: 0.007, memory: 4833, top1_acc: 0.5620, top5_acc: 0.7984, loss_cls: 1.8151, loss: 1.8151, grad_norm: 3.3712 2020-08-14 14:18:46,856 - mmaction - INFO - Epoch [40][680/1253] lr: 3.000e-02, eta: 14:30:35, time: 0.634, data_time: 0.008, memory: 4833, top1_acc: 0.5406, top5_acc: 0.7667, loss_cls: 1.9503, loss: 1.9503, grad_norm: 3.2753 2020-08-14 14:19:00,832 - mmaction - INFO - Epoch [40][700/1253] lr: 3.000e-02, eta: 14:30:21, time: 0.698, data_time: 0.007, memory: 4833, top1_acc: 0.5589, top5_acc: 0.7872, loss_cls: 1.8897, loss: 1.8897, grad_norm: 3.3601 2020-08-14 14:19:13,910 - mmaction - INFO - Epoch [40][720/1253] lr: 3.000e-02, eta: 14:30:06, time: 0.655, data_time: 0.006, memory: 4833, top1_acc: 0.5427, top5_acc: 0.7862, loss_cls: 1.9005, loss: 1.9005, grad_norm: 3.2702 2020-08-14 14:19:27,919 - mmaction - INFO - Epoch [40][740/1253] lr: 3.000e-02, eta: 14:29:53, time: 0.699, data_time: 0.007, memory: 4833, top1_acc: 0.5422, top5_acc: 0.7747, loss_cls: 1.9343, loss: 1.9343, grad_norm: 3.2665 2020-08-14 14:19:41,228 - mmaction - INFO - Epoch [40][760/1253] lr: 3.000e-02, eta: 14:29:38, time: 0.668, data_time: 0.007, memory: 4833, top1_acc: 0.5599, top5_acc: 0.7930, loss_cls: 1.9083, loss: 1.9083, grad_norm: 3.3456 2020-08-14 14:19:54,470 - mmaction - INFO - Epoch [40][780/1253] lr: 3.000e-02, eta: 14:29:24, time: 0.661, data_time: 0.007, memory: 4833, top1_acc: 0.5419, top5_acc: 0.7698, loss_cls: 1.9362, loss: 1.9362, grad_norm: 3.3090 2020-08-14 14:20:08,426 - mmaction - INFO - Epoch [40][800/1253] lr: 3.000e-02, eta: 14:29:10, time: 0.698, data_time: 0.004, memory: 4833, top1_acc: 0.5534, top5_acc: 0.7852, loss_cls: 1.9089, loss: 1.9089, grad_norm: 3.3067 2020-08-14 14:20:21,762 - mmaction - INFO - Epoch [40][820/1253] lr: 3.000e-02, eta: 14:28:56, time: 0.668, data_time: 0.010, memory: 4833, top1_acc: 0.5417, top5_acc: 0.7734, loss_cls: 1.9383, loss: 1.9383, grad_norm: 3.3263 2020-08-14 14:20:35,851 - mmaction - INFO - Epoch [40][840/1253] lr: 3.000e-02, eta: 14:28:42, time: 0.705, data_time: 0.003, memory: 4833, top1_acc: 0.5484, top5_acc: 0.7875, loss_cls: 1.8910, loss: 1.8910, grad_norm: 3.2377 2020-08-14 14:20:50,410 - mmaction - INFO - Epoch [40][860/1253] lr: 3.000e-02, eta: 14:28:29, time: 0.724, data_time: 0.006, memory: 4833, top1_acc: 0.5500, top5_acc: 0.7771, loss_cls: 1.9198, loss: 1.9198, grad_norm: 3.3007 2020-08-14 14:21:03,744 - mmaction - INFO - Epoch [40][880/1253] lr: 3.000e-02, eta: 14:28:15, time: 0.672, data_time: 0.008, memory: 4833, top1_acc: 0.5401, top5_acc: 0.7789, loss_cls: 1.9395, loss: 1.9395, grad_norm: 3.2386 2020-08-14 14:21:17,439 - mmaction - INFO - Epoch [40][900/1253] lr: 3.000e-02, eta: 14:28:01, time: 0.681, data_time: 0.005, memory: 4833, top1_acc: 0.5443, top5_acc: 0.7839, loss_cls: 1.9179, loss: 1.9179, grad_norm: 3.2959 2020-08-14 14:21:30,557 - mmaction - INFO - Epoch [40][920/1253] lr: 3.000e-02, eta: 14:27:46, time: 0.658, data_time: 0.007, memory: 4833, top1_acc: 0.5487, top5_acc: 0.7760, loss_cls: 1.9232, loss: 1.9232, grad_norm: 3.3073 2020-08-14 14:21:44,841 - mmaction - INFO - Epoch [40][940/1253] lr: 3.000e-02, eta: 14:27:33, time: 0.714, data_time: 0.008, memory: 4833, top1_acc: 0.5357, top5_acc: 0.7768, loss_cls: 1.9466, loss: 1.9466, grad_norm: 3.3769 2020-08-14 14:21:58,396 - mmaction - INFO - Epoch [40][960/1253] lr: 3.000e-02, eta: 14:27:19, time: 0.678, data_time: 0.004, memory: 4833, top1_acc: 0.5531, top5_acc: 0.7792, loss_cls: 1.9128, loss: 1.9128, grad_norm: 3.3314 2020-08-14 14:22:12,223 - mmaction - INFO - Epoch [40][980/1253] lr: 3.000e-02, eta: 14:27:05, time: 0.693, data_time: 0.004, memory: 4833, top1_acc: 0.5576, top5_acc: 0.7870, loss_cls: 1.8858, loss: 1.8858, grad_norm: 3.2647 2020-08-14 14:22:27,084 - mmaction - INFO - Epoch [40][1000/1253] lr: 3.000e-02, eta: 14:26:53, time: 0.741, data_time: 0.005, memory: 4833, top1_acc: 0.5641, top5_acc: 0.7961, loss_cls: 1.8409, loss: 1.8409, grad_norm: 3.2787 2020-08-14 14:22:40,363 - mmaction - INFO - Epoch [40][1020/1253] lr: 3.000e-02, eta: 14:26:39, time: 0.664, data_time: 0.006, memory: 4833, top1_acc: 0.5534, top5_acc: 0.7872, loss_cls: 1.8994, loss: 1.8994, grad_norm: 3.3477 2020-08-14 14:22:55,606 - mmaction - INFO - Epoch [40][1040/1253] lr: 3.000e-02, eta: 14:26:27, time: 0.758, data_time: 0.008, memory: 4833, top1_acc: 0.5565, top5_acc: 0.7906, loss_cls: 1.8660, loss: 1.8660, grad_norm: 3.2680 2020-08-14 14:23:09,197 - mmaction - INFO - Epoch [40][1060/1253] lr: 3.000e-02, eta: 14:26:13, time: 0.685, data_time: 0.008, memory: 4833, top1_acc: 0.5448, top5_acc: 0.7852, loss_cls: 1.9282, loss: 1.9282, grad_norm: 3.2706 2020-08-14 14:23:23,654 - mmaction - INFO - Epoch [40][1080/1253] lr: 3.000e-02, eta: 14:26:00, time: 0.722, data_time: 0.006, memory: 4833, top1_acc: 0.5461, top5_acc: 0.7758, loss_cls: 1.9168, loss: 1.9168, grad_norm: 3.3201 2020-08-14 14:23:37,268 - mmaction - INFO - Epoch [40][1100/1253] lr: 3.000e-02, eta: 14:25:46, time: 0.680, data_time: 0.005, memory: 4833, top1_acc: 0.5419, top5_acc: 0.7732, loss_cls: 1.9607, loss: 1.9607, grad_norm: 3.3120 2020-08-14 14:23:51,043 - mmaction - INFO - Epoch [40][1120/1253] lr: 3.000e-02, eta: 14:25:32, time: 0.690, data_time: 0.008, memory: 4833, top1_acc: 0.5367, top5_acc: 0.7727, loss_cls: 1.9667, loss: 1.9667, grad_norm: 3.3352 2020-08-14 14:24:04,777 - mmaction - INFO - Epoch [40][1140/1253] lr: 3.000e-02, eta: 14:25:18, time: 0.685, data_time: 0.008, memory: 4833, top1_acc: 0.5396, top5_acc: 0.7813, loss_cls: 1.9261, loss: 1.9261, grad_norm: 3.3078 2020-08-14 14:24:18,691 - mmaction - INFO - Epoch [40][1160/1253] lr: 3.000e-02, eta: 14:25:05, time: 0.697, data_time: 0.006, memory: 4833, top1_acc: 0.5531, top5_acc: 0.7792, loss_cls: 1.9155, loss: 1.9155, grad_norm: 3.3335 2020-08-14 14:24:32,855 - mmaction - INFO - Epoch [40][1180/1253] lr: 3.000e-02, eta: 14:24:52, time: 0.707, data_time: 0.007, memory: 4833, top1_acc: 0.5435, top5_acc: 0.7753, loss_cls: 1.9637, loss: 1.9637, grad_norm: 3.4154 2020-08-14 14:24:46,029 - mmaction - INFO - Epoch [40][1200/1253] lr: 3.000e-02, eta: 14:24:37, time: 0.660, data_time: 0.006, memory: 4833, top1_acc: 0.5367, top5_acc: 0.7880, loss_cls: 1.9290, loss: 1.9290, grad_norm: 3.3885 2020-08-14 14:24:59,704 - mmaction - INFO - Epoch [40][1220/1253] lr: 3.000e-02, eta: 14:24:23, time: 0.682, data_time: 0.007, memory: 4833, top1_acc: 0.5578, top5_acc: 0.7904, loss_cls: 1.8808, loss: 1.8808, grad_norm: 3.3560 2020-08-14 14:25:13,494 - mmaction - INFO - Epoch [40][1240/1253] lr: 3.000e-02, eta: 14:24:09, time: 0.691, data_time: 0.007, memory: 4833, top1_acc: 0.5424, top5_acc: 0.7807, loss_cls: 1.9473, loss: 1.9473, grad_norm: 3.2280 2020-08-14 14:25:22,228 - mmaction - INFO - Saving checkpoint at 40 epochs 2020-08-14 14:25:44,895 - mmaction - INFO - Epoch [41][20/1253] lr: 3.000e-03, eta: 14:23:43, time: 1.026, data_time: 0.365, memory: 4833, top1_acc: 0.5677, top5_acc: 0.7898, loss_cls: 1.8385, loss: 1.8385, grad_norm: 3.0869 2020-08-14 14:25:58,637 - mmaction - INFO - Epoch [41][40/1253] lr: 3.000e-03, eta: 14:23:29, time: 0.693, data_time: 0.009, memory: 4833, top1_acc: 0.5714, top5_acc: 0.7984, loss_cls: 1.8075, loss: 1.8075, grad_norm: 3.1227 2020-08-14 14:26:11,551 - mmaction - INFO - Epoch [41][60/1253] lr: 3.000e-03, eta: 14:23:14, time: 0.646, data_time: 0.005, memory: 4833, top1_acc: 0.5924, top5_acc: 0.8068, loss_cls: 1.7094, loss: 1.7094, grad_norm: 3.0943 2020-08-14 14:26:26,962 - mmaction - INFO - Epoch [41][80/1253] lr: 3.000e-03, eta: 14:23:03, time: 0.768, data_time: 0.005, memory: 4833, top1_acc: 0.5867, top5_acc: 0.8096, loss_cls: 1.7264, loss: 1.7264, grad_norm: 3.1717 2020-08-14 14:26:39,340 - mmaction - INFO - Epoch [41][100/1253] lr: 3.000e-03, eta: 14:22:47, time: 0.618, data_time: 0.010, memory: 4833, top1_acc: 0.5987, top5_acc: 0.8161, loss_cls: 1.6817, loss: 1.6817, grad_norm: 3.0968 2020-08-14 14:26:53,264 - mmaction - INFO - Epoch [41][120/1253] lr: 3.000e-03, eta: 14:22:33, time: 0.698, data_time: 0.007, memory: 4833, top1_acc: 0.6143, top5_acc: 0.8247, loss_cls: 1.6388, loss: 1.6388, grad_norm: 3.0963 2020-08-14 14:27:08,095 - mmaction - INFO - Epoch [41][140/1253] lr: 3.000e-03, eta: 14:22:21, time: 0.739, data_time: 0.007, memory: 4833, top1_acc: 0.5927, top5_acc: 0.8143, loss_cls: 1.6840, loss: 1.6840, grad_norm: 3.1241 2020-08-14 14:27:21,671 - mmaction - INFO - Epoch [41][160/1253] lr: 3.000e-03, eta: 14:22:07, time: 0.682, data_time: 0.007, memory: 4833, top1_acc: 0.6086, top5_acc: 0.8234, loss_cls: 1.6462, loss: 1.6462, grad_norm: 3.1281 2020-08-14 14:27:34,944 - mmaction - INFO - Epoch [41][180/1253] lr: 3.000e-03, eta: 14:21:52, time: 0.661, data_time: 0.006, memory: 4833, top1_acc: 0.5982, top5_acc: 0.8130, loss_cls: 1.6901, loss: 1.6901, grad_norm: 3.2414 2020-08-14 14:27:49,064 - mmaction - INFO - Epoch [41][200/1253] lr: 3.000e-03, eta: 14:21:39, time: 0.710, data_time: 0.007, memory: 4833, top1_acc: 0.6062, top5_acc: 0.8164, loss_cls: 1.6741, loss: 1.6741, grad_norm: 3.1387 2020-08-14 14:28:03,597 - mmaction - INFO - Epoch [41][220/1253] lr: 3.000e-03, eta: 14:21:26, time: 0.724, data_time: 0.006, memory: 4833, top1_acc: 0.6154, top5_acc: 0.8208, loss_cls: 1.6202, loss: 1.6202, grad_norm: 3.1534 2020-08-14 14:28:17,700 - mmaction - INFO - Epoch [41][240/1253] lr: 3.000e-03, eta: 14:21:13, time: 0.708, data_time: 0.006, memory: 4833, top1_acc: 0.6047, top5_acc: 0.8281, loss_cls: 1.6472, loss: 1.6472, grad_norm: 3.2216 2020-08-14 14:28:32,077 - mmaction - INFO - Epoch [41][260/1253] lr: 3.000e-03, eta: 14:21:00, time: 0.717, data_time: 0.007, memory: 4833, top1_acc: 0.6070, top5_acc: 0.8190, loss_cls: 1.6498, loss: 1.6498, grad_norm: 3.1834 2020-08-14 14:28:45,515 - mmaction - INFO - Epoch [41][280/1253] lr: 3.000e-03, eta: 14:20:46, time: 0.672, data_time: 0.007, memory: 4833, top1_acc: 0.6086, top5_acc: 0.8227, loss_cls: 1.6336, loss: 1.6336, grad_norm: 3.1298 2020-08-14 14:28:58,647 - mmaction - INFO - Epoch [41][300/1253] lr: 3.000e-03, eta: 14:20:31, time: 0.656, data_time: 0.006, memory: 4833, top1_acc: 0.6141, top5_acc: 0.8281, loss_cls: 1.6235, loss: 1.6235, grad_norm: 3.1779 2020-08-14 14:29:12,318 - mmaction - INFO - Epoch [41][320/1253] lr: 3.000e-03, eta: 14:20:17, time: 0.684, data_time: 0.007, memory: 4833, top1_acc: 0.6135, top5_acc: 0.8258, loss_cls: 1.6126, loss: 1.6126, grad_norm: 3.2117 2020-08-14 14:29:25,716 - mmaction - INFO - Epoch [41][340/1253] lr: 3.000e-03, eta: 14:20:03, time: 0.666, data_time: 0.006, memory: 4833, top1_acc: 0.6125, top5_acc: 0.8255, loss_cls: 1.5792, loss: 1.5792, grad_norm: 3.1551 2020-08-14 14:29:38,990 - mmaction - INFO - Epoch [41][360/1253] lr: 3.000e-03, eta: 14:19:48, time: 0.667, data_time: 0.007, memory: 4833, top1_acc: 0.6240, top5_acc: 0.8190, loss_cls: 1.5965, loss: 1.5965, grad_norm: 3.1178 2020-08-14 14:29:52,281 - mmaction - INFO - Epoch [41][380/1253] lr: 3.000e-03, eta: 14:19:34, time: 0.665, data_time: 0.004, memory: 4833, top1_acc: 0.5966, top5_acc: 0.8190, loss_cls: 1.6370, loss: 1.6370, grad_norm: 3.2055 2020-08-14 14:30:07,367 - mmaction - INFO - Epoch [41][400/1253] lr: 3.000e-03, eta: 14:19:22, time: 0.754, data_time: 0.003, memory: 4833, top1_acc: 0.6201, top5_acc: 0.8398, loss_cls: 1.5584, loss: 1.5584, grad_norm: 3.1424 2020-08-14 14:30:20,981 - mmaction - INFO - Epoch [41][420/1253] lr: 3.000e-03, eta: 14:19:08, time: 0.681, data_time: 0.004, memory: 4833, top1_acc: 0.6073, top5_acc: 0.8255, loss_cls: 1.6087, loss: 1.6087, grad_norm: 3.2025 2020-08-14 14:30:33,972 - mmaction - INFO - Epoch [41][440/1253] lr: 3.000e-03, eta: 14:18:53, time: 0.649, data_time: 0.007, memory: 4833, top1_acc: 0.6260, top5_acc: 0.8315, loss_cls: 1.5686, loss: 1.5686, grad_norm: 3.0962 2020-08-14 14:30:48,379 - mmaction - INFO - Epoch [41][460/1253] lr: 3.000e-03, eta: 14:18:40, time: 0.721, data_time: 0.007, memory: 4833, top1_acc: 0.6055, top5_acc: 0.8234, loss_cls: 1.6119, loss: 1.6119, grad_norm: 3.1955 2020-08-14 14:31:04,400 - mmaction - INFO - Epoch [41][480/1253] lr: 3.000e-03, eta: 14:18:29, time: 0.801, data_time: 0.007, memory: 4833, top1_acc: 0.6083, top5_acc: 0.8284, loss_cls: 1.6192, loss: 1.6192, grad_norm: 3.2046 2020-08-14 14:31:17,368 - mmaction - INFO - Epoch [41][500/1253] lr: 3.000e-03, eta: 14:18:14, time: 0.649, data_time: 0.006, memory: 4833, top1_acc: 0.6273, top5_acc: 0.8323, loss_cls: 1.5663, loss: 1.5663, grad_norm: 3.1784 2020-08-14 14:31:30,472 - mmaction - INFO - Epoch [41][520/1253] lr: 3.000e-03, eta: 14:18:00, time: 0.654, data_time: 0.007, memory: 4833, top1_acc: 0.5906, top5_acc: 0.8253, loss_cls: 1.6486, loss: 1.6486, grad_norm: 3.2854 2020-08-14 14:31:44,174 - mmaction - INFO - Epoch [41][540/1253] lr: 3.000e-03, eta: 14:17:46, time: 0.688, data_time: 0.009, memory: 4833, top1_acc: 0.6169, top5_acc: 0.8398, loss_cls: 1.5629, loss: 1.5629, grad_norm: 3.2075 2020-08-14 14:31:58,267 - mmaction - INFO - Epoch [41][560/1253] lr: 3.000e-03, eta: 14:17:32, time: 0.699, data_time: 0.006, memory: 4833, top1_acc: 0.6164, top5_acc: 0.8307, loss_cls: 1.6092, loss: 1.6092, grad_norm: 3.2623 2020-08-14 14:32:12,777 - mmaction - INFO - Epoch [41][580/1253] lr: 3.000e-03, eta: 14:17:20, time: 0.730, data_time: 0.009, memory: 4833, top1_acc: 0.6268, top5_acc: 0.8323, loss_cls: 1.5663, loss: 1.5663, grad_norm: 3.2419 2020-08-14 14:32:26,890 - mmaction - INFO - Epoch [41][600/1253] lr: 3.000e-03, eta: 14:17:06, time: 0.706, data_time: 0.004, memory: 4833, top1_acc: 0.6159, top5_acc: 0.8305, loss_cls: 1.5911, loss: 1.5911, grad_norm: 3.2409 2020-08-14 14:32:41,385 - mmaction - INFO - Epoch [41][620/1253] lr: 3.000e-03, eta: 14:16:53, time: 0.722, data_time: 0.009, memory: 4833, top1_acc: 0.6281, top5_acc: 0.8320, loss_cls: 1.5641, loss: 1.5641, grad_norm: 3.2053 2020-08-14 14:32:56,164 - mmaction - INFO - Epoch [41][640/1253] lr: 3.000e-03, eta: 14:16:41, time: 0.743, data_time: 0.006, memory: 4833, top1_acc: 0.6086, top5_acc: 0.8159, loss_cls: 1.6610, loss: 1.6610, grad_norm: 3.2295 2020-08-14 14:33:10,036 - mmaction - INFO - Epoch [41][660/1253] lr: 3.000e-03, eta: 14:16:27, time: 0.688, data_time: 0.007, memory: 4833, top1_acc: 0.6154, top5_acc: 0.8240, loss_cls: 1.6160, loss: 1.6160, grad_norm: 3.2607 2020-08-14 14:33:23,520 - mmaction - INFO - Epoch [41][680/1253] lr: 3.000e-03, eta: 14:16:13, time: 0.678, data_time: 0.009, memory: 4833, top1_acc: 0.6320, top5_acc: 0.8328, loss_cls: 1.5607, loss: 1.5607, grad_norm: 3.2156 2020-08-14 14:33:37,245 - mmaction - INFO - Epoch [41][700/1253] lr: 3.000e-03, eta: 14:15:59, time: 0.685, data_time: 0.009, memory: 4833, top1_acc: 0.6117, top5_acc: 0.8271, loss_cls: 1.6112, loss: 1.6112, grad_norm: 3.2213 2020-08-14 14:33:51,235 - mmaction - INFO - Epoch [41][720/1253] lr: 3.000e-03, eta: 14:15:46, time: 0.701, data_time: 0.007, memory: 4833, top1_acc: 0.6318, top5_acc: 0.8380, loss_cls: 1.5332, loss: 1.5332, grad_norm: 3.1658 2020-08-14 14:34:05,148 - mmaction - INFO - Epoch [41][740/1253] lr: 3.000e-03, eta: 14:15:32, time: 0.694, data_time: 0.007, memory: 4833, top1_acc: 0.6208, top5_acc: 0.8385, loss_cls: 1.5523, loss: 1.5523, grad_norm: 3.2645 2020-08-14 14:34:18,966 - mmaction - INFO - Epoch [41][760/1253] lr: 3.000e-03, eta: 14:15:19, time: 0.693, data_time: 0.006, memory: 4833, top1_acc: 0.6211, top5_acc: 0.8305, loss_cls: 1.5951, loss: 1.5951, grad_norm: 3.2335 2020-08-14 14:34:31,893 - mmaction - INFO - Epoch [41][780/1253] lr: 3.000e-03, eta: 14:15:03, time: 0.644, data_time: 0.005, memory: 4833, top1_acc: 0.6336, top5_acc: 0.8365, loss_cls: 1.5393, loss: 1.5393, grad_norm: 3.1395 2020-08-14 14:34:46,348 - mmaction - INFO - Epoch [41][800/1253] lr: 3.000e-03, eta: 14:14:51, time: 0.724, data_time: 0.006, memory: 4833, top1_acc: 0.6310, top5_acc: 0.8352, loss_cls: 1.5265, loss: 1.5265, grad_norm: 3.1711 2020-08-14 14:34:59,064 - mmaction - INFO - Epoch [41][820/1253] lr: 3.000e-03, eta: 14:14:35, time: 0.635, data_time: 0.008, memory: 4833, top1_acc: 0.6143, top5_acc: 0.8260, loss_cls: 1.6106, loss: 1.6106, grad_norm: 3.2244 2020-08-14 14:35:12,445 - mmaction - INFO - Epoch [41][840/1253] lr: 3.000e-03, eta: 14:14:21, time: 0.668, data_time: 0.005, memory: 4833, top1_acc: 0.6091, top5_acc: 0.8297, loss_cls: 1.6081, loss: 1.6081, grad_norm: 3.2410 2020-08-14 14:35:26,497 - mmaction - INFO - Epoch [41][860/1253] lr: 3.000e-03, eta: 14:14:07, time: 0.703, data_time: 0.009, memory: 4833, top1_acc: 0.6203, top5_acc: 0.8294, loss_cls: 1.5619, loss: 1.5619, grad_norm: 3.2538 2020-08-14 14:35:40,916 - mmaction - INFO - Epoch [41][880/1253] lr: 3.000e-03, eta: 14:13:55, time: 0.722, data_time: 0.007, memory: 4833, top1_acc: 0.6133, top5_acc: 0.8258, loss_cls: 1.5865, loss: 1.5865, grad_norm: 3.2776 2020-08-14 14:35:54,867 - mmaction - INFO - Epoch [41][900/1253] lr: 3.000e-03, eta: 14:13:41, time: 0.695, data_time: 0.008, memory: 4833, top1_acc: 0.6266, top5_acc: 0.8333, loss_cls: 1.5520, loss: 1.5520, grad_norm: 3.1577 2020-08-14 14:36:07,709 - mmaction - INFO - Epoch [41][920/1253] lr: 3.000e-03, eta: 14:13:26, time: 0.645, data_time: 0.007, memory: 4833, top1_acc: 0.6260, top5_acc: 0.8289, loss_cls: 1.5499, loss: 1.5499, grad_norm: 3.1785 2020-08-14 14:36:22,842 - mmaction - INFO - Epoch [41][940/1253] lr: 3.000e-03, eta: 14:13:14, time: 0.758, data_time: 0.006, memory: 4833, top1_acc: 0.6187, top5_acc: 0.8354, loss_cls: 1.5713, loss: 1.5713, grad_norm: 3.2299 2020-08-14 14:36:38,354 - mmaction - INFO - Epoch [41][960/1253] lr: 3.000e-03, eta: 14:13:03, time: 0.772, data_time: 0.006, memory: 4833, top1_acc: 0.6190, top5_acc: 0.8297, loss_cls: 1.5419, loss: 1.5419, grad_norm: 3.1989 2020-08-14 14:36:50,714 - mmaction - INFO - Epoch [41][980/1253] lr: 3.000e-03, eta: 14:12:47, time: 0.619, data_time: 0.008, memory: 4833, top1_acc: 0.6258, top5_acc: 0.8352, loss_cls: 1.5546, loss: 1.5546, grad_norm: 3.2185 2020-08-14 14:37:05,673 - mmaction - INFO - Epoch [41][1000/1253] lr: 3.000e-03, eta: 14:12:35, time: 0.748, data_time: 0.007, memory: 4833, top1_acc: 0.6148, top5_acc: 0.8232, loss_cls: 1.5948, loss: 1.5948, grad_norm: 3.2286 2020-08-14 14:37:18,818 - mmaction - INFO - Epoch [41][1020/1253] lr: 3.000e-03, eta: 14:12:20, time: 0.659, data_time: 0.006, memory: 4833, top1_acc: 0.6203, top5_acc: 0.8294, loss_cls: 1.5714, loss: 1.5714, grad_norm: 3.2542 2020-08-14 14:37:32,344 - mmaction - INFO - Epoch [41][1040/1253] lr: 3.000e-03, eta: 14:12:06, time: 0.672, data_time: 0.006, memory: 4833, top1_acc: 0.6224, top5_acc: 0.8359, loss_cls: 1.5655, loss: 1.5655, grad_norm: 3.2329 2020-08-14 14:37:45,859 - mmaction - INFO - Epoch [41][1060/1253] lr: 3.000e-03, eta: 14:11:52, time: 0.679, data_time: 0.008, memory: 4833, top1_acc: 0.6182, top5_acc: 0.8245, loss_cls: 1.5915, loss: 1.5915, grad_norm: 3.1927 2020-08-14 14:38:00,418 - mmaction - INFO - Epoch [41][1080/1253] lr: 3.000e-03, eta: 14:11:39, time: 0.727, data_time: 0.007, memory: 4833, top1_acc: 0.6125, top5_acc: 0.8323, loss_cls: 1.5742, loss: 1.5742, grad_norm: 3.2300 2020-08-14 14:38:15,274 - mmaction - INFO - Epoch [41][1100/1253] lr: 3.000e-03, eta: 14:11:27, time: 0.744, data_time: 0.006, memory: 4833, top1_acc: 0.6229, top5_acc: 0.8346, loss_cls: 1.5520, loss: 1.5520, grad_norm: 3.2568 2020-08-14 14:38:28,643 - mmaction - INFO - Epoch [41][1120/1253] lr: 3.000e-03, eta: 14:11:12, time: 0.669, data_time: 0.008, memory: 4833, top1_acc: 0.6276, top5_acc: 0.8331, loss_cls: 1.5778, loss: 1.5778, grad_norm: 3.2427 2020-08-14 14:38:42,960 - mmaction - INFO - Epoch [41][1140/1253] lr: 3.000e-03, eta: 14:10:59, time: 0.716, data_time: 0.005, memory: 4833, top1_acc: 0.6229, top5_acc: 0.8357, loss_cls: 1.5474, loss: 1.5474, grad_norm: 3.2268 2020-08-14 14:38:56,791 - mmaction - INFO - Epoch [41][1160/1253] lr: 3.000e-03, eta: 14:10:46, time: 0.691, data_time: 0.008, memory: 4833, top1_acc: 0.6320, top5_acc: 0.8370, loss_cls: 1.5377, loss: 1.5377, grad_norm: 3.2599 2020-08-14 14:39:09,983 - mmaction - INFO - Epoch [41][1180/1253] lr: 3.000e-03, eta: 14:10:31, time: 0.661, data_time: 0.007, memory: 4833, top1_acc: 0.6297, top5_acc: 0.8414, loss_cls: 1.5237, loss: 1.5237, grad_norm: 3.2162 2020-08-14 14:39:24,162 - mmaction - INFO - Epoch [41][1200/1253] lr: 3.000e-03, eta: 14:10:18, time: 0.706, data_time: 0.006, memory: 4833, top1_acc: 0.6161, top5_acc: 0.8297, loss_cls: 1.5598, loss: 1.5598, grad_norm: 3.2297 2020-08-14 14:39:37,260 - mmaction - INFO - Epoch [41][1220/1253] lr: 3.000e-03, eta: 14:10:03, time: 0.659, data_time: 0.007, memory: 4833, top1_acc: 0.6237, top5_acc: 0.8357, loss_cls: 1.5512, loss: 1.5512, grad_norm: 3.2898 2020-08-14 14:39:52,948 - mmaction - INFO - Epoch [41][1240/1253] lr: 3.000e-03, eta: 14:09:52, time: 0.784, data_time: 0.006, memory: 4833, top1_acc: 0.6292, top5_acc: 0.8367, loss_cls: 1.5318, loss: 1.5318, grad_norm: 3.2159 2020-08-14 14:40:00,720 - mmaction - INFO - Saving checkpoint at 41 epochs 2020-08-14 14:40:22,887 - mmaction - INFO - Epoch [42][20/1253] lr: 3.000e-03, eta: 14:09:27, time: 1.074, data_time: 0.445, memory: 4833, top1_acc: 0.6362, top5_acc: 0.8458, loss_cls: 1.5338, loss: 1.5338, grad_norm: 3.3038 2020-08-14 14:40:36,251 - mmaction - INFO - Epoch [42][40/1253] lr: 3.000e-03, eta: 14:09:13, time: 0.669, data_time: 0.004, memory: 4833, top1_acc: 0.6417, top5_acc: 0.8359, loss_cls: 1.5054, loss: 1.5054, grad_norm: 3.1861 2020-08-14 14:40:49,685 - mmaction - INFO - Epoch [42][60/1253] lr: 3.000e-03, eta: 14:08:58, time: 0.670, data_time: 0.007, memory: 4833, top1_acc: 0.6242, top5_acc: 0.8307, loss_cls: 1.5628, loss: 1.5628, grad_norm: 3.2749 2020-08-14 14:41:03,370 - mmaction - INFO - Epoch [42][80/1253] lr: 3.000e-03, eta: 14:08:44, time: 0.683, data_time: 0.008, memory: 4833, top1_acc: 0.6281, top5_acc: 0.8323, loss_cls: 1.5335, loss: 1.5335, grad_norm: 3.2980 2020-08-14 14:41:17,133 - mmaction - INFO - Epoch [42][100/1253] lr: 3.000e-03, eta: 14:08:31, time: 0.688, data_time: 0.010, memory: 4833, top1_acc: 0.6273, top5_acc: 0.8331, loss_cls: 1.5389, loss: 1.5389, grad_norm: 3.2274 2020-08-14 14:41:31,446 - mmaction - INFO - Epoch [42][120/1253] lr: 3.000e-03, eta: 14:08:18, time: 0.719, data_time: 0.007, memory: 4833, top1_acc: 0.6255, top5_acc: 0.8354, loss_cls: 1.5259, loss: 1.5259, grad_norm: 3.2690 2020-08-14 14:41:43,930 - mmaction - INFO - Epoch [42][140/1253] lr: 3.000e-03, eta: 14:08:02, time: 0.624, data_time: 0.006, memory: 4833, top1_acc: 0.6307, top5_acc: 0.8367, loss_cls: 1.5290, loss: 1.5290, grad_norm: 3.2904 2020-08-14 14:41:58,713 - mmaction - INFO - Epoch [42][160/1253] lr: 3.000e-03, eta: 14:07:50, time: 0.739, data_time: 0.004, memory: 4833, top1_acc: 0.6164, top5_acc: 0.8266, loss_cls: 1.5879, loss: 1.5879, grad_norm: 3.2796 2020-08-14 14:42:12,962 - mmaction - INFO - Epoch [42][180/1253] lr: 3.000e-03, eta: 14:07:36, time: 0.709, data_time: 0.007, memory: 4833, top1_acc: 0.6180, top5_acc: 0.8281, loss_cls: 1.5738, loss: 1.5738, grad_norm: 3.2919 2020-08-14 14:42:26,265 - mmaction - INFO - Epoch [42][200/1253] lr: 3.000e-03, eta: 14:07:22, time: 0.667, data_time: 0.008, memory: 4833, top1_acc: 0.6331, top5_acc: 0.8349, loss_cls: 1.5200, loss: 1.5200, grad_norm: 3.2422 2020-08-14 14:42:41,046 - mmaction - INFO - Epoch [42][220/1253] lr: 3.000e-03, eta: 14:07:10, time: 0.741, data_time: 0.012, memory: 4833, top1_acc: 0.6250, top5_acc: 0.8318, loss_cls: 1.5772, loss: 1.5772, grad_norm: 3.3171 2020-08-14 14:42:54,848 - mmaction - INFO - Epoch [42][240/1253] lr: 3.000e-03, eta: 14:06:56, time: 0.691, data_time: 0.005, memory: 4833, top1_acc: 0.6437, top5_acc: 0.8422, loss_cls: 1.4838, loss: 1.4838, grad_norm: 3.2508 2020-08-14 14:43:09,479 - mmaction - INFO - Epoch [42][260/1253] lr: 3.000e-03, eta: 14:06:43, time: 0.732, data_time: 0.006, memory: 4833, top1_acc: 0.6435, top5_acc: 0.8448, loss_cls: 1.4805, loss: 1.4805, grad_norm: 3.2771 2020-08-14 14:43:21,963 - mmaction - INFO - Epoch [42][280/1253] lr: 3.000e-03, eta: 14:06:28, time: 0.623, data_time: 0.003, memory: 4833, top1_acc: 0.6276, top5_acc: 0.8289, loss_cls: 1.5648, loss: 1.5648, grad_norm: 3.3148 2020-08-14 14:43:35,745 - mmaction - INFO - Epoch [42][300/1253] lr: 3.000e-03, eta: 14:06:14, time: 0.688, data_time: 0.007, memory: 4833, top1_acc: 0.6299, top5_acc: 0.8365, loss_cls: 1.5236, loss: 1.5236, grad_norm: 3.2279 2020-08-14 14:43:48,988 - mmaction - INFO - Epoch [42][320/1253] lr: 3.000e-03, eta: 14:05:59, time: 0.661, data_time: 0.006, memory: 4833, top1_acc: 0.6203, top5_acc: 0.8286, loss_cls: 1.5986, loss: 1.5986, grad_norm: 3.4024 2020-08-14 14:44:02,553 - mmaction - INFO - Epoch [42][340/1253] lr: 3.000e-03, eta: 14:05:45, time: 0.677, data_time: 0.010, memory: 4833, top1_acc: 0.6372, top5_acc: 0.8443, loss_cls: 1.4827, loss: 1.4827, grad_norm: 3.2744 2020-08-14 14:44:15,983 - mmaction - INFO - Epoch [42][360/1253] lr: 3.000e-03, eta: 14:05:31, time: 0.675, data_time: 0.008, memory: 4833, top1_acc: 0.6299, top5_acc: 0.8383, loss_cls: 1.5261, loss: 1.5261, grad_norm: 3.3284 2020-08-14 14:44:30,577 - mmaction - INFO - Epoch [42][380/1253] lr: 3.000e-03, eta: 14:05:18, time: 0.729, data_time: 0.008, memory: 4833, top1_acc: 0.6383, top5_acc: 0.8378, loss_cls: 1.5160, loss: 1.5160, grad_norm: 3.3195 2020-08-14 14:44:44,108 - mmaction - INFO - Epoch [42][400/1253] lr: 3.000e-03, eta: 14:05:04, time: 0.677, data_time: 0.006, memory: 4833, top1_acc: 0.6312, top5_acc: 0.8333, loss_cls: 1.5278, loss: 1.5278, grad_norm: 3.3051 2020-08-14 14:44:57,610 - mmaction - INFO - Epoch [42][420/1253] lr: 3.000e-03, eta: 14:04:50, time: 0.675, data_time: 0.008, memory: 4833, top1_acc: 0.6307, top5_acc: 0.8349, loss_cls: 1.5168, loss: 1.5168, grad_norm: 3.3028 2020-08-14 14:45:10,673 - mmaction - INFO - Epoch [42][440/1253] lr: 3.000e-03, eta: 14:04:35, time: 0.654, data_time: 0.006, memory: 4833, top1_acc: 0.6237, top5_acc: 0.8310, loss_cls: 1.5716, loss: 1.5716, grad_norm: 3.2903 2020-08-14 14:45:24,683 - mmaction - INFO - Epoch [42][460/1253] lr: 3.000e-03, eta: 14:04:21, time: 0.700, data_time: 0.007, memory: 4833, top1_acc: 0.6372, top5_acc: 0.8362, loss_cls: 1.4975, loss: 1.4975, grad_norm: 3.3267 2020-08-14 14:45:38,618 - mmaction - INFO - Epoch [42][480/1253] lr: 3.000e-03, eta: 14:04:08, time: 0.697, data_time: 0.006, memory: 4833, top1_acc: 0.6336, top5_acc: 0.8385, loss_cls: 1.5181, loss: 1.5181, grad_norm: 3.2815 2020-08-14 14:45:52,056 - mmaction - INFO - Epoch [42][500/1253] lr: 3.000e-03, eta: 14:03:53, time: 0.670, data_time: 0.009, memory: 4833, top1_acc: 0.6414, top5_acc: 0.8435, loss_cls: 1.4940, loss: 1.4940, grad_norm: 3.3602 2020-08-14 14:46:06,529 - mmaction - INFO - Epoch [42][520/1253] lr: 3.000e-03, eta: 14:03:41, time: 0.725, data_time: 0.007, memory: 4833, top1_acc: 0.6203, top5_acc: 0.8305, loss_cls: 1.5787, loss: 1.5787, grad_norm: 3.3837 2020-08-14 14:46:20,650 - mmaction - INFO - Epoch [42][540/1253] lr: 3.000e-03, eta: 14:03:27, time: 0.707, data_time: 0.008, memory: 4833, top1_acc: 0.6477, top5_acc: 0.8398, loss_cls: 1.4909, loss: 1.4909, grad_norm: 3.2957 2020-08-14 14:46:35,449 - mmaction - INFO - Epoch [42][560/1253] lr: 3.000e-03, eta: 14:03:15, time: 0.738, data_time: 0.008, memory: 4833, top1_acc: 0.6229, top5_acc: 0.8273, loss_cls: 1.5667, loss: 1.5667, grad_norm: 3.3023 2020-08-14 14:46:48,900 - mmaction - INFO - Epoch [42][580/1253] lr: 3.000e-03, eta: 14:03:01, time: 0.674, data_time: 0.007, memory: 4833, top1_acc: 0.6401, top5_acc: 0.8401, loss_cls: 1.4950, loss: 1.4950, grad_norm: 3.2473 2020-08-14 14:47:01,473 - mmaction - INFO - Epoch [42][600/1253] lr: 3.000e-03, eta: 14:02:45, time: 0.630, data_time: 0.005, memory: 4833, top1_acc: 0.6401, top5_acc: 0.8344, loss_cls: 1.5368, loss: 1.5368, grad_norm: 3.3057 2020-08-14 14:47:15,783 - mmaction - INFO - Epoch [42][620/1253] lr: 3.000e-03, eta: 14:02:32, time: 0.713, data_time: 0.007, memory: 4833, top1_acc: 0.6380, top5_acc: 0.8385, loss_cls: 1.5161, loss: 1.5161, grad_norm: 3.2837 2020-08-14 14:47:29,411 - mmaction - INFO - Epoch [42][640/1253] lr: 3.000e-03, eta: 14:02:18, time: 0.682, data_time: 0.006, memory: 4833, top1_acc: 0.6331, top5_acc: 0.8417, loss_cls: 1.5081, loss: 1.5081, grad_norm: 3.3105 2020-08-14 14:47:44,070 - mmaction - INFO - Epoch [42][660/1253] lr: 3.000e-03, eta: 14:02:06, time: 0.732, data_time: 0.008, memory: 4833, top1_acc: 0.6349, top5_acc: 0.8336, loss_cls: 1.5198, loss: 1.5198, grad_norm: 3.3176 2020-08-14 14:47:58,447 - mmaction - INFO - Epoch [42][680/1253] lr: 3.000e-03, eta: 14:01:53, time: 0.721, data_time: 0.007, memory: 4833, top1_acc: 0.6292, top5_acc: 0.8359, loss_cls: 1.5281, loss: 1.5281, grad_norm: 3.3395 2020-08-14 14:48:11,754 - mmaction - INFO - Epoch [42][700/1253] lr: 3.000e-03, eta: 14:01:38, time: 0.663, data_time: 0.008, memory: 4833, top1_acc: 0.6281, top5_acc: 0.8453, loss_cls: 1.5258, loss: 1.5258, grad_norm: 3.2765 2020-08-14 14:48:26,158 - mmaction - INFO - Epoch [42][720/1253] lr: 3.000e-03, eta: 14:01:25, time: 0.723, data_time: 0.007, memory: 4833, top1_acc: 0.6380, top5_acc: 0.8440, loss_cls: 1.5003, loss: 1.5003, grad_norm: 3.2752 2020-08-14 14:48:39,085 - mmaction - INFO - Epoch [42][740/1253] lr: 3.000e-03, eta: 14:01:10, time: 0.646, data_time: 0.005, memory: 4833, top1_acc: 0.6224, top5_acc: 0.8299, loss_cls: 1.5425, loss: 1.5425, grad_norm: 3.4038 2020-08-14 14:48:52,617 - mmaction - INFO - Epoch [42][760/1253] lr: 3.000e-03, eta: 14:00:56, time: 0.676, data_time: 0.004, memory: 4833, top1_acc: 0.6258, top5_acc: 0.8362, loss_cls: 1.5392, loss: 1.5392, grad_norm: 3.3764 2020-08-14 14:49:06,126 - mmaction - INFO - Epoch [42][780/1253] lr: 3.000e-03, eta: 14:00:42, time: 0.674, data_time: 0.007, memory: 4833, top1_acc: 0.6357, top5_acc: 0.8354, loss_cls: 1.5009, loss: 1.5009, grad_norm: 3.2578 2020-08-14 14:49:19,716 - mmaction - INFO - Epoch [42][800/1253] lr: 3.000e-03, eta: 14:00:28, time: 0.681, data_time: 0.007, memory: 4833, top1_acc: 0.6320, top5_acc: 0.8398, loss_cls: 1.4955, loss: 1.4955, grad_norm: 3.2916 2020-08-14 14:49:33,236 - mmaction - INFO - Epoch [42][820/1253] lr: 3.000e-03, eta: 14:00:14, time: 0.675, data_time: 0.007, memory: 4833, top1_acc: 0.6396, top5_acc: 0.8497, loss_cls: 1.4469, loss: 1.4469, grad_norm: 3.3292 2020-08-14 14:49:47,891 - mmaction - INFO - Epoch [42][840/1253] lr: 3.000e-03, eta: 14:00:01, time: 0.734, data_time: 0.007, memory: 4833, top1_acc: 0.6328, top5_acc: 0.8419, loss_cls: 1.5290, loss: 1.5290, grad_norm: 3.4605 2020-08-14 14:50:01,153 - mmaction - INFO - Epoch [42][860/1253] lr: 3.000e-03, eta: 13:59:46, time: 0.661, data_time: 0.007, memory: 4833, top1_acc: 0.6281, top5_acc: 0.8406, loss_cls: 1.5156, loss: 1.5156, grad_norm: 3.3124 2020-08-14 14:50:14,891 - mmaction - INFO - Epoch [42][880/1253] lr: 3.000e-03, eta: 13:59:33, time: 0.687, data_time: 0.007, memory: 4833, top1_acc: 0.6448, top5_acc: 0.8471, loss_cls: 1.4559, loss: 1.4559, grad_norm: 3.2763 2020-08-14 14:50:28,830 - mmaction - INFO - Epoch [42][900/1253] lr: 3.000e-03, eta: 13:59:19, time: 0.699, data_time: 0.010, memory: 4833, top1_acc: 0.6320, top5_acc: 0.8487, loss_cls: 1.4847, loss: 1.4847, grad_norm: 3.3095 2020-08-14 14:50:42,677 - mmaction - INFO - Epoch [42][920/1253] lr: 3.000e-03, eta: 13:59:05, time: 0.694, data_time: 0.005, memory: 4833, top1_acc: 0.6365, top5_acc: 0.8398, loss_cls: 1.4911, loss: 1.4911, grad_norm: 3.3286 2020-08-14 14:50:56,982 - mmaction - INFO - Epoch [42][940/1253] lr: 3.000e-03, eta: 13:58:52, time: 0.712, data_time: 0.008, memory: 4833, top1_acc: 0.6443, top5_acc: 0.8464, loss_cls: 1.4689, loss: 1.4689, grad_norm: 3.3214 2020-08-14 14:51:10,531 - mmaction - INFO - Epoch [42][960/1253] lr: 3.000e-03, eta: 13:58:38, time: 0.679, data_time: 0.007, memory: 4833, top1_acc: 0.6427, top5_acc: 0.8432, loss_cls: 1.4967, loss: 1.4967, grad_norm: 3.3750 2020-08-14 14:51:25,399 - mmaction - INFO - Epoch [42][980/1253] lr: 3.000e-03, eta: 13:58:26, time: 0.745, data_time: 0.007, memory: 4833, top1_acc: 0.6279, top5_acc: 0.8380, loss_cls: 1.5157, loss: 1.5157, grad_norm: 3.3231 2020-08-14 14:51:38,970 - mmaction - INFO - Epoch [42][1000/1253] lr: 3.000e-03, eta: 13:58:12, time: 0.677, data_time: 0.004, memory: 4833, top1_acc: 0.6250, top5_acc: 0.8357, loss_cls: 1.5372, loss: 1.5372, grad_norm: 3.3713 2020-08-14 14:51:53,498 - mmaction - INFO - Epoch [42][1020/1253] lr: 3.000e-03, eta: 13:57:59, time: 0.725, data_time: 0.007, memory: 4833, top1_acc: 0.6391, top5_acc: 0.8451, loss_cls: 1.4941, loss: 1.4941, grad_norm: 3.2599 2020-08-14 14:52:06,642 - mmaction - INFO - Epoch [42][1040/1253] lr: 3.000e-03, eta: 13:57:44, time: 0.658, data_time: 0.007, memory: 4833, top1_acc: 0.6208, top5_acc: 0.8323, loss_cls: 1.5760, loss: 1.5760, grad_norm: 3.4056 2020-08-14 14:52:21,495 - mmaction - INFO - Epoch [42][1060/1253] lr: 3.000e-03, eta: 13:57:32, time: 0.742, data_time: 0.006, memory: 4833, top1_acc: 0.6315, top5_acc: 0.8359, loss_cls: 1.5160, loss: 1.5160, grad_norm: 3.3101 2020-08-14 14:52:34,500 - mmaction - INFO - Epoch [42][1080/1253] lr: 3.000e-03, eta: 13:57:17, time: 0.647, data_time: 0.008, memory: 4833, top1_acc: 0.6281, top5_acc: 0.8354, loss_cls: 1.5299, loss: 1.5299, grad_norm: 3.3744 2020-08-14 14:52:48,266 - mmaction - INFO - Epoch [42][1100/1253] lr: 3.000e-03, eta: 13:57:03, time: 0.693, data_time: 0.007, memory: 4833, top1_acc: 0.6367, top5_acc: 0.8448, loss_cls: 1.4936, loss: 1.4936, grad_norm: 3.3381 2020-08-14 14:53:01,736 - mmaction - INFO - Epoch [42][1120/1253] lr: 3.000e-03, eta: 13:56:49, time: 0.670, data_time: 0.007, memory: 4833, top1_acc: 0.6336, top5_acc: 0.8448, loss_cls: 1.5078, loss: 1.5078, grad_norm: 3.3376 2020-08-14 14:53:15,732 - mmaction - INFO - Epoch [42][1140/1253] lr: 3.000e-03, eta: 13:56:35, time: 0.703, data_time: 0.007, memory: 4833, top1_acc: 0.6422, top5_acc: 0.8411, loss_cls: 1.4951, loss: 1.4951, grad_norm: 3.3725 2020-08-14 14:53:29,318 - mmaction - INFO - Epoch [42][1160/1253] lr: 3.000e-03, eta: 13:56:21, time: 0.678, data_time: 0.006, memory: 4833, top1_acc: 0.6331, top5_acc: 0.8388, loss_cls: 1.5038, loss: 1.5038, grad_norm: 3.3579 2020-08-14 14:53:42,128 - mmaction - INFO - Epoch [42][1180/1253] lr: 3.000e-03, eta: 13:56:06, time: 0.639, data_time: 0.006, memory: 4833, top1_acc: 0.6370, top5_acc: 0.8404, loss_cls: 1.4942, loss: 1.4942, grad_norm: 3.3836 2020-08-14 14:53:56,448 - mmaction - INFO - Epoch [42][1200/1253] lr: 3.000e-03, eta: 13:55:53, time: 0.716, data_time: 0.008, memory: 4833, top1_acc: 0.6156, top5_acc: 0.8286, loss_cls: 1.5645, loss: 1.5645, grad_norm: 3.3754 2020-08-14 14:54:10,565 - mmaction - INFO - Epoch [42][1220/1253] lr: 3.000e-03, eta: 13:55:40, time: 0.708, data_time: 0.007, memory: 4833, top1_acc: 0.6409, top5_acc: 0.8391, loss_cls: 1.4887, loss: 1.4887, grad_norm: 3.2699 2020-08-14 14:54:24,336 - mmaction - INFO - Epoch [42][1240/1253] lr: 3.000e-03, eta: 13:55:26, time: 0.687, data_time: 0.007, memory: 4833, top1_acc: 0.6419, top5_acc: 0.8430, loss_cls: 1.4915, loss: 1.4915, grad_norm: 3.2838 2020-08-14 14:54:32,361 - mmaction - INFO - Saving checkpoint at 42 epochs 2020-08-14 14:54:54,461 - mmaction - INFO - Epoch [43][20/1253] lr: 3.000e-03, eta: 13:55:01, time: 1.074, data_time: 0.439, memory: 4833, top1_acc: 0.6432, top5_acc: 0.8451, loss_cls: 1.4593, loss: 1.4593, grad_norm: 3.3182 2020-08-14 14:55:07,276 - mmaction - INFO - Epoch [43][40/1253] lr: 3.000e-03, eta: 13:54:46, time: 0.645, data_time: 0.008, memory: 4833, top1_acc: 0.6414, top5_acc: 0.8451, loss_cls: 1.4687, loss: 1.4687, grad_norm: 3.3138 2020-08-14 14:55:21,074 - mmaction - INFO - Epoch [43][60/1253] lr: 3.000e-03, eta: 13:54:32, time: 0.686, data_time: 0.005, memory: 4833, top1_acc: 0.6474, top5_acc: 0.8495, loss_cls: 1.4612, loss: 1.4612, grad_norm: 3.2799 2020-08-14 14:55:33,664 - mmaction - INFO - Epoch [43][80/1253] lr: 3.000e-03, eta: 13:54:17, time: 0.632, data_time: 0.007, memory: 4833, top1_acc: 0.6393, top5_acc: 0.8451, loss_cls: 1.4527, loss: 1.4527, grad_norm: 3.3404 2020-08-14 14:55:48,382 - mmaction - INFO - Epoch [43][100/1253] lr: 3.000e-03, eta: 13:54:05, time: 0.736, data_time: 0.006, memory: 4833, top1_acc: 0.6388, top5_acc: 0.8344, loss_cls: 1.5115, loss: 1.5115, grad_norm: 3.3468 2020-08-14 14:56:01,667 - mmaction - INFO - Epoch [43][120/1253] lr: 3.000e-03, eta: 13:53:50, time: 0.664, data_time: 0.003, memory: 4833, top1_acc: 0.6281, top5_acc: 0.8333, loss_cls: 1.5083, loss: 1.5083, grad_norm: 3.3117 2020-08-14 14:56:15,246 - mmaction - INFO - Epoch [43][140/1253] lr: 3.000e-03, eta: 13:53:36, time: 0.677, data_time: 0.007, memory: 4833, top1_acc: 0.6359, top5_acc: 0.8438, loss_cls: 1.4921, loss: 1.4921, grad_norm: 3.3764 2020-08-14 14:56:29,688 - mmaction - INFO - Epoch [43][160/1253] lr: 3.000e-03, eta: 13:53:23, time: 0.726, data_time: 0.007, memory: 4833, top1_acc: 0.6523, top5_acc: 0.8516, loss_cls: 1.4361, loss: 1.4361, grad_norm: 3.3450 2020-08-14 14:56:43,098 - mmaction - INFO - Epoch [43][180/1253] lr: 3.000e-03, eta: 13:53:09, time: 0.668, data_time: 0.004, memory: 4833, top1_acc: 0.6289, top5_acc: 0.8383, loss_cls: 1.5371, loss: 1.5371, grad_norm: 3.5058 2020-08-14 14:56:57,858 - mmaction - INFO - Epoch [43][200/1253] lr: 3.000e-03, eta: 13:52:56, time: 0.740, data_time: 0.006, memory: 4833, top1_acc: 0.6438, top5_acc: 0.8521, loss_cls: 1.4713, loss: 1.4713, grad_norm: 3.2947 2020-08-14 14:57:12,042 - mmaction - INFO - Epoch [43][220/1253] lr: 3.000e-03, eta: 13:52:43, time: 0.707, data_time: 0.008, memory: 4833, top1_acc: 0.6487, top5_acc: 0.8495, loss_cls: 1.4332, loss: 1.4332, grad_norm: 3.3414 2020-08-14 14:57:26,109 - mmaction - INFO - Epoch [43][240/1253] lr: 3.000e-03, eta: 13:52:30, time: 0.705, data_time: 0.007, memory: 4833, top1_acc: 0.6440, top5_acc: 0.8508, loss_cls: 1.4320, loss: 1.4320, grad_norm: 3.3547 2020-08-14 14:57:40,215 - mmaction - INFO - Epoch [43][260/1253] lr: 3.000e-03, eta: 13:52:16, time: 0.705, data_time: 0.009, memory: 4833, top1_acc: 0.6385, top5_acc: 0.8375, loss_cls: 1.4991, loss: 1.4991, grad_norm: 3.3955 2020-08-14 14:57:53,554 - mmaction - INFO - Epoch [43][280/1253] lr: 3.000e-03, eta: 13:52:02, time: 0.667, data_time: 0.009, memory: 4833, top1_acc: 0.6404, top5_acc: 0.8440, loss_cls: 1.5084, loss: 1.5084, grad_norm: 3.3511 2020-08-14 14:58:07,281 - mmaction - INFO - Epoch [43][300/1253] lr: 3.000e-03, eta: 13:51:48, time: 0.687, data_time: 0.004, memory: 4833, top1_acc: 0.6326, top5_acc: 0.8344, loss_cls: 1.5125, loss: 1.5125, grad_norm: 3.4122 2020-08-14 14:58:21,264 - mmaction - INFO - Epoch [43][320/1253] lr: 3.000e-03, eta: 13:51:34, time: 0.695, data_time: 0.003, memory: 4833, top1_acc: 0.6372, top5_acc: 0.8318, loss_cls: 1.5229, loss: 1.5229, grad_norm: 3.3638 2020-08-14 14:58:35,361 - mmaction - INFO - Epoch [43][340/1253] lr: 3.000e-03, eta: 13:51:21, time: 0.708, data_time: 0.007, memory: 4833, top1_acc: 0.6432, top5_acc: 0.8406, loss_cls: 1.4790, loss: 1.4790, grad_norm: 3.3743 2020-08-14 14:58:48,903 - mmaction - INFO - Epoch [43][360/1253] lr: 3.000e-03, eta: 13:51:07, time: 0.677, data_time: 0.008, memory: 4833, top1_acc: 0.6471, top5_acc: 0.8490, loss_cls: 1.4616, loss: 1.4616, grad_norm: 3.3529 2020-08-14 14:59:03,585 - mmaction - INFO - Epoch [43][380/1253] lr: 3.000e-03, eta: 13:50:54, time: 0.735, data_time: 0.004, memory: 4833, top1_acc: 0.6380, top5_acc: 0.8406, loss_cls: 1.4720, loss: 1.4720, grad_norm: 3.3804 2020-08-14 14:59:16,608 - mmaction - INFO - Epoch [43][400/1253] lr: 3.000e-03, eta: 13:50:40, time: 0.649, data_time: 0.007, memory: 4833, top1_acc: 0.6266, top5_acc: 0.8305, loss_cls: 1.5650, loss: 1.5650, grad_norm: 3.3751 2020-08-14 14:59:30,467 - mmaction - INFO - Epoch [43][420/1253] lr: 3.000e-03, eta: 13:50:26, time: 0.696, data_time: 0.006, memory: 4833, top1_acc: 0.6250, top5_acc: 0.8346, loss_cls: 1.5395, loss: 1.5395, grad_norm: 3.4021 2020-08-14 14:59:45,056 - mmaction - INFO - Epoch [43][440/1253] lr: 3.000e-03, eta: 13:50:13, time: 0.726, data_time: 0.005, memory: 4833, top1_acc: 0.6370, top5_acc: 0.8440, loss_cls: 1.4730, loss: 1.4730, grad_norm: 3.3848 2020-08-14 14:59:59,327 - mmaction - INFO - Epoch [43][460/1253] lr: 3.000e-03, eta: 13:50:00, time: 0.716, data_time: 0.007, memory: 4833, top1_acc: 0.6302, top5_acc: 0.8375, loss_cls: 1.5057, loss: 1.5057, grad_norm: 3.4562 2020-08-14 15:00:21,633 - mmaction - INFO - Epoch [43][480/1253] lr: 3.000e-03, eta: 13:49:58, time: 1.104, data_time: 0.003, memory: 4833, top1_acc: 0.6385, top5_acc: 0.8401, loss_cls: 1.4768, loss: 1.4768, grad_norm: 3.3512 2020-08-14 15:00:34,201 - mmaction - INFO - Epoch [43][500/1253] lr: 3.000e-03, eta: 13:49:42, time: 0.636, data_time: 0.026, memory: 4833, top1_acc: 0.6279, top5_acc: 0.8393, loss_cls: 1.5403, loss: 1.5403, grad_norm: 3.4333 2020-08-14 15:00:48,114 - mmaction - INFO - Epoch [43][520/1253] lr: 3.000e-03, eta: 13:49:29, time: 0.698, data_time: 0.007, memory: 4833, top1_acc: 0.6414, top5_acc: 0.8443, loss_cls: 1.4719, loss: 1.4719, grad_norm: 3.3209 2020-08-14 15:01:01,818 - mmaction - INFO - Epoch [43][540/1253] lr: 3.000e-03, eta: 13:49:15, time: 0.683, data_time: 0.007, memory: 4833, top1_acc: 0.6461, top5_acc: 0.8398, loss_cls: 1.4774, loss: 1.4774, grad_norm: 3.3422 2020-08-14 15:01:14,934 - mmaction - INFO - Epoch [43][560/1253] lr: 3.000e-03, eta: 13:49:00, time: 0.657, data_time: 0.007, memory: 4833, top1_acc: 0.6492, top5_acc: 0.8490, loss_cls: 1.4443, loss: 1.4443, grad_norm: 3.3143 2020-08-14 15:01:28,682 - mmaction - INFO - Epoch [43][580/1253] lr: 3.000e-03, eta: 13:48:46, time: 0.689, data_time: 0.007, memory: 4833, top1_acc: 0.6305, top5_acc: 0.8388, loss_cls: 1.5382, loss: 1.5382, grad_norm: 3.4062 2020-08-14 15:01:42,411 - mmaction - INFO - Epoch [43][600/1253] lr: 3.000e-03, eta: 13:48:32, time: 0.685, data_time: 0.006, memory: 4833, top1_acc: 0.6294, top5_acc: 0.8362, loss_cls: 1.5073, loss: 1.5073, grad_norm: 3.3763 2020-08-14 15:01:56,796 - mmaction - INFO - Epoch [43][620/1253] lr: 3.000e-03, eta: 13:48:19, time: 0.715, data_time: 0.007, memory: 4833, top1_acc: 0.6339, top5_acc: 0.8344, loss_cls: 1.5237, loss: 1.5237, grad_norm: 3.3904 2020-08-14 15:02:11,324 - mmaction - INFO - Epoch [43][640/1253] lr: 3.000e-03, eta: 13:48:07, time: 0.732, data_time: 0.008, memory: 4833, top1_acc: 0.6359, top5_acc: 0.8406, loss_cls: 1.5031, loss: 1.5031, grad_norm: 3.3682 2020-08-14 15:02:25,520 - mmaction - INFO - Epoch [43][660/1253] lr: 3.000e-03, eta: 13:47:53, time: 0.707, data_time: 0.005, memory: 4833, top1_acc: 0.6253, top5_acc: 0.8354, loss_cls: 1.5564, loss: 1.5564, grad_norm: 3.4527 2020-08-14 15:02:39,527 - mmaction - INFO - Epoch [43][680/1253] lr: 3.000e-03, eta: 13:47:40, time: 0.702, data_time: 0.007, memory: 4833, top1_acc: 0.6307, top5_acc: 0.8391, loss_cls: 1.5025, loss: 1.5025, grad_norm: 3.3710 2020-08-14 15:02:53,784 - mmaction - INFO - Epoch [43][700/1253] lr: 3.000e-03, eta: 13:47:27, time: 0.711, data_time: 0.007, memory: 4833, top1_acc: 0.6568, top5_acc: 0.8474, loss_cls: 1.4441, loss: 1.4441, grad_norm: 3.2866 2020-08-14 15:03:08,666 - mmaction - INFO - Epoch [43][720/1253] lr: 3.000e-03, eta: 13:47:14, time: 0.747, data_time: 0.007, memory: 4833, top1_acc: 0.6398, top5_acc: 0.8398, loss_cls: 1.4823, loss: 1.4823, grad_norm: 3.3958 2020-08-14 15:03:23,096 - mmaction - INFO - Epoch [43][740/1253] lr: 3.000e-03, eta: 13:47:01, time: 0.720, data_time: 0.006, memory: 4833, top1_acc: 0.6268, top5_acc: 0.8378, loss_cls: 1.5126, loss: 1.5126, grad_norm: 3.3587 2020-08-14 15:03:37,016 - mmaction - INFO - Epoch [43][760/1253] lr: 3.000e-03, eta: 13:46:48, time: 0.697, data_time: 0.008, memory: 4833, top1_acc: 0.6424, top5_acc: 0.8432, loss_cls: 1.4825, loss: 1.4825, grad_norm: 3.3470 2020-08-14 15:03:51,422 - mmaction - INFO - Epoch [43][780/1253] lr: 3.000e-03, eta: 13:46:35, time: 0.719, data_time: 0.007, memory: 4833, top1_acc: 0.6406, top5_acc: 0.8427, loss_cls: 1.4787, loss: 1.4787, grad_norm: 3.4800 2020-08-14 15:04:06,206 - mmaction - INFO - Epoch [43][800/1253] lr: 3.000e-03, eta: 13:46:22, time: 0.740, data_time: 0.006, memory: 4833, top1_acc: 0.6497, top5_acc: 0.8378, loss_cls: 1.4609, loss: 1.4609, grad_norm: 3.4267 2020-08-14 15:04:18,846 - mmaction - INFO - Epoch [43][820/1253] lr: 3.000e-03, eta: 13:46:07, time: 0.631, data_time: 0.008, memory: 4833, top1_acc: 0.6427, top5_acc: 0.8388, loss_cls: 1.5083, loss: 1.5083, grad_norm: 3.4319 2020-08-14 15:04:34,215 - mmaction - INFO - Epoch [43][840/1253] lr: 3.000e-03, eta: 13:45:55, time: 0.768, data_time: 0.006, memory: 4833, top1_acc: 0.6487, top5_acc: 0.8487, loss_cls: 1.4485, loss: 1.4485, grad_norm: 3.3765 2020-08-14 15:04:48,886 - mmaction - INFO - Epoch [43][860/1253] lr: 3.000e-03, eta: 13:45:43, time: 0.733, data_time: 0.008, memory: 4833, top1_acc: 0.6456, top5_acc: 0.8505, loss_cls: 1.4870, loss: 1.4870, grad_norm: 3.4598 2020-08-14 15:05:01,666 - mmaction - INFO - Epoch [43][880/1253] lr: 3.000e-03, eta: 13:45:27, time: 0.638, data_time: 0.006, memory: 4833, top1_acc: 0.6466, top5_acc: 0.8503, loss_cls: 1.4442, loss: 1.4442, grad_norm: 3.4275 2020-08-14 15:05:16,613 - mmaction - INFO - Epoch [43][900/1253] lr: 3.000e-03, eta: 13:45:15, time: 0.749, data_time: 0.009, memory: 4833, top1_acc: 0.6367, top5_acc: 0.8346, loss_cls: 1.5046, loss: 1.5046, grad_norm: 3.4620 2020-08-14 15:05:30,703 - mmaction - INFO - Epoch [43][920/1253] lr: 3.000e-03, eta: 13:45:02, time: 0.706, data_time: 0.005, memory: 4833, top1_acc: 0.6427, top5_acc: 0.8484, loss_cls: 1.4675, loss: 1.4675, grad_norm: 3.4051 2020-08-14 15:05:44,612 - mmaction - INFO - Epoch [43][940/1253] lr: 3.000e-03, eta: 13:44:48, time: 0.693, data_time: 0.007, memory: 4833, top1_acc: 0.6443, top5_acc: 0.8490, loss_cls: 1.4317, loss: 1.4317, grad_norm: 3.3470 2020-08-14 15:05:59,730 - mmaction - INFO - Epoch [43][960/1253] lr: 3.000e-03, eta: 13:44:36, time: 0.760, data_time: 0.007, memory: 4833, top1_acc: 0.6453, top5_acc: 0.8401, loss_cls: 1.5055, loss: 1.5055, grad_norm: 3.4443 2020-08-14 15:06:13,590 - mmaction - INFO - Epoch [43][980/1253] lr: 3.000e-03, eta: 13:44:22, time: 0.688, data_time: 0.006, memory: 4833, top1_acc: 0.6526, top5_acc: 0.8529, loss_cls: 1.4249, loss: 1.4249, grad_norm: 3.3921 2020-08-14 15:06:26,302 - mmaction - INFO - Epoch [43][1000/1253] lr: 3.000e-03, eta: 13:44:07, time: 0.641, data_time: 0.008, memory: 4833, top1_acc: 0.6620, top5_acc: 0.8497, loss_cls: 1.3960, loss: 1.3960, grad_norm: 3.3141 2020-08-14 15:06:39,624 - mmaction - INFO - Epoch [43][1020/1253] lr: 3.000e-03, eta: 13:43:53, time: 0.663, data_time: 0.006, memory: 4833, top1_acc: 0.6346, top5_acc: 0.8391, loss_cls: 1.5294, loss: 1.5294, grad_norm: 3.4698 2020-08-14 15:06:54,854 - mmaction - INFO - Epoch [43][1040/1253] lr: 3.000e-03, eta: 13:43:41, time: 0.763, data_time: 0.007, memory: 4833, top1_acc: 0.6477, top5_acc: 0.8482, loss_cls: 1.4285, loss: 1.4285, grad_norm: 3.3299 2020-08-14 15:07:09,035 - mmaction - INFO - Epoch [43][1060/1253] lr: 3.000e-03, eta: 13:43:27, time: 0.709, data_time: 0.006, memory: 4833, top1_acc: 0.6451, top5_acc: 0.8432, loss_cls: 1.4753, loss: 1.4753, grad_norm: 3.4381 2020-08-14 15:07:22,346 - mmaction - INFO - Epoch [43][1080/1253] lr: 3.000e-03, eta: 13:43:13, time: 0.665, data_time: 0.005, memory: 4833, top1_acc: 0.6401, top5_acc: 0.8471, loss_cls: 1.4606, loss: 1.4606, grad_norm: 3.3815 2020-08-14 15:07:37,199 - mmaction - INFO - Epoch [43][1100/1253] lr: 3.000e-03, eta: 13:43:01, time: 0.742, data_time: 0.007, memory: 4833, top1_acc: 0.6458, top5_acc: 0.8451, loss_cls: 1.4598, loss: 1.4598, grad_norm: 3.4028 2020-08-14 15:07:49,934 - mmaction - INFO - Epoch [43][1120/1253] lr: 3.000e-03, eta: 13:42:45, time: 0.638, data_time: 0.007, memory: 4833, top1_acc: 0.6430, top5_acc: 0.8401, loss_cls: 1.4956, loss: 1.4956, grad_norm: 3.3773 2020-08-14 15:08:04,788 - mmaction - INFO - Epoch [43][1140/1253] lr: 3.000e-03, eta: 13:42:33, time: 0.740, data_time: 0.007, memory: 4833, top1_acc: 0.6326, top5_acc: 0.8417, loss_cls: 1.4965, loss: 1.4965, grad_norm: 3.4618 2020-08-14 15:08:18,274 - mmaction - INFO - Epoch [43][1160/1253] lr: 3.000e-03, eta: 13:42:19, time: 0.677, data_time: 0.007, memory: 4833, top1_acc: 0.6357, top5_acc: 0.8336, loss_cls: 1.5128, loss: 1.5128, grad_norm: 3.4005 2020-08-14 15:08:33,587 - mmaction - INFO - Epoch [43][1180/1253] lr: 3.000e-03, eta: 13:42:07, time: 0.766, data_time: 0.008, memory: 4833, top1_acc: 0.6531, top5_acc: 0.8495, loss_cls: 1.4359, loss: 1.4359, grad_norm: 3.3755 2020-08-14 15:08:49,265 - mmaction - INFO - Epoch [43][1200/1253] lr: 3.000e-03, eta: 13:41:56, time: 0.784, data_time: 0.003, memory: 4833, top1_acc: 0.6359, top5_acc: 0.8339, loss_cls: 1.5034, loss: 1.5034, grad_norm: 3.3990 2020-08-14 15:09:03,024 - mmaction - INFO - Epoch [43][1220/1253] lr: 3.000e-03, eta: 13:41:42, time: 0.683, data_time: 0.006, memory: 4833, top1_acc: 0.6492, top5_acc: 0.8503, loss_cls: 1.4360, loss: 1.4360, grad_norm: 3.3668 2020-08-14 15:09:17,486 - mmaction - INFO - Epoch [43][1240/1253] lr: 3.000e-03, eta: 13:41:29, time: 0.727, data_time: 0.007, memory: 4833, top1_acc: 0.6432, top5_acc: 0.8367, loss_cls: 1.5192, loss: 1.5192, grad_norm: 3.4750 2020-08-14 15:09:26,110 - mmaction - INFO - Saving checkpoint at 43 epochs 2020-08-14 15:09:51,839 - mmaction - INFO - Epoch [44][20/1253] lr: 3.000e-03, eta: 13:41:08, time: 1.189, data_time: 0.561, memory: 4833, top1_acc: 0.6396, top5_acc: 0.8505, loss_cls: 1.4359, loss: 1.4359, grad_norm: 3.4188 2020-08-14 15:10:05,214 - mmaction - INFO - Epoch [44][40/1253] lr: 3.000e-03, eta: 13:40:53, time: 0.669, data_time: 0.006, memory: 4833, top1_acc: 0.6529, top5_acc: 0.8466, loss_cls: 1.4396, loss: 1.4396, grad_norm: 3.4461 2020-08-14 15:10:19,521 - mmaction - INFO - Epoch [44][60/1253] lr: 3.000e-03, eta: 13:40:40, time: 0.717, data_time: 0.005, memory: 4833, top1_acc: 0.6372, top5_acc: 0.8456, loss_cls: 1.4725, loss: 1.4725, grad_norm: 3.4338 2020-08-14 15:10:34,299 - mmaction - INFO - Epoch [44][80/1253] lr: 3.000e-03, eta: 13:40:27, time: 0.735, data_time: 0.006, memory: 4833, top1_acc: 0.6456, top5_acc: 0.8458, loss_cls: 1.4624, loss: 1.4624, grad_norm: 3.4836 2020-08-14 15:10:47,756 - mmaction - INFO - Epoch [44][100/1253] lr: 3.000e-03, eta: 13:40:13, time: 0.676, data_time: 0.007, memory: 4833, top1_acc: 0.6523, top5_acc: 0.8401, loss_cls: 1.4555, loss: 1.4555, grad_norm: 3.3590 2020-08-14 15:11:02,715 - mmaction - INFO - Epoch [44][120/1253] lr: 3.000e-03, eta: 13:40:01, time: 0.747, data_time: 0.006, memory: 4833, top1_acc: 0.6393, top5_acc: 0.8497, loss_cls: 1.4630, loss: 1.4630, grad_norm: 3.4696 2020-08-14 15:11:16,424 - mmaction - INFO - Epoch [44][140/1253] lr: 3.000e-03, eta: 13:39:47, time: 0.684, data_time: 0.008, memory: 4833, top1_acc: 0.6456, top5_acc: 0.8422, loss_cls: 1.4614, loss: 1.4614, grad_norm: 3.4433 2020-08-14 15:11:28,928 - mmaction - INFO - Epoch [44][160/1253] lr: 3.000e-03, eta: 13:39:32, time: 0.628, data_time: 0.007, memory: 4833, top1_acc: 0.6466, top5_acc: 0.8526, loss_cls: 1.4484, loss: 1.4484, grad_norm: 3.4119 2020-08-14 15:11:44,663 - mmaction - INFO - Epoch [44][180/1253] lr: 3.000e-03, eta: 13:39:20, time: 0.786, data_time: 0.003, memory: 4833, top1_acc: 0.6615, top5_acc: 0.8615, loss_cls: 1.4007, loss: 1.4007, grad_norm: 3.3407 2020-08-14 15:11:58,038 - mmaction - INFO - Epoch [44][200/1253] lr: 3.000e-03, eta: 13:39:06, time: 0.667, data_time: 0.007, memory: 4833, top1_acc: 0.6503, top5_acc: 0.8508, loss_cls: 1.4435, loss: 1.4435, grad_norm: 3.4368 2020-08-14 15:12:12,409 - mmaction - INFO - Epoch [44][220/1253] lr: 3.000e-03, eta: 13:38:53, time: 0.721, data_time: 0.006, memory: 4833, top1_acc: 0.6456, top5_acc: 0.8536, loss_cls: 1.4529, loss: 1.4529, grad_norm: 3.5195 2020-08-14 15:12:27,064 - mmaction - INFO - Epoch [44][240/1253] lr: 3.000e-03, eta: 13:38:40, time: 0.731, data_time: 0.007, memory: 4833, top1_acc: 0.6383, top5_acc: 0.8440, loss_cls: 1.4555, loss: 1.4555, grad_norm: 3.4131 2020-08-14 15:12:41,458 - mmaction - INFO - Epoch [44][260/1253] lr: 3.000e-03, eta: 13:38:27, time: 0.721, data_time: 0.006, memory: 4833, top1_acc: 0.6438, top5_acc: 0.8490, loss_cls: 1.4441, loss: 1.4441, grad_norm: 3.4466 2020-08-14 15:12:55,186 - mmaction - INFO - Epoch [44][280/1253] lr: 3.000e-03, eta: 13:38:13, time: 0.685, data_time: 0.002, memory: 4833, top1_acc: 0.6435, top5_acc: 0.8440, loss_cls: 1.4769, loss: 1.4769, grad_norm: 3.4342 2020-08-14 15:13:08,927 - mmaction - INFO - Epoch [44][300/1253] lr: 3.000e-03, eta: 13:37:59, time: 0.685, data_time: 0.006, memory: 4833, top1_acc: 0.6508, top5_acc: 0.8451, loss_cls: 1.4484, loss: 1.4484, grad_norm: 3.3716 2020-08-14 15:13:22,355 - mmaction - INFO - Epoch [44][320/1253] lr: 3.000e-03, eta: 13:37:45, time: 0.674, data_time: 0.007, memory: 4833, top1_acc: 0.6544, top5_acc: 0.8427, loss_cls: 1.4540, loss: 1.4540, grad_norm: 3.3951 2020-08-14 15:13:37,284 - mmaction - INFO - Epoch [44][340/1253] lr: 3.000e-03, eta: 13:37:33, time: 0.748, data_time: 0.007, memory: 4833, top1_acc: 0.6458, top5_acc: 0.8443, loss_cls: 1.4503, loss: 1.4503, grad_norm: 3.3693 2020-08-14 15:13:50,051 - mmaction - INFO - Epoch [44][360/1253] lr: 3.000e-03, eta: 13:37:18, time: 0.638, data_time: 0.004, memory: 4833, top1_acc: 0.6549, top5_acc: 0.8453, loss_cls: 1.4404, loss: 1.4404, grad_norm: 3.3868 2020-08-14 15:14:04,159 - mmaction - INFO - Epoch [44][380/1253] lr: 3.000e-03, eta: 13:37:04, time: 0.704, data_time: 0.006, memory: 4833, top1_acc: 0.6497, top5_acc: 0.8443, loss_cls: 1.4393, loss: 1.4393, grad_norm: 3.3944 2020-08-14 15:14:17,682 - mmaction - INFO - Epoch [44][400/1253] lr: 3.000e-03, eta: 13:36:50, time: 0.678, data_time: 0.006, memory: 4833, top1_acc: 0.6505, top5_acc: 0.8443, loss_cls: 1.4577, loss: 1.4577, grad_norm: 3.3336 2020-08-14 15:14:34,027 - mmaction - INFO - Epoch [44][420/1253] lr: 3.000e-03, eta: 13:36:40, time: 0.816, data_time: 0.004, memory: 4833, top1_acc: 0.6313, top5_acc: 0.8359, loss_cls: 1.5118, loss: 1.5118, grad_norm: 3.4560 2020-08-14 15:14:47,672 - mmaction - INFO - Epoch [44][440/1253] lr: 3.000e-03, eta: 13:36:26, time: 0.682, data_time: 0.007, memory: 4833, top1_acc: 0.6424, top5_acc: 0.8490, loss_cls: 1.4462, loss: 1.4462, grad_norm: 3.4337 2020-08-14 15:15:01,429 - mmaction - INFO - Epoch [44][460/1253] lr: 3.000e-03, eta: 13:36:12, time: 0.688, data_time: 0.005, memory: 4833, top1_acc: 0.6570, top5_acc: 0.8495, loss_cls: 1.4240, loss: 1.4240, grad_norm: 3.4200 2020-08-14 15:15:15,701 - mmaction - INFO - Epoch [44][480/1253] lr: 3.000e-03, eta: 13:35:59, time: 0.711, data_time: 0.006, memory: 4833, top1_acc: 0.6417, top5_acc: 0.8469, loss_cls: 1.4602, loss: 1.4602, grad_norm: 3.4121 2020-08-14 15:15:29,035 - mmaction - INFO - Epoch [44][500/1253] lr: 3.000e-03, eta: 13:35:44, time: 0.670, data_time: 0.011, memory: 4833, top1_acc: 0.6414, top5_acc: 0.8388, loss_cls: 1.5089, loss: 1.5089, grad_norm: 3.5197 2020-08-14 15:15:42,468 - mmaction - INFO - Epoch [44][520/1253] lr: 3.000e-03, eta: 13:35:30, time: 0.672, data_time: 0.005, memory: 4833, top1_acc: 0.6544, top5_acc: 0.8479, loss_cls: 1.4417, loss: 1.4417, grad_norm: 3.4367 2020-08-14 15:15:55,836 - mmaction - INFO - Epoch [44][540/1253] lr: 3.000e-03, eta: 13:35:16, time: 0.667, data_time: 0.006, memory: 4833, top1_acc: 0.6333, top5_acc: 0.8411, loss_cls: 1.5027, loss: 1.5027, grad_norm: 3.4524 2020-08-14 15:16:11,082 - mmaction - INFO - Epoch [44][560/1253] lr: 3.000e-03, eta: 13:35:04, time: 0.764, data_time: 0.006, memory: 4833, top1_acc: 0.6383, top5_acc: 0.8398, loss_cls: 1.4861, loss: 1.4861, grad_norm: 3.4924 2020-08-14 15:16:24,755 - mmaction - INFO - Epoch [44][580/1253] lr: 3.000e-03, eta: 13:34:50, time: 0.680, data_time: 0.007, memory: 4833, top1_acc: 0.6312, top5_acc: 0.8349, loss_cls: 1.5162, loss: 1.5162, grad_norm: 3.4352 2020-08-14 15:16:38,153 - mmaction - INFO - Epoch [44][600/1253] lr: 3.000e-03, eta: 13:34:35, time: 0.672, data_time: 0.007, memory: 4833, top1_acc: 0.6333, top5_acc: 0.8375, loss_cls: 1.5004, loss: 1.5004, grad_norm: 3.5364 2020-08-14 15:16:52,964 - mmaction - INFO - Epoch [44][620/1253] lr: 3.000e-03, eta: 13:34:23, time: 0.742, data_time: 0.008, memory: 4833, top1_acc: 0.6320, top5_acc: 0.8315, loss_cls: 1.5542, loss: 1.5542, grad_norm: 3.5353 2020-08-14 15:17:06,727 - mmaction - INFO - Epoch [44][640/1253] lr: 3.000e-03, eta: 13:34:09, time: 0.687, data_time: 0.006, memory: 4833, top1_acc: 0.6424, top5_acc: 0.8417, loss_cls: 1.4902, loss: 1.4902, grad_norm: 3.4686 2020-08-14 15:17:20,516 - mmaction - INFO - Epoch [44][660/1253] lr: 3.000e-03, eta: 13:33:55, time: 0.691, data_time: 0.007, memory: 4833, top1_acc: 0.6414, top5_acc: 0.8417, loss_cls: 1.4954, loss: 1.4954, grad_norm: 3.5494 2020-08-14 15:17:34,715 - mmaction - INFO - Epoch [44][680/1253] lr: 3.000e-03, eta: 13:33:42, time: 0.710, data_time: 0.007, memory: 4833, top1_acc: 0.6419, top5_acc: 0.8393, loss_cls: 1.4923, loss: 1.4923, grad_norm: 3.4982 2020-08-14 15:17:48,264 - mmaction - INFO - Epoch [44][700/1253] lr: 3.000e-03, eta: 13:33:28, time: 0.678, data_time: 0.005, memory: 4833, top1_acc: 0.6492, top5_acc: 0.8424, loss_cls: 1.4570, loss: 1.4570, grad_norm: 3.4046 2020-08-14 15:18:02,996 - mmaction - INFO - Epoch [44][720/1253] lr: 3.000e-03, eta: 13:33:15, time: 0.734, data_time: 0.006, memory: 4833, top1_acc: 0.6477, top5_acc: 0.8469, loss_cls: 1.4499, loss: 1.4499, grad_norm: 3.4587 2020-08-14 15:18:16,286 - mmaction - INFO - Epoch [44][740/1253] lr: 3.000e-03, eta: 13:33:01, time: 0.667, data_time: 0.006, memory: 4833, top1_acc: 0.6378, top5_acc: 0.8375, loss_cls: 1.4937, loss: 1.4937, grad_norm: 3.4981 2020-08-14 15:18:30,349 - mmaction - INFO - Epoch [44][760/1253] lr: 3.000e-03, eta: 13:32:47, time: 0.702, data_time: 0.007, memory: 4833, top1_acc: 0.6375, top5_acc: 0.8448, loss_cls: 1.4794, loss: 1.4794, grad_norm: 3.4769 2020-08-14 15:18:45,750 - mmaction - INFO - Epoch [44][780/1253] lr: 3.000e-03, eta: 13:32:35, time: 0.772, data_time: 0.007, memory: 4833, top1_acc: 0.6438, top5_acc: 0.8443, loss_cls: 1.4817, loss: 1.4817, grad_norm: 3.4703 2020-08-14 15:18:59,612 - mmaction - INFO - Epoch [44][800/1253] lr: 3.000e-03, eta: 13:32:22, time: 0.691, data_time: 0.006, memory: 4833, top1_acc: 0.6331, top5_acc: 0.8398, loss_cls: 1.5090, loss: 1.5090, grad_norm: 3.4163 2020-08-14 15:19:12,416 - mmaction - INFO - Epoch [44][820/1253] lr: 3.000e-03, eta: 13:32:07, time: 0.643, data_time: 0.006, memory: 4833, top1_acc: 0.6510, top5_acc: 0.8427, loss_cls: 1.4745, loss: 1.4745, grad_norm: 3.4507 2020-08-14 15:19:26,160 - mmaction - INFO - Epoch [44][840/1253] lr: 3.000e-03, eta: 13:31:53, time: 0.685, data_time: 0.007, memory: 4833, top1_acc: 0.6398, top5_acc: 0.8490, loss_cls: 1.4484, loss: 1.4484, grad_norm: 3.5000 2020-08-14 15:19:41,469 - mmaction - INFO - Epoch [44][860/1253] lr: 3.000e-03, eta: 13:31:41, time: 0.764, data_time: 0.006, memory: 4833, top1_acc: 0.6323, top5_acc: 0.8419, loss_cls: 1.4860, loss: 1.4860, grad_norm: 3.4745 2020-08-14 15:19:55,418 - mmaction - INFO - Epoch [44][880/1253] lr: 3.000e-03, eta: 13:31:27, time: 0.697, data_time: 0.009, memory: 4833, top1_acc: 0.6279, top5_acc: 0.8307, loss_cls: 1.5273, loss: 1.5273, grad_norm: 3.4624 2020-08-14 15:20:08,563 - mmaction - INFO - Epoch [44][900/1253] lr: 3.000e-03, eta: 13:31:13, time: 0.660, data_time: 0.007, memory: 4833, top1_acc: 0.6451, top5_acc: 0.8487, loss_cls: 1.4754, loss: 1.4754, grad_norm: 3.4481 2020-08-14 15:20:22,443 - mmaction - INFO - Epoch [44][920/1253] lr: 3.000e-03, eta: 13:30:59, time: 0.692, data_time: 0.008, memory: 4833, top1_acc: 0.6508, top5_acc: 0.8469, loss_cls: 1.4403, loss: 1.4403, grad_norm: 3.4818 2020-08-14 15:20:36,443 - mmaction - INFO - Epoch [44][940/1253] lr: 3.000e-03, eta: 13:30:45, time: 0.701, data_time: 0.006, memory: 4833, top1_acc: 0.6469, top5_acc: 0.8516, loss_cls: 1.4385, loss: 1.4385, grad_norm: 3.4746 2020-08-14 15:20:48,843 - mmaction - INFO - Epoch [44][960/1253] lr: 3.000e-03, eta: 13:30:30, time: 0.620, data_time: 0.003, memory: 4833, top1_acc: 0.6448, top5_acc: 0.8451, loss_cls: 1.4721, loss: 1.4721, grad_norm: 3.4471 2020-08-14 15:21:03,043 - mmaction - INFO - Epoch [44][980/1253] lr: 3.000e-03, eta: 13:30:16, time: 0.708, data_time: 0.008, memory: 4833, top1_acc: 0.6443, top5_acc: 0.8484, loss_cls: 1.4490, loss: 1.4490, grad_norm: 3.4710 2020-08-14 15:21:18,228 - mmaction - INFO - Epoch [44][1000/1253] lr: 3.000e-03, eta: 13:30:04, time: 0.761, data_time: 0.007, memory: 4833, top1_acc: 0.6409, top5_acc: 0.8435, loss_cls: 1.4668, loss: 1.4668, grad_norm: 3.4711 2020-08-14 15:21:31,271 - mmaction - INFO - Epoch [44][1020/1253] lr: 3.000e-03, eta: 13:29:50, time: 0.652, data_time: 0.007, memory: 4833, top1_acc: 0.6380, top5_acc: 0.8411, loss_cls: 1.5002, loss: 1.5002, grad_norm: 3.5141 2020-08-14 15:21:44,834 - mmaction - INFO - Epoch [44][1040/1253] lr: 3.000e-03, eta: 13:29:36, time: 0.678, data_time: 0.005, memory: 4833, top1_acc: 0.6411, top5_acc: 0.8438, loss_cls: 1.4940, loss: 1.4940, grad_norm: 3.4775 2020-08-14 15:21:57,766 - mmaction - INFO - Epoch [44][1060/1253] lr: 3.000e-03, eta: 13:29:21, time: 0.645, data_time: 0.007, memory: 4833, top1_acc: 0.6534, top5_acc: 0.8484, loss_cls: 1.4318, loss: 1.4318, grad_norm: 3.4118 2020-08-14 15:22:10,811 - mmaction - INFO - Epoch [44][1080/1253] lr: 3.000e-03, eta: 13:29:06, time: 0.654, data_time: 0.006, memory: 4833, top1_acc: 0.6453, top5_acc: 0.8456, loss_cls: 1.4765, loss: 1.4765, grad_norm: 3.5731 2020-08-14 15:22:25,187 - mmaction - INFO - Epoch [44][1100/1253] lr: 3.000e-03, eta: 13:28:53, time: 0.716, data_time: 0.008, memory: 4833, top1_acc: 0.6318, top5_acc: 0.8398, loss_cls: 1.5179, loss: 1.5179, grad_norm: 3.5726 2020-08-14 15:22:39,454 - mmaction - INFO - Epoch [44][1120/1253] lr: 3.000e-03, eta: 13:28:40, time: 0.716, data_time: 0.005, memory: 4833, top1_acc: 0.6586, top5_acc: 0.8529, loss_cls: 1.4240, loss: 1.4240, grad_norm: 3.4701 2020-08-14 15:22:53,891 - mmaction - INFO - Epoch [44][1140/1253] lr: 3.000e-03, eta: 13:28:27, time: 0.720, data_time: 0.006, memory: 4833, top1_acc: 0.6398, top5_acc: 0.8490, loss_cls: 1.4530, loss: 1.4530, grad_norm: 3.4422 2020-08-14 15:23:07,623 - mmaction - INFO - Epoch [44][1160/1253] lr: 3.000e-03, eta: 13:28:13, time: 0.687, data_time: 0.006, memory: 4833, top1_acc: 0.6310, top5_acc: 0.8435, loss_cls: 1.5015, loss: 1.5015, grad_norm: 3.5524 2020-08-14 15:23:22,647 - mmaction - INFO - Epoch [44][1180/1253] lr: 3.000e-03, eta: 13:28:00, time: 0.750, data_time: 0.009, memory: 4833, top1_acc: 0.6333, top5_acc: 0.8333, loss_cls: 1.4884, loss: 1.4884, grad_norm: 3.4577 2020-08-14 15:23:36,072 - mmaction - INFO - Epoch [44][1200/1253] lr: 3.000e-03, eta: 13:27:46, time: 0.673, data_time: 0.007, memory: 4833, top1_acc: 0.6536, top5_acc: 0.8484, loss_cls: 1.4108, loss: 1.4108, grad_norm: 3.3930 2020-08-14 15:23:49,229 - mmaction - INFO - Epoch [44][1220/1253] lr: 3.000e-03, eta: 13:27:31, time: 0.657, data_time: 0.007, memory: 4833, top1_acc: 0.6435, top5_acc: 0.8380, loss_cls: 1.4751, loss: 1.4751, grad_norm: 3.4208 2020-08-14 15:24:04,758 - mmaction - INFO - Epoch [44][1240/1253] lr: 3.000e-03, eta: 13:27:20, time: 0.777, data_time: 0.006, memory: 4833, top1_acc: 0.6292, top5_acc: 0.8333, loss_cls: 1.5263, loss: 1.5263, grad_norm: 3.4982 2020-08-14 15:24:13,639 - mmaction - INFO - Saving checkpoint at 44 epochs 2020-08-14 15:24:35,707 - mmaction - INFO - Epoch [45][20/1253] lr: 3.000e-03, eta: 13:26:54, time: 1.005, data_time: 0.368, memory: 4833, top1_acc: 0.6505, top5_acc: 0.8406, loss_cls: 1.4975, loss: 1.4975, grad_norm: 3.4125 2020-08-14 15:24:48,376 - mmaction - INFO - Epoch [45][40/1253] lr: 3.000e-03, eta: 13:26:38, time: 0.635, data_time: 0.007, memory: 4833, top1_acc: 0.6419, top5_acc: 0.8461, loss_cls: 1.4517, loss: 1.4517, grad_norm: 3.4124 2020-08-14 15:25:00,758 - mmaction - INFO - Epoch [45][60/1253] lr: 3.000e-03, eta: 13:26:23, time: 0.617, data_time: 0.006, memory: 4833, top1_acc: 0.6607, top5_acc: 0.8513, loss_cls: 1.4100, loss: 1.4100, grad_norm: 3.4868 2020-08-14 15:25:14,431 - mmaction - INFO - Epoch [45][80/1253] lr: 3.000e-03, eta: 13:26:09, time: 0.686, data_time: 0.007, memory: 4833, top1_acc: 0.6422, top5_acc: 0.8466, loss_cls: 1.4850, loss: 1.4850, grad_norm: 3.5569 2020-08-14 15:25:29,635 - mmaction - INFO - Epoch [45][100/1253] lr: 3.000e-03, eta: 13:25:57, time: 0.758, data_time: 0.008, memory: 4833, top1_acc: 0.6503, top5_acc: 0.8453, loss_cls: 1.4518, loss: 1.4518, grad_norm: 3.4990 2020-08-14 15:25:42,120 - mmaction - INFO - Epoch [45][120/1253] lr: 3.000e-03, eta: 13:25:41, time: 0.625, data_time: 0.006, memory: 4833, top1_acc: 0.6617, top5_acc: 0.8451, loss_cls: 1.4165, loss: 1.4165, grad_norm: 3.4745 2020-08-14 15:25:56,183 - mmaction - INFO - Epoch [45][140/1253] lr: 3.000e-03, eta: 13:25:28, time: 0.702, data_time: 0.006, memory: 4833, top1_acc: 0.6526, top5_acc: 0.8552, loss_cls: 1.4197, loss: 1.4197, grad_norm: 3.5029 2020-08-14 15:26:10,862 - mmaction - INFO - Epoch [45][160/1253] lr: 3.000e-03, eta: 13:25:15, time: 0.736, data_time: 0.007, memory: 4833, top1_acc: 0.6458, top5_acc: 0.8448, loss_cls: 1.4730, loss: 1.4730, grad_norm: 3.5278 2020-08-14 15:26:24,904 - mmaction - INFO - Epoch [45][180/1253] lr: 3.000e-03, eta: 13:25:02, time: 0.700, data_time: 0.005, memory: 4833, top1_acc: 0.6388, top5_acc: 0.8456, loss_cls: 1.4632, loss: 1.4632, grad_norm: 3.4915 2020-08-14 15:26:38,264 - mmaction - INFO - Epoch [45][200/1253] lr: 3.000e-03, eta: 13:24:47, time: 0.670, data_time: 0.006, memory: 4833, top1_acc: 0.6570, top5_acc: 0.8552, loss_cls: 1.4255, loss: 1.4255, grad_norm: 3.5245 2020-08-14 15:26:52,664 - mmaction - INFO - Epoch [45][220/1253] lr: 3.000e-03, eta: 13:24:34, time: 0.720, data_time: 0.003, memory: 4833, top1_acc: 0.6380, top5_acc: 0.8422, loss_cls: 1.4597, loss: 1.4597, grad_norm: 3.5001 2020-08-14 15:27:07,366 - mmaction - INFO - Epoch [45][240/1253] lr: 3.000e-03, eta: 13:24:22, time: 0.733, data_time: 0.006, memory: 4833, top1_acc: 0.6372, top5_acc: 0.8341, loss_cls: 1.5118, loss: 1.5118, grad_norm: 3.5354 2020-08-14 15:27:21,031 - mmaction - INFO - Epoch [45][260/1253] lr: 3.000e-03, eta: 13:24:08, time: 0.684, data_time: 0.006, memory: 4833, top1_acc: 0.6594, top5_acc: 0.8589, loss_cls: 1.4062, loss: 1.4062, grad_norm: 3.4625 2020-08-14 15:27:35,454 - mmaction - INFO - Epoch [45][280/1253] lr: 3.000e-03, eta: 13:23:55, time: 0.720, data_time: 0.008, memory: 4833, top1_acc: 0.6466, top5_acc: 0.8503, loss_cls: 1.4173, loss: 1.4173, grad_norm: 3.4852 2020-08-14 15:27:49,149 - mmaction - INFO - Epoch [45][300/1253] lr: 3.000e-03, eta: 13:23:41, time: 0.687, data_time: 0.006, memory: 4833, top1_acc: 0.6641, top5_acc: 0.8568, loss_cls: 1.3996, loss: 1.3996, grad_norm: 3.3940 2020-08-14 15:28:03,303 - mmaction - INFO - Epoch [45][320/1253] lr: 3.000e-03, eta: 13:23:27, time: 0.703, data_time: 0.005, memory: 4833, top1_acc: 0.6549, top5_acc: 0.8570, loss_cls: 1.4108, loss: 1.4108, grad_norm: 3.4685 2020-08-14 15:28:17,886 - mmaction - INFO - Epoch [45][340/1253] lr: 3.000e-03, eta: 13:23:15, time: 0.731, data_time: 0.007, memory: 4833, top1_acc: 0.6544, top5_acc: 0.8471, loss_cls: 1.4306, loss: 1.4306, grad_norm: 3.4675 2020-08-14 15:28:32,841 - mmaction - INFO - Epoch [45][360/1253] lr: 3.000e-03, eta: 13:23:02, time: 0.749, data_time: 0.007, memory: 4833, top1_acc: 0.6474, top5_acc: 0.8484, loss_cls: 1.4233, loss: 1.4233, grad_norm: 3.4727 2020-08-14 15:28:46,252 - mmaction - INFO - Epoch [45][380/1253] lr: 3.000e-03, eta: 13:22:48, time: 0.670, data_time: 0.003, memory: 4833, top1_acc: 0.6357, top5_acc: 0.8451, loss_cls: 1.4815, loss: 1.4815, grad_norm: 3.5430 2020-08-14 15:29:01,767 - mmaction - INFO - Epoch [45][400/1253] lr: 3.000e-03, eta: 13:22:36, time: 0.774, data_time: 0.007, memory: 4833, top1_acc: 0.6432, top5_acc: 0.8432, loss_cls: 1.4742, loss: 1.4742, grad_norm: 3.5403 2020-08-14 15:29:15,796 - mmaction - INFO - Epoch [45][420/1253] lr: 3.000e-03, eta: 13:22:23, time: 0.702, data_time: 0.007, memory: 4833, top1_acc: 0.6424, top5_acc: 0.8466, loss_cls: 1.4548, loss: 1.4548, grad_norm: 3.5747 2020-08-14 15:29:29,148 - mmaction - INFO - Epoch [45][440/1253] lr: 3.000e-03, eta: 13:22:08, time: 0.667, data_time: 0.007, memory: 4833, top1_acc: 0.6523, top5_acc: 0.8505, loss_cls: 1.4310, loss: 1.4310, grad_norm: 3.5264 2020-08-14 15:29:43,669 - mmaction - INFO - Epoch [45][460/1253] lr: 3.000e-03, eta: 13:21:55, time: 0.727, data_time: 0.007, memory: 4833, top1_acc: 0.6469, top5_acc: 0.8456, loss_cls: 1.4500, loss: 1.4500, grad_norm: 3.4968 2020-08-14 15:29:56,831 - mmaction - INFO - Epoch [45][480/1253] lr: 3.000e-03, eta: 13:21:41, time: 0.658, data_time: 0.010, memory: 4833, top1_acc: 0.6500, top5_acc: 0.8526, loss_cls: 1.4441, loss: 1.4441, grad_norm: 3.4623 2020-08-14 15:30:11,842 - mmaction - INFO - Epoch [45][500/1253] lr: 3.000e-03, eta: 13:21:28, time: 0.748, data_time: 0.006, memory: 4833, top1_acc: 0.6461, top5_acc: 0.8477, loss_cls: 1.4672, loss: 1.4672, grad_norm: 3.5232 2020-08-14 15:30:26,114 - mmaction - INFO - Epoch [45][520/1253] lr: 3.000e-03, eta: 13:21:15, time: 0.717, data_time: 0.012, memory: 4833, top1_acc: 0.6500, top5_acc: 0.8492, loss_cls: 1.4440, loss: 1.4440, grad_norm: 3.5667 2020-08-14 15:30:39,050 - mmaction - INFO - Epoch [45][540/1253] lr: 3.000e-03, eta: 13:21:00, time: 0.645, data_time: 0.007, memory: 4833, top1_acc: 0.6557, top5_acc: 0.8542, loss_cls: 1.4278, loss: 1.4278, grad_norm: 3.5273 2020-08-14 15:30:52,259 - mmaction - INFO - Epoch [45][560/1253] lr: 3.000e-03, eta: 13:20:46, time: 0.662, data_time: 0.007, memory: 4833, top1_acc: 0.6445, top5_acc: 0.8477, loss_cls: 1.4273, loss: 1.4273, grad_norm: 3.5528 2020-08-14 15:31:05,973 - mmaction - INFO - Epoch [45][580/1253] lr: 3.000e-03, eta: 13:20:32, time: 0.684, data_time: 0.008, memory: 4833, top1_acc: 0.6388, top5_acc: 0.8398, loss_cls: 1.4886, loss: 1.4886, grad_norm: 3.6239 2020-08-14 15:31:20,479 - mmaction - INFO - Epoch [45][600/1253] lr: 3.000e-03, eta: 13:20:19, time: 0.727, data_time: 0.006, memory: 4833, top1_acc: 0.6419, top5_acc: 0.8474, loss_cls: 1.4559, loss: 1.4559, grad_norm: 3.5369 2020-08-14 15:31:33,819 - mmaction - INFO - Epoch [45][620/1253] lr: 3.000e-03, eta: 13:20:05, time: 0.666, data_time: 0.007, memory: 4833, top1_acc: 0.6549, top5_acc: 0.8492, loss_cls: 1.4234, loss: 1.4234, grad_norm: 3.5171 2020-08-14 15:31:47,512 - mmaction - INFO - Epoch [45][640/1253] lr: 3.000e-03, eta: 13:19:51, time: 0.686, data_time: 0.004, memory: 4833, top1_acc: 0.6495, top5_acc: 0.8458, loss_cls: 1.4276, loss: 1.4276, grad_norm: 3.4952 2020-08-14 15:32:02,891 - mmaction - INFO - Epoch [45][660/1253] lr: 3.000e-03, eta: 13:19:39, time: 0.767, data_time: 0.006, memory: 4833, top1_acc: 0.6477, top5_acc: 0.8461, loss_cls: 1.4472, loss: 1.4472, grad_norm: 3.5124 2020-08-14 15:32:17,021 - mmaction - INFO - Epoch [45][680/1253] lr: 3.000e-03, eta: 13:19:25, time: 0.707, data_time: 0.005, memory: 4833, top1_acc: 0.6487, top5_acc: 0.8456, loss_cls: 1.4474, loss: 1.4474, grad_norm: 3.5082 2020-08-14 15:32:31,450 - mmaction - INFO - Epoch [45][700/1253] lr: 3.000e-03, eta: 13:19:12, time: 0.721, data_time: 0.008, memory: 4833, top1_acc: 0.6370, top5_acc: 0.8432, loss_cls: 1.4735, loss: 1.4735, grad_norm: 3.5415 2020-08-14 15:32:44,099 - mmaction - INFO - Epoch [45][720/1253] lr: 3.000e-03, eta: 13:18:57, time: 0.633, data_time: 0.006, memory: 4833, top1_acc: 0.6487, top5_acc: 0.8469, loss_cls: 1.4421, loss: 1.4421, grad_norm: 3.5202 2020-08-14 15:32:57,800 - mmaction - INFO - Epoch [45][740/1253] lr: 3.000e-03, eta: 13:18:43, time: 0.683, data_time: 0.007, memory: 4833, top1_acc: 0.6464, top5_acc: 0.8534, loss_cls: 1.4188, loss: 1.4188, grad_norm: 3.5776 2020-08-14 15:33:12,424 - mmaction - INFO - Epoch [45][760/1253] lr: 3.000e-03, eta: 13:18:30, time: 0.734, data_time: 0.008, memory: 4833, top1_acc: 0.6549, top5_acc: 0.8599, loss_cls: 1.3935, loss: 1.3935, grad_norm: 3.4368 2020-08-14 15:33:25,966 - mmaction - INFO - Epoch [45][780/1253] lr: 3.000e-03, eta: 13:18:16, time: 0.674, data_time: 0.007, memory: 4833, top1_acc: 0.6534, top5_acc: 0.8523, loss_cls: 1.4104, loss: 1.4104, grad_norm: 3.4766 2020-08-14 15:33:39,566 - mmaction - INFO - Epoch [45][800/1253] lr: 3.000e-03, eta: 13:18:02, time: 0.682, data_time: 0.007, memory: 4833, top1_acc: 0.6357, top5_acc: 0.8401, loss_cls: 1.4978, loss: 1.4978, grad_norm: 3.6311 2020-08-14 15:33:54,140 - mmaction - INFO - Epoch [45][820/1253] lr: 3.000e-03, eta: 13:17:49, time: 0.727, data_time: 0.007, memory: 4833, top1_acc: 0.6573, top5_acc: 0.8466, loss_cls: 1.4314, loss: 1.4314, grad_norm: 3.4824 2020-08-14 15:34:07,836 - mmaction - INFO - Epoch [45][840/1253] lr: 3.000e-03, eta: 13:17:35, time: 0.686, data_time: 0.006, memory: 4833, top1_acc: 0.6531, top5_acc: 0.8495, loss_cls: 1.4042, loss: 1.4042, grad_norm: 3.4958 2020-08-14 15:34:23,063 - mmaction - INFO - Epoch [45][860/1253] lr: 3.000e-03, eta: 13:17:23, time: 0.761, data_time: 0.007, memory: 4833, top1_acc: 0.6737, top5_acc: 0.8612, loss_cls: 1.3639, loss: 1.3639, grad_norm: 3.4429 2020-08-14 15:34:36,382 - mmaction - INFO - Epoch [45][880/1253] lr: 3.000e-03, eta: 13:17:09, time: 0.668, data_time: 0.006, memory: 4833, top1_acc: 0.6570, top5_acc: 0.8536, loss_cls: 1.3934, loss: 1.3934, grad_norm: 3.4756 2020-08-14 15:34:51,356 - mmaction - INFO - Epoch [45][900/1253] lr: 3.000e-03, eta: 13:16:57, time: 0.748, data_time: 0.005, memory: 4833, top1_acc: 0.6326, top5_acc: 0.8372, loss_cls: 1.4880, loss: 1.4880, grad_norm: 3.5300 2020-08-14 15:35:04,700 - mmaction - INFO - Epoch [45][920/1253] lr: 3.000e-03, eta: 13:16:42, time: 0.667, data_time: 0.008, memory: 4833, top1_acc: 0.6552, top5_acc: 0.8508, loss_cls: 1.4384, loss: 1.4384, grad_norm: 3.5003 2020-08-14 15:35:18,564 - mmaction - INFO - Epoch [45][940/1253] lr: 3.000e-03, eta: 13:16:29, time: 0.694, data_time: 0.005, memory: 4833, top1_acc: 0.6609, top5_acc: 0.8549, loss_cls: 1.3965, loss: 1.3965, grad_norm: 3.4222 2020-08-14 15:35:32,349 - mmaction - INFO - Epoch [45][960/1253] lr: 3.000e-03, eta: 13:16:15, time: 0.686, data_time: 0.007, memory: 4833, top1_acc: 0.6539, top5_acc: 0.8500, loss_cls: 1.4227, loss: 1.4227, grad_norm: 3.5756 2020-08-14 15:35:46,135 - mmaction - INFO - Epoch [45][980/1253] lr: 3.000e-03, eta: 13:16:01, time: 0.692, data_time: 0.008, memory: 4833, top1_acc: 0.6427, top5_acc: 0.8404, loss_cls: 1.4756, loss: 1.4756, grad_norm: 3.5677 2020-08-14 15:36:01,382 - mmaction - INFO - Epoch [45][1000/1253] lr: 3.000e-03, eta: 13:15:49, time: 0.762, data_time: 0.006, memory: 4833, top1_acc: 0.6445, top5_acc: 0.8490, loss_cls: 1.4404, loss: 1.4404, grad_norm: 3.4615 2020-08-14 15:36:15,327 - mmaction - INFO - Epoch [45][1020/1253] lr: 3.000e-03, eta: 13:15:35, time: 0.697, data_time: 0.005, memory: 4833, top1_acc: 0.6435, top5_acc: 0.8497, loss_cls: 1.4273, loss: 1.4273, grad_norm: 3.5109 2020-08-14 15:36:30,006 - mmaction - INFO - Epoch [45][1040/1253] lr: 3.000e-03, eta: 13:15:22, time: 0.733, data_time: 0.007, memory: 4833, top1_acc: 0.6445, top5_acc: 0.8362, loss_cls: 1.4844, loss: 1.4844, grad_norm: 3.5633 2020-08-14 15:36:45,368 - mmaction - INFO - Epoch [45][1060/1253] lr: 3.000e-03, eta: 13:15:11, time: 0.771, data_time: 0.006, memory: 4833, top1_acc: 0.6448, top5_acc: 0.8495, loss_cls: 1.4503, loss: 1.4503, grad_norm: 3.4529 2020-08-14 15:36:59,427 - mmaction - INFO - Epoch [45][1080/1253] lr: 3.000e-03, eta: 13:14:57, time: 0.702, data_time: 0.005, memory: 4833, top1_acc: 0.6438, top5_acc: 0.8458, loss_cls: 1.4758, loss: 1.4758, grad_norm: 3.5727 2020-08-14 15:37:13,038 - mmaction - INFO - Epoch [45][1100/1253] lr: 3.000e-03, eta: 13:14:43, time: 0.681, data_time: 0.003, memory: 4833, top1_acc: 0.6510, top5_acc: 0.8549, loss_cls: 1.4169, loss: 1.4169, grad_norm: 3.5209 2020-08-14 15:37:27,618 - mmaction - INFO - Epoch [45][1120/1253] lr: 3.000e-03, eta: 13:14:30, time: 0.725, data_time: 0.005, memory: 4833, top1_acc: 0.6461, top5_acc: 0.8497, loss_cls: 1.4622, loss: 1.4622, grad_norm: 3.5739 2020-08-14 15:37:41,681 - mmaction - INFO - Epoch [45][1140/1253] lr: 3.000e-03, eta: 13:14:17, time: 0.706, data_time: 0.008, memory: 4833, top1_acc: 0.6503, top5_acc: 0.8445, loss_cls: 1.4653, loss: 1.4653, grad_norm: 3.5067 2020-08-14 15:37:56,984 - mmaction - INFO - Epoch [45][1160/1253] lr: 3.000e-03, eta: 13:14:05, time: 0.765, data_time: 0.007, memory: 4833, top1_acc: 0.6508, top5_acc: 0.8383, loss_cls: 1.4816, loss: 1.4816, grad_norm: 3.5600 2020-08-14 15:38:12,610 - mmaction - INFO - Epoch [45][1180/1253] lr: 3.000e-03, eta: 13:13:53, time: 0.783, data_time: 0.004, memory: 4833, top1_acc: 0.6411, top5_acc: 0.8484, loss_cls: 1.4587, loss: 1.4587, grad_norm: 3.6157 2020-08-14 15:38:26,678 - mmaction - INFO - Epoch [45][1200/1253] lr: 3.000e-03, eta: 13:13:40, time: 0.701, data_time: 0.002, memory: 4833, top1_acc: 0.6602, top5_acc: 0.8503, loss_cls: 1.3891, loss: 1.3891, grad_norm: 3.4921 2020-08-14 15:38:40,452 - mmaction - INFO - Epoch [45][1220/1253] lr: 3.000e-03, eta: 13:13:26, time: 0.688, data_time: 0.010, memory: 4833, top1_acc: 0.6482, top5_acc: 0.8479, loss_cls: 1.4523, loss: 1.4523, grad_norm: 3.5874 2020-08-14 15:38:54,291 - mmaction - INFO - Epoch [45][1240/1253] lr: 3.000e-03, eta: 13:13:12, time: 0.690, data_time: 0.012, memory: 4833, top1_acc: 0.6419, top5_acc: 0.8500, loss_cls: 1.4535, loss: 1.4535, grad_norm: 3.5272 2020-08-14 15:39:04,483 - mmaction - INFO - Saving checkpoint at 45 epochs 2020-08-14 15:39:26,752 - mmaction - INFO - Epoch [46][20/1253] lr: 3.000e-03, eta: 13:12:46, time: 1.032, data_time: 0.410, memory: 4833, top1_acc: 0.6651, top5_acc: 0.8555, loss_cls: 1.3736, loss: 1.3736, grad_norm: 3.4382 2020-08-14 15:39:40,684 - mmaction - INFO - Epoch [46][40/1253] lr: 3.000e-03, eta: 13:12:33, time: 0.699, data_time: 0.007, memory: 4833, top1_acc: 0.6641, top5_acc: 0.8568, loss_cls: 1.3840, loss: 1.3840, grad_norm: 3.5354 2020-08-14 15:39:55,051 - mmaction - INFO - Epoch [46][60/1253] lr: 3.000e-03, eta: 13:12:20, time: 0.715, data_time: 0.007, memory: 4833, top1_acc: 0.6562, top5_acc: 0.8568, loss_cls: 1.4069, loss: 1.4069, grad_norm: 3.5737 2020-08-14 15:40:08,825 - mmaction - INFO - Epoch [46][80/1253] lr: 3.000e-03, eta: 13:12:06, time: 0.691, data_time: 0.007, memory: 4833, top1_acc: 0.6456, top5_acc: 0.8440, loss_cls: 1.4562, loss: 1.4562, grad_norm: 3.5747 2020-08-14 15:40:22,181 - mmaction - INFO - Epoch [46][100/1253] lr: 3.000e-03, eta: 13:11:51, time: 0.667, data_time: 0.003, memory: 4833, top1_acc: 0.6513, top5_acc: 0.8503, loss_cls: 1.4308, loss: 1.4308, grad_norm: 3.5526 2020-08-14 15:40:36,306 - mmaction - INFO - Epoch [46][120/1253] lr: 3.000e-03, eta: 13:11:38, time: 0.707, data_time: 0.007, memory: 4833, top1_acc: 0.6432, top5_acc: 0.8500, loss_cls: 1.4838, loss: 1.4838, grad_norm: 3.5568 2020-08-14 15:40:51,618 - mmaction - INFO - Epoch [46][140/1253] lr: 3.000e-03, eta: 13:11:26, time: 0.763, data_time: 0.009, memory: 4833, top1_acc: 0.6521, top5_acc: 0.8573, loss_cls: 1.4199, loss: 1.4199, grad_norm: 3.5188 2020-08-14 15:41:05,090 - mmaction - INFO - Epoch [46][160/1253] lr: 3.000e-03, eta: 13:11:12, time: 0.678, data_time: 0.007, memory: 4833, top1_acc: 0.6599, top5_acc: 0.8596, loss_cls: 1.3723, loss: 1.3723, grad_norm: 3.5552 2020-08-14 15:41:18,825 - mmaction - INFO - Epoch [46][180/1253] lr: 3.000e-03, eta: 13:10:58, time: 0.684, data_time: 0.006, memory: 4833, top1_acc: 0.6474, top5_acc: 0.8466, loss_cls: 1.4588, loss: 1.4588, grad_norm: 3.5455 2020-08-14 15:41:32,801 - mmaction - INFO - Epoch [46][200/1253] lr: 3.000e-03, eta: 13:10:44, time: 0.702, data_time: 0.007, memory: 4833, top1_acc: 0.6487, top5_acc: 0.8492, loss_cls: 1.4527, loss: 1.4527, grad_norm: 3.6145 2020-08-14 15:41:47,105 - mmaction - INFO - Epoch [46][220/1253] lr: 3.000e-03, eta: 13:10:31, time: 0.712, data_time: 0.004, memory: 4833, top1_acc: 0.6557, top5_acc: 0.8615, loss_cls: 1.3890, loss: 1.3890, grad_norm: 3.5325 2020-08-14 15:41:59,892 - mmaction - INFO - Epoch [46][240/1253] lr: 3.000e-03, eta: 13:10:16, time: 0.641, data_time: 0.006, memory: 4833, top1_acc: 0.6396, top5_acc: 0.8385, loss_cls: 1.4870, loss: 1.4870, grad_norm: 3.5790 2020-08-14 15:42:13,912 - mmaction - INFO - Epoch [46][260/1253] lr: 3.000e-03, eta: 13:10:03, time: 0.700, data_time: 0.008, memory: 4833, top1_acc: 0.6570, top5_acc: 0.8529, loss_cls: 1.4121, loss: 1.4121, grad_norm: 3.4883 2020-08-14 15:42:30,391 - mmaction - INFO - Epoch [46][280/1253] lr: 3.000e-03, eta: 13:09:52, time: 0.825, data_time: 0.006, memory: 4833, top1_acc: 0.6505, top5_acc: 0.8448, loss_cls: 1.4162, loss: 1.4162, grad_norm: 3.5356 2020-08-14 15:42:43,652 - mmaction - INFO - Epoch [46][300/1253] lr: 3.000e-03, eta: 13:09:37, time: 0.662, data_time: 0.008, memory: 4833, top1_acc: 0.6505, top5_acc: 0.8523, loss_cls: 1.4431, loss: 1.4431, grad_norm: 3.5809 2020-08-14 15:42:58,237 - mmaction - INFO - Epoch [46][320/1253] lr: 3.000e-03, eta: 13:09:25, time: 0.731, data_time: 0.005, memory: 4833, top1_acc: 0.6427, top5_acc: 0.8406, loss_cls: 1.4792, loss: 1.4792, grad_norm: 3.5515 2020-08-14 15:43:12,104 - mmaction - INFO - Epoch [46][340/1253] lr: 3.000e-03, eta: 13:09:11, time: 0.691, data_time: 0.006, memory: 4833, top1_acc: 0.6654, top5_acc: 0.8474, loss_cls: 1.4021, loss: 1.4021, grad_norm: 3.5141 2020-08-14 15:43:26,282 - mmaction - INFO - Epoch [46][360/1253] lr: 3.000e-03, eta: 13:08:58, time: 0.711, data_time: 0.007, memory: 4833, top1_acc: 0.6466, top5_acc: 0.8565, loss_cls: 1.4191, loss: 1.4191, grad_norm: 3.5590 2020-08-14 15:43:41,736 - mmaction - INFO - Epoch [46][380/1253] lr: 3.000e-03, eta: 13:08:46, time: 0.771, data_time: 0.007, memory: 4833, top1_acc: 0.6594, top5_acc: 0.8458, loss_cls: 1.4228, loss: 1.4228, grad_norm: 3.5660 2020-08-14 15:43:56,960 - mmaction - INFO - Epoch [46][400/1253] lr: 3.000e-03, eta: 13:08:34, time: 0.763, data_time: 0.007, memory: 4833, top1_acc: 0.6630, top5_acc: 0.8573, loss_cls: 1.3773, loss: 1.3773, grad_norm: 3.5782 2020-08-14 15:44:11,827 - mmaction - INFO - Epoch [46][420/1253] lr: 3.000e-03, eta: 13:08:21, time: 0.743, data_time: 0.003, memory: 4833, top1_acc: 0.6396, top5_acc: 0.8526, loss_cls: 1.4290, loss: 1.4290, grad_norm: 3.5865 2020-08-14 15:44:26,207 - mmaction - INFO - Epoch [46][440/1253] lr: 3.000e-03, eta: 13:08:08, time: 0.719, data_time: 0.006, memory: 4833, top1_acc: 0.6565, top5_acc: 0.8484, loss_cls: 1.4319, loss: 1.4319, grad_norm: 3.5856 2020-08-14 15:44:39,401 - mmaction - INFO - Epoch [46][460/1253] lr: 3.000e-03, eta: 13:07:53, time: 0.659, data_time: 0.002, memory: 4833, top1_acc: 0.6586, top5_acc: 0.8513, loss_cls: 1.4040, loss: 1.4040, grad_norm: 3.4740 2020-08-14 15:44:52,857 - mmaction - INFO - Epoch [46][480/1253] lr: 3.000e-03, eta: 13:07:39, time: 0.670, data_time: 0.007, memory: 4833, top1_acc: 0.6518, top5_acc: 0.8458, loss_cls: 1.4452, loss: 1.4452, grad_norm: 3.4914 2020-08-14 15:45:06,508 - mmaction - INFO - Epoch [46][500/1253] lr: 3.000e-03, eta: 13:07:25, time: 0.687, data_time: 0.007, memory: 4833, top1_acc: 0.6573, top5_acc: 0.8523, loss_cls: 1.4123, loss: 1.4123, grad_norm: 3.5362 2020-08-14 15:45:21,511 - mmaction - INFO - Epoch [46][520/1253] lr: 3.000e-03, eta: 13:07:13, time: 0.745, data_time: 0.006, memory: 4833, top1_acc: 0.6547, top5_acc: 0.8477, loss_cls: 1.4300, loss: 1.4300, grad_norm: 3.6056 2020-08-14 15:45:35,011 - mmaction - INFO - Epoch [46][540/1253] lr: 3.000e-03, eta: 13:06:59, time: 0.678, data_time: 0.007, memory: 4833, top1_acc: 0.6659, top5_acc: 0.8529, loss_cls: 1.4176, loss: 1.4176, grad_norm: 3.4462 2020-08-14 15:45:49,469 - mmaction - INFO - Epoch [46][560/1253] lr: 3.000e-03, eta: 13:06:46, time: 0.722, data_time: 0.007, memory: 4833, top1_acc: 0.6740, top5_acc: 0.8560, loss_cls: 1.3776, loss: 1.3776, grad_norm: 3.5298 2020-08-14 15:46:04,262 - mmaction - INFO - Epoch [46][580/1253] lr: 3.000e-03, eta: 13:06:33, time: 0.742, data_time: 0.006, memory: 4833, top1_acc: 0.6461, top5_acc: 0.8445, loss_cls: 1.4624, loss: 1.4624, grad_norm: 3.5388 2020-08-14 15:46:18,028 - mmaction - INFO - Epoch [46][600/1253] lr: 3.000e-03, eta: 13:06:19, time: 0.686, data_time: 0.005, memory: 4833, top1_acc: 0.6419, top5_acc: 0.8401, loss_cls: 1.4777, loss: 1.4777, grad_norm: 3.6377 2020-08-14 15:46:32,742 - mmaction - INFO - Epoch [46][620/1253] lr: 3.000e-03, eta: 13:06:06, time: 0.737, data_time: 0.006, memory: 4833, top1_acc: 0.6484, top5_acc: 0.8487, loss_cls: 1.4459, loss: 1.4459, grad_norm: 3.5143 2020-08-14 15:46:47,916 - mmaction - INFO - Epoch [46][640/1253] lr: 3.000e-03, eta: 13:05:54, time: 0.755, data_time: 0.006, memory: 4833, top1_acc: 0.6422, top5_acc: 0.8440, loss_cls: 1.4569, loss: 1.4569, grad_norm: 3.5911 2020-08-14 15:47:02,078 - mmaction - INFO - Epoch [46][660/1253] lr: 3.000e-03, eta: 13:05:41, time: 0.713, data_time: 0.007, memory: 4833, top1_acc: 0.6365, top5_acc: 0.8492, loss_cls: 1.4498, loss: 1.4498, grad_norm: 3.6220 2020-08-14 15:47:15,760 - mmaction - INFO - Epoch [46][680/1253] lr: 3.000e-03, eta: 13:05:27, time: 0.684, data_time: 0.002, memory: 4833, top1_acc: 0.6596, top5_acc: 0.8513, loss_cls: 1.4177, loss: 1.4177, grad_norm: 3.5470 2020-08-14 15:47:30,778 - mmaction - INFO - Epoch [46][700/1253] lr: 3.000e-03, eta: 13:05:14, time: 0.751, data_time: 0.006, memory: 4833, top1_acc: 0.6581, top5_acc: 0.8617, loss_cls: 1.3884, loss: 1.3884, grad_norm: 3.5575 2020-08-14 15:47:44,335 - mmaction - INFO - Epoch [46][720/1253] lr: 3.000e-03, eta: 13:05:00, time: 0.678, data_time: 0.004, memory: 4833, top1_acc: 0.6435, top5_acc: 0.8521, loss_cls: 1.4232, loss: 1.4232, grad_norm: 3.6005 2020-08-14 15:47:58,891 - mmaction - INFO - Epoch [46][740/1253] lr: 3.000e-03, eta: 13:04:47, time: 0.727, data_time: 0.003, memory: 4833, top1_acc: 0.6484, top5_acc: 0.8482, loss_cls: 1.4512, loss: 1.4512, grad_norm: 3.5826 2020-08-14 15:48:12,056 - mmaction - INFO - Epoch [46][760/1253] lr: 3.000e-03, eta: 13:04:33, time: 0.659, data_time: 0.007, memory: 4833, top1_acc: 0.6536, top5_acc: 0.8552, loss_cls: 1.4056, loss: 1.4056, grad_norm: 3.5624 2020-08-14 15:48:26,616 - mmaction - INFO - Epoch [46][780/1253] lr: 3.000e-03, eta: 13:04:20, time: 0.726, data_time: 0.004, memory: 4833, top1_acc: 0.6430, top5_acc: 0.8388, loss_cls: 1.4976, loss: 1.4976, grad_norm: 3.7020 2020-08-14 15:48:39,928 - mmaction - INFO - Epoch [46][800/1253] lr: 3.000e-03, eta: 13:04:05, time: 0.665, data_time: 0.008, memory: 4833, top1_acc: 0.6456, top5_acc: 0.8547, loss_cls: 1.4340, loss: 1.4340, grad_norm: 3.5516 2020-08-14 15:48:53,706 - mmaction - INFO - Epoch [46][820/1253] lr: 3.000e-03, eta: 13:03:52, time: 0.691, data_time: 0.007, memory: 4833, top1_acc: 0.6536, top5_acc: 0.8549, loss_cls: 1.4057, loss: 1.4057, grad_norm: 3.6151 2020-08-14 15:49:07,898 - mmaction - INFO - Epoch [46][840/1253] lr: 3.000e-03, eta: 13:03:38, time: 0.706, data_time: 0.007, memory: 4833, top1_acc: 0.6411, top5_acc: 0.8445, loss_cls: 1.4738, loss: 1.4738, grad_norm: 3.6477 2020-08-14 15:49:22,196 - mmaction - INFO - Epoch [46][860/1253] lr: 3.000e-03, eta: 13:03:25, time: 0.718, data_time: 0.008, memory: 4833, top1_acc: 0.6487, top5_acc: 0.8383, loss_cls: 1.4786, loss: 1.4786, grad_norm: 3.5119 2020-08-14 15:49:36,572 - mmaction - INFO - Epoch [46][880/1253] lr: 3.000e-03, eta: 13:03:12, time: 0.715, data_time: 0.007, memory: 4833, top1_acc: 0.6437, top5_acc: 0.8424, loss_cls: 1.4496, loss: 1.4496, grad_norm: 3.5764 2020-08-14 15:49:51,169 - mmaction - INFO - Epoch [46][900/1253] lr: 3.000e-03, eta: 13:02:59, time: 0.733, data_time: 0.008, memory: 4833, top1_acc: 0.6643, top5_acc: 0.8505, loss_cls: 1.3974, loss: 1.3974, grad_norm: 3.5470 2020-08-14 15:50:07,732 - mmaction - INFO - Epoch [46][920/1253] lr: 3.000e-03, eta: 13:02:48, time: 0.829, data_time: 0.006, memory: 4833, top1_acc: 0.6453, top5_acc: 0.8443, loss_cls: 1.4617, loss: 1.4617, grad_norm: 3.5718 2020-08-14 15:50:20,469 - mmaction - INFO - Epoch [46][940/1253] lr: 3.000e-03, eta: 13:02:33, time: 0.635, data_time: 0.002, memory: 4833, top1_acc: 0.6474, top5_acc: 0.8531, loss_cls: 1.4272, loss: 1.4272, grad_norm: 3.6240 2020-08-14 15:50:33,654 - mmaction - INFO - Epoch [46][960/1253] lr: 3.000e-03, eta: 13:02:19, time: 0.656, data_time: 0.008, memory: 4833, top1_acc: 0.6536, top5_acc: 0.8534, loss_cls: 1.4434, loss: 1.4434, grad_norm: 3.5661 2020-08-14 15:50:47,337 - mmaction - INFO - Epoch [46][980/1253] lr: 3.000e-03, eta: 13:02:05, time: 0.688, data_time: 0.008, memory: 4833, top1_acc: 0.6539, top5_acc: 0.8479, loss_cls: 1.4534, loss: 1.4534, grad_norm: 3.6127 2020-08-14 15:51:01,315 - mmaction - INFO - Epoch [46][1000/1253] lr: 3.000e-03, eta: 13:01:51, time: 0.696, data_time: 0.008, memory: 4833, top1_acc: 0.6586, top5_acc: 0.8526, loss_cls: 1.3960, loss: 1.3960, grad_norm: 3.5336 2020-08-14 15:51:14,773 - mmaction - INFO - Epoch [46][1020/1253] lr: 3.000e-03, eta: 13:01:37, time: 0.676, data_time: 0.008, memory: 4833, top1_acc: 0.6612, top5_acc: 0.8562, loss_cls: 1.3934, loss: 1.3934, grad_norm: 3.5427 2020-08-14 15:51:30,569 - mmaction - INFO - Epoch [46][1040/1253] lr: 3.000e-03, eta: 13:01:25, time: 0.788, data_time: 0.007, memory: 4833, top1_acc: 0.6596, top5_acc: 0.8510, loss_cls: 1.4128, loss: 1.4128, grad_norm: 3.6362 2020-08-14 15:51:44,653 - mmaction - INFO - Epoch [46][1060/1253] lr: 3.000e-03, eta: 13:01:12, time: 0.705, data_time: 0.007, memory: 4833, top1_acc: 0.6573, top5_acc: 0.8474, loss_cls: 1.4320, loss: 1.4320, grad_norm: 3.5871 2020-08-14 15:52:00,170 - mmaction - INFO - Epoch [46][1080/1253] lr: 3.000e-03, eta: 13:01:00, time: 0.775, data_time: 0.006, memory: 4833, top1_acc: 0.6487, top5_acc: 0.8565, loss_cls: 1.4172, loss: 1.4172, grad_norm: 3.5546 2020-08-14 15:52:13,146 - mmaction - INFO - Epoch [46][1100/1253] lr: 3.000e-03, eta: 13:00:45, time: 0.646, data_time: 0.006, memory: 4833, top1_acc: 0.6375, top5_acc: 0.8359, loss_cls: 1.4941, loss: 1.4941, grad_norm: 3.5853 2020-08-14 15:52:26,963 - mmaction - INFO - Epoch [46][1120/1253] lr: 3.000e-03, eta: 13:00:31, time: 0.694, data_time: 0.012, memory: 4833, top1_acc: 0.6562, top5_acc: 0.8492, loss_cls: 1.3992, loss: 1.3992, grad_norm: 3.5579 2020-08-14 15:52:40,904 - mmaction - INFO - Epoch [46][1140/1253] lr: 3.000e-03, eta: 13:00:18, time: 0.697, data_time: 0.005, memory: 4833, top1_acc: 0.6594, top5_acc: 0.8542, loss_cls: 1.4213, loss: 1.4213, grad_norm: 3.6028 2020-08-14 15:52:55,106 - mmaction - INFO - Epoch [46][1160/1253] lr: 3.000e-03, eta: 13:00:04, time: 0.709, data_time: 0.007, memory: 4833, top1_acc: 0.6526, top5_acc: 0.8557, loss_cls: 1.4045, loss: 1.4045, grad_norm: 3.6281 2020-08-14 15:53:08,658 - mmaction - INFO - Epoch [46][1180/1253] lr: 3.000e-03, eta: 12:59:50, time: 0.677, data_time: 0.006, memory: 4833, top1_acc: 0.6547, top5_acc: 0.8500, loss_cls: 1.4377, loss: 1.4377, grad_norm: 3.6470 2020-08-14 15:53:21,594 - mmaction - INFO - Epoch [46][1200/1253] lr: 3.000e-03, eta: 12:59:35, time: 0.647, data_time: 0.008, memory: 4833, top1_acc: 0.6388, top5_acc: 0.8529, loss_cls: 1.4198, loss: 1.4198, grad_norm: 3.5642 2020-08-14 15:53:35,054 - mmaction - INFO - Epoch [46][1220/1253] lr: 3.000e-03, eta: 12:59:21, time: 0.674, data_time: 0.007, memory: 4833, top1_acc: 0.6534, top5_acc: 0.8508, loss_cls: 1.4252, loss: 1.4252, grad_norm: 3.5541 2020-08-14 15:53:49,760 - mmaction - INFO - Epoch [46][1240/1253] lr: 3.000e-03, eta: 12:59:08, time: 0.734, data_time: 0.006, memory: 4833, top1_acc: 0.6531, top5_acc: 0.8500, loss_cls: 1.4281, loss: 1.4281, grad_norm: 3.6024 2020-08-14 15:53:58,095 - mmaction - INFO - Saving checkpoint at 46 epochs 2020-08-14 15:54:20,735 - mmaction - INFO - Epoch [47][20/1253] lr: 3.000e-03, eta: 12:58:43, time: 1.041, data_time: 0.381, memory: 4833, top1_acc: 0.6513, top5_acc: 0.8583, loss_cls: 1.3882, loss: 1.3882, grad_norm: 3.5182 2020-08-14 15:54:34,465 - mmaction - INFO - Epoch [47][40/1253] lr: 3.000e-03, eta: 12:58:29, time: 0.688, data_time: 0.007, memory: 4833, top1_acc: 0.6628, top5_acc: 0.8526, loss_cls: 1.4110, loss: 1.4110, grad_norm: 3.5939 2020-08-14 15:54:47,570 - mmaction - INFO - Epoch [47][60/1253] lr: 3.000e-03, eta: 12:58:15, time: 0.652, data_time: 0.007, memory: 4833, top1_acc: 0.6573, top5_acc: 0.8458, loss_cls: 1.4171, loss: 1.4171, grad_norm: 3.6464 2020-08-14 15:55:02,167 - mmaction - INFO - Epoch [47][80/1253] lr: 3.000e-03, eta: 12:58:02, time: 0.734, data_time: 0.008, memory: 4833, top1_acc: 0.6583, top5_acc: 0.8461, loss_cls: 1.4453, loss: 1.4453, grad_norm: 3.6150 2020-08-14 15:55:15,538 - mmaction - INFO - Epoch [47][100/1253] lr: 3.000e-03, eta: 12:57:48, time: 0.668, data_time: 0.006, memory: 4833, top1_acc: 0.6453, top5_acc: 0.8432, loss_cls: 1.4561, loss: 1.4561, grad_norm: 3.5542 2020-08-14 15:55:29,748 - mmaction - INFO - Epoch [47][120/1253] lr: 3.000e-03, eta: 12:57:34, time: 0.712, data_time: 0.007, memory: 4833, top1_acc: 0.6612, top5_acc: 0.8456, loss_cls: 1.4164, loss: 1.4164, grad_norm: 3.4803 2020-08-14 15:55:44,001 - mmaction - INFO - Epoch [47][140/1253] lr: 3.000e-03, eta: 12:57:21, time: 0.711, data_time: 0.004, memory: 4833, top1_acc: 0.6523, top5_acc: 0.8539, loss_cls: 1.4191, loss: 1.4191, grad_norm: 3.5756 2020-08-14 15:55:58,985 - mmaction - INFO - Epoch [47][160/1253] lr: 3.000e-03, eta: 12:57:08, time: 0.747, data_time: 0.009, memory: 4833, top1_acc: 0.6596, top5_acc: 0.8583, loss_cls: 1.4013, loss: 1.4013, grad_norm: 3.5575 2020-08-14 15:56:11,943 - mmaction - INFO - Epoch [47][180/1253] lr: 3.000e-03, eta: 12:56:54, time: 0.651, data_time: 0.008, memory: 4833, top1_acc: 0.6490, top5_acc: 0.8419, loss_cls: 1.4449, loss: 1.4449, grad_norm: 3.5811 2020-08-14 15:56:25,864 - mmaction - INFO - Epoch [47][200/1253] lr: 3.000e-03, eta: 12:56:40, time: 0.695, data_time: 0.007, memory: 4833, top1_acc: 0.6591, top5_acc: 0.8581, loss_cls: 1.3987, loss: 1.3987, grad_norm: 3.5341 2020-08-14 15:56:40,366 - mmaction - INFO - Epoch [47][220/1253] lr: 3.000e-03, eta: 12:56:27, time: 0.725, data_time: 0.006, memory: 4833, top1_acc: 0.6651, top5_acc: 0.8630, loss_cls: 1.3627, loss: 1.3627, grad_norm: 3.5326 2020-08-14 15:56:54,463 - mmaction - INFO - Epoch [47][240/1253] lr: 3.000e-03, eta: 12:56:13, time: 0.705, data_time: 0.007, memory: 4833, top1_acc: 0.6599, top5_acc: 0.8539, loss_cls: 1.4007, loss: 1.4007, grad_norm: 3.5634 2020-08-14 15:57:10,002 - mmaction - INFO - Epoch [47][260/1253] lr: 3.000e-03, eta: 12:56:02, time: 0.776, data_time: 0.007, memory: 4833, top1_acc: 0.6628, top5_acc: 0.8565, loss_cls: 1.3941, loss: 1.3941, grad_norm: 3.5638 2020-08-14 15:57:24,369 - mmaction - INFO - Epoch [47][280/1253] lr: 3.000e-03, eta: 12:55:48, time: 0.719, data_time: 0.005, memory: 4833, top1_acc: 0.6607, top5_acc: 0.8570, loss_cls: 1.3892, loss: 1.3892, grad_norm: 3.5025 2020-08-14 15:57:37,899 - mmaction - INFO - Epoch [47][300/1253] lr: 3.000e-03, eta: 12:55:34, time: 0.676, data_time: 0.007, memory: 4833, top1_acc: 0.6516, top5_acc: 0.8458, loss_cls: 1.4367, loss: 1.4367, grad_norm: 3.5605 2020-08-14 15:57:53,290 - mmaction - INFO - Epoch [47][320/1253] lr: 3.000e-03, eta: 12:55:22, time: 0.771, data_time: 0.005, memory: 4833, top1_acc: 0.6570, top5_acc: 0.8565, loss_cls: 1.3743, loss: 1.3743, grad_norm: 3.6231 2020-08-14 15:58:07,150 - mmaction - INFO - Epoch [47][340/1253] lr: 3.000e-03, eta: 12:55:09, time: 0.693, data_time: 0.002, memory: 4833, top1_acc: 0.6466, top5_acc: 0.8562, loss_cls: 1.4157, loss: 1.4157, grad_norm: 3.6433 2020-08-14 15:58:21,217 - mmaction - INFO - Epoch [47][360/1253] lr: 3.000e-03, eta: 12:54:55, time: 0.701, data_time: 0.006, memory: 4833, top1_acc: 0.6409, top5_acc: 0.8482, loss_cls: 1.4703, loss: 1.4703, grad_norm: 3.5456 2020-08-14 15:58:35,353 - mmaction - INFO - Epoch [47][380/1253] lr: 3.000e-03, eta: 12:54:42, time: 0.708, data_time: 0.006, memory: 4833, top1_acc: 0.6398, top5_acc: 0.8430, loss_cls: 1.4824, loss: 1.4824, grad_norm: 3.6782 2020-08-14 15:58:49,953 - mmaction - INFO - Epoch [47][400/1253] lr: 3.000e-03, eta: 12:54:29, time: 0.730, data_time: 0.005, memory: 4833, top1_acc: 0.6667, top5_acc: 0.8560, loss_cls: 1.3433, loss: 1.3433, grad_norm: 3.4938 2020-08-14 15:59:04,641 - mmaction - INFO - Epoch [47][420/1253] lr: 3.000e-03, eta: 12:54:16, time: 0.734, data_time: 0.006, memory: 4833, top1_acc: 0.6570, top5_acc: 0.8510, loss_cls: 1.4061, loss: 1.4061, grad_norm: 3.5499 2020-08-14 15:59:17,854 - mmaction - INFO - Epoch [47][440/1253] lr: 3.000e-03, eta: 12:54:01, time: 0.660, data_time: 0.008, memory: 4833, top1_acc: 0.6552, top5_acc: 0.8586, loss_cls: 1.3900, loss: 1.3900, grad_norm: 3.5951 2020-08-14 15:59:31,946 - mmaction - INFO - Epoch [47][460/1253] lr: 3.000e-03, eta: 12:53:48, time: 0.705, data_time: 0.005, memory: 4833, top1_acc: 0.6570, top5_acc: 0.8544, loss_cls: 1.3950, loss: 1.3950, grad_norm: 3.5820 2020-08-14 15:59:44,900 - mmaction - INFO - Epoch [47][480/1253] lr: 3.000e-03, eta: 12:53:33, time: 0.647, data_time: 0.007, memory: 4833, top1_acc: 0.6461, top5_acc: 0.8430, loss_cls: 1.4592, loss: 1.4592, grad_norm: 3.6414 2020-08-14 15:59:58,846 - mmaction - INFO - Epoch [47][500/1253] lr: 3.000e-03, eta: 12:53:19, time: 0.698, data_time: 0.006, memory: 4833, top1_acc: 0.6461, top5_acc: 0.8602, loss_cls: 1.4115, loss: 1.4115, grad_norm: 3.6300 2020-08-14 16:00:20,218 - mmaction - INFO - Epoch [47][520/1253] lr: 3.000e-03, eta: 12:53:14, time: 1.062, data_time: 0.008, memory: 4833, top1_acc: 0.6578, top5_acc: 0.8547, loss_cls: 1.3867, loss: 1.3867, grad_norm: 3.5955 2020-08-14 16:00:33,524 - mmaction - INFO - Epoch [47][540/1253] lr: 3.000e-03, eta: 12:53:00, time: 0.671, data_time: 0.024, memory: 4833, top1_acc: 0.6547, top5_acc: 0.8505, loss_cls: 1.4063, loss: 1.4063, grad_norm: 3.6302 2020-08-14 16:00:46,416 - mmaction - INFO - Epoch [47][560/1253] lr: 3.000e-03, eta: 12:52:45, time: 0.646, data_time: 0.007, memory: 4833, top1_acc: 0.6563, top5_acc: 0.8438, loss_cls: 1.4307, loss: 1.4307, grad_norm: 3.5565 2020-08-14 16:01:00,119 - mmaction - INFO - Epoch [47][580/1253] lr: 3.000e-03, eta: 12:52:31, time: 0.684, data_time: 0.008, memory: 4833, top1_acc: 0.6620, top5_acc: 0.8521, loss_cls: 1.4072, loss: 1.4072, grad_norm: 3.5994 2020-08-14 16:01:12,817 - mmaction - INFO - Epoch [47][600/1253] lr: 3.000e-03, eta: 12:52:16, time: 0.636, data_time: 0.006, memory: 4833, top1_acc: 0.6497, top5_acc: 0.8466, loss_cls: 1.4559, loss: 1.4559, grad_norm: 3.6978 2020-08-14 16:01:28,084 - mmaction - INFO - Epoch [47][620/1253] lr: 3.000e-03, eta: 12:52:04, time: 0.764, data_time: 0.007, memory: 4833, top1_acc: 0.6495, top5_acc: 0.8510, loss_cls: 1.4221, loss: 1.4221, grad_norm: 3.5863 2020-08-14 16:01:41,428 - mmaction - INFO - Epoch [47][640/1253] lr: 3.000e-03, eta: 12:51:49, time: 0.667, data_time: 0.004, memory: 4833, top1_acc: 0.6573, top5_acc: 0.8479, loss_cls: 1.4310, loss: 1.4310, grad_norm: 3.6292 2020-08-14 16:01:57,134 - mmaction - INFO - Epoch [47][660/1253] lr: 3.000e-03, eta: 12:51:38, time: 0.784, data_time: 0.008, memory: 4833, top1_acc: 0.6510, top5_acc: 0.8417, loss_cls: 1.4460, loss: 1.4460, grad_norm: 3.5962 2020-08-14 16:02:10,814 - mmaction - INFO - Epoch [47][680/1253] lr: 3.000e-03, eta: 12:51:24, time: 0.685, data_time: 0.007, memory: 4833, top1_acc: 0.6388, top5_acc: 0.8440, loss_cls: 1.4629, loss: 1.4629, grad_norm: 3.6352 2020-08-14 16:02:25,162 - mmaction - INFO - Epoch [47][700/1253] lr: 3.000e-03, eta: 12:51:11, time: 0.717, data_time: 0.008, memory: 4833, top1_acc: 0.6648, top5_acc: 0.8516, loss_cls: 1.4031, loss: 1.4031, grad_norm: 3.5818 2020-08-14 16:02:40,621 - mmaction - INFO - Epoch [47][720/1253] lr: 3.000e-03, eta: 12:50:59, time: 0.774, data_time: 0.005, memory: 4833, top1_acc: 0.6635, top5_acc: 0.8638, loss_cls: 1.3577, loss: 1.3577, grad_norm: 3.5984 2020-08-14 16:02:55,883 - mmaction - INFO - Epoch [47][740/1253] lr: 3.000e-03, eta: 12:50:46, time: 0.761, data_time: 0.007, memory: 4833, top1_acc: 0.6516, top5_acc: 0.8594, loss_cls: 1.3897, loss: 1.3897, grad_norm: 3.6471 2020-08-14 16:03:10,807 - mmaction - INFO - Epoch [47][760/1253] lr: 3.000e-03, eta: 12:50:34, time: 0.746, data_time: 0.008, memory: 4833, top1_acc: 0.6531, top5_acc: 0.8523, loss_cls: 1.4058, loss: 1.4058, grad_norm: 3.6913 2020-08-14 16:03:25,335 - mmaction - INFO - Epoch [47][780/1253] lr: 3.000e-03, eta: 12:50:21, time: 0.727, data_time: 0.011, memory: 4833, top1_acc: 0.6497, top5_acc: 0.8466, loss_cls: 1.4531, loss: 1.4531, grad_norm: 3.6122 2020-08-14 16:03:39,001 - mmaction - INFO - Epoch [47][800/1253] lr: 3.000e-03, eta: 12:50:07, time: 0.684, data_time: 0.007, memory: 4833, top1_acc: 0.6521, top5_acc: 0.8563, loss_cls: 1.4248, loss: 1.4248, grad_norm: 3.6345 2020-08-14 16:03:53,663 - mmaction - INFO - Epoch [47][820/1253] lr: 3.000e-03, eta: 12:49:54, time: 0.731, data_time: 0.008, memory: 4833, top1_acc: 0.6461, top5_acc: 0.8523, loss_cls: 1.4376, loss: 1.4376, grad_norm: 3.6882 2020-08-14 16:04:08,093 - mmaction - INFO - Epoch [47][840/1253] lr: 3.000e-03, eta: 12:49:41, time: 0.725, data_time: 0.007, memory: 4833, top1_acc: 0.6648, top5_acc: 0.8544, loss_cls: 1.3798, loss: 1.3798, grad_norm: 3.5774 2020-08-14 16:04:22,186 - mmaction - INFO - Epoch [47][860/1253] lr: 3.000e-03, eta: 12:49:27, time: 0.704, data_time: 0.008, memory: 4833, top1_acc: 0.6500, top5_acc: 0.8487, loss_cls: 1.4117, loss: 1.4117, grad_norm: 3.5412 2020-08-14 16:04:34,782 - mmaction - INFO - Epoch [47][880/1253] lr: 3.000e-03, eta: 12:49:12, time: 0.630, data_time: 0.005, memory: 4833, top1_acc: 0.6419, top5_acc: 0.8451, loss_cls: 1.4551, loss: 1.4551, grad_norm: 3.7166 2020-08-14 16:04:49,384 - mmaction - INFO - Epoch [47][900/1253] lr: 3.000e-03, eta: 12:48:59, time: 0.729, data_time: 0.008, memory: 4833, top1_acc: 0.6615, top5_acc: 0.8510, loss_cls: 1.4254, loss: 1.4254, grad_norm: 3.6499 2020-08-14 16:05:03,518 - mmaction - INFO - Epoch [47][920/1253] lr: 3.000e-03, eta: 12:48:46, time: 0.708, data_time: 0.006, memory: 4833, top1_acc: 0.6466, top5_acc: 0.8492, loss_cls: 1.4311, loss: 1.4311, grad_norm: 3.6439 2020-08-14 16:05:17,295 - mmaction - INFO - Epoch [47][940/1253] lr: 3.000e-03, eta: 12:48:32, time: 0.688, data_time: 0.003, memory: 4833, top1_acc: 0.6518, top5_acc: 0.8500, loss_cls: 1.4293, loss: 1.4293, grad_norm: 3.6798 2020-08-14 16:05:31,772 - mmaction - INFO - Epoch [47][960/1253] lr: 3.000e-03, eta: 12:48:19, time: 0.723, data_time: 0.009, memory: 4833, top1_acc: 0.6542, top5_acc: 0.8464, loss_cls: 1.4547, loss: 1.4547, grad_norm: 3.7224 2020-08-14 16:05:45,924 - mmaction - INFO - Epoch [47][980/1253] lr: 3.000e-03, eta: 12:48:05, time: 0.710, data_time: 0.007, memory: 4833, top1_acc: 0.6464, top5_acc: 0.8466, loss_cls: 1.4546, loss: 1.4546, grad_norm: 3.6994 2020-08-14 16:05:59,696 - mmaction - INFO - Epoch [47][1000/1253] lr: 3.000e-03, eta: 12:47:51, time: 0.688, data_time: 0.006, memory: 4833, top1_acc: 0.6557, top5_acc: 0.8542, loss_cls: 1.4340, loss: 1.4340, grad_norm: 3.5579 2020-08-14 16:06:13,672 - mmaction - INFO - Epoch [47][1020/1253] lr: 3.000e-03, eta: 12:47:38, time: 0.700, data_time: 0.006, memory: 4833, top1_acc: 0.6612, top5_acc: 0.8497, loss_cls: 1.3988, loss: 1.3988, grad_norm: 3.6088 2020-08-14 16:06:26,997 - mmaction - INFO - Epoch [47][1040/1253] lr: 3.000e-03, eta: 12:47:23, time: 0.666, data_time: 0.003, memory: 4833, top1_acc: 0.6490, top5_acc: 0.8516, loss_cls: 1.4180, loss: 1.4180, grad_norm: 3.6404 2020-08-14 16:06:41,130 - mmaction - INFO - Epoch [47][1060/1253] lr: 3.000e-03, eta: 12:47:10, time: 0.703, data_time: 0.006, memory: 4833, top1_acc: 0.6615, top5_acc: 0.8576, loss_cls: 1.3819, loss: 1.3819, grad_norm: 3.5444 2020-08-14 16:06:55,303 - mmaction - INFO - Epoch [47][1080/1253] lr: 3.000e-03, eta: 12:46:57, time: 0.713, data_time: 0.006, memory: 4833, top1_acc: 0.6573, top5_acc: 0.8521, loss_cls: 1.4105, loss: 1.4105, grad_norm: 3.5972 2020-08-14 16:07:10,823 - mmaction - INFO - Epoch [47][1100/1253] lr: 3.000e-03, eta: 12:46:45, time: 0.773, data_time: 0.005, memory: 4833, top1_acc: 0.6638, top5_acc: 0.8677, loss_cls: 1.3733, loss: 1.3733, grad_norm: 3.6091 2020-08-14 16:07:23,460 - mmaction - INFO - Epoch [47][1120/1253] lr: 3.000e-03, eta: 12:46:29, time: 0.634, data_time: 0.007, memory: 4833, top1_acc: 0.6617, top5_acc: 0.8547, loss_cls: 1.3918, loss: 1.3918, grad_norm: 3.6276 2020-08-14 16:07:38,105 - mmaction - INFO - Epoch [47][1140/1253] lr: 3.000e-03, eta: 12:46:17, time: 0.730, data_time: 0.006, memory: 4833, top1_acc: 0.6591, top5_acc: 0.8523, loss_cls: 1.4116, loss: 1.4116, grad_norm: 3.5857 2020-08-14 16:07:52,670 - mmaction - INFO - Epoch [47][1160/1253] lr: 3.000e-03, eta: 12:46:04, time: 0.729, data_time: 0.007, memory: 4833, top1_acc: 0.6516, top5_acc: 0.8536, loss_cls: 1.4126, loss: 1.4126, grad_norm: 3.5556 2020-08-14 16:08:07,748 - mmaction - INFO - Epoch [47][1180/1253] lr: 3.000e-03, eta: 12:45:51, time: 0.752, data_time: 0.007, memory: 4833, top1_acc: 0.6630, top5_acc: 0.8602, loss_cls: 1.3656, loss: 1.3656, grad_norm: 3.5261 2020-08-14 16:08:22,250 - mmaction - INFO - Epoch [47][1200/1253] lr: 3.000e-03, eta: 12:45:38, time: 0.728, data_time: 0.007, memory: 4833, top1_acc: 0.6573, top5_acc: 0.8477, loss_cls: 1.4167, loss: 1.4167, grad_norm: 3.6863 2020-08-14 16:08:36,069 - mmaction - INFO - Epoch [47][1220/1253] lr: 3.000e-03, eta: 12:45:24, time: 0.688, data_time: 0.006, memory: 4833, top1_acc: 0.6677, top5_acc: 0.8513, loss_cls: 1.3873, loss: 1.3873, grad_norm: 3.6025 2020-08-14 16:08:50,512 - mmaction - INFO - Epoch [47][1240/1253] lr: 3.000e-03, eta: 12:45:11, time: 0.724, data_time: 0.007, memory: 4833, top1_acc: 0.6490, top5_acc: 0.8471, loss_cls: 1.4343, loss: 1.4343, grad_norm: 3.6268 2020-08-14 16:09:00,336 - mmaction - INFO - Saving checkpoint at 47 epochs 2020-08-14 16:09:25,926 - mmaction - INFO - Epoch [48][20/1253] lr: 3.000e-03, eta: 12:44:49, time: 1.176, data_time: 0.524, memory: 4833, top1_acc: 0.6638, top5_acc: 0.8513, loss_cls: 1.3872, loss: 1.3872, grad_norm: 3.6084 2020-08-14 16:09:39,068 - mmaction - INFO - Epoch [48][40/1253] lr: 3.000e-03, eta: 12:44:35, time: 0.660, data_time: 0.006, memory: 4833, top1_acc: 0.6562, top5_acc: 0.8583, loss_cls: 1.3971, loss: 1.3971, grad_norm: 3.6785 2020-08-14 16:09:52,211 - mmaction - INFO - Epoch [48][60/1253] lr: 3.000e-03, eta: 12:44:20, time: 0.653, data_time: 0.004, memory: 4833, top1_acc: 0.6562, top5_acc: 0.8529, loss_cls: 1.4290, loss: 1.4290, grad_norm: 3.6226 2020-08-14 16:10:07,595 - mmaction - INFO - Epoch [48][80/1253] lr: 3.000e-03, eta: 12:44:08, time: 0.771, data_time: 0.007, memory: 4833, top1_acc: 0.6622, top5_acc: 0.8596, loss_cls: 1.3790, loss: 1.3790, grad_norm: 3.6544 2020-08-14 16:10:21,794 - mmaction - INFO - Epoch [48][100/1253] lr: 3.000e-03, eta: 12:43:55, time: 0.712, data_time: 0.004, memory: 4833, top1_acc: 0.6516, top5_acc: 0.8419, loss_cls: 1.4292, loss: 1.4292, grad_norm: 3.6703 2020-08-14 16:10:35,221 - mmaction - INFO - Epoch [48][120/1253] lr: 3.000e-03, eta: 12:43:40, time: 0.668, data_time: 0.007, memory: 4833, top1_acc: 0.6604, top5_acc: 0.8612, loss_cls: 1.3561, loss: 1.3561, grad_norm: 3.6635 2020-08-14 16:10:48,880 - mmaction - INFO - Epoch [48][140/1253] lr: 3.000e-03, eta: 12:43:26, time: 0.685, data_time: 0.008, memory: 4833, top1_acc: 0.6602, top5_acc: 0.8513, loss_cls: 1.3813, loss: 1.3813, grad_norm: 3.6605 2020-08-14 16:11:04,139 - mmaction - INFO - Epoch [48][160/1253] lr: 3.000e-03, eta: 12:43:14, time: 0.763, data_time: 0.007, memory: 4833, top1_acc: 0.6464, top5_acc: 0.8503, loss_cls: 1.4279, loss: 1.4279, grad_norm: 3.6759 2020-08-14 16:11:17,989 - mmaction - INFO - Epoch [48][180/1253] lr: 3.000e-03, eta: 12:43:00, time: 0.690, data_time: 0.004, memory: 4833, top1_acc: 0.6659, top5_acc: 0.8560, loss_cls: 1.3887, loss: 1.3887, grad_norm: 3.6165 2020-08-14 16:11:30,900 - mmaction - INFO - Epoch [48][200/1253] lr: 3.000e-03, eta: 12:42:45, time: 0.643, data_time: 0.009, memory: 4833, top1_acc: 0.6633, top5_acc: 0.8604, loss_cls: 1.3770, loss: 1.3770, grad_norm: 3.6437 2020-08-14 16:11:45,276 - mmaction - INFO - Epoch [48][220/1253] lr: 3.000e-03, eta: 12:42:32, time: 0.724, data_time: 0.009, memory: 4833, top1_acc: 0.6716, top5_acc: 0.8599, loss_cls: 1.3643, loss: 1.3643, grad_norm: 3.6585 2020-08-14 16:11:59,316 - mmaction - INFO - Epoch [48][240/1253] lr: 3.000e-03, eta: 12:42:19, time: 0.702, data_time: 0.006, memory: 4833, top1_acc: 0.6677, top5_acc: 0.8573, loss_cls: 1.3651, loss: 1.3651, grad_norm: 3.6993 2020-08-14 16:12:13,443 - mmaction - INFO - Epoch [48][260/1253] lr: 3.000e-03, eta: 12:42:05, time: 0.708, data_time: 0.003, memory: 4833, top1_acc: 0.6651, top5_acc: 0.8555, loss_cls: 1.3839, loss: 1.3839, grad_norm: 3.6858 2020-08-14 16:12:26,459 - mmaction - INFO - Epoch [48][280/1253] lr: 3.000e-03, eta: 12:41:50, time: 0.648, data_time: 0.005, memory: 4833, top1_acc: 0.6411, top5_acc: 0.8401, loss_cls: 1.4574, loss: 1.4574, grad_norm: 3.7048 2020-08-14 16:12:40,522 - mmaction - INFO - Epoch [48][300/1253] lr: 3.000e-03, eta: 12:41:37, time: 0.705, data_time: 0.007, memory: 4833, top1_acc: 0.6497, top5_acc: 0.8510, loss_cls: 1.4334, loss: 1.4334, grad_norm: 3.7313 2020-08-14 16:12:54,457 - mmaction - INFO - Epoch [48][320/1253] lr: 3.000e-03, eta: 12:41:23, time: 0.698, data_time: 0.006, memory: 4833, top1_acc: 0.6583, top5_acc: 0.8591, loss_cls: 1.3823, loss: 1.3823, grad_norm: 3.6508 2020-08-14 16:13:09,464 - mmaction - INFO - Epoch [48][340/1253] lr: 3.000e-03, eta: 12:41:11, time: 0.748, data_time: 0.005, memory: 4833, top1_acc: 0.6542, top5_acc: 0.8552, loss_cls: 1.3871, loss: 1.3871, grad_norm: 3.6858 2020-08-14 16:13:22,549 - mmaction - INFO - Epoch [48][360/1253] lr: 3.000e-03, eta: 12:40:56, time: 0.655, data_time: 0.008, memory: 4833, top1_acc: 0.6609, top5_acc: 0.8565, loss_cls: 1.3873, loss: 1.3873, grad_norm: 3.6543 2020-08-14 16:13:38,973 - mmaction - INFO - Epoch [48][380/1253] lr: 3.000e-03, eta: 12:40:45, time: 0.821, data_time: 0.008, memory: 4833, top1_acc: 0.6573, top5_acc: 0.8568, loss_cls: 1.4051, loss: 1.4051, grad_norm: 3.6954 2020-08-14 16:13:51,452 - mmaction - INFO - Epoch [48][400/1253] lr: 3.000e-03, eta: 12:40:30, time: 0.625, data_time: 0.006, memory: 4833, top1_acc: 0.6641, top5_acc: 0.8609, loss_cls: 1.3546, loss: 1.3546, grad_norm: 3.6868 2020-08-14 16:14:05,540 - mmaction - INFO - Epoch [48][420/1253] lr: 3.000e-03, eta: 12:40:16, time: 0.702, data_time: 0.006, memory: 4833, top1_acc: 0.6635, top5_acc: 0.8549, loss_cls: 1.3763, loss: 1.3763, grad_norm: 3.6454 2020-08-14 16:14:20,159 - mmaction - INFO - Epoch [48][440/1253] lr: 3.000e-03, eta: 12:40:03, time: 0.732, data_time: 0.006, memory: 4833, top1_acc: 0.6589, top5_acc: 0.8596, loss_cls: 1.3984, loss: 1.3984, grad_norm: 3.6384 2020-08-14 16:14:34,282 - mmaction - INFO - Epoch [48][460/1253] lr: 3.000e-03, eta: 12:39:50, time: 0.705, data_time: 0.007, memory: 4833, top1_acc: 0.6589, top5_acc: 0.8495, loss_cls: 1.4223, loss: 1.4223, grad_norm: 3.6943 2020-08-14 16:14:47,738 - mmaction - INFO - Epoch [48][480/1253] lr: 3.000e-03, eta: 12:39:35, time: 0.675, data_time: 0.007, memory: 4833, top1_acc: 0.6570, top5_acc: 0.8482, loss_cls: 1.4252, loss: 1.4252, grad_norm: 3.7070 2020-08-14 16:15:02,541 - mmaction - INFO - Epoch [48][500/1253] lr: 3.000e-03, eta: 12:39:23, time: 0.741, data_time: 0.007, memory: 4833, top1_acc: 0.6495, top5_acc: 0.8484, loss_cls: 1.4293, loss: 1.4293, grad_norm: 3.6758 2020-08-14 16:15:15,070 - mmaction - INFO - Epoch [48][520/1253] lr: 3.000e-03, eta: 12:39:07, time: 0.626, data_time: 0.003, memory: 4833, top1_acc: 0.6599, top5_acc: 0.8620, loss_cls: 1.3770, loss: 1.3770, grad_norm: 3.6258 2020-08-14 16:15:29,545 - mmaction - INFO - Epoch [48][540/1253] lr: 3.000e-03, eta: 12:38:54, time: 0.722, data_time: 0.009, memory: 4833, top1_acc: 0.6677, top5_acc: 0.8630, loss_cls: 1.3533, loss: 1.3533, grad_norm: 3.6046 2020-08-14 16:15:43,924 - mmaction - INFO - Epoch [48][560/1253] lr: 3.000e-03, eta: 12:38:41, time: 0.720, data_time: 0.007, memory: 4833, top1_acc: 0.6510, top5_acc: 0.8510, loss_cls: 1.4428, loss: 1.4428, grad_norm: 3.6197 2020-08-14 16:15:57,732 - mmaction - INFO - Epoch [48][580/1253] lr: 3.000e-03, eta: 12:38:27, time: 0.690, data_time: 0.008, memory: 4833, top1_acc: 0.6646, top5_acc: 0.8589, loss_cls: 1.3799, loss: 1.3799, grad_norm: 3.5994 2020-08-14 16:16:12,926 - mmaction - INFO - Epoch [48][600/1253] lr: 3.000e-03, eta: 12:38:15, time: 0.760, data_time: 0.005, memory: 4833, top1_acc: 0.6568, top5_acc: 0.8461, loss_cls: 1.4185, loss: 1.4185, grad_norm: 3.6872 2020-08-14 16:16:27,285 - mmaction - INFO - Epoch [48][620/1253] lr: 3.000e-03, eta: 12:38:02, time: 0.717, data_time: 0.008, memory: 4833, top1_acc: 0.6510, top5_acc: 0.8417, loss_cls: 1.4240, loss: 1.4240, grad_norm: 3.6473 2020-08-14 16:16:41,385 - mmaction - INFO - Epoch [48][640/1253] lr: 3.000e-03, eta: 12:37:48, time: 0.705, data_time: 0.006, memory: 4833, top1_acc: 0.6464, top5_acc: 0.8474, loss_cls: 1.4502, loss: 1.4502, grad_norm: 3.6242 2020-08-14 16:16:55,725 - mmaction - INFO - Epoch [48][660/1253] lr: 3.000e-03, eta: 12:37:35, time: 0.719, data_time: 0.008, memory: 4833, top1_acc: 0.6492, top5_acc: 0.8549, loss_cls: 1.4131, loss: 1.4131, grad_norm: 3.6645 2020-08-14 16:17:09,278 - mmaction - INFO - Epoch [48][680/1253] lr: 3.000e-03, eta: 12:37:21, time: 0.676, data_time: 0.003, memory: 4833, top1_acc: 0.6560, top5_acc: 0.8521, loss_cls: 1.4024, loss: 1.4024, grad_norm: 3.6856 2020-08-14 16:17:24,583 - mmaction - INFO - Epoch [48][700/1253] lr: 3.000e-03, eta: 12:37:09, time: 0.763, data_time: 0.007, memory: 4833, top1_acc: 0.6497, top5_acc: 0.8474, loss_cls: 1.4493, loss: 1.4493, grad_norm: 3.7381 2020-08-14 16:17:38,116 - mmaction - INFO - Epoch [48][720/1253] lr: 3.000e-03, eta: 12:36:55, time: 0.679, data_time: 0.007, memory: 4833, top1_acc: 0.6763, top5_acc: 0.8591, loss_cls: 1.3539, loss: 1.3539, grad_norm: 3.5807 2020-08-14 16:17:53,406 - mmaction - INFO - Epoch [48][740/1253] lr: 3.000e-03, eta: 12:36:42, time: 0.766, data_time: 0.007, memory: 4833, top1_acc: 0.6435, top5_acc: 0.8552, loss_cls: 1.4452, loss: 1.4452, grad_norm: 3.7526 2020-08-14 16:18:06,580 - mmaction - INFO - Epoch [48][760/1253] lr: 3.000e-03, eta: 12:36:28, time: 0.657, data_time: 0.002, memory: 4833, top1_acc: 0.6557, top5_acc: 0.8563, loss_cls: 1.3935, loss: 1.3935, grad_norm: 3.6670 2020-08-14 16:18:20,912 - mmaction - INFO - Epoch [48][780/1253] lr: 3.000e-03, eta: 12:36:14, time: 0.717, data_time: 0.006, memory: 4833, top1_acc: 0.6448, top5_acc: 0.8474, loss_cls: 1.4461, loss: 1.4461, grad_norm: 3.7325 2020-08-14 16:18:36,909 - mmaction - INFO - Epoch [48][800/1253] lr: 3.000e-03, eta: 12:36:03, time: 0.799, data_time: 0.009, memory: 4833, top1_acc: 0.6461, top5_acc: 0.8563, loss_cls: 1.3991, loss: 1.3991, grad_norm: 3.6900 2020-08-14 16:18:50,391 - mmaction - INFO - Epoch [48][820/1253] lr: 3.000e-03, eta: 12:35:49, time: 0.676, data_time: 0.008, memory: 4833, top1_acc: 0.6659, top5_acc: 0.8526, loss_cls: 1.3854, loss: 1.3854, grad_norm: 3.6445 2020-08-14 16:19:05,925 - mmaction - INFO - Epoch [48][840/1253] lr: 3.000e-03, eta: 12:35:37, time: 0.775, data_time: 0.007, memory: 4833, top1_acc: 0.6635, top5_acc: 0.8615, loss_cls: 1.3686, loss: 1.3686, grad_norm: 3.6854 2020-08-14 16:19:18,412 - mmaction - INFO - Epoch [48][860/1253] lr: 3.000e-03, eta: 12:35:22, time: 0.625, data_time: 0.007, memory: 4833, top1_acc: 0.6630, top5_acc: 0.8638, loss_cls: 1.3749, loss: 1.3749, grad_norm: 3.6520 2020-08-14 16:19:31,987 - mmaction - INFO - Epoch [48][880/1253] lr: 3.000e-03, eta: 12:35:07, time: 0.678, data_time: 0.007, memory: 4833, top1_acc: 0.6581, top5_acc: 0.8604, loss_cls: 1.3766, loss: 1.3766, grad_norm: 3.6610 2020-08-14 16:19:46,376 - mmaction - INFO - Epoch [48][900/1253] lr: 3.000e-03, eta: 12:34:54, time: 0.719, data_time: 0.006, memory: 4833, top1_acc: 0.6583, top5_acc: 0.8609, loss_cls: 1.3735, loss: 1.3735, grad_norm: 3.7187 2020-08-14 16:20:00,126 - mmaction - INFO - Epoch [48][920/1253] lr: 3.000e-03, eta: 12:34:40, time: 0.688, data_time: 0.009, memory: 4833, top1_acc: 0.6544, top5_acc: 0.8495, loss_cls: 1.4300, loss: 1.4300, grad_norm: 3.7698 2020-08-14 16:20:15,190 - mmaction - INFO - Epoch [48][940/1253] lr: 3.000e-03, eta: 12:34:28, time: 0.752, data_time: 0.007, memory: 4833, top1_acc: 0.6552, top5_acc: 0.8531, loss_cls: 1.4065, loss: 1.4065, grad_norm: 3.6209 2020-08-14 16:20:28,780 - mmaction - INFO - Epoch [48][960/1253] lr: 3.000e-03, eta: 12:34:14, time: 0.680, data_time: 0.009, memory: 4833, top1_acc: 0.6422, top5_acc: 0.8490, loss_cls: 1.4357, loss: 1.4357, grad_norm: 3.6963 2020-08-14 16:20:44,682 - mmaction - INFO - Epoch [48][980/1253] lr: 3.000e-03, eta: 12:34:02, time: 0.796, data_time: 0.007, memory: 4833, top1_acc: 0.6667, top5_acc: 0.8542, loss_cls: 1.3976, loss: 1.3976, grad_norm: 3.5914 2020-08-14 16:20:58,264 - mmaction - INFO - Epoch [48][1000/1253] lr: 3.000e-03, eta: 12:33:48, time: 0.678, data_time: 0.007, memory: 4833, top1_acc: 0.6661, top5_acc: 0.8578, loss_cls: 1.3682, loss: 1.3682, grad_norm: 3.6203 2020-08-14 16:21:12,567 - mmaction - INFO - Epoch [48][1020/1253] lr: 3.000e-03, eta: 12:33:35, time: 0.716, data_time: 0.007, memory: 4833, top1_acc: 0.6599, top5_acc: 0.8484, loss_cls: 1.3919, loss: 1.3919, grad_norm: 3.6674 2020-08-14 16:21:27,142 - mmaction - INFO - Epoch [48][1040/1253] lr: 3.000e-03, eta: 12:33:22, time: 0.728, data_time: 0.007, memory: 4833, top1_acc: 0.6648, top5_acc: 0.8503, loss_cls: 1.3846, loss: 1.3846, grad_norm: 3.6682 2020-08-14 16:21:41,486 - mmaction - INFO - Epoch [48][1060/1253] lr: 3.000e-03, eta: 12:33:09, time: 0.720, data_time: 0.007, memory: 4833, top1_acc: 0.6646, top5_acc: 0.8651, loss_cls: 1.3627, loss: 1.3627, grad_norm: 3.6574 2020-08-14 16:21:56,049 - mmaction - INFO - Epoch [48][1080/1253] lr: 3.000e-03, eta: 12:32:55, time: 0.728, data_time: 0.002, memory: 4833, top1_acc: 0.6667, top5_acc: 0.8612, loss_cls: 1.3630, loss: 1.3630, grad_norm: 3.6370 2020-08-14 16:22:10,645 - mmaction - INFO - Epoch [48][1100/1253] lr: 3.000e-03, eta: 12:32:42, time: 0.727, data_time: 0.005, memory: 4833, top1_acc: 0.6565, top5_acc: 0.8518, loss_cls: 1.4087, loss: 1.4087, grad_norm: 3.7611 2020-08-14 16:22:23,961 - mmaction - INFO - Epoch [48][1120/1253] lr: 3.000e-03, eta: 12:32:28, time: 0.666, data_time: 0.007, memory: 4833, top1_acc: 0.6578, top5_acc: 0.8583, loss_cls: 1.3890, loss: 1.3890, grad_norm: 3.6690 2020-08-14 16:22:37,149 - mmaction - INFO - Epoch [48][1140/1253] lr: 3.000e-03, eta: 12:32:14, time: 0.660, data_time: 0.004, memory: 4833, top1_acc: 0.6612, top5_acc: 0.8549, loss_cls: 1.3919, loss: 1.3919, grad_norm: 3.7010 2020-08-14 16:22:53,234 - mmaction - INFO - Epoch [48][1160/1253] lr: 3.000e-03, eta: 12:32:02, time: 0.803, data_time: 0.007, memory: 4833, top1_acc: 0.6685, top5_acc: 0.8547, loss_cls: 1.3871, loss: 1.3871, grad_norm: 3.6291 2020-08-14 16:23:07,877 - mmaction - INFO - Epoch [48][1180/1253] lr: 3.000e-03, eta: 12:31:49, time: 0.734, data_time: 0.006, memory: 4833, top1_acc: 0.6518, top5_acc: 0.8523, loss_cls: 1.4537, loss: 1.4537, grad_norm: 3.7793 2020-08-14 16:23:21,428 - mmaction - INFO - Epoch [48][1200/1253] lr: 3.000e-03, eta: 12:31:35, time: 0.678, data_time: 0.007, memory: 4833, top1_acc: 0.6573, top5_acc: 0.8581, loss_cls: 1.3856, loss: 1.3856, grad_norm: 3.6838 2020-08-14 16:23:36,629 - mmaction - INFO - Epoch [48][1220/1253] lr: 3.000e-03, eta: 12:31:23, time: 0.758, data_time: 0.003, memory: 4833, top1_acc: 0.6711, top5_acc: 0.8547, loss_cls: 1.3813, loss: 1.3813, grad_norm: 3.6523 2020-08-14 16:23:50,090 - mmaction - INFO - Epoch [48][1240/1253] lr: 3.000e-03, eta: 12:31:08, time: 0.673, data_time: 0.008, memory: 4833, top1_acc: 0.6521, top5_acc: 0.8487, loss_cls: 1.4141, loss: 1.4141, grad_norm: 3.6646 2020-08-14 16:23:59,874 - mmaction - INFO - Saving checkpoint at 48 epochs 2020-08-14 16:24:22,255 - mmaction - INFO - Epoch [49][20/1253] lr: 3.000e-03, eta: 12:30:43, time: 1.039, data_time: 0.420, memory: 4833, top1_acc: 0.6596, top5_acc: 0.8549, loss_cls: 1.3920, loss: 1.3920, grad_norm: 3.6920 2020-08-14 16:24:34,629 - mmaction - INFO - Epoch [49][40/1253] lr: 3.000e-03, eta: 12:30:28, time: 0.621, data_time: 0.007, memory: 4833, top1_acc: 0.6602, top5_acc: 0.8557, loss_cls: 1.3897, loss: 1.3897, grad_norm: 3.7163 2020-08-14 16:24:48,265 - mmaction - INFO - Epoch [49][60/1253] lr: 3.000e-03, eta: 12:30:14, time: 0.681, data_time: 0.007, memory: 4833, top1_acc: 0.6693, top5_acc: 0.8672, loss_cls: 1.3484, loss: 1.3484, grad_norm: 3.6476 2020-08-14 16:25:02,945 - mmaction - INFO - Epoch [49][80/1253] lr: 3.000e-03, eta: 12:30:01, time: 0.736, data_time: 0.007, memory: 4833, top1_acc: 0.6604, top5_acc: 0.8602, loss_cls: 1.3689, loss: 1.3689, grad_norm: 3.6774 2020-08-14 16:25:16,859 - mmaction - INFO - Epoch [49][100/1253] lr: 3.000e-03, eta: 12:29:47, time: 0.696, data_time: 0.002, memory: 4833, top1_acc: 0.6641, top5_acc: 0.8583, loss_cls: 1.3733, loss: 1.3733, grad_norm: 3.6949 2020-08-14 16:25:30,814 - mmaction - INFO - Epoch [49][120/1253] lr: 3.000e-03, eta: 12:29:34, time: 0.694, data_time: 0.005, memory: 4833, top1_acc: 0.6620, top5_acc: 0.8539, loss_cls: 1.4273, loss: 1.4273, grad_norm: 3.6618 2020-08-14 16:25:45,515 - mmaction - INFO - Epoch [49][140/1253] lr: 3.000e-03, eta: 12:29:21, time: 0.739, data_time: 0.007, memory: 4833, top1_acc: 0.6547, top5_acc: 0.8617, loss_cls: 1.3774, loss: 1.3774, grad_norm: 3.6612 2020-08-14 16:25:59,483 - mmaction - INFO - Epoch [49][160/1253] lr: 3.000e-03, eta: 12:29:07, time: 0.695, data_time: 0.006, memory: 4833, top1_acc: 0.6555, top5_acc: 0.8557, loss_cls: 1.3874, loss: 1.3874, grad_norm: 3.6729 2020-08-14 16:26:13,046 - mmaction - INFO - Epoch [49][180/1253] lr: 3.000e-03, eta: 12:28:53, time: 0.680, data_time: 0.007, memory: 4833, top1_acc: 0.6539, top5_acc: 0.8534, loss_cls: 1.4164, loss: 1.4164, grad_norm: 3.6863 2020-08-14 16:26:26,659 - mmaction - INFO - Epoch [49][200/1253] lr: 3.000e-03, eta: 12:28:39, time: 0.679, data_time: 0.007, memory: 4833, top1_acc: 0.6737, top5_acc: 0.8620, loss_cls: 1.3307, loss: 1.3307, grad_norm: 3.6630 2020-08-14 16:26:40,645 - mmaction - INFO - Epoch [49][220/1253] lr: 3.000e-03, eta: 12:28:25, time: 0.701, data_time: 0.006, memory: 4833, top1_acc: 0.6404, top5_acc: 0.8448, loss_cls: 1.4660, loss: 1.4660, grad_norm: 3.7560 2020-08-14 16:26:54,728 - mmaction - INFO - Epoch [49][240/1253] lr: 3.000e-03, eta: 12:28:12, time: 0.703, data_time: 0.007, memory: 4833, top1_acc: 0.6620, top5_acc: 0.8555, loss_cls: 1.3779, loss: 1.3779, grad_norm: 3.5621 2020-08-14 16:27:08,003 - mmaction - INFO - Epoch [49][260/1253] lr: 3.000e-03, eta: 12:27:57, time: 0.665, data_time: 0.006, memory: 4833, top1_acc: 0.6648, top5_acc: 0.8560, loss_cls: 1.3773, loss: 1.3773, grad_norm: 3.6682 2020-08-14 16:27:21,786 - mmaction - INFO - Epoch [49][280/1253] lr: 3.000e-03, eta: 12:27:43, time: 0.688, data_time: 0.006, memory: 4833, top1_acc: 0.6536, top5_acc: 0.8521, loss_cls: 1.4173, loss: 1.4173, grad_norm: 3.7161 2020-08-14 16:27:36,531 - mmaction - INFO - Epoch [49][300/1253] lr: 3.000e-03, eta: 12:27:31, time: 0.739, data_time: 0.006, memory: 4833, top1_acc: 0.6604, top5_acc: 0.8547, loss_cls: 1.3980, loss: 1.3980, grad_norm: 3.6974 2020-08-14 16:27:49,125 - mmaction - INFO - Epoch [49][320/1253] lr: 3.000e-03, eta: 12:27:15, time: 0.627, data_time: 0.006, memory: 4833, top1_acc: 0.6583, top5_acc: 0.8529, loss_cls: 1.3889, loss: 1.3889, grad_norm: 3.6810 2020-08-14 16:28:05,523 - mmaction - INFO - Epoch [49][340/1253] lr: 3.000e-03, eta: 12:27:04, time: 0.823, data_time: 0.007, memory: 4833, top1_acc: 0.6594, top5_acc: 0.8565, loss_cls: 1.3931, loss: 1.3931, grad_norm: 3.7325 2020-08-14 16:28:19,039 - mmaction - INFO - Epoch [49][360/1253] lr: 3.000e-03, eta: 12:26:50, time: 0.674, data_time: 0.002, memory: 4833, top1_acc: 0.6664, top5_acc: 0.8570, loss_cls: 1.3765, loss: 1.3765, grad_norm: 3.6684 2020-08-14 16:28:32,940 - mmaction - INFO - Epoch [49][380/1253] lr: 3.000e-03, eta: 12:26:36, time: 0.695, data_time: 0.006, memory: 4833, top1_acc: 0.6536, top5_acc: 0.8529, loss_cls: 1.3964, loss: 1.3964, grad_norm: 3.6641 2020-08-14 16:28:46,790 - mmaction - INFO - Epoch [49][400/1253] lr: 3.000e-03, eta: 12:26:23, time: 0.693, data_time: 0.006, memory: 4833, top1_acc: 0.6643, top5_acc: 0.8602, loss_cls: 1.3826, loss: 1.3826, grad_norm: 3.7436 2020-08-14 16:29:00,735 - mmaction - INFO - Epoch [49][420/1253] lr: 3.000e-03, eta: 12:26:09, time: 0.695, data_time: 0.006, memory: 4833, top1_acc: 0.6573, top5_acc: 0.8477, loss_cls: 1.4190, loss: 1.4190, grad_norm: 3.7557 2020-08-14 16:29:15,941 - mmaction - INFO - Epoch [49][440/1253] lr: 3.000e-03, eta: 12:25:57, time: 0.763, data_time: 0.007, memory: 4833, top1_acc: 0.6703, top5_acc: 0.8651, loss_cls: 1.3197, loss: 1.3197, grad_norm: 3.7156 2020-08-14 16:29:30,186 - mmaction - INFO - Epoch [49][460/1253] lr: 3.000e-03, eta: 12:25:43, time: 0.709, data_time: 0.006, memory: 4833, top1_acc: 0.6615, top5_acc: 0.8466, loss_cls: 1.4207, loss: 1.4207, grad_norm: 3.7526 2020-08-14 16:29:44,152 - mmaction - INFO - Epoch [49][480/1253] lr: 3.000e-03, eta: 12:25:29, time: 0.700, data_time: 0.008, memory: 4833, top1_acc: 0.6518, top5_acc: 0.8531, loss_cls: 1.4018, loss: 1.4018, grad_norm: 3.6438 2020-08-14 16:29:58,568 - mmaction - INFO - Epoch [49][500/1253] lr: 3.000e-03, eta: 12:25:16, time: 0.718, data_time: 0.007, memory: 4833, top1_acc: 0.6534, top5_acc: 0.8534, loss_cls: 1.4063, loss: 1.4063, grad_norm: 3.6961 2020-08-14 16:30:12,217 - mmaction - INFO - Epoch [49][520/1253] lr: 3.000e-03, eta: 12:25:02, time: 0.685, data_time: 0.007, memory: 4833, top1_acc: 0.6714, top5_acc: 0.8656, loss_cls: 1.3377, loss: 1.3377, grad_norm: 3.6717 2020-08-14 16:30:26,964 - mmaction - INFO - Epoch [49][540/1253] lr: 3.000e-03, eta: 12:24:49, time: 0.735, data_time: 0.006, memory: 4833, top1_acc: 0.6586, top5_acc: 0.8573, loss_cls: 1.3796, loss: 1.3796, grad_norm: 3.8230 2020-08-14 16:30:40,458 - mmaction - INFO - Epoch [49][560/1253] lr: 3.000e-03, eta: 12:24:35, time: 0.676, data_time: 0.007, memory: 4833, top1_acc: 0.6648, top5_acc: 0.8536, loss_cls: 1.4026, loss: 1.4026, grad_norm: 3.7439 2020-08-14 16:30:54,683 - mmaction - INFO - Epoch [49][580/1253] lr: 3.000e-03, eta: 12:24:22, time: 0.711, data_time: 0.008, memory: 4833, top1_acc: 0.6721, top5_acc: 0.8552, loss_cls: 1.3599, loss: 1.3599, grad_norm: 3.6831 2020-08-14 16:31:08,399 - mmaction - INFO - Epoch [49][600/1253] lr: 3.000e-03, eta: 12:24:08, time: 0.686, data_time: 0.004, memory: 4833, top1_acc: 0.6805, top5_acc: 0.8573, loss_cls: 1.3431, loss: 1.3431, grad_norm: 3.5456 2020-08-14 16:31:21,883 - mmaction - INFO - Epoch [49][620/1253] lr: 3.000e-03, eta: 12:23:54, time: 0.673, data_time: 0.007, memory: 4833, top1_acc: 0.6542, top5_acc: 0.8563, loss_cls: 1.4027, loss: 1.4027, grad_norm: 3.7640 2020-08-14 16:31:36,711 - mmaction - INFO - Epoch [49][640/1253] lr: 3.000e-03, eta: 12:23:41, time: 0.744, data_time: 0.007, memory: 4833, top1_acc: 0.6609, top5_acc: 0.8568, loss_cls: 1.3853, loss: 1.3853, grad_norm: 3.7252 2020-08-14 16:31:51,266 - mmaction - INFO - Epoch [49][660/1253] lr: 3.000e-03, eta: 12:23:28, time: 0.726, data_time: 0.006, memory: 4833, top1_acc: 0.6573, top5_acc: 0.8495, loss_cls: 1.4061, loss: 1.4061, grad_norm: 3.7594 2020-08-14 16:32:04,666 - mmaction - INFO - Epoch [49][680/1253] lr: 3.000e-03, eta: 12:23:13, time: 0.671, data_time: 0.005, memory: 4833, top1_acc: 0.6510, top5_acc: 0.8549, loss_cls: 1.3902, loss: 1.3902, grad_norm: 3.7961 2020-08-14 16:32:18,838 - mmaction - INFO - Epoch [49][700/1253] lr: 3.000e-03, eta: 12:23:00, time: 0.707, data_time: 0.008, memory: 4833, top1_acc: 0.6539, top5_acc: 0.8516, loss_cls: 1.4044, loss: 1.4044, grad_norm: 3.7299 2020-08-14 16:32:34,119 - mmaction - INFO - Epoch [49][720/1253] lr: 3.000e-03, eta: 12:22:48, time: 0.766, data_time: 0.006, memory: 4833, top1_acc: 0.6680, top5_acc: 0.8565, loss_cls: 1.3539, loss: 1.3539, grad_norm: 3.6742 2020-08-14 16:32:47,706 - mmaction - INFO - Epoch [49][740/1253] lr: 3.000e-03, eta: 12:22:33, time: 0.675, data_time: 0.006, memory: 4833, top1_acc: 0.6586, top5_acc: 0.8544, loss_cls: 1.4122, loss: 1.4122, grad_norm: 3.6942 2020-08-14 16:33:01,387 - mmaction - INFO - Epoch [49][760/1253] lr: 3.000e-03, eta: 12:22:20, time: 0.688, data_time: 0.007, memory: 4833, top1_acc: 0.6529, top5_acc: 0.8490, loss_cls: 1.4315, loss: 1.4315, grad_norm: 3.7652 2020-08-14 16:33:15,899 - mmaction - INFO - Epoch [49][780/1253] lr: 3.000e-03, eta: 12:22:06, time: 0.725, data_time: 0.006, memory: 4833, top1_acc: 0.6591, top5_acc: 0.8487, loss_cls: 1.3983, loss: 1.3983, grad_norm: 3.7584 2020-08-14 16:33:29,482 - mmaction - INFO - Epoch [49][800/1253] lr: 3.000e-03, eta: 12:21:52, time: 0.680, data_time: 0.006, memory: 4833, top1_acc: 0.6526, top5_acc: 0.8547, loss_cls: 1.3980, loss: 1.3980, grad_norm: 3.7566 2020-08-14 16:33:43,729 - mmaction - INFO - Epoch [49][820/1253] lr: 3.000e-03, eta: 12:21:39, time: 0.712, data_time: 0.007, memory: 4833, top1_acc: 0.6576, top5_acc: 0.8573, loss_cls: 1.3917, loss: 1.3917, grad_norm: 3.7514 2020-08-14 16:33:58,060 - mmaction - INFO - Epoch [49][840/1253] lr: 3.000e-03, eta: 12:21:26, time: 0.717, data_time: 0.005, memory: 4833, top1_acc: 0.6591, top5_acc: 0.8534, loss_cls: 1.4006, loss: 1.4006, grad_norm: 3.6990 2020-08-14 16:34:11,927 - mmaction - INFO - Epoch [49][860/1253] lr: 3.000e-03, eta: 12:21:12, time: 0.693, data_time: 0.007, memory: 4833, top1_acc: 0.6612, top5_acc: 0.8456, loss_cls: 1.4227, loss: 1.4227, grad_norm: 3.7372 2020-08-14 16:34:26,974 - mmaction - INFO - Epoch [49][880/1253] lr: 3.000e-03, eta: 12:20:59, time: 0.751, data_time: 0.008, memory: 4833, top1_acc: 0.6664, top5_acc: 0.8591, loss_cls: 1.3684, loss: 1.3684, grad_norm: 3.6733 2020-08-14 16:34:41,740 - mmaction - INFO - Epoch [49][900/1253] lr: 3.000e-03, eta: 12:20:46, time: 0.740, data_time: 0.007, memory: 4833, top1_acc: 0.6690, top5_acc: 0.8648, loss_cls: 1.3404, loss: 1.3404, grad_norm: 3.7291 2020-08-14 16:34:55,553 - mmaction - INFO - Epoch [49][920/1253] lr: 3.000e-03, eta: 12:20:33, time: 0.689, data_time: 0.006, memory: 4833, top1_acc: 0.6495, top5_acc: 0.8435, loss_cls: 1.4523, loss: 1.4523, grad_norm: 3.8124 2020-08-14 16:35:09,571 - mmaction - INFO - Epoch [49][940/1253] lr: 3.000e-03, eta: 12:20:19, time: 0.703, data_time: 0.007, memory: 4833, top1_acc: 0.6591, top5_acc: 0.8539, loss_cls: 1.4072, loss: 1.4072, grad_norm: 3.7684 2020-08-14 16:35:24,181 - mmaction - INFO - Epoch [49][960/1253] lr: 3.000e-03, eta: 12:20:06, time: 0.728, data_time: 0.008, memory: 4833, top1_acc: 0.6638, top5_acc: 0.8591, loss_cls: 1.3644, loss: 1.3644, grad_norm: 3.6905 2020-08-14 16:35:37,718 - mmaction - INFO - Epoch [49][980/1253] lr: 3.000e-03, eta: 12:19:52, time: 0.679, data_time: 0.007, memory: 4833, top1_acc: 0.6698, top5_acc: 0.8612, loss_cls: 1.3539, loss: 1.3539, grad_norm: 3.6900 2020-08-14 16:35:52,571 - mmaction - INFO - Epoch [49][1000/1253] lr: 3.000e-03, eta: 12:19:39, time: 0.740, data_time: 0.007, memory: 4833, top1_acc: 0.6646, top5_acc: 0.8565, loss_cls: 1.3763, loss: 1.3763, grad_norm: 3.7417 2020-08-14 16:36:05,827 - mmaction - INFO - Epoch [49][1020/1253] lr: 3.000e-03, eta: 12:19:25, time: 0.666, data_time: 0.007, memory: 4833, top1_acc: 0.6536, top5_acc: 0.8497, loss_cls: 1.4098, loss: 1.4098, grad_norm: 3.7512 2020-08-14 16:36:20,856 - mmaction - INFO - Epoch [49][1040/1253] lr: 3.000e-03, eta: 12:19:12, time: 0.753, data_time: 0.007, memory: 4833, top1_acc: 0.6674, top5_acc: 0.8565, loss_cls: 1.3690, loss: 1.3690, grad_norm: 3.7114 2020-08-14 16:36:34,701 - mmaction - INFO - Epoch [49][1060/1253] lr: 3.000e-03, eta: 12:18:58, time: 0.691, data_time: 0.004, memory: 4833, top1_acc: 0.6500, top5_acc: 0.8536, loss_cls: 1.4172, loss: 1.4172, grad_norm: 3.8027 2020-08-14 16:36:49,188 - mmaction - INFO - Epoch [49][1080/1253] lr: 3.000e-03, eta: 12:18:45, time: 0.722, data_time: 0.007, memory: 4833, top1_acc: 0.6544, top5_acc: 0.8555, loss_cls: 1.4002, loss: 1.4002, grad_norm: 3.8525 2020-08-14 16:37:03,427 - mmaction - INFO - Epoch [49][1100/1253] lr: 3.000e-03, eta: 12:18:32, time: 0.715, data_time: 0.007, memory: 4833, top1_acc: 0.6638, top5_acc: 0.8516, loss_cls: 1.3966, loss: 1.3966, grad_norm: 3.7270 2020-08-14 16:37:17,942 - mmaction - INFO - Epoch [49][1120/1253] lr: 3.000e-03, eta: 12:18:18, time: 0.721, data_time: 0.006, memory: 4833, top1_acc: 0.6521, top5_acc: 0.8596, loss_cls: 1.4028, loss: 1.4028, grad_norm: 3.7711 2020-08-14 16:37:32,368 - mmaction - INFO - Epoch [49][1140/1253] lr: 3.000e-03, eta: 12:18:05, time: 0.725, data_time: 0.007, memory: 4833, top1_acc: 0.6594, top5_acc: 0.8539, loss_cls: 1.3791, loss: 1.3791, grad_norm: 3.7282 2020-08-14 16:37:45,484 - mmaction - INFO - Epoch [49][1160/1253] lr: 3.000e-03, eta: 12:17:51, time: 0.653, data_time: 0.008, memory: 4833, top1_acc: 0.6628, top5_acc: 0.8552, loss_cls: 1.3978, loss: 1.3978, grad_norm: 3.7980 2020-08-14 16:37:59,478 - mmaction - INFO - Epoch [49][1180/1253] lr: 3.000e-03, eta: 12:17:37, time: 0.703, data_time: 0.007, memory: 4833, top1_acc: 0.6612, top5_acc: 0.8635, loss_cls: 1.3610, loss: 1.3610, grad_norm: 3.7514 2020-08-14 16:38:13,145 - mmaction - INFO - Epoch [49][1200/1253] lr: 3.000e-03, eta: 12:17:23, time: 0.681, data_time: 0.008, memory: 4833, top1_acc: 0.6484, top5_acc: 0.8445, loss_cls: 1.4744, loss: 1.4744, grad_norm: 3.8587 2020-08-14 16:38:26,609 - mmaction - INFO - Epoch [49][1220/1253] lr: 3.000e-03, eta: 12:17:09, time: 0.676, data_time: 0.007, memory: 4833, top1_acc: 0.6604, top5_acc: 0.8526, loss_cls: 1.4113, loss: 1.4113, grad_norm: 3.7569 2020-08-14 16:38:40,642 - mmaction - INFO - Epoch [49][1240/1253] lr: 3.000e-03, eta: 12:16:55, time: 0.699, data_time: 0.005, memory: 4833, top1_acc: 0.6570, top5_acc: 0.8547, loss_cls: 1.4066, loss: 1.4066, grad_norm: 3.8405 2020-08-14 16:38:49,683 - mmaction - INFO - Saving checkpoint at 49 epochs 2020-08-14 16:39:11,912 - mmaction - INFO - Epoch [50][20/1253] lr: 3.000e-03, eta: 12:16:30, time: 1.017, data_time: 0.401, memory: 4833, top1_acc: 0.6591, top5_acc: 0.8544, loss_cls: 1.3924, loss: 1.3924, grad_norm: 3.7228 2020-08-14 16:39:25,771 - mmaction - INFO - Epoch [50][40/1253] lr: 3.000e-03, eta: 12:16:16, time: 0.696, data_time: 0.008, memory: 4833, top1_acc: 0.6797, top5_acc: 0.8630, loss_cls: 1.3179, loss: 1.3179, grad_norm: 3.6135 2020-08-14 16:39:39,019 - mmaction - INFO - Epoch [50][60/1253] lr: 3.000e-03, eta: 12:16:01, time: 0.662, data_time: 0.005, memory: 4833, top1_acc: 0.6557, top5_acc: 0.8555, loss_cls: 1.4036, loss: 1.4036, grad_norm: 3.8188 2020-08-14 16:39:52,481 - mmaction - INFO - Epoch [50][80/1253] lr: 3.000e-03, eta: 12:15:47, time: 0.672, data_time: 0.007, memory: 4833, top1_acc: 0.6635, top5_acc: 0.8607, loss_cls: 1.3491, loss: 1.3491, grad_norm: 3.7328 2020-08-14 16:40:06,673 - mmaction - INFO - Epoch [50][100/1253] lr: 3.000e-03, eta: 12:15:34, time: 0.710, data_time: 0.006, memory: 4833, top1_acc: 0.6768, top5_acc: 0.8630, loss_cls: 1.3351, loss: 1.3351, grad_norm: 3.7646 2020-08-14 16:40:20,611 - mmaction - INFO - Epoch [50][120/1253] lr: 3.000e-03, eta: 12:15:20, time: 0.696, data_time: 0.006, memory: 4833, top1_acc: 0.6695, top5_acc: 0.8651, loss_cls: 1.3366, loss: 1.3366, grad_norm: 3.7302 2020-08-14 16:40:34,260 - mmaction - INFO - Epoch [50][140/1253] lr: 3.000e-03, eta: 12:15:06, time: 0.683, data_time: 0.006, memory: 4833, top1_acc: 0.6552, top5_acc: 0.8557, loss_cls: 1.4043, loss: 1.4043, grad_norm: 3.8032 2020-08-14 16:40:48,224 - mmaction - INFO - Epoch [50][160/1253] lr: 3.000e-03, eta: 12:14:52, time: 0.696, data_time: 0.006, memory: 4833, top1_acc: 0.6609, top5_acc: 0.8521, loss_cls: 1.3879, loss: 1.3879, grad_norm: 3.7521 2020-08-14 16:41:02,152 - mmaction - INFO - Epoch [50][180/1253] lr: 3.000e-03, eta: 12:14:39, time: 0.700, data_time: 0.006, memory: 4833, top1_acc: 0.6549, top5_acc: 0.8583, loss_cls: 1.4139, loss: 1.4139, grad_norm: 3.8401 2020-08-14 16:41:16,807 - mmaction - INFO - Epoch [50][200/1253] lr: 3.000e-03, eta: 12:14:26, time: 0.730, data_time: 0.006, memory: 4833, top1_acc: 0.6612, top5_acc: 0.8609, loss_cls: 1.3694, loss: 1.3694, grad_norm: 3.7798 2020-08-14 16:41:29,750 - mmaction - INFO - Epoch [50][220/1253] lr: 3.000e-03, eta: 12:14:11, time: 0.647, data_time: 0.006, memory: 4833, top1_acc: 0.6552, top5_acc: 0.8479, loss_cls: 1.4036, loss: 1.4036, grad_norm: 3.7573 2020-08-14 16:41:45,276 - mmaction - INFO - Epoch [50][240/1253] lr: 3.000e-03, eta: 12:13:59, time: 0.775, data_time: 0.007, memory: 4833, top1_acc: 0.6659, top5_acc: 0.8612, loss_cls: 1.3763, loss: 1.3763, grad_norm: 3.7800 2020-08-14 16:41:59,442 - mmaction - INFO - Epoch [50][260/1253] lr: 3.000e-03, eta: 12:13:45, time: 0.710, data_time: 0.006, memory: 4833, top1_acc: 0.6635, top5_acc: 0.8576, loss_cls: 1.3746, loss: 1.3746, grad_norm: 3.7149 2020-08-14 16:42:12,980 - mmaction - INFO - Epoch [50][280/1253] lr: 3.000e-03, eta: 12:13:31, time: 0.677, data_time: 0.007, memory: 4833, top1_acc: 0.6482, top5_acc: 0.8490, loss_cls: 1.4352, loss: 1.4352, grad_norm: 3.8348 2020-08-14 16:42:27,452 - mmaction - INFO - Epoch [50][300/1253] lr: 3.000e-03, eta: 12:13:18, time: 0.721, data_time: 0.003, memory: 4833, top1_acc: 0.6617, top5_acc: 0.8622, loss_cls: 1.3681, loss: 1.3681, grad_norm: 3.7571 2020-08-14 16:42:42,431 - mmaction - INFO - Epoch [50][320/1253] lr: 3.000e-03, eta: 12:13:05, time: 0.753, data_time: 0.010, memory: 4833, top1_acc: 0.6695, top5_acc: 0.8589, loss_cls: 1.3400, loss: 1.3400, grad_norm: 3.6401 2020-08-14 16:42:56,800 - mmaction - INFO - Epoch [50][340/1253] lr: 3.000e-03, eta: 12:12:52, time: 0.715, data_time: 0.005, memory: 4833, top1_acc: 0.6578, top5_acc: 0.8443, loss_cls: 1.4301, loss: 1.4301, grad_norm: 3.7858 2020-08-14 16:43:10,997 - mmaction - INFO - Epoch [50][360/1253] lr: 3.000e-03, eta: 12:12:39, time: 0.712, data_time: 0.007, memory: 4833, top1_acc: 0.6622, top5_acc: 0.8549, loss_cls: 1.3803, loss: 1.3803, grad_norm: 3.7489 2020-08-14 16:43:25,430 - mmaction - INFO - Epoch [50][380/1253] lr: 3.000e-03, eta: 12:12:25, time: 0.722, data_time: 0.004, memory: 4833, top1_acc: 0.6555, top5_acc: 0.8516, loss_cls: 1.3844, loss: 1.3844, grad_norm: 3.7439 2020-08-14 16:43:40,043 - mmaction - INFO - Epoch [50][400/1253] lr: 3.000e-03, eta: 12:12:12, time: 0.730, data_time: 0.008, memory: 4833, top1_acc: 0.6716, top5_acc: 0.8620, loss_cls: 1.3484, loss: 1.3484, grad_norm: 3.7522 2020-08-14 16:43:54,424 - mmaction - INFO - Epoch [50][420/1253] lr: 3.000e-03, eta: 12:11:59, time: 0.721, data_time: 0.006, memory: 4833, top1_acc: 0.6536, top5_acc: 0.8490, loss_cls: 1.4390, loss: 1.4390, grad_norm: 3.7891 2020-08-14 16:44:08,710 - mmaction - INFO - Epoch [50][440/1253] lr: 3.000e-03, eta: 12:11:46, time: 0.714, data_time: 0.006, memory: 4833, top1_acc: 0.6753, top5_acc: 0.8630, loss_cls: 1.3485, loss: 1.3485, grad_norm: 3.6472 2020-08-14 16:44:22,843 - mmaction - INFO - Epoch [50][460/1253] lr: 3.000e-03, eta: 12:11:32, time: 0.705, data_time: 0.002, memory: 4833, top1_acc: 0.6648, top5_acc: 0.8578, loss_cls: 1.3626, loss: 1.3626, grad_norm: 3.7435 2020-08-14 16:44:36,768 - mmaction - INFO - Epoch [50][480/1253] lr: 3.000e-03, eta: 12:11:18, time: 0.694, data_time: 0.007, memory: 4833, top1_acc: 0.6604, top5_acc: 0.8570, loss_cls: 1.3976, loss: 1.3976, grad_norm: 3.8086 2020-08-14 16:44:51,972 - mmaction - INFO - Epoch [50][500/1253] lr: 3.000e-03, eta: 12:11:06, time: 0.762, data_time: 0.006, memory: 4833, top1_acc: 0.6755, top5_acc: 0.8622, loss_cls: 1.3561, loss: 1.3561, grad_norm: 3.7159 2020-08-14 16:45:05,117 - mmaction - INFO - Epoch [50][520/1253] lr: 3.000e-03, eta: 12:10:51, time: 0.655, data_time: 0.006, memory: 4833, top1_acc: 0.6625, top5_acc: 0.8648, loss_cls: 1.3761, loss: 1.3761, grad_norm: 3.7922 2020-08-14 16:45:19,332 - mmaction - INFO - Epoch [50][540/1253] lr: 3.000e-03, eta: 12:10:38, time: 0.712, data_time: 0.006, memory: 4833, top1_acc: 0.6667, top5_acc: 0.8547, loss_cls: 1.3910, loss: 1.3910, grad_norm: 3.7899 2020-08-14 16:45:32,764 - mmaction - INFO - Epoch [50][560/1253] lr: 3.000e-03, eta: 12:10:24, time: 0.670, data_time: 0.007, memory: 4833, top1_acc: 0.6581, top5_acc: 0.8549, loss_cls: 1.3863, loss: 1.3863, grad_norm: 3.8505 2020-08-14 16:45:47,284 - mmaction - INFO - Epoch [50][580/1253] lr: 3.000e-03, eta: 12:10:10, time: 0.724, data_time: 0.007, memory: 4833, top1_acc: 0.6552, top5_acc: 0.8529, loss_cls: 1.4180, loss: 1.4180, grad_norm: 3.8201 2020-08-14 16:46:00,327 - mmaction - INFO - Epoch [50][600/1253] lr: 3.000e-03, eta: 12:09:56, time: 0.654, data_time: 0.011, memory: 4833, top1_acc: 0.6578, top5_acc: 0.8661, loss_cls: 1.3712, loss: 1.3712, grad_norm: 3.7722 2020-08-14 16:46:14,650 - mmaction - INFO - Epoch [50][620/1253] lr: 3.000e-03, eta: 12:09:43, time: 0.719, data_time: 0.006, memory: 4833, top1_acc: 0.6638, top5_acc: 0.8646, loss_cls: 1.3233, loss: 1.3233, grad_norm: 3.7429 2020-08-14 16:46:30,138 - mmaction - INFO - Epoch [50][640/1253] lr: 3.000e-03, eta: 12:09:30, time: 0.771, data_time: 0.007, memory: 4833, top1_acc: 0.6633, top5_acc: 0.8518, loss_cls: 1.3923, loss: 1.3923, grad_norm: 3.7260 2020-08-14 16:46:43,702 - mmaction - INFO - Epoch [50][660/1253] lr: 3.000e-03, eta: 12:09:16, time: 0.678, data_time: 0.007, memory: 4833, top1_acc: 0.6661, top5_acc: 0.8622, loss_cls: 1.3640, loss: 1.3640, grad_norm: 3.7697 2020-08-14 16:46:58,096 - mmaction - INFO - Epoch [50][680/1253] lr: 3.000e-03, eta: 12:09:03, time: 0.721, data_time: 0.009, memory: 4833, top1_acc: 0.6578, top5_acc: 0.8482, loss_cls: 1.4064, loss: 1.4064, grad_norm: 3.7735 2020-08-14 16:47:12,300 - mmaction - INFO - Epoch [50][700/1253] lr: 3.000e-03, eta: 12:08:50, time: 0.711, data_time: 0.007, memory: 4833, top1_acc: 0.6630, top5_acc: 0.8596, loss_cls: 1.3630, loss: 1.3630, grad_norm: 3.7899 2020-08-14 16:47:25,906 - mmaction - INFO - Epoch [50][720/1253] lr: 3.000e-03, eta: 12:08:35, time: 0.679, data_time: 0.007, memory: 4833, top1_acc: 0.6779, top5_acc: 0.8635, loss_cls: 1.3391, loss: 1.3391, grad_norm: 3.6911 2020-08-14 16:47:40,754 - mmaction - INFO - Epoch [50][740/1253] lr: 3.000e-03, eta: 12:08:23, time: 0.744, data_time: 0.005, memory: 4833, top1_acc: 0.6622, top5_acc: 0.8628, loss_cls: 1.3928, loss: 1.3928, grad_norm: 3.8009 2020-08-14 16:47:56,356 - mmaction - INFO - Epoch [50][760/1253] lr: 3.000e-03, eta: 12:08:11, time: 0.779, data_time: 0.005, memory: 4833, top1_acc: 0.6599, top5_acc: 0.8557, loss_cls: 1.3768, loss: 1.3768, grad_norm: 3.8181 2020-08-14 16:48:08,895 - mmaction - INFO - Epoch [50][780/1253] lr: 3.000e-03, eta: 12:07:55, time: 0.627, data_time: 0.004, memory: 4833, top1_acc: 0.6615, top5_acc: 0.8549, loss_cls: 1.3821, loss: 1.3821, grad_norm: 3.6909 2020-08-14 16:48:23,134 - mmaction - INFO - Epoch [50][800/1253] lr: 3.000e-03, eta: 12:07:42, time: 0.711, data_time: 0.007, memory: 4833, top1_acc: 0.6680, top5_acc: 0.8672, loss_cls: 1.3373, loss: 1.3373, grad_norm: 3.7703 2020-08-14 16:48:38,221 - mmaction - INFO - Epoch [50][820/1253] lr: 3.000e-03, eta: 12:07:29, time: 0.755, data_time: 0.007, memory: 4833, top1_acc: 0.6672, top5_acc: 0.8547, loss_cls: 1.3895, loss: 1.3895, grad_norm: 3.7841 2020-08-14 16:48:52,209 - mmaction - INFO - Epoch [50][840/1253] lr: 3.000e-03, eta: 12:07:16, time: 0.699, data_time: 0.008, memory: 4833, top1_acc: 0.6648, top5_acc: 0.8643, loss_cls: 1.3607, loss: 1.3607, grad_norm: 3.8358 2020-08-14 16:49:06,835 - mmaction - INFO - Epoch [50][860/1253] lr: 3.000e-03, eta: 12:07:03, time: 0.734, data_time: 0.007, memory: 4833, top1_acc: 0.6521, top5_acc: 0.8477, loss_cls: 1.4393, loss: 1.4393, grad_norm: 3.9137 2020-08-14 16:49:21,221 - mmaction - INFO - Epoch [50][880/1253] lr: 3.000e-03, eta: 12:06:49, time: 0.717, data_time: 0.005, memory: 4833, top1_acc: 0.6693, top5_acc: 0.8552, loss_cls: 1.3844, loss: 1.3844, grad_norm: 3.7611 2020-08-14 16:49:34,411 - mmaction - INFO - Epoch [50][900/1253] lr: 3.000e-03, eta: 12:06:35, time: 0.658, data_time: 0.006, memory: 4833, top1_acc: 0.6576, top5_acc: 0.8495, loss_cls: 1.4050, loss: 1.4050, grad_norm: 3.7344 2020-08-14 16:49:48,432 - mmaction - INFO - Epoch [50][920/1253] lr: 3.000e-03, eta: 12:06:21, time: 0.703, data_time: 0.008, memory: 4833, top1_acc: 0.6484, top5_acc: 0.8534, loss_cls: 1.4025, loss: 1.4025, grad_norm: 3.8251 2020-08-14 16:50:02,936 - mmaction - INFO - Epoch [50][940/1253] lr: 3.000e-03, eta: 12:06:08, time: 0.725, data_time: 0.005, memory: 4833, top1_acc: 0.6706, top5_acc: 0.8477, loss_cls: 1.3571, loss: 1.3571, grad_norm: 3.7177 2020-08-14 16:50:17,780 - mmaction - INFO - Epoch [50][960/1253] lr: 3.000e-03, eta: 12:05:55, time: 0.742, data_time: 0.004, memory: 4833, top1_acc: 0.6602, top5_acc: 0.8536, loss_cls: 1.3689, loss: 1.3689, grad_norm: 3.7144 2020-08-14 16:50:32,009 - mmaction - INFO - Epoch [50][980/1253] lr: 3.000e-03, eta: 12:05:42, time: 0.710, data_time: 0.007, memory: 4833, top1_acc: 0.6648, top5_acc: 0.8628, loss_cls: 1.3469, loss: 1.3469, grad_norm: 3.7721 2020-08-14 16:50:46,263 - mmaction - INFO - Epoch [50][1000/1253] lr: 3.000e-03, eta: 12:05:28, time: 0.713, data_time: 0.012, memory: 4833, top1_acc: 0.6560, top5_acc: 0.8505, loss_cls: 1.4273, loss: 1.4273, grad_norm: 3.8362 2020-08-14 16:51:01,538 - mmaction - INFO - Epoch [50][1020/1253] lr: 3.000e-03, eta: 12:05:16, time: 0.766, data_time: 0.007, memory: 4833, top1_acc: 0.6659, top5_acc: 0.8609, loss_cls: 1.3519, loss: 1.3519, grad_norm: 3.8057 2020-08-14 16:51:14,487 - mmaction - INFO - Epoch [50][1040/1253] lr: 3.000e-03, eta: 12:05:01, time: 0.647, data_time: 0.008, memory: 4833, top1_acc: 0.6591, top5_acc: 0.8500, loss_cls: 1.3923, loss: 1.3923, grad_norm: 3.8304 2020-08-14 16:51:28,611 - mmaction - INFO - Epoch [50][1060/1253] lr: 3.000e-03, eta: 12:04:48, time: 0.707, data_time: 0.003, memory: 4833, top1_acc: 0.6779, top5_acc: 0.8641, loss_cls: 1.3124, loss: 1.3124, grad_norm: 3.6989 2020-08-14 16:51:43,795 - mmaction - INFO - Epoch [50][1080/1253] lr: 3.000e-03, eta: 12:04:35, time: 0.757, data_time: 0.006, memory: 4833, top1_acc: 0.6617, top5_acc: 0.8544, loss_cls: 1.3960, loss: 1.3960, grad_norm: 3.8586 2020-08-14 16:51:58,352 - mmaction - INFO - Epoch [50][1100/1253] lr: 3.000e-03, eta: 12:04:22, time: 0.730, data_time: 0.006, memory: 4833, top1_acc: 0.6516, top5_acc: 0.8576, loss_cls: 1.3968, loss: 1.3968, grad_norm: 3.8451 2020-08-14 16:52:13,472 - mmaction - INFO - Epoch [50][1120/1253] lr: 3.000e-03, eta: 12:04:10, time: 0.754, data_time: 0.009, memory: 4833, top1_acc: 0.6573, top5_acc: 0.8516, loss_cls: 1.4433, loss: 1.4433, grad_norm: 3.8826 2020-08-14 16:52:27,569 - mmaction - INFO - Epoch [50][1140/1253] lr: 3.000e-03, eta: 12:03:56, time: 0.708, data_time: 0.007, memory: 4833, top1_acc: 0.6648, top5_acc: 0.8497, loss_cls: 1.3983, loss: 1.3983, grad_norm: 3.7216 2020-08-14 16:52:41,303 - mmaction - INFO - Epoch [50][1160/1253] lr: 3.000e-03, eta: 12:03:42, time: 0.683, data_time: 0.006, memory: 4833, top1_acc: 0.6784, top5_acc: 0.8721, loss_cls: 1.3264, loss: 1.3264, grad_norm: 3.7493 2020-08-14 16:52:55,924 - mmaction - INFO - Epoch [50][1180/1253] lr: 3.000e-03, eta: 12:03:29, time: 0.734, data_time: 0.007, memory: 4833, top1_acc: 0.6609, top5_acc: 0.8552, loss_cls: 1.3830, loss: 1.3830, grad_norm: 3.8429 2020-08-14 16:53:10,795 - mmaction - INFO - Epoch [50][1200/1253] lr: 3.000e-03, eta: 12:03:16, time: 0.742, data_time: 0.007, memory: 4833, top1_acc: 0.6690, top5_acc: 0.8664, loss_cls: 1.3217, loss: 1.3217, grad_norm: 3.7595 2020-08-14 16:53:24,490 - mmaction - INFO - Epoch [50][1220/1253] lr: 3.000e-03, eta: 12:03:02, time: 0.685, data_time: 0.005, memory: 4833, top1_acc: 0.6570, top5_acc: 0.8539, loss_cls: 1.4006, loss: 1.4006, grad_norm: 3.8617 2020-08-14 16:53:39,058 - mmaction - INFO - Epoch [50][1240/1253] lr: 3.000e-03, eta: 12:02:49, time: 0.726, data_time: 0.007, memory: 4833, top1_acc: 0.6740, top5_acc: 0.8560, loss_cls: 1.3560, loss: 1.3560, grad_norm: 3.6975 2020-08-14 16:53:47,990 - mmaction - INFO - Saving checkpoint at 50 epochs 2020-08-14 16:54:10,712 - mmaction - INFO - Epoch [51][20/1253] lr: 3.000e-03, eta: 12:02:24, time: 1.057, data_time: 0.381, memory: 4833, top1_acc: 0.6688, top5_acc: 0.8630, loss_cls: 1.3780, loss: 1.3780, grad_norm: 3.7438 2020-08-14 16:54:23,051 - mmaction - INFO - Epoch [51][40/1253] lr: 3.000e-03, eta: 12:02:09, time: 0.618, data_time: 0.007, memory: 4833, top1_acc: 0.6734, top5_acc: 0.8607, loss_cls: 1.3499, loss: 1.3499, grad_norm: 3.7958 2020-08-14 16:54:37,073 - mmaction - INFO - Epoch [51][60/1253] lr: 3.000e-03, eta: 12:01:55, time: 0.701, data_time: 0.010, memory: 4833, top1_acc: 0.6763, top5_acc: 0.8570, loss_cls: 1.3622, loss: 1.3622, grad_norm: 3.7862 2020-08-14 16:54:50,913 - mmaction - INFO - Epoch [51][80/1253] lr: 3.000e-03, eta: 12:01:42, time: 0.692, data_time: 0.003, memory: 4833, top1_acc: 0.6750, top5_acc: 0.8607, loss_cls: 1.3454, loss: 1.3454, grad_norm: 3.7170 2020-08-14 16:55:06,950 - mmaction - INFO - Epoch [51][100/1253] lr: 3.000e-03, eta: 12:01:30, time: 0.802, data_time: 0.007, memory: 4833, top1_acc: 0.6534, top5_acc: 0.8534, loss_cls: 1.3980, loss: 1.3980, grad_norm: 3.8234 2020-08-14 16:55:21,065 - mmaction - INFO - Epoch [51][120/1253] lr: 3.000e-03, eta: 12:01:16, time: 0.704, data_time: 0.003, memory: 4833, top1_acc: 0.6586, top5_acc: 0.8680, loss_cls: 1.3650, loss: 1.3650, grad_norm: 3.8246 2020-08-14 16:55:35,147 - mmaction - INFO - Epoch [51][140/1253] lr: 3.000e-03, eta: 12:01:03, time: 0.706, data_time: 0.007, memory: 4833, top1_acc: 0.6604, top5_acc: 0.8583, loss_cls: 1.3912, loss: 1.3912, grad_norm: 3.8804 2020-08-14 16:55:49,019 - mmaction - INFO - Epoch [51][160/1253] lr: 3.000e-03, eta: 12:00:49, time: 0.691, data_time: 0.007, memory: 4833, top1_acc: 0.6664, top5_acc: 0.8607, loss_cls: 1.3533, loss: 1.3533, grad_norm: 3.7315 2020-08-14 16:56:04,122 - mmaction - INFO - Epoch [51][180/1253] lr: 3.000e-03, eta: 12:00:36, time: 0.757, data_time: 0.006, memory: 4833, top1_acc: 0.6690, top5_acc: 0.8602, loss_cls: 1.3493, loss: 1.3493, grad_norm: 3.7582 2020-08-14 16:56:18,882 - mmaction - INFO - Epoch [51][200/1253] lr: 3.000e-03, eta: 12:00:23, time: 0.735, data_time: 0.007, memory: 4833, top1_acc: 0.6714, top5_acc: 0.8667, loss_cls: 1.3516, loss: 1.3516, grad_norm: 3.8248 2020-08-14 16:56:32,889 - mmaction - INFO - Epoch [51][220/1253] lr: 3.000e-03, eta: 12:00:10, time: 0.705, data_time: 0.007, memory: 4833, top1_acc: 0.6596, top5_acc: 0.8474, loss_cls: 1.4241, loss: 1.4241, grad_norm: 3.7935 2020-08-14 16:56:45,908 - mmaction - INFO - Epoch [51][240/1253] lr: 3.000e-03, eta: 11:59:55, time: 0.647, data_time: 0.005, memory: 4833, top1_acc: 0.6680, top5_acc: 0.8604, loss_cls: 1.3197, loss: 1.3197, grad_norm: 3.7644 2020-08-14 16:57:00,627 - mmaction - INFO - Epoch [51][260/1253] lr: 3.000e-03, eta: 11:59:42, time: 0.739, data_time: 0.007, memory: 4833, top1_acc: 0.6562, top5_acc: 0.8500, loss_cls: 1.4148, loss: 1.4148, grad_norm: 3.8873 2020-08-14 16:57:16,199 - mmaction - INFO - Epoch [51][280/1253] lr: 3.000e-03, eta: 11:59:30, time: 0.777, data_time: 0.007, memory: 4833, top1_acc: 0.6698, top5_acc: 0.8638, loss_cls: 1.3260, loss: 1.3260, grad_norm: 3.7507 2020-08-14 16:57:29,627 - mmaction - INFO - Epoch [51][300/1253] lr: 3.000e-03, eta: 11:59:16, time: 0.674, data_time: 0.007, memory: 4833, top1_acc: 0.6617, top5_acc: 0.8586, loss_cls: 1.3791, loss: 1.3791, grad_norm: 3.9506 2020-08-14 16:57:42,822 - mmaction - INFO - Epoch [51][320/1253] lr: 3.000e-03, eta: 11:59:01, time: 0.658, data_time: 0.006, memory: 4833, top1_acc: 0.6799, top5_acc: 0.8646, loss_cls: 1.3297, loss: 1.3297, grad_norm: 3.7628 2020-08-14 16:57:57,259 - mmaction - INFO - Epoch [51][340/1253] lr: 3.000e-03, eta: 11:58:48, time: 0.724, data_time: 0.007, memory: 4833, top1_acc: 0.6755, top5_acc: 0.8656, loss_cls: 1.3317, loss: 1.3317, grad_norm: 3.7751 2020-08-14 16:58:12,356 - mmaction - INFO - Epoch [51][360/1253] lr: 3.000e-03, eta: 11:58:35, time: 0.754, data_time: 0.004, memory: 4833, top1_acc: 0.6794, top5_acc: 0.8596, loss_cls: 1.3256, loss: 1.3256, grad_norm: 3.7841 2020-08-14 16:58:26,533 - mmaction - INFO - Epoch [51][380/1253] lr: 3.000e-03, eta: 11:58:22, time: 0.708, data_time: 0.007, memory: 4833, top1_acc: 0.6596, top5_acc: 0.8453, loss_cls: 1.4260, loss: 1.4260, grad_norm: 3.8475 2020-08-14 16:58:41,056 - mmaction - INFO - Epoch [51][400/1253] lr: 3.000e-03, eta: 11:58:09, time: 0.727, data_time: 0.006, memory: 4833, top1_acc: 0.6549, top5_acc: 0.8482, loss_cls: 1.4298, loss: 1.4298, grad_norm: 3.8398 2020-08-14 16:58:54,942 - mmaction - INFO - Epoch [51][420/1253] lr: 3.000e-03, eta: 11:57:55, time: 0.693, data_time: 0.008, memory: 4833, top1_acc: 0.6664, top5_acc: 0.8622, loss_cls: 1.3685, loss: 1.3685, grad_norm: 3.7519 2020-08-14 16:59:09,325 - mmaction - INFO - Epoch [51][440/1253] lr: 3.000e-03, eta: 11:57:42, time: 0.721, data_time: 0.007, memory: 4833, top1_acc: 0.6583, top5_acc: 0.8560, loss_cls: 1.3831, loss: 1.3831, grad_norm: 3.7768 2020-08-14 16:59:22,220 - mmaction - INFO - Epoch [51][460/1253] lr: 3.000e-03, eta: 11:57:27, time: 0.643, data_time: 0.006, memory: 4833, top1_acc: 0.6643, top5_acc: 0.8536, loss_cls: 1.3792, loss: 1.3792, grad_norm: 3.7403 2020-08-14 16:59:35,778 - mmaction - INFO - Epoch [51][480/1253] lr: 3.000e-03, eta: 11:57:13, time: 0.679, data_time: 0.006, memory: 4833, top1_acc: 0.6617, top5_acc: 0.8625, loss_cls: 1.3519, loss: 1.3519, grad_norm: 3.7873 2020-08-14 16:59:51,841 - mmaction - INFO - Epoch [51][500/1253] lr: 3.000e-03, eta: 11:57:01, time: 0.804, data_time: 0.006, memory: 4833, top1_acc: 0.6714, top5_acc: 0.8609, loss_cls: 1.3589, loss: 1.3589, grad_norm: 3.8536 2020-08-14 17:00:16,479 - mmaction - INFO - Epoch [51][520/1253] lr: 3.000e-03, eta: 11:56:58, time: 1.226, data_time: 0.006, memory: 4833, top1_acc: 0.6667, top5_acc: 0.8552, loss_cls: 1.3819, loss: 1.3819, grad_norm: 3.8133 2020-08-14 17:00:29,120 - mmaction - INFO - Epoch [51][540/1253] lr: 3.000e-03, eta: 11:56:43, time: 0.637, data_time: 0.018, memory: 4833, top1_acc: 0.6719, top5_acc: 0.8583, loss_cls: 1.3699, loss: 1.3699, grad_norm: 3.7990 2020-08-14 17:00:42,782 - mmaction - INFO - Epoch [51][560/1253] lr: 3.000e-03, eta: 11:56:29, time: 0.682, data_time: 0.005, memory: 4833, top1_acc: 0.6687, top5_acc: 0.8547, loss_cls: 1.3721, loss: 1.3721, grad_norm: 3.8552 2020-08-14 17:00:57,563 - mmaction - INFO - Epoch [51][580/1253] lr: 3.000e-03, eta: 11:56:16, time: 0.737, data_time: 0.005, memory: 4833, top1_acc: 0.6628, top5_acc: 0.8542, loss_cls: 1.3856, loss: 1.3856, grad_norm: 3.8027 2020-08-14 17:01:10,835 - mmaction - INFO - Epoch [51][600/1253] lr: 3.000e-03, eta: 11:56:01, time: 0.666, data_time: 0.010, memory: 4833, top1_acc: 0.6557, top5_acc: 0.8591, loss_cls: 1.4028, loss: 1.4028, grad_norm: 3.8786 2020-08-14 17:01:24,981 - mmaction - INFO - Epoch [51][620/1253] lr: 3.000e-03, eta: 11:55:48, time: 0.709, data_time: 0.006, memory: 4833, top1_acc: 0.6703, top5_acc: 0.8646, loss_cls: 1.3539, loss: 1.3539, grad_norm: 3.8437 2020-08-14 17:01:38,553 - mmaction - INFO - Epoch [51][640/1253] lr: 3.000e-03, eta: 11:55:34, time: 0.677, data_time: 0.008, memory: 4833, top1_acc: 0.6698, top5_acc: 0.8560, loss_cls: 1.3741, loss: 1.3741, grad_norm: 3.8746 2020-08-14 17:01:52,114 - mmaction - INFO - Epoch [51][660/1253] lr: 3.000e-03, eta: 11:55:20, time: 0.680, data_time: 0.006, memory: 4833, top1_acc: 0.6763, top5_acc: 0.8638, loss_cls: 1.3310, loss: 1.3310, grad_norm: 3.7880 2020-08-14 17:02:06,850 - mmaction - INFO - Epoch [51][680/1253] lr: 3.000e-03, eta: 11:55:07, time: 0.735, data_time: 0.006, memory: 4833, top1_acc: 0.6563, top5_acc: 0.8531, loss_cls: 1.4127, loss: 1.4127, grad_norm: 3.8849 2020-08-14 17:02:20,557 - mmaction - INFO - Epoch [51][700/1253] lr: 3.000e-03, eta: 11:54:53, time: 0.686, data_time: 0.007, memory: 4833, top1_acc: 0.6750, top5_acc: 0.8706, loss_cls: 1.3091, loss: 1.3091, grad_norm: 3.7304 2020-08-14 17:02:35,245 - mmaction - INFO - Epoch [51][720/1253] lr: 3.000e-03, eta: 11:54:40, time: 0.734, data_time: 0.008, memory: 4833, top1_acc: 0.6714, top5_acc: 0.8633, loss_cls: 1.3442, loss: 1.3442, grad_norm: 3.8196 2020-08-14 17:02:49,300 - mmaction - INFO - Epoch [51][740/1253] lr: 3.000e-03, eta: 11:54:26, time: 0.704, data_time: 0.006, memory: 4833, top1_acc: 0.6531, top5_acc: 0.8599, loss_cls: 1.4080, loss: 1.4080, grad_norm: 3.8369 2020-08-14 17:03:03,115 - mmaction - INFO - Epoch [51][760/1253] lr: 3.000e-03, eta: 11:54:12, time: 0.690, data_time: 0.007, memory: 4833, top1_acc: 0.6552, top5_acc: 0.8589, loss_cls: 1.4136, loss: 1.4136, grad_norm: 3.7958 2020-08-14 17:03:17,077 - mmaction - INFO - Epoch [51][780/1253] lr: 3.000e-03, eta: 11:53:58, time: 0.700, data_time: 0.008, memory: 4833, top1_acc: 0.6745, top5_acc: 0.8630, loss_cls: 1.3478, loss: 1.3478, grad_norm: 3.8289 2020-08-14 17:03:31,034 - mmaction - INFO - Epoch [51][800/1253] lr: 3.000e-03, eta: 11:53:45, time: 0.695, data_time: 0.008, memory: 4833, top1_acc: 0.6685, top5_acc: 0.8586, loss_cls: 1.3393, loss: 1.3393, grad_norm: 3.9190 2020-08-14 17:03:45,054 - mmaction - INFO - Epoch [51][820/1253] lr: 3.000e-03, eta: 11:53:31, time: 0.704, data_time: 0.009, memory: 4833, top1_acc: 0.6633, top5_acc: 0.8563, loss_cls: 1.3924, loss: 1.3924, grad_norm: 3.8723 2020-08-14 17:03:59,264 - mmaction - INFO - Epoch [51][840/1253] lr: 3.000e-03, eta: 11:53:17, time: 0.709, data_time: 0.008, memory: 4833, top1_acc: 0.6602, top5_acc: 0.8583, loss_cls: 1.3867, loss: 1.3867, grad_norm: 3.8724 2020-08-14 17:04:12,991 - mmaction - INFO - Epoch [51][860/1253] lr: 3.000e-03, eta: 11:53:03, time: 0.686, data_time: 0.006, memory: 4833, top1_acc: 0.6508, top5_acc: 0.8562, loss_cls: 1.3873, loss: 1.3873, grad_norm: 3.9690 2020-08-14 17:04:27,214 - mmaction - INFO - Epoch [51][880/1253] lr: 3.000e-03, eta: 11:52:50, time: 0.712, data_time: 0.011, memory: 4833, top1_acc: 0.6781, top5_acc: 0.8633, loss_cls: 1.3301, loss: 1.3301, grad_norm: 3.7375 2020-08-14 17:04:41,193 - mmaction - INFO - Epoch [51][900/1253] lr: 3.000e-03, eta: 11:52:36, time: 0.697, data_time: 0.007, memory: 4833, top1_acc: 0.6745, top5_acc: 0.8664, loss_cls: 1.3042, loss: 1.3042, grad_norm: 3.7339 2020-08-14 17:04:56,801 - mmaction - INFO - Epoch [51][920/1253] lr: 3.000e-03, eta: 11:52:24, time: 0.784, data_time: 0.007, memory: 4833, top1_acc: 0.6661, top5_acc: 0.8612, loss_cls: 1.3534, loss: 1.3534, grad_norm: 3.8768 2020-08-14 17:05:11,102 - mmaction - INFO - Epoch [51][940/1253] lr: 3.000e-03, eta: 11:52:11, time: 0.710, data_time: 0.005, memory: 4833, top1_acc: 0.6549, top5_acc: 0.8599, loss_cls: 1.4099, loss: 1.4099, grad_norm: 3.9157 2020-08-14 17:05:25,777 - mmaction - INFO - Epoch [51][960/1253] lr: 3.000e-03, eta: 11:51:58, time: 0.736, data_time: 0.007, memory: 4833, top1_acc: 0.6583, top5_acc: 0.8615, loss_cls: 1.3745, loss: 1.3745, grad_norm: 3.8675 2020-08-14 17:05:40,005 - mmaction - INFO - Epoch [51][980/1253] lr: 3.000e-03, eta: 11:51:44, time: 0.710, data_time: 0.009, memory: 4833, top1_acc: 0.6586, top5_acc: 0.8625, loss_cls: 1.3730, loss: 1.3730, grad_norm: 3.8984 2020-08-14 17:05:54,345 - mmaction - INFO - Epoch [51][1000/1253] lr: 3.000e-03, eta: 11:51:31, time: 0.719, data_time: 0.007, memory: 4833, top1_acc: 0.6768, top5_acc: 0.8685, loss_cls: 1.3276, loss: 1.3276, grad_norm: 3.7585 2020-08-14 17:06:08,261 - mmaction - INFO - Epoch [51][1020/1253] lr: 3.000e-03, eta: 11:51:17, time: 0.693, data_time: 0.006, memory: 4833, top1_acc: 0.6648, top5_acc: 0.8591, loss_cls: 1.3642, loss: 1.3642, grad_norm: 3.8246 2020-08-14 17:06:22,035 - mmaction - INFO - Epoch [51][1040/1253] lr: 3.000e-03, eta: 11:51:03, time: 0.691, data_time: 0.007, memory: 4833, top1_acc: 0.6656, top5_acc: 0.8555, loss_cls: 1.3928, loss: 1.3928, grad_norm: 3.8627 2020-08-14 17:06:36,164 - mmaction - INFO - Epoch [51][1060/1253] lr: 3.000e-03, eta: 11:50:49, time: 0.702, data_time: 0.008, memory: 4833, top1_acc: 0.6583, top5_acc: 0.8570, loss_cls: 1.4096, loss: 1.4096, grad_norm: 3.8324 2020-08-14 17:06:50,938 - mmaction - INFO - Epoch [51][1080/1253] lr: 3.000e-03, eta: 11:50:37, time: 0.744, data_time: 0.007, memory: 4833, top1_acc: 0.6667, top5_acc: 0.8495, loss_cls: 1.3931, loss: 1.3931, grad_norm: 3.8668 2020-08-14 17:07:04,846 - mmaction - INFO - Epoch [51][1100/1253] lr: 3.000e-03, eta: 11:50:23, time: 0.690, data_time: 0.004, memory: 4833, top1_acc: 0.6682, top5_acc: 0.8661, loss_cls: 1.3618, loss: 1.3618, grad_norm: 3.8965 2020-08-14 17:07:19,841 - mmaction - INFO - Epoch [51][1120/1253] lr: 3.000e-03, eta: 11:50:10, time: 0.754, data_time: 0.008, memory: 4833, top1_acc: 0.6523, top5_acc: 0.8604, loss_cls: 1.3788, loss: 1.3788, grad_norm: 3.8879 2020-08-14 17:07:33,407 - mmaction - INFO - Epoch [51][1140/1253] lr: 3.000e-03, eta: 11:49:56, time: 0.677, data_time: 0.006, memory: 4833, top1_acc: 0.6495, top5_acc: 0.8529, loss_cls: 1.4144, loss: 1.4144, grad_norm: 3.8248 2020-08-14 17:07:46,353 - mmaction - INFO - Epoch [51][1160/1253] lr: 3.000e-03, eta: 11:49:41, time: 0.650, data_time: 0.007, memory: 4833, top1_acc: 0.6560, top5_acc: 0.8599, loss_cls: 1.3857, loss: 1.3857, grad_norm: 3.9108 2020-08-14 17:08:00,462 - mmaction - INFO - Epoch [51][1180/1253] lr: 3.000e-03, eta: 11:49:27, time: 0.700, data_time: 0.009, memory: 4833, top1_acc: 0.6620, top5_acc: 0.8620, loss_cls: 1.3832, loss: 1.3832, grad_norm: 3.7591 2020-08-14 17:08:15,192 - mmaction - INFO - Epoch [51][1200/1253] lr: 3.000e-03, eta: 11:49:15, time: 0.740, data_time: 0.008, memory: 4833, top1_acc: 0.6703, top5_acc: 0.8596, loss_cls: 1.3443, loss: 1.3443, grad_norm: 3.8825 2020-08-14 17:08:29,857 - mmaction - INFO - Epoch [51][1220/1253] lr: 3.000e-03, eta: 11:49:01, time: 0.732, data_time: 0.008, memory: 4833, top1_acc: 0.6664, top5_acc: 0.8573, loss_cls: 1.3556, loss: 1.3556, grad_norm: 3.8470 2020-08-14 17:08:44,280 - mmaction - INFO - Epoch [51][1240/1253] lr: 3.000e-03, eta: 11:48:48, time: 0.724, data_time: 0.007, memory: 4833, top1_acc: 0.6719, top5_acc: 0.8628, loss_cls: 1.3366, loss: 1.3366, grad_norm: 3.8371 2020-08-14 17:08:54,155 - mmaction - INFO - Saving checkpoint at 51 epochs 2020-08-14 17:09:19,346 - mmaction - INFO - Epoch [52][20/1253] lr: 3.000e-03, eta: 11:48:25, time: 1.118, data_time: 0.469, memory: 4833, top1_acc: 0.6807, top5_acc: 0.8638, loss_cls: 1.3190, loss: 1.3190, grad_norm: 3.8806 2020-08-14 17:09:32,407 - mmaction - INFO - Epoch [52][40/1253] lr: 3.000e-03, eta: 11:48:10, time: 0.653, data_time: 0.003, memory: 4833, top1_acc: 0.6685, top5_acc: 0.8596, loss_cls: 1.3464, loss: 1.3464, grad_norm: 3.7342 2020-08-14 17:09:45,651 - mmaction - INFO - Epoch [52][60/1253] lr: 3.000e-03, eta: 11:47:56, time: 0.658, data_time: 0.005, memory: 4833, top1_acc: 0.6563, top5_acc: 0.8635, loss_cls: 1.3765, loss: 1.3765, grad_norm: 3.8229 2020-08-14 17:09:59,719 - mmaction - INFO - Epoch [52][80/1253] lr: 3.000e-03, eta: 11:47:42, time: 0.706, data_time: 0.008, memory: 4833, top1_acc: 0.6602, top5_acc: 0.8544, loss_cls: 1.4002, loss: 1.4002, grad_norm: 3.8304 2020-08-14 17:10:13,287 - mmaction - INFO - Epoch [52][100/1253] lr: 3.000e-03, eta: 11:47:28, time: 0.677, data_time: 0.010, memory: 4833, top1_acc: 0.6638, top5_acc: 0.8563, loss_cls: 1.3794, loss: 1.3794, grad_norm: 3.8606 2020-08-14 17:10:28,546 - mmaction - INFO - Epoch [52][120/1253] lr: 3.000e-03, eta: 11:47:16, time: 0.767, data_time: 0.008, memory: 4833, top1_acc: 0.6745, top5_acc: 0.8620, loss_cls: 1.3505, loss: 1.3505, grad_norm: 3.8443 2020-08-14 17:10:42,430 - mmaction - INFO - Epoch [52][140/1253] lr: 3.000e-03, eta: 11:47:02, time: 0.690, data_time: 0.005, memory: 4833, top1_acc: 0.6690, top5_acc: 0.8638, loss_cls: 1.3239, loss: 1.3239, grad_norm: 3.8318 2020-08-14 17:10:57,273 - mmaction - INFO - Epoch [52][160/1253] lr: 3.000e-03, eta: 11:46:49, time: 0.745, data_time: 0.007, memory: 4833, top1_acc: 0.6635, top5_acc: 0.8516, loss_cls: 1.3916, loss: 1.3916, grad_norm: 3.9157 2020-08-14 17:11:10,586 - mmaction - INFO - Epoch [52][180/1253] lr: 3.000e-03, eta: 11:46:34, time: 0.664, data_time: 0.006, memory: 4833, top1_acc: 0.6630, top5_acc: 0.8583, loss_cls: 1.3621, loss: 1.3621, grad_norm: 3.8010 2020-08-14 17:11:24,489 - mmaction - INFO - Epoch [52][200/1253] lr: 3.000e-03, eta: 11:46:21, time: 0.697, data_time: 0.006, memory: 4833, top1_acc: 0.6747, top5_acc: 0.8643, loss_cls: 1.3396, loss: 1.3396, grad_norm: 3.8232 2020-08-14 17:11:39,987 - mmaction - INFO - Epoch [52][220/1253] lr: 3.000e-03, eta: 11:46:08, time: 0.775, data_time: 0.009, memory: 4833, top1_acc: 0.6599, top5_acc: 0.8591, loss_cls: 1.3782, loss: 1.3782, grad_norm: 3.8935 2020-08-14 17:11:53,964 - mmaction - INFO - Epoch [52][240/1253] lr: 3.000e-03, eta: 11:45:55, time: 0.700, data_time: 0.005, memory: 4833, top1_acc: 0.6591, top5_acc: 0.8526, loss_cls: 1.4159, loss: 1.4159, grad_norm: 3.9552 2020-08-14 17:12:08,599 - mmaction - INFO - Epoch [52][260/1253] lr: 3.000e-03, eta: 11:45:42, time: 0.729, data_time: 0.006, memory: 4833, top1_acc: 0.6714, top5_acc: 0.8641, loss_cls: 1.3346, loss: 1.3346, grad_norm: 3.8131 2020-08-14 17:12:23,103 - mmaction - INFO - Epoch [52][280/1253] lr: 3.000e-03, eta: 11:45:28, time: 0.727, data_time: 0.007, memory: 4833, top1_acc: 0.6641, top5_acc: 0.8570, loss_cls: 1.3576, loss: 1.3576, grad_norm: 3.8575 2020-08-14 17:12:37,151 - mmaction - INFO - Epoch [52][300/1253] lr: 3.000e-03, eta: 11:45:15, time: 0.702, data_time: 0.006, memory: 4833, top1_acc: 0.6659, top5_acc: 0.8581, loss_cls: 1.3761, loss: 1.3761, grad_norm: 3.7764 2020-08-14 17:12:50,741 - mmaction - INFO - Epoch [52][320/1253] lr: 3.000e-03, eta: 11:45:01, time: 0.680, data_time: 0.006, memory: 4833, top1_acc: 0.6667, top5_acc: 0.8651, loss_cls: 1.3621, loss: 1.3621, grad_norm: 3.8022 2020-08-14 17:13:04,795 - mmaction - INFO - Epoch [52][340/1253] lr: 3.000e-03, eta: 11:44:47, time: 0.702, data_time: 0.007, memory: 4833, top1_acc: 0.6552, top5_acc: 0.8547, loss_cls: 1.3992, loss: 1.3992, grad_norm: 3.8505 2020-08-14 17:13:18,707 - mmaction - INFO - Epoch [52][360/1253] lr: 3.000e-03, eta: 11:44:33, time: 0.696, data_time: 0.006, memory: 4833, top1_acc: 0.6690, top5_acc: 0.8641, loss_cls: 1.3446, loss: 1.3446, grad_norm: 3.7989 2020-08-14 17:13:32,104 - mmaction - INFO - Epoch [52][380/1253] lr: 3.000e-03, eta: 11:44:19, time: 0.668, data_time: 0.006, memory: 4833, top1_acc: 0.6831, top5_acc: 0.8667, loss_cls: 1.3077, loss: 1.3077, grad_norm: 3.8341 2020-08-14 17:13:46,592 - mmaction - INFO - Epoch [52][400/1253] lr: 3.000e-03, eta: 11:44:06, time: 0.726, data_time: 0.007, memory: 4833, top1_acc: 0.6568, top5_acc: 0.8576, loss_cls: 1.4135, loss: 1.4135, grad_norm: 3.9584 2020-08-14 17:14:01,640 - mmaction - INFO - Epoch [52][420/1253] lr: 3.000e-03, eta: 11:43:53, time: 0.752, data_time: 0.003, memory: 4833, top1_acc: 0.6826, top5_acc: 0.8724, loss_cls: 1.2629, loss: 1.2629, grad_norm: 3.8126 2020-08-14 17:14:15,285 - mmaction - INFO - Epoch [52][440/1253] lr: 3.000e-03, eta: 11:43:39, time: 0.684, data_time: 0.007, memory: 4833, top1_acc: 0.6651, top5_acc: 0.8651, loss_cls: 1.3388, loss: 1.3388, grad_norm: 3.7899 2020-08-14 17:14:29,833 - mmaction - INFO - Epoch [52][460/1253] lr: 3.000e-03, eta: 11:43:26, time: 0.726, data_time: 0.004, memory: 4833, top1_acc: 0.6609, top5_acc: 0.8583, loss_cls: 1.3748, loss: 1.3748, grad_norm: 3.8954 2020-08-14 17:14:44,240 - mmaction - INFO - Epoch [52][480/1253] lr: 3.000e-03, eta: 11:43:12, time: 0.717, data_time: 0.007, memory: 4833, top1_acc: 0.6677, top5_acc: 0.8659, loss_cls: 1.3444, loss: 1.3444, grad_norm: 3.9132 2020-08-14 17:14:59,112 - mmaction - INFO - Epoch [52][500/1253] lr: 3.000e-03, eta: 11:42:59, time: 0.747, data_time: 0.008, memory: 4833, top1_acc: 0.6555, top5_acc: 0.8622, loss_cls: 1.3808, loss: 1.3808, grad_norm: 3.8929 2020-08-14 17:15:12,553 - mmaction - INFO - Epoch [52][520/1253] lr: 3.000e-03, eta: 11:42:45, time: 0.671, data_time: 0.006, memory: 4833, top1_acc: 0.6557, top5_acc: 0.8557, loss_cls: 1.3913, loss: 1.3913, grad_norm: 3.9638 2020-08-14 17:15:26,580 - mmaction - INFO - Epoch [52][540/1253] lr: 3.000e-03, eta: 11:42:31, time: 0.703, data_time: 0.007, memory: 4833, top1_acc: 0.6599, top5_acc: 0.8633, loss_cls: 1.3546, loss: 1.3546, grad_norm: 3.8591 2020-08-14 17:15:40,727 - mmaction - INFO - Epoch [52][560/1253] lr: 3.000e-03, eta: 11:42:18, time: 0.706, data_time: 0.007, memory: 4833, top1_acc: 0.6648, top5_acc: 0.8549, loss_cls: 1.3784, loss: 1.3784, grad_norm: 3.8440 2020-08-14 17:15:55,483 - mmaction - INFO - Epoch [52][580/1253] lr: 3.000e-03, eta: 11:42:05, time: 0.739, data_time: 0.007, memory: 4833, top1_acc: 0.6674, top5_acc: 0.8594, loss_cls: 1.3717, loss: 1.3717, grad_norm: 3.8608 2020-08-14 17:16:09,837 - mmaction - INFO - Epoch [52][600/1253] lr: 3.000e-03, eta: 11:41:51, time: 0.716, data_time: 0.007, memory: 4833, top1_acc: 0.6742, top5_acc: 0.8547, loss_cls: 1.3758, loss: 1.3758, grad_norm: 3.7933 2020-08-14 17:16:24,094 - mmaction - INFO - Epoch [52][620/1253] lr: 3.000e-03, eta: 11:41:38, time: 0.715, data_time: 0.006, memory: 4833, top1_acc: 0.6581, top5_acc: 0.8544, loss_cls: 1.3903, loss: 1.3903, grad_norm: 3.8337 2020-08-14 17:16:38,535 - mmaction - INFO - Epoch [52][640/1253] lr: 3.000e-03, eta: 11:41:25, time: 0.719, data_time: 0.006, memory: 4833, top1_acc: 0.6701, top5_acc: 0.8578, loss_cls: 1.3615, loss: 1.3615, grad_norm: 3.7530 2020-08-14 17:16:51,736 - mmaction - INFO - Epoch [52][660/1253] lr: 3.000e-03, eta: 11:41:10, time: 0.662, data_time: 0.007, memory: 4833, top1_acc: 0.6669, top5_acc: 0.8531, loss_cls: 1.3629, loss: 1.3629, grad_norm: 3.8254 2020-08-14 17:17:07,081 - mmaction - INFO - Epoch [52][680/1253] lr: 3.000e-03, eta: 11:40:58, time: 0.766, data_time: 0.007, memory: 4833, top1_acc: 0.6630, top5_acc: 0.8534, loss_cls: 1.3986, loss: 1.3986, grad_norm: 3.8701 2020-08-14 17:17:20,135 - mmaction - INFO - Epoch [52][700/1253] lr: 3.000e-03, eta: 11:40:43, time: 0.654, data_time: 0.007, memory: 4833, top1_acc: 0.6648, top5_acc: 0.8474, loss_cls: 1.3883, loss: 1.3883, grad_norm: 3.8224 2020-08-14 17:17:35,322 - mmaction - INFO - Epoch [52][720/1253] lr: 3.000e-03, eta: 11:40:31, time: 0.755, data_time: 0.004, memory: 4833, top1_acc: 0.6776, top5_acc: 0.8612, loss_cls: 1.3395, loss: 1.3395, grad_norm: 3.7582 2020-08-14 17:17:48,940 - mmaction - INFO - Epoch [52][740/1253] lr: 3.000e-03, eta: 11:40:17, time: 0.686, data_time: 0.011, memory: 4833, top1_acc: 0.6648, top5_acc: 0.8531, loss_cls: 1.4027, loss: 1.4027, grad_norm: 3.8550 2020-08-14 17:18:02,270 - mmaction - INFO - Epoch [52][760/1253] lr: 3.000e-03, eta: 11:40:02, time: 0.665, data_time: 0.005, memory: 4833, top1_acc: 0.6810, top5_acc: 0.8622, loss_cls: 1.3346, loss: 1.3346, grad_norm: 3.7859 2020-08-14 17:18:17,090 - mmaction - INFO - Epoch [52][780/1253] lr: 3.000e-03, eta: 11:39:49, time: 0.742, data_time: 0.006, memory: 4833, top1_acc: 0.6461, top5_acc: 0.8497, loss_cls: 1.4344, loss: 1.4344, grad_norm: 3.9775 2020-08-14 17:18:29,846 - mmaction - INFO - Epoch [52][800/1253] lr: 3.000e-03, eta: 11:39:34, time: 0.637, data_time: 0.006, memory: 4833, top1_acc: 0.6867, top5_acc: 0.8672, loss_cls: 1.2986, loss: 1.2986, grad_norm: 3.7898 2020-08-14 17:18:43,901 - mmaction - INFO - Epoch [52][820/1253] lr: 3.000e-03, eta: 11:39:21, time: 0.704, data_time: 0.006, memory: 4833, top1_acc: 0.6721, top5_acc: 0.8648, loss_cls: 1.3339, loss: 1.3339, grad_norm: 3.8620 2020-08-14 17:18:58,140 - mmaction - INFO - Epoch [52][840/1253] lr: 3.000e-03, eta: 11:39:07, time: 0.710, data_time: 0.006, memory: 4833, top1_acc: 0.6805, top5_acc: 0.8724, loss_cls: 1.2934, loss: 1.2934, grad_norm: 3.7839 2020-08-14 17:19:12,446 - mmaction - INFO - Epoch [52][860/1253] lr: 3.000e-03, eta: 11:38:54, time: 0.717, data_time: 0.007, memory: 4833, top1_acc: 0.6531, top5_acc: 0.8557, loss_cls: 1.4158, loss: 1.4158, grad_norm: 3.9634 2020-08-14 17:19:26,438 - mmaction - INFO - Epoch [52][880/1253] lr: 3.000e-03, eta: 11:38:40, time: 0.697, data_time: 0.007, memory: 4833, top1_acc: 0.6669, top5_acc: 0.8552, loss_cls: 1.3681, loss: 1.3681, grad_norm: 3.9315 2020-08-14 17:19:40,843 - mmaction - INFO - Epoch [52][900/1253] lr: 3.000e-03, eta: 11:38:27, time: 0.722, data_time: 0.007, memory: 4833, top1_acc: 0.6693, top5_acc: 0.8526, loss_cls: 1.3711, loss: 1.3711, grad_norm: 3.9391 2020-08-14 17:19:54,095 - mmaction - INFO - Epoch [52][920/1253] lr: 3.000e-03, eta: 11:38:12, time: 0.662, data_time: 0.007, memory: 4833, top1_acc: 0.6622, top5_acc: 0.8594, loss_cls: 1.3749, loss: 1.3749, grad_norm: 3.9268 2020-08-14 17:20:08,646 - mmaction - INFO - Epoch [52][940/1253] lr: 3.000e-03, eta: 11:37:59, time: 0.728, data_time: 0.007, memory: 4833, top1_acc: 0.6651, top5_acc: 0.8659, loss_cls: 1.3549, loss: 1.3549, grad_norm: 3.8591 2020-08-14 17:20:22,976 - mmaction - INFO - Epoch [52][960/1253] lr: 3.000e-03, eta: 11:37:46, time: 0.718, data_time: 0.009, memory: 4833, top1_acc: 0.6703, top5_acc: 0.8685, loss_cls: 1.3217, loss: 1.3217, grad_norm: 3.9260 2020-08-14 17:20:36,589 - mmaction - INFO - Epoch [52][980/1253] lr: 3.000e-03, eta: 11:37:32, time: 0.680, data_time: 0.003, memory: 4833, top1_acc: 0.6688, top5_acc: 0.8570, loss_cls: 1.3582, loss: 1.3582, grad_norm: 3.8706 2020-08-14 17:20:51,304 - mmaction - INFO - Epoch [52][1000/1253] lr: 3.000e-03, eta: 11:37:19, time: 0.734, data_time: 0.008, memory: 4833, top1_acc: 0.6682, top5_acc: 0.8563, loss_cls: 1.3732, loss: 1.3732, grad_norm: 3.8322 2020-08-14 17:21:05,474 - mmaction - INFO - Epoch [52][1020/1253] lr: 3.000e-03, eta: 11:37:05, time: 0.709, data_time: 0.007, memory: 4833, top1_acc: 0.6630, top5_acc: 0.8620, loss_cls: 1.3607, loss: 1.3607, grad_norm: 3.9074 2020-08-14 17:21:19,578 - mmaction - INFO - Epoch [52][1040/1253] lr: 3.000e-03, eta: 11:36:51, time: 0.705, data_time: 0.008, memory: 4833, top1_acc: 0.6677, top5_acc: 0.8591, loss_cls: 1.3603, loss: 1.3603, grad_norm: 3.8649 2020-08-14 17:21:34,169 - mmaction - INFO - Epoch [52][1060/1253] lr: 3.000e-03, eta: 11:36:38, time: 0.732, data_time: 0.007, memory: 4833, top1_acc: 0.6690, top5_acc: 0.8568, loss_cls: 1.3454, loss: 1.3454, grad_norm: 3.8110 2020-08-14 17:21:47,724 - mmaction - INFO - Epoch [52][1080/1253] lr: 3.000e-03, eta: 11:36:24, time: 0.677, data_time: 0.005, memory: 4833, top1_acc: 0.6724, top5_acc: 0.8604, loss_cls: 1.3543, loss: 1.3543, grad_norm: 3.8060 2020-08-14 17:22:03,005 - mmaction - INFO - Epoch [52][1100/1253] lr: 3.000e-03, eta: 11:36:12, time: 0.765, data_time: 0.005, memory: 4833, top1_acc: 0.6635, top5_acc: 0.8607, loss_cls: 1.3376, loss: 1.3376, grad_norm: 3.9307 2020-08-14 17:22:17,850 - mmaction - INFO - Epoch [52][1120/1253] lr: 3.000e-03, eta: 11:35:59, time: 0.738, data_time: 0.005, memory: 4833, top1_acc: 0.6815, top5_acc: 0.8633, loss_cls: 1.3305, loss: 1.3305, grad_norm: 3.8170 2020-08-14 17:22:32,436 - mmaction - INFO - Epoch [52][1140/1253] lr: 3.000e-03, eta: 11:35:45, time: 0.732, data_time: 0.008, memory: 4833, top1_acc: 0.6555, top5_acc: 0.8602, loss_cls: 1.3964, loss: 1.3964, grad_norm: 3.9215 2020-08-14 17:22:46,506 - mmaction - INFO - Epoch [52][1160/1253] lr: 3.000e-03, eta: 11:35:32, time: 0.702, data_time: 0.009, memory: 4833, top1_acc: 0.6633, top5_acc: 0.8591, loss_cls: 1.3742, loss: 1.3742, grad_norm: 3.9441 2020-08-14 17:23:02,243 - mmaction - INFO - Epoch [52][1180/1253] lr: 3.000e-03, eta: 11:35:20, time: 0.790, data_time: 0.007, memory: 4833, top1_acc: 0.6784, top5_acc: 0.8581, loss_cls: 1.3621, loss: 1.3621, grad_norm: 3.9300 2020-08-14 17:23:15,415 - mmaction - INFO - Epoch [52][1200/1253] lr: 3.000e-03, eta: 11:35:05, time: 0.656, data_time: 0.007, memory: 4833, top1_acc: 0.6724, top5_acc: 0.8646, loss_cls: 1.3351, loss: 1.3351, grad_norm: 3.8623 2020-08-14 17:23:29,392 - mmaction - INFO - Epoch [52][1220/1253] lr: 3.000e-03, eta: 11:34:51, time: 0.700, data_time: 0.006, memory: 4833, top1_acc: 0.6630, top5_acc: 0.8617, loss_cls: 1.3729, loss: 1.3729, grad_norm: 3.8831 2020-08-14 17:23:44,545 - mmaction - INFO - Epoch [52][1240/1253] lr: 3.000e-03, eta: 11:34:39, time: 0.755, data_time: 0.007, memory: 4833, top1_acc: 0.6661, top5_acc: 0.8633, loss_cls: 1.3581, loss: 1.3581, grad_norm: 3.8685 2020-08-14 17:23:52,976 - mmaction - INFO - Saving checkpoint at 52 epochs 2020-08-14 17:24:15,932 - mmaction - INFO - Epoch [53][20/1253] lr: 3.000e-03, eta: 11:34:14, time: 1.050, data_time: 0.410, memory: 4833, top1_acc: 0.6768, top5_acc: 0.8674, loss_cls: 1.3259, loss: 1.3259, grad_norm: 3.8048 2020-08-14 17:24:28,472 - mmaction - INFO - Epoch [53][40/1253] lr: 3.000e-03, eta: 11:33:59, time: 0.629, data_time: 0.007, memory: 4833, top1_acc: 0.6729, top5_acc: 0.8560, loss_cls: 1.3530, loss: 1.3530, grad_norm: 3.8381 2020-08-14 17:24:42,057 - mmaction - INFO - Epoch [53][60/1253] lr: 3.000e-03, eta: 11:33:45, time: 0.680, data_time: 0.007, memory: 4833, top1_acc: 0.6747, top5_acc: 0.8495, loss_cls: 1.3688, loss: 1.3688, grad_norm: 3.8174 2020-08-14 17:24:55,885 - mmaction - INFO - Epoch [53][80/1253] lr: 3.000e-03, eta: 11:33:31, time: 0.689, data_time: 0.002, memory: 4833, top1_acc: 0.6659, top5_acc: 0.8620, loss_cls: 1.3680, loss: 1.3680, grad_norm: 3.9126 2020-08-14 17:25:10,539 - mmaction - INFO - Epoch [53][100/1253] lr: 3.000e-03, eta: 11:33:18, time: 0.733, data_time: 0.007, memory: 4833, top1_acc: 0.6727, top5_acc: 0.8664, loss_cls: 1.3331, loss: 1.3331, grad_norm: 3.9633 2020-08-14 17:25:25,270 - mmaction - INFO - Epoch [53][120/1253] lr: 3.000e-03, eta: 11:33:05, time: 0.737, data_time: 0.005, memory: 4833, top1_acc: 0.6758, top5_acc: 0.8638, loss_cls: 1.3197, loss: 1.3197, grad_norm: 3.8081 2020-08-14 17:25:39,920 - mmaction - INFO - Epoch [53][140/1253] lr: 3.000e-03, eta: 11:32:52, time: 0.734, data_time: 0.006, memory: 4833, top1_acc: 0.6680, top5_acc: 0.8615, loss_cls: 1.3504, loss: 1.3504, grad_norm: 3.8888 2020-08-14 17:25:53,716 - mmaction - INFO - Epoch [53][160/1253] lr: 3.000e-03, eta: 11:32:38, time: 0.689, data_time: 0.003, memory: 4833, top1_acc: 0.6750, top5_acc: 0.8680, loss_cls: 1.2887, loss: 1.2887, grad_norm: 3.8521 2020-08-14 17:26:08,994 - mmaction - INFO - Epoch [53][180/1253] lr: 3.000e-03, eta: 11:32:25, time: 0.763, data_time: 0.006, memory: 4833, top1_acc: 0.6786, top5_acc: 0.8664, loss_cls: 1.3209, loss: 1.3209, grad_norm: 3.9498 2020-08-14 17:26:22,051 - mmaction - INFO - Epoch [53][200/1253] lr: 3.000e-03, eta: 11:32:11, time: 0.654, data_time: 0.006, memory: 4833, top1_acc: 0.6659, top5_acc: 0.8643, loss_cls: 1.3388, loss: 1.3388, grad_norm: 3.8926 2020-08-14 17:26:36,830 - mmaction - INFO - Epoch [53][220/1253] lr: 3.000e-03, eta: 11:31:58, time: 0.737, data_time: 0.006, memory: 4833, top1_acc: 0.6711, top5_acc: 0.8672, loss_cls: 1.3175, loss: 1.3175, grad_norm: 3.9803 2020-08-14 17:26:50,449 - mmaction - INFO - Epoch [53][240/1253] lr: 3.000e-03, eta: 11:31:44, time: 0.683, data_time: 0.007, memory: 4833, top1_acc: 0.6622, top5_acc: 0.8602, loss_cls: 1.3647, loss: 1.3647, grad_norm: 3.8968 2020-08-14 17:27:05,159 - mmaction - INFO - Epoch [53][260/1253] lr: 3.000e-03, eta: 11:31:31, time: 0.736, data_time: 0.006, memory: 4833, top1_acc: 0.6589, top5_acc: 0.8565, loss_cls: 1.3857, loss: 1.3857, grad_norm: 3.9100 2020-08-14 17:27:19,221 - mmaction - INFO - Epoch [53][280/1253] lr: 3.000e-03, eta: 11:31:17, time: 0.703, data_time: 0.003, memory: 4833, top1_acc: 0.6687, top5_acc: 0.8648, loss_cls: 1.3358, loss: 1.3358, grad_norm: 3.8554 2020-08-14 17:27:34,203 - mmaction - INFO - Epoch [53][300/1253] lr: 3.000e-03, eta: 11:31:04, time: 0.749, data_time: 0.006, memory: 4833, top1_acc: 0.6706, top5_acc: 0.8604, loss_cls: 1.3509, loss: 1.3509, grad_norm: 3.9386 2020-08-14 17:27:48,157 - mmaction - INFO - Epoch [53][320/1253] lr: 3.000e-03, eta: 11:30:50, time: 0.698, data_time: 0.003, memory: 4833, top1_acc: 0.6716, top5_acc: 0.8544, loss_cls: 1.3967, loss: 1.3967, grad_norm: 3.9571 2020-08-14 17:28:03,959 - mmaction - INFO - Epoch [53][340/1253] lr: 3.000e-03, eta: 11:30:38, time: 0.789, data_time: 0.006, memory: 4833, top1_acc: 0.6766, top5_acc: 0.8599, loss_cls: 1.3399, loss: 1.3399, grad_norm: 3.8790 2020-08-14 17:28:17,301 - mmaction - INFO - Epoch [53][360/1253] lr: 3.000e-03, eta: 11:30:24, time: 0.668, data_time: 0.007, memory: 4833, top1_acc: 0.6789, top5_acc: 0.8669, loss_cls: 1.3180, loss: 1.3180, grad_norm: 3.8400 2020-08-14 17:28:31,778 - mmaction - INFO - Epoch [53][380/1253] lr: 3.000e-03, eta: 11:30:11, time: 0.724, data_time: 0.003, memory: 4833, top1_acc: 0.6656, top5_acc: 0.8599, loss_cls: 1.3347, loss: 1.3347, grad_norm: 3.9405 2020-08-14 17:28:45,564 - mmaction - INFO - Epoch [53][400/1253] lr: 3.000e-03, eta: 11:29:57, time: 0.689, data_time: 0.007, memory: 4833, top1_acc: 0.6729, top5_acc: 0.8698, loss_cls: 1.3415, loss: 1.3415, grad_norm: 3.9134 2020-08-14 17:28:59,611 - mmaction - INFO - Epoch [53][420/1253] lr: 3.000e-03, eta: 11:29:43, time: 0.703, data_time: 0.004, memory: 4833, top1_acc: 0.6651, top5_acc: 0.8516, loss_cls: 1.3973, loss: 1.3973, grad_norm: 3.9974 2020-08-14 17:29:13,915 - mmaction - INFO - Epoch [53][440/1253] lr: 3.000e-03, eta: 11:29:29, time: 0.713, data_time: 0.007, memory: 4833, top1_acc: 0.6643, top5_acc: 0.8625, loss_cls: 1.3570, loss: 1.3570, grad_norm: 3.9281 2020-08-14 17:29:27,862 - mmaction - INFO - Epoch [53][460/1253] lr: 3.000e-03, eta: 11:29:16, time: 0.699, data_time: 0.007, memory: 4833, top1_acc: 0.6669, top5_acc: 0.8648, loss_cls: 1.3457, loss: 1.3457, grad_norm: 3.9179 2020-08-14 17:29:41,439 - mmaction - INFO - Epoch [53][480/1253] lr: 3.000e-03, eta: 11:29:02, time: 0.677, data_time: 0.007, memory: 4833, top1_acc: 0.6701, top5_acc: 0.8630, loss_cls: 1.3384, loss: 1.3384, grad_norm: 3.9349 2020-08-14 17:29:55,490 - mmaction - INFO - Epoch [53][500/1253] lr: 3.000e-03, eta: 11:28:48, time: 0.704, data_time: 0.007, memory: 4833, top1_acc: 0.6565, top5_acc: 0.8560, loss_cls: 1.3817, loss: 1.3817, grad_norm: 3.9491 2020-08-14 17:30:09,339 - mmaction - INFO - Epoch [53][520/1253] lr: 3.000e-03, eta: 11:28:34, time: 0.692, data_time: 0.009, memory: 4833, top1_acc: 0.6669, top5_acc: 0.8625, loss_cls: 1.3466, loss: 1.3466, grad_norm: 3.8941 2020-08-14 17:30:24,499 - mmaction - INFO - Epoch [53][540/1253] lr: 3.000e-03, eta: 11:28:21, time: 0.760, data_time: 0.006, memory: 4833, top1_acc: 0.6690, top5_acc: 0.8620, loss_cls: 1.3365, loss: 1.3365, grad_norm: 3.9414 2020-08-14 17:30:39,760 - mmaction - INFO - Epoch [53][560/1253] lr: 3.000e-03, eta: 11:28:09, time: 0.760, data_time: 0.007, memory: 4833, top1_acc: 0.6581, top5_acc: 0.8612, loss_cls: 1.3729, loss: 1.3729, grad_norm: 3.9465 2020-08-14 17:30:53,254 - mmaction - INFO - Epoch [53][580/1253] lr: 3.000e-03, eta: 11:27:55, time: 0.678, data_time: 0.007, memory: 4833, top1_acc: 0.6708, top5_acc: 0.8633, loss_cls: 1.3471, loss: 1.3471, grad_norm: 3.8745 2020-08-14 17:31:06,896 - mmaction - INFO - Epoch [53][600/1253] lr: 3.000e-03, eta: 11:27:41, time: 0.680, data_time: 0.006, memory: 4833, top1_acc: 0.6729, top5_acc: 0.8599, loss_cls: 1.3477, loss: 1.3477, grad_norm: 3.8502 2020-08-14 17:31:20,687 - mmaction - INFO - Epoch [53][620/1253] lr: 3.000e-03, eta: 11:27:27, time: 0.692, data_time: 0.007, memory: 4833, top1_acc: 0.6779, top5_acc: 0.8573, loss_cls: 1.3576, loss: 1.3576, grad_norm: 3.8199 2020-08-14 17:31:35,336 - mmaction - INFO - Epoch [53][640/1253] lr: 3.000e-03, eta: 11:27:13, time: 0.732, data_time: 0.009, memory: 4833, top1_acc: 0.6659, top5_acc: 0.8628, loss_cls: 1.3471, loss: 1.3471, grad_norm: 3.9277 2020-08-14 17:31:48,313 - mmaction - INFO - Epoch [53][660/1253] lr: 3.000e-03, eta: 11:26:59, time: 0.649, data_time: 0.005, memory: 4833, top1_acc: 0.6695, top5_acc: 0.8635, loss_cls: 1.3226, loss: 1.3226, grad_norm: 3.8930 2020-08-14 17:32:03,530 - mmaction - INFO - Epoch [53][680/1253] lr: 3.000e-03, eta: 11:26:46, time: 0.760, data_time: 0.009, memory: 4833, top1_acc: 0.6703, top5_acc: 0.8648, loss_cls: 1.3297, loss: 1.3297, grad_norm: 3.9030 2020-08-14 17:32:17,416 - mmaction - INFO - Epoch [53][700/1253] lr: 3.000e-03, eta: 11:26:32, time: 0.696, data_time: 0.007, memory: 4833, top1_acc: 0.6529, top5_acc: 0.8495, loss_cls: 1.4453, loss: 1.4453, grad_norm: 3.9296 2020-08-14 17:32:31,072 - mmaction - INFO - Epoch [53][720/1253] lr: 3.000e-03, eta: 11:26:18, time: 0.682, data_time: 0.008, memory: 4833, top1_acc: 0.6784, top5_acc: 0.8651, loss_cls: 1.3313, loss: 1.3313, grad_norm: 3.7828 2020-08-14 17:32:44,658 - mmaction - INFO - Epoch [53][740/1253] lr: 3.000e-03, eta: 11:26:04, time: 0.680, data_time: 0.005, memory: 4833, top1_acc: 0.6742, top5_acc: 0.8664, loss_cls: 1.3164, loss: 1.3164, grad_norm: 3.8707 2020-08-14 17:32:59,461 - mmaction - INFO - Epoch [53][760/1253] lr: 3.000e-03, eta: 11:25:51, time: 0.737, data_time: 0.006, memory: 4833, top1_acc: 0.6521, top5_acc: 0.8523, loss_cls: 1.3962, loss: 1.3962, grad_norm: 3.9916 2020-08-14 17:33:12,502 - mmaction - INFO - Epoch [53][780/1253] lr: 3.000e-03, eta: 11:25:37, time: 0.654, data_time: 0.007, memory: 4833, top1_acc: 0.6638, top5_acc: 0.8633, loss_cls: 1.3812, loss: 1.3812, grad_norm: 3.9367 2020-08-14 17:33:26,356 - mmaction - INFO - Epoch [53][800/1253] lr: 3.000e-03, eta: 11:25:23, time: 0.692, data_time: 0.007, memory: 4833, top1_acc: 0.6687, top5_acc: 0.8560, loss_cls: 1.3860, loss: 1.3860, grad_norm: 3.8757 2020-08-14 17:33:41,040 - mmaction - INFO - Epoch [53][820/1253] lr: 3.000e-03, eta: 11:25:10, time: 0.735, data_time: 0.005, memory: 4833, top1_acc: 0.6654, top5_acc: 0.8622, loss_cls: 1.3497, loss: 1.3497, grad_norm: 4.0029 2020-08-14 17:33:55,007 - mmaction - INFO - Epoch [53][840/1253] lr: 3.000e-03, eta: 11:24:56, time: 0.698, data_time: 0.010, memory: 4833, top1_acc: 0.6758, top5_acc: 0.8729, loss_cls: 1.3213, loss: 1.3213, grad_norm: 3.9860 2020-08-14 17:34:08,524 - mmaction - INFO - Epoch [53][860/1253] lr: 3.000e-03, eta: 11:24:42, time: 0.676, data_time: 0.006, memory: 4833, top1_acc: 0.6745, top5_acc: 0.8591, loss_cls: 1.3066, loss: 1.3066, grad_norm: 3.8656 2020-08-14 17:34:22,854 - mmaction - INFO - Epoch [53][880/1253] lr: 3.000e-03, eta: 11:24:28, time: 0.717, data_time: 0.008, memory: 4833, top1_acc: 0.6747, top5_acc: 0.8589, loss_cls: 1.3307, loss: 1.3307, grad_norm: 3.9849 2020-08-14 17:34:35,847 - mmaction - INFO - Epoch [53][900/1253] lr: 3.000e-03, eta: 11:24:14, time: 0.650, data_time: 0.006, memory: 4833, top1_acc: 0.6656, top5_acc: 0.8576, loss_cls: 1.3413, loss: 1.3413, grad_norm: 3.9581 2020-08-14 17:34:49,839 - mmaction - INFO - Epoch [53][920/1253] lr: 3.000e-03, eta: 11:24:00, time: 0.699, data_time: 0.009, memory: 4833, top1_acc: 0.6781, top5_acc: 0.8586, loss_cls: 1.3370, loss: 1.3370, grad_norm: 3.9580 2020-08-14 17:35:04,412 - mmaction - INFO - Epoch [53][940/1253] lr: 3.000e-03, eta: 11:23:47, time: 0.729, data_time: 0.006, memory: 4833, top1_acc: 0.6773, top5_acc: 0.8667, loss_cls: 1.3251, loss: 1.3251, grad_norm: 3.9137 2020-08-14 17:35:18,773 - mmaction - INFO - Epoch [53][960/1253] lr: 3.000e-03, eta: 11:23:33, time: 0.718, data_time: 0.003, memory: 4833, top1_acc: 0.6622, top5_acc: 0.8583, loss_cls: 1.3495, loss: 1.3495, grad_norm: 3.9346 2020-08-14 17:35:33,304 - mmaction - INFO - Epoch [53][980/1253] lr: 3.000e-03, eta: 11:23:20, time: 0.725, data_time: 0.007, memory: 4833, top1_acc: 0.6654, top5_acc: 0.8557, loss_cls: 1.3800, loss: 1.3800, grad_norm: 3.9316 2020-08-14 17:35:48,240 - mmaction - INFO - Epoch [53][1000/1253] lr: 3.000e-03, eta: 11:23:07, time: 0.749, data_time: 0.007, memory: 4833, top1_acc: 0.6635, top5_acc: 0.8633, loss_cls: 1.3487, loss: 1.3487, grad_norm: 3.8175 2020-08-14 17:36:02,624 - mmaction - INFO - Epoch [53][1020/1253] lr: 3.000e-03, eta: 11:22:54, time: 0.718, data_time: 0.006, memory: 4833, top1_acc: 0.6589, top5_acc: 0.8615, loss_cls: 1.3595, loss: 1.3595, grad_norm: 3.9104 2020-08-14 17:36:16,122 - mmaction - INFO - Epoch [53][1040/1253] lr: 3.000e-03, eta: 11:22:40, time: 0.675, data_time: 0.005, memory: 4833, top1_acc: 0.6753, top5_acc: 0.8648, loss_cls: 1.3360, loss: 1.3360, grad_norm: 3.9731 2020-08-14 17:36:30,813 - mmaction - INFO - Epoch [53][1060/1253] lr: 3.000e-03, eta: 11:22:26, time: 0.732, data_time: 0.009, memory: 4833, top1_acc: 0.6750, top5_acc: 0.8576, loss_cls: 1.3224, loss: 1.3224, grad_norm: 3.9937 2020-08-14 17:36:44,120 - mmaction - INFO - Epoch [53][1080/1253] lr: 3.000e-03, eta: 11:22:12, time: 0.667, data_time: 0.007, memory: 4833, top1_acc: 0.6690, top5_acc: 0.8586, loss_cls: 1.3557, loss: 1.3557, grad_norm: 3.9776 2020-08-14 17:36:59,071 - mmaction - INFO - Epoch [53][1100/1253] lr: 3.000e-03, eta: 11:21:59, time: 0.746, data_time: 0.007, memory: 4833, top1_acc: 0.6609, top5_acc: 0.8557, loss_cls: 1.3716, loss: 1.3716, grad_norm: 3.9391 2020-08-14 17:37:13,186 - mmaction - INFO - Epoch [53][1120/1253] lr: 3.000e-03, eta: 11:21:46, time: 0.708, data_time: 0.007, memory: 4833, top1_acc: 0.6651, top5_acc: 0.8552, loss_cls: 1.3926, loss: 1.3926, grad_norm: 3.9754 2020-08-14 17:37:26,926 - mmaction - INFO - Epoch [53][1140/1253] lr: 3.000e-03, eta: 11:21:32, time: 0.685, data_time: 0.006, memory: 4833, top1_acc: 0.6615, top5_acc: 0.8602, loss_cls: 1.3988, loss: 1.3988, grad_norm: 4.0233 2020-08-14 17:37:41,133 - mmaction - INFO - Epoch [53][1160/1253] lr: 3.000e-03, eta: 11:21:18, time: 0.711, data_time: 0.006, memory: 4833, top1_acc: 0.6727, top5_acc: 0.8628, loss_cls: 1.3456, loss: 1.3456, grad_norm: 3.9427 2020-08-14 17:37:55,371 - mmaction - INFO - Epoch [53][1180/1253] lr: 3.000e-03, eta: 11:21:04, time: 0.713, data_time: 0.006, memory: 4833, top1_acc: 0.6581, top5_acc: 0.8555, loss_cls: 1.3893, loss: 1.3893, grad_norm: 3.9647 2020-08-14 17:38:09,341 - mmaction - INFO - Epoch [53][1200/1253] lr: 3.000e-03, eta: 11:20:51, time: 0.698, data_time: 0.003, memory: 4833, top1_acc: 0.6620, top5_acc: 0.8461, loss_cls: 1.3938, loss: 1.3938, grad_norm: 3.9658 2020-08-14 17:38:23,324 - mmaction - INFO - Epoch [53][1220/1253] lr: 3.000e-03, eta: 11:20:37, time: 0.698, data_time: 0.006, memory: 4833, top1_acc: 0.6745, top5_acc: 0.8583, loss_cls: 1.3427, loss: 1.3427, grad_norm: 3.8800 2020-08-14 17:38:38,045 - mmaction - INFO - Epoch [53][1240/1253] lr: 3.000e-03, eta: 11:20:24, time: 0.737, data_time: 0.006, memory: 4833, top1_acc: 0.6656, top5_acc: 0.8497, loss_cls: 1.3896, loss: 1.3896, grad_norm: 3.8952 2020-08-14 17:38:47,949 - mmaction - INFO - Saving checkpoint at 53 epochs 2020-08-14 17:39:10,207 - mmaction - INFO - Epoch [54][20/1253] lr: 3.000e-03, eta: 11:20:00, time: 1.084, data_time: 0.439, memory: 4833, top1_acc: 0.6578, top5_acc: 0.8552, loss_cls: 1.3926, loss: 1.3926, grad_norm: 3.9234 2020-08-14 17:39:22,690 - mmaction - INFO - Epoch [54][40/1253] lr: 3.000e-03, eta: 11:19:45, time: 0.624, data_time: 0.004, memory: 4833, top1_acc: 0.6784, top5_acc: 0.8701, loss_cls: 1.3049, loss: 1.3049, grad_norm: 3.9058 2020-08-14 17:39:36,220 - mmaction - INFO - Epoch [54][60/1253] lr: 3.000e-03, eta: 11:19:31, time: 0.676, data_time: 0.004, memory: 4833, top1_acc: 0.6737, top5_acc: 0.8654, loss_cls: 1.3565, loss: 1.3565, grad_norm: 3.9534 2020-08-14 17:39:51,395 - mmaction - INFO - Epoch [54][80/1253] lr: 3.000e-03, eta: 11:19:18, time: 0.761, data_time: 0.009, memory: 4833, top1_acc: 0.6641, top5_acc: 0.8622, loss_cls: 1.3464, loss: 1.3464, grad_norm: 3.9998 2020-08-14 17:40:05,563 - mmaction - INFO - Epoch [54][100/1253] lr: 3.000e-03, eta: 11:19:04, time: 0.708, data_time: 0.005, memory: 4833, top1_acc: 0.6646, top5_acc: 0.8542, loss_cls: 1.3910, loss: 1.3910, grad_norm: 3.9391 2020-08-14 17:40:19,099 - mmaction - INFO - Epoch [54][120/1253] lr: 3.000e-03, eta: 11:18:50, time: 0.676, data_time: 0.002, memory: 4833, top1_acc: 0.6721, top5_acc: 0.8604, loss_cls: 1.3506, loss: 1.3506, grad_norm: 3.9191 2020-08-14 17:40:33,383 - mmaction - INFO - Epoch [54][140/1253] lr: 3.000e-03, eta: 11:18:37, time: 0.713, data_time: 0.008, memory: 4833, top1_acc: 0.6740, top5_acc: 0.8513, loss_cls: 1.3732, loss: 1.3732, grad_norm: 3.9476 2020-08-14 17:40:46,855 - mmaction - INFO - Epoch [54][160/1253] lr: 3.000e-03, eta: 11:18:23, time: 0.674, data_time: 0.007, memory: 4833, top1_acc: 0.6661, top5_acc: 0.8560, loss_cls: 1.3802, loss: 1.3802, grad_norm: 3.9808 2020-08-14 17:41:01,756 - mmaction - INFO - Epoch [54][180/1253] lr: 3.000e-03, eta: 11:18:10, time: 0.744, data_time: 0.006, memory: 4833, top1_acc: 0.6695, top5_acc: 0.8656, loss_cls: 1.3201, loss: 1.3201, grad_norm: 3.9785 2020-08-14 17:41:14,213 - mmaction - INFO - Epoch [54][200/1253] lr: 3.000e-03, eta: 11:17:55, time: 0.624, data_time: 0.006, memory: 4833, top1_acc: 0.6734, top5_acc: 0.8638, loss_cls: 1.3290, loss: 1.3290, grad_norm: 3.9689 2020-08-14 17:41:30,394 - mmaction - INFO - Epoch [54][220/1253] lr: 3.000e-03, eta: 11:17:43, time: 0.807, data_time: 0.007, memory: 4833, top1_acc: 0.6508, top5_acc: 0.8487, loss_cls: 1.4307, loss: 1.4307, grad_norm: 4.0527 2020-08-14 17:41:43,929 - mmaction - INFO - Epoch [54][240/1253] lr: 3.000e-03, eta: 11:17:29, time: 0.680, data_time: 0.008, memory: 4833, top1_acc: 0.6729, top5_acc: 0.8573, loss_cls: 1.3234, loss: 1.3234, grad_norm: 3.8541 2020-08-14 17:41:57,816 - mmaction - INFO - Epoch [54][260/1253] lr: 3.000e-03, eta: 11:17:15, time: 0.695, data_time: 0.004, memory: 4833, top1_acc: 0.6565, top5_acc: 0.8510, loss_cls: 1.4004, loss: 1.4004, grad_norm: 3.9318 2020-08-14 17:42:11,949 - mmaction - INFO - Epoch [54][280/1253] lr: 3.000e-03, eta: 11:17:01, time: 0.703, data_time: 0.005, memory: 4833, top1_acc: 0.6953, top5_acc: 0.8776, loss_cls: 1.2642, loss: 1.2642, grad_norm: 3.9073 2020-08-14 17:42:26,354 - mmaction - INFO - Epoch [54][300/1253] lr: 3.000e-03, eta: 11:16:48, time: 0.722, data_time: 0.007, memory: 4833, top1_acc: 0.6677, top5_acc: 0.8620, loss_cls: 1.3473, loss: 1.3473, grad_norm: 3.9779 2020-08-14 17:42:40,091 - mmaction - INFO - Epoch [54][320/1253] lr: 3.000e-03, eta: 11:16:34, time: 0.687, data_time: 0.004, memory: 4833, top1_acc: 0.6669, top5_acc: 0.8651, loss_cls: 1.3506, loss: 1.3506, grad_norm: 4.0111 2020-08-14 17:42:53,856 - mmaction - INFO - Epoch [54][340/1253] lr: 3.000e-03, eta: 11:16:20, time: 0.687, data_time: 0.006, memory: 4833, top1_acc: 0.6727, top5_acc: 0.8581, loss_cls: 1.3450, loss: 1.3450, grad_norm: 3.9801 2020-08-14 17:43:07,800 - mmaction - INFO - Epoch [54][360/1253] lr: 3.000e-03, eta: 11:16:06, time: 0.698, data_time: 0.007, memory: 4833, top1_acc: 0.6687, top5_acc: 0.8638, loss_cls: 1.3505, loss: 1.3505, grad_norm: 3.9731 2020-08-14 17:43:22,192 - mmaction - INFO - Epoch [54][380/1253] lr: 3.000e-03, eta: 11:15:53, time: 0.719, data_time: 0.006, memory: 4833, top1_acc: 0.6714, top5_acc: 0.8536, loss_cls: 1.3673, loss: 1.3673, grad_norm: 3.9204 2020-08-14 17:43:36,199 - mmaction - INFO - Epoch [54][400/1253] lr: 3.000e-03, eta: 11:15:39, time: 0.701, data_time: 0.006, memory: 4833, top1_acc: 0.6740, top5_acc: 0.8646, loss_cls: 1.3142, loss: 1.3142, grad_norm: 3.8994 2020-08-14 17:43:50,417 - mmaction - INFO - Epoch [54][420/1253] lr: 3.000e-03, eta: 11:15:25, time: 0.710, data_time: 0.007, memory: 4833, top1_acc: 0.6708, top5_acc: 0.8690, loss_cls: 1.3254, loss: 1.3254, grad_norm: 4.0120 2020-08-14 17:44:03,777 - mmaction - INFO - Epoch [54][440/1253] lr: 3.000e-03, eta: 11:15:11, time: 0.670, data_time: 0.006, memory: 4833, top1_acc: 0.6638, top5_acc: 0.8659, loss_cls: 1.3369, loss: 1.3369, grad_norm: 4.0190 2020-08-14 17:44:17,273 - mmaction - INFO - Epoch [54][460/1253] lr: 3.000e-03, eta: 11:14:57, time: 0.673, data_time: 0.002, memory: 4833, top1_acc: 0.6633, top5_acc: 0.8607, loss_cls: 1.3481, loss: 1.3481, grad_norm: 3.9705 2020-08-14 17:44:30,136 - mmaction - INFO - Epoch [54][480/1253] lr: 3.000e-03, eta: 11:14:42, time: 0.642, data_time: 0.004, memory: 4833, top1_acc: 0.6659, top5_acc: 0.8565, loss_cls: 1.3796, loss: 1.3796, grad_norm: 4.0361 2020-08-14 17:44:44,436 - mmaction - INFO - Epoch [54][500/1253] lr: 3.000e-03, eta: 11:14:29, time: 0.718, data_time: 0.007, memory: 4833, top1_acc: 0.6680, top5_acc: 0.8594, loss_cls: 1.3561, loss: 1.3561, grad_norm: 3.9551 2020-08-14 17:44:58,517 - mmaction - INFO - Epoch [54][520/1253] lr: 3.000e-03, eta: 11:14:15, time: 0.702, data_time: 0.006, memory: 4833, top1_acc: 0.6737, top5_acc: 0.8526, loss_cls: 1.3570, loss: 1.3570, grad_norm: 3.9312 2020-08-14 17:45:12,462 - mmaction - INFO - Epoch [54][540/1253] lr: 3.000e-03, eta: 11:14:01, time: 0.696, data_time: 0.007, memory: 4833, top1_acc: 0.6565, top5_acc: 0.8510, loss_cls: 1.3773, loss: 1.3773, grad_norm: 3.9512 2020-08-14 17:45:27,036 - mmaction - INFO - Epoch [54][560/1253] lr: 3.000e-03, eta: 11:13:48, time: 0.731, data_time: 0.009, memory: 4833, top1_acc: 0.6742, top5_acc: 0.8677, loss_cls: 1.3122, loss: 1.3122, grad_norm: 3.9299 2020-08-14 17:45:41,406 - mmaction - INFO - Epoch [54][580/1253] lr: 3.000e-03, eta: 11:13:35, time: 0.719, data_time: 0.008, memory: 4833, top1_acc: 0.6661, top5_acc: 0.8677, loss_cls: 1.3356, loss: 1.3356, grad_norm: 3.9698 2020-08-14 17:45:55,566 - mmaction - INFO - Epoch [54][600/1253] lr: 3.000e-03, eta: 11:13:21, time: 0.708, data_time: 0.002, memory: 4833, top1_acc: 0.6669, top5_acc: 0.8641, loss_cls: 1.3470, loss: 1.3470, grad_norm: 4.0306 2020-08-14 17:46:09,308 - mmaction - INFO - Epoch [54][620/1253] lr: 3.000e-03, eta: 11:13:07, time: 0.685, data_time: 0.007, memory: 4833, top1_acc: 0.6620, top5_acc: 0.8552, loss_cls: 1.3802, loss: 1.3802, grad_norm: 3.9427 2020-08-14 17:46:25,131 - mmaction - INFO - Epoch [54][640/1253] lr: 3.000e-03, eta: 11:12:55, time: 0.794, data_time: 0.006, memory: 4833, top1_acc: 0.6586, top5_acc: 0.8497, loss_cls: 1.4191, loss: 1.4191, grad_norm: 4.0405 2020-08-14 17:46:39,297 - mmaction - INFO - Epoch [54][660/1253] lr: 3.000e-03, eta: 11:12:41, time: 0.706, data_time: 0.005, memory: 4833, top1_acc: 0.6724, top5_acc: 0.8562, loss_cls: 1.3673, loss: 1.3673, grad_norm: 3.9627 2020-08-14 17:46:52,618 - mmaction - INFO - Epoch [54][680/1253] lr: 3.000e-03, eta: 11:12:27, time: 0.667, data_time: 0.006, memory: 4833, top1_acc: 0.6651, top5_acc: 0.8602, loss_cls: 1.3502, loss: 1.3502, grad_norm: 3.9886 2020-08-14 17:47:05,805 - mmaction - INFO - Epoch [54][700/1253] lr: 3.000e-03, eta: 11:12:12, time: 0.658, data_time: 0.008, memory: 4833, top1_acc: 0.6648, top5_acc: 0.8633, loss_cls: 1.3575, loss: 1.3575, grad_norm: 3.9645 2020-08-14 17:47:20,782 - mmaction - INFO - Epoch [54][720/1253] lr: 3.000e-03, eta: 11:11:59, time: 0.749, data_time: 0.006, memory: 4833, top1_acc: 0.6617, top5_acc: 0.8622, loss_cls: 1.3683, loss: 1.3683, grad_norm: 4.0112 2020-08-14 17:47:34,233 - mmaction - INFO - Epoch [54][740/1253] lr: 3.000e-03, eta: 11:11:45, time: 0.672, data_time: 0.008, memory: 4833, top1_acc: 0.6687, top5_acc: 0.8641, loss_cls: 1.3481, loss: 1.3481, grad_norm: 3.9518 2020-08-14 17:47:47,962 - mmaction - INFO - Epoch [54][760/1253] lr: 3.000e-03, eta: 11:11:31, time: 0.688, data_time: 0.006, memory: 4833, top1_acc: 0.6818, top5_acc: 0.8698, loss_cls: 1.2970, loss: 1.2970, grad_norm: 3.9048 2020-08-14 17:48:01,879 - mmaction - INFO - Epoch [54][780/1253] lr: 3.000e-03, eta: 11:11:17, time: 0.695, data_time: 0.007, memory: 4833, top1_acc: 0.6711, top5_acc: 0.8667, loss_cls: 1.3476, loss: 1.3476, grad_norm: 3.9933 2020-08-14 17:48:15,805 - mmaction - INFO - Epoch [54][800/1253] lr: 3.000e-03, eta: 11:11:04, time: 0.698, data_time: 0.005, memory: 4833, top1_acc: 0.6737, top5_acc: 0.8667, loss_cls: 1.3156, loss: 1.3156, grad_norm: 3.9680 2020-08-14 17:48:31,043 - mmaction - INFO - Epoch [54][820/1253] lr: 3.000e-03, eta: 11:10:51, time: 0.760, data_time: 0.007, memory: 4833, top1_acc: 0.6622, top5_acc: 0.8599, loss_cls: 1.3770, loss: 1.3770, grad_norm: 4.0790 2020-08-14 17:48:46,077 - mmaction - INFO - Epoch [54][840/1253] lr: 3.000e-03, eta: 11:10:38, time: 0.752, data_time: 0.007, memory: 4833, top1_acc: 0.6888, top5_acc: 0.8708, loss_cls: 1.2926, loss: 1.2926, grad_norm: 3.9691 2020-08-14 17:49:01,352 - mmaction - INFO - Epoch [54][860/1253] lr: 3.000e-03, eta: 11:10:25, time: 0.763, data_time: 0.010, memory: 4833, top1_acc: 0.6797, top5_acc: 0.8635, loss_cls: 1.3242, loss: 1.3242, grad_norm: 3.8961 2020-08-14 17:49:15,454 - mmaction - INFO - Epoch [54][880/1253] lr: 3.000e-03, eta: 11:10:12, time: 0.706, data_time: 0.007, memory: 4833, top1_acc: 0.6555, top5_acc: 0.8617, loss_cls: 1.3774, loss: 1.3774, grad_norm: 3.9786 2020-08-14 17:49:29,138 - mmaction - INFO - Epoch [54][900/1253] lr: 3.000e-03, eta: 11:09:58, time: 0.683, data_time: 0.007, memory: 4833, top1_acc: 0.6732, top5_acc: 0.8688, loss_cls: 1.3272, loss: 1.3272, grad_norm: 4.0045 2020-08-14 17:49:43,053 - mmaction - INFO - Epoch [54][920/1253] lr: 3.000e-03, eta: 11:09:44, time: 0.697, data_time: 0.007, memory: 4833, top1_acc: 0.6779, top5_acc: 0.8690, loss_cls: 1.3366, loss: 1.3366, grad_norm: 4.0300 2020-08-14 17:49:58,971 - mmaction - INFO - Epoch [54][940/1253] lr: 3.000e-03, eta: 11:09:32, time: 0.794, data_time: 0.007, memory: 4833, top1_acc: 0.6729, top5_acc: 0.8693, loss_cls: 1.3111, loss: 1.3111, grad_norm: 3.9813 2020-08-14 17:50:12,634 - mmaction - INFO - Epoch [54][960/1253] lr: 3.000e-03, eta: 11:09:18, time: 0.683, data_time: 0.007, memory: 4833, top1_acc: 0.6693, top5_acc: 0.8638, loss_cls: 1.3536, loss: 1.3536, grad_norm: 4.0443 2020-08-14 17:50:25,581 - mmaction - INFO - Epoch [54][980/1253] lr: 3.000e-03, eta: 11:09:03, time: 0.648, data_time: 0.009, memory: 4833, top1_acc: 0.6810, top5_acc: 0.8643, loss_cls: 1.3281, loss: 1.3281, grad_norm: 3.9845 2020-08-14 17:50:39,900 - mmaction - INFO - Epoch [54][1000/1253] lr: 3.000e-03, eta: 11:08:50, time: 0.717, data_time: 0.006, memory: 4833, top1_acc: 0.6685, top5_acc: 0.8549, loss_cls: 1.3671, loss: 1.3671, grad_norm: 4.0830 2020-08-14 17:50:54,465 - mmaction - INFO - Epoch [54][1020/1253] lr: 3.000e-03, eta: 11:08:36, time: 0.728, data_time: 0.007, memory: 4833, top1_acc: 0.6831, top5_acc: 0.8607, loss_cls: 1.3162, loss: 1.3162, grad_norm: 3.9202 2020-08-14 17:51:08,859 - mmaction - INFO - Epoch [54][1040/1253] lr: 3.000e-03, eta: 11:08:23, time: 0.720, data_time: 0.005, memory: 4833, top1_acc: 0.6820, top5_acc: 0.8625, loss_cls: 1.3371, loss: 1.3371, grad_norm: 4.0447 2020-08-14 17:51:22,204 - mmaction - INFO - Epoch [54][1060/1253] lr: 3.000e-03, eta: 11:08:09, time: 0.666, data_time: 0.007, memory: 4833, top1_acc: 0.6682, top5_acc: 0.8635, loss_cls: 1.3476, loss: 1.3476, grad_norm: 4.0460 2020-08-14 17:51:36,457 - mmaction - INFO - Epoch [54][1080/1253] lr: 3.000e-03, eta: 11:07:55, time: 0.714, data_time: 0.005, memory: 4833, top1_acc: 0.6831, top5_acc: 0.8680, loss_cls: 1.3005, loss: 1.3005, grad_norm: 3.8745 2020-08-14 17:51:50,224 - mmaction - INFO - Epoch [54][1100/1253] lr: 3.000e-03, eta: 11:07:41, time: 0.689, data_time: 0.008, memory: 4833, top1_acc: 0.6693, top5_acc: 0.8583, loss_cls: 1.3621, loss: 1.3621, grad_norm: 3.9532 2020-08-14 17:52:04,136 - mmaction - INFO - Epoch [54][1120/1253] lr: 3.000e-03, eta: 11:07:27, time: 0.693, data_time: 0.007, memory: 4833, top1_acc: 0.6690, top5_acc: 0.8667, loss_cls: 1.3521, loss: 1.3521, grad_norm: 3.8953 2020-08-14 17:52:19,385 - mmaction - INFO - Epoch [54][1140/1253] lr: 3.000e-03, eta: 11:07:15, time: 0.765, data_time: 0.008, memory: 4833, top1_acc: 0.6612, top5_acc: 0.8576, loss_cls: 1.3743, loss: 1.3743, grad_norm: 4.0020 2020-08-14 17:52:33,984 - mmaction - INFO - Epoch [54][1160/1253] lr: 3.000e-03, eta: 11:07:02, time: 0.731, data_time: 0.004, memory: 4833, top1_acc: 0.6799, top5_acc: 0.8685, loss_cls: 1.3264, loss: 1.3264, grad_norm: 3.9520 2020-08-14 17:52:47,911 - mmaction - INFO - Epoch [54][1180/1253] lr: 3.000e-03, eta: 11:06:48, time: 0.693, data_time: 0.005, memory: 4833, top1_acc: 0.6674, top5_acc: 0.8661, loss_cls: 1.3388, loss: 1.3388, grad_norm: 4.0596 2020-08-14 17:53:02,390 - mmaction - INFO - Epoch [54][1200/1253] lr: 3.000e-03, eta: 11:06:34, time: 0.726, data_time: 0.007, memory: 4833, top1_acc: 0.6742, top5_acc: 0.8635, loss_cls: 1.3317, loss: 1.3317, grad_norm: 3.9239 2020-08-14 17:53:16,537 - mmaction - INFO - Epoch [54][1220/1253] lr: 3.000e-03, eta: 11:06:21, time: 0.706, data_time: 0.009, memory: 4833, top1_acc: 0.6693, top5_acc: 0.8625, loss_cls: 1.3531, loss: 1.3531, grad_norm: 3.9827 2020-08-14 17:53:30,347 - mmaction - INFO - Epoch [54][1240/1253] lr: 3.000e-03, eta: 11:06:07, time: 0.692, data_time: 0.006, memory: 4833, top1_acc: 0.6690, top5_acc: 0.8586, loss_cls: 1.3637, loss: 1.3637, grad_norm: 4.0717 2020-08-14 17:53:38,553 - mmaction - INFO - Saving checkpoint at 54 epochs 2020-08-14 17:54:00,831 - mmaction - INFO - Epoch [55][20/1253] lr: 3.000e-03, eta: 11:05:42, time: 1.001, data_time: 0.389, memory: 4833, top1_acc: 0.6677, top5_acc: 0.8596, loss_cls: 1.3622, loss: 1.3622, grad_norm: 4.0499 2020-08-14 17:54:13,622 - mmaction - INFO - Epoch [55][40/1253] lr: 3.000e-03, eta: 11:05:27, time: 0.645, data_time: 0.010, memory: 4833, top1_acc: 0.6708, top5_acc: 0.8615, loss_cls: 1.3413, loss: 1.3413, grad_norm: 4.0196 2020-08-14 17:54:28,120 - mmaction - INFO - Epoch [55][60/1253] lr: 3.000e-03, eta: 11:05:14, time: 0.725, data_time: 0.009, memory: 4833, top1_acc: 0.6698, top5_acc: 0.8578, loss_cls: 1.3665, loss: 1.3665, grad_norm: 3.9588 2020-08-14 17:54:41,505 - mmaction - INFO - Epoch [55][80/1253] lr: 3.000e-03, eta: 11:04:59, time: 0.670, data_time: 0.005, memory: 4833, top1_acc: 0.6831, top5_acc: 0.8721, loss_cls: 1.2885, loss: 1.2885, grad_norm: 3.9279 2020-08-14 17:54:54,937 - mmaction - INFO - Epoch [55][100/1253] lr: 3.000e-03, eta: 11:04:45, time: 0.672, data_time: 0.003, memory: 4833, top1_acc: 0.6771, top5_acc: 0.8690, loss_cls: 1.3036, loss: 1.3036, grad_norm: 3.9243 2020-08-14 17:55:08,968 - mmaction - INFO - Epoch [55][120/1253] lr: 3.000e-03, eta: 11:04:31, time: 0.700, data_time: 0.006, memory: 4833, top1_acc: 0.6794, top5_acc: 0.8677, loss_cls: 1.2894, loss: 1.2894, grad_norm: 4.0067 2020-08-14 17:55:23,130 - mmaction - INFO - Epoch [55][140/1253] lr: 3.000e-03, eta: 11:04:18, time: 0.711, data_time: 0.007, memory: 4833, top1_acc: 0.6781, top5_acc: 0.8667, loss_cls: 1.3111, loss: 1.3111, grad_norm: 4.0150 2020-08-14 17:55:38,026 - mmaction - INFO - Epoch [55][160/1253] lr: 3.000e-03, eta: 11:04:05, time: 0.741, data_time: 0.006, memory: 4833, top1_acc: 0.6784, top5_acc: 0.8591, loss_cls: 1.3411, loss: 1.3411, grad_norm: 4.0007 2020-08-14 17:55:53,522 - mmaction - INFO - Epoch [55][180/1253] lr: 3.000e-03, eta: 11:03:52, time: 0.777, data_time: 0.007, memory: 4833, top1_acc: 0.6750, top5_acc: 0.8648, loss_cls: 1.3244, loss: 1.3244, grad_norm: 3.9226 2020-08-14 17:56:07,469 - mmaction - INFO - Epoch [55][200/1253] lr: 3.000e-03, eta: 11:03:38, time: 0.699, data_time: 0.007, memory: 4833, top1_acc: 0.6789, top5_acc: 0.8622, loss_cls: 1.3246, loss: 1.3246, grad_norm: 3.8952 2020-08-14 17:56:21,502 - mmaction - INFO - Epoch [55][220/1253] lr: 3.000e-03, eta: 11:03:25, time: 0.701, data_time: 0.002, memory: 4833, top1_acc: 0.6786, top5_acc: 0.8755, loss_cls: 1.2833, loss: 1.2833, grad_norm: 3.9589 2020-08-14 17:56:35,304 - mmaction - INFO - Epoch [55][240/1253] lr: 3.000e-03, eta: 11:03:11, time: 0.690, data_time: 0.006, memory: 4833, top1_acc: 0.6719, top5_acc: 0.8625, loss_cls: 1.3357, loss: 1.3357, grad_norm: 4.0104 2020-08-14 17:56:49,359 - mmaction - INFO - Epoch [55][260/1253] lr: 3.000e-03, eta: 11:02:57, time: 0.703, data_time: 0.002, memory: 4833, top1_acc: 0.6573, top5_acc: 0.8549, loss_cls: 1.4087, loss: 1.4087, grad_norm: 4.1675 2020-08-14 17:57:02,924 - mmaction - INFO - Epoch [55][280/1253] lr: 3.000e-03, eta: 11:02:43, time: 0.678, data_time: 0.007, memory: 4833, top1_acc: 0.6758, top5_acc: 0.8661, loss_cls: 1.3298, loss: 1.3298, grad_norm: 3.9516 2020-08-14 17:57:16,519 - mmaction - INFO - Epoch [55][300/1253] lr: 3.000e-03, eta: 11:02:29, time: 0.678, data_time: 0.002, memory: 4833, top1_acc: 0.6729, top5_acc: 0.8669, loss_cls: 1.3359, loss: 1.3359, grad_norm: 3.9808 2020-08-14 17:57:29,232 - mmaction - INFO - Epoch [55][320/1253] lr: 3.000e-03, eta: 11:02:14, time: 0.636, data_time: 0.008, memory: 4833, top1_acc: 0.6674, top5_acc: 0.8674, loss_cls: 1.3238, loss: 1.3238, grad_norm: 4.0027 2020-08-14 17:57:44,222 - mmaction - INFO - Epoch [55][340/1253] lr: 3.000e-03, eta: 11:02:01, time: 0.751, data_time: 0.003, memory: 4833, top1_acc: 0.6664, top5_acc: 0.8562, loss_cls: 1.3931, loss: 1.3931, grad_norm: 4.0192 2020-08-14 17:57:58,262 - mmaction - INFO - Epoch [55][360/1253] lr: 3.000e-03, eta: 11:01:47, time: 0.701, data_time: 0.006, memory: 4833, top1_acc: 0.6674, top5_acc: 0.8591, loss_cls: 1.3890, loss: 1.3890, grad_norm: 3.9800 2020-08-14 17:58:11,770 - mmaction - INFO - Epoch [55][380/1253] lr: 3.000e-03, eta: 11:01:33, time: 0.675, data_time: 0.003, memory: 4833, top1_acc: 0.6742, top5_acc: 0.8656, loss_cls: 1.3275, loss: 1.3275, grad_norm: 4.0316 2020-08-14 17:58:25,861 - mmaction - INFO - Epoch [55][400/1253] lr: 3.000e-03, eta: 11:01:20, time: 0.703, data_time: 0.008, memory: 4833, top1_acc: 0.6732, top5_acc: 0.8706, loss_cls: 1.3170, loss: 1.3170, grad_norm: 3.9828 2020-08-14 17:58:39,496 - mmaction - INFO - Epoch [55][420/1253] lr: 3.000e-03, eta: 11:01:05, time: 0.681, data_time: 0.006, memory: 4833, top1_acc: 0.6638, top5_acc: 0.8531, loss_cls: 1.3812, loss: 1.3812, grad_norm: 4.0706 2020-08-14 17:58:53,712 - mmaction - INFO - Epoch [55][440/1253] lr: 3.000e-03, eta: 11:00:52, time: 0.712, data_time: 0.005, memory: 4833, top1_acc: 0.6719, top5_acc: 0.8654, loss_cls: 1.3122, loss: 1.3122, grad_norm: 4.0069 2020-08-14 17:59:08,147 - mmaction - INFO - Epoch [55][460/1253] lr: 3.000e-03, eta: 11:00:39, time: 0.722, data_time: 0.004, memory: 4833, top1_acc: 0.6615, top5_acc: 0.8591, loss_cls: 1.3790, loss: 1.3790, grad_norm: 4.0121 2020-08-14 17:59:22,523 - mmaction - INFO - Epoch [55][480/1253] lr: 3.000e-03, eta: 11:00:25, time: 0.717, data_time: 0.006, memory: 4833, top1_acc: 0.6672, top5_acc: 0.8573, loss_cls: 1.3587, loss: 1.3587, grad_norm: 4.0256 2020-08-14 17:59:37,014 - mmaction - INFO - Epoch [55][500/1253] lr: 3.000e-03, eta: 11:00:12, time: 0.726, data_time: 0.005, memory: 4833, top1_acc: 0.6620, top5_acc: 0.8643, loss_cls: 1.3534, loss: 1.3534, grad_norm: 4.0650 2020-08-14 17:59:50,649 - mmaction - INFO - Epoch [55][520/1253] lr: 3.000e-03, eta: 10:59:58, time: 0.682, data_time: 0.007, memory: 4833, top1_acc: 0.6776, top5_acc: 0.8651, loss_cls: 1.3425, loss: 1.3425, grad_norm: 3.9771 2020-08-14 18:00:13,442 - mmaction - INFO - Epoch [55][540/1253] lr: 3.000e-03, eta: 10:59:51, time: 1.134, data_time: 0.013, memory: 4833, top1_acc: 0.6698, top5_acc: 0.8703, loss_cls: 1.3221, loss: 1.3221, grad_norm: 4.0877 2020-08-14 18:00:26,015 - mmaction - INFO - Epoch [55][560/1253] lr: 3.000e-03, eta: 10:59:36, time: 0.634, data_time: 0.013, memory: 4833, top1_acc: 0.6604, top5_acc: 0.8495, loss_cls: 1.3752, loss: 1.3752, grad_norm: 4.0967 2020-08-14 18:00:39,119 - mmaction - INFO - Epoch [55][580/1253] lr: 3.000e-03, eta: 10:59:22, time: 0.657, data_time: 0.007, memory: 4833, top1_acc: 0.6768, top5_acc: 0.8602, loss_cls: 1.3413, loss: 1.3413, grad_norm: 4.0008 2020-08-14 18:00:52,871 - mmaction - INFO - Epoch [55][600/1253] lr: 3.000e-03, eta: 10:59:08, time: 0.686, data_time: 0.005, memory: 4833, top1_acc: 0.6779, top5_acc: 0.8703, loss_cls: 1.3100, loss: 1.3100, grad_norm: 3.9830 2020-08-14 18:01:07,373 - mmaction - INFO - Epoch [55][620/1253] lr: 3.000e-03, eta: 10:58:55, time: 0.726, data_time: 0.006, memory: 4833, top1_acc: 0.6708, top5_acc: 0.8643, loss_cls: 1.3511, loss: 1.3511, grad_norm: 4.0588 2020-08-14 18:01:20,052 - mmaction - INFO - Epoch [55][640/1253] lr: 3.000e-03, eta: 10:58:40, time: 0.632, data_time: 0.008, memory: 4833, top1_acc: 0.6818, top5_acc: 0.8721, loss_cls: 1.2855, loss: 1.2855, grad_norm: 3.9444 2020-08-14 18:01:34,126 - mmaction - INFO - Epoch [55][660/1253] lr: 3.000e-03, eta: 10:58:26, time: 0.707, data_time: 0.007, memory: 4833, top1_acc: 0.6708, top5_acc: 0.8638, loss_cls: 1.3244, loss: 1.3244, grad_norm: 4.0517 2020-08-14 18:01:47,839 - mmaction - INFO - Epoch [55][680/1253] lr: 3.000e-03, eta: 10:58:12, time: 0.684, data_time: 0.005, memory: 4833, top1_acc: 0.6763, top5_acc: 0.8659, loss_cls: 1.3428, loss: 1.3428, grad_norm: 4.0589 2020-08-14 18:02:01,961 - mmaction - INFO - Epoch [55][700/1253] lr: 3.000e-03, eta: 10:57:58, time: 0.707, data_time: 0.006, memory: 4833, top1_acc: 0.6768, top5_acc: 0.8701, loss_cls: 1.3110, loss: 1.3110, grad_norm: 3.9627 2020-08-14 18:02:15,359 - mmaction - INFO - Epoch [55][720/1253] lr: 3.000e-03, eta: 10:57:44, time: 0.670, data_time: 0.008, memory: 4833, top1_acc: 0.6773, top5_acc: 0.8594, loss_cls: 1.3200, loss: 1.3200, grad_norm: 4.0107 2020-08-14 18:02:30,024 - mmaction - INFO - Epoch [55][740/1253] lr: 3.000e-03, eta: 10:57:31, time: 0.735, data_time: 0.009, memory: 4833, top1_acc: 0.6706, top5_acc: 0.8542, loss_cls: 1.3584, loss: 1.3584, grad_norm: 3.9755 2020-08-14 18:02:43,534 - mmaction - INFO - Epoch [55][760/1253] lr: 3.000e-03, eta: 10:57:17, time: 0.674, data_time: 0.006, memory: 4833, top1_acc: 0.6870, top5_acc: 0.8734, loss_cls: 1.2951, loss: 1.2951, grad_norm: 4.0162 2020-08-14 18:02:57,564 - mmaction - INFO - Epoch [55][780/1253] lr: 3.000e-03, eta: 10:57:03, time: 0.703, data_time: 0.005, memory: 4833, top1_acc: 0.6747, top5_acc: 0.8711, loss_cls: 1.3168, loss: 1.3168, grad_norm: 4.0182 2020-08-14 18:03:10,700 - mmaction - INFO - Epoch [55][800/1253] lr: 3.000e-03, eta: 10:56:49, time: 0.655, data_time: 0.009, memory: 4833, top1_acc: 0.6792, top5_acc: 0.8602, loss_cls: 1.3281, loss: 1.3281, grad_norm: 4.0074 2020-08-14 18:03:24,566 - mmaction - INFO - Epoch [55][820/1253] lr: 3.000e-03, eta: 10:56:35, time: 0.694, data_time: 0.007, memory: 4833, top1_acc: 0.6706, top5_acc: 0.8625, loss_cls: 1.3425, loss: 1.3425, grad_norm: 4.0725 2020-08-14 18:03:38,926 - mmaction - INFO - Epoch [55][840/1253] lr: 3.000e-03, eta: 10:56:21, time: 0.717, data_time: 0.009, memory: 4833, top1_acc: 0.6708, top5_acc: 0.8609, loss_cls: 1.3587, loss: 1.3587, grad_norm: 4.0964 2020-08-14 18:03:54,054 - mmaction - INFO - Epoch [55][860/1253] lr: 3.000e-03, eta: 10:56:08, time: 0.756, data_time: 0.005, memory: 4833, top1_acc: 0.6612, top5_acc: 0.8518, loss_cls: 1.4107, loss: 1.4107, grad_norm: 4.1036 2020-08-14 18:04:07,852 - mmaction - INFO - Epoch [55][880/1253] lr: 3.000e-03, eta: 10:55:54, time: 0.692, data_time: 0.010, memory: 4833, top1_acc: 0.6792, top5_acc: 0.8604, loss_cls: 1.3321, loss: 1.3321, grad_norm: 3.9369 2020-08-14 18:04:21,272 - mmaction - INFO - Epoch [55][900/1253] lr: 3.000e-03, eta: 10:55:40, time: 0.668, data_time: 0.007, memory: 4833, top1_acc: 0.6779, top5_acc: 0.8667, loss_cls: 1.3022, loss: 1.3022, grad_norm: 4.0588 2020-08-14 18:04:35,868 - mmaction - INFO - Epoch [55][920/1253] lr: 3.000e-03, eta: 10:55:27, time: 0.731, data_time: 0.006, memory: 4833, top1_acc: 0.6630, top5_acc: 0.8693, loss_cls: 1.3223, loss: 1.3223, grad_norm: 4.1748 2020-08-14 18:04:50,316 - mmaction - INFO - Epoch [55][940/1253] lr: 3.000e-03, eta: 10:55:14, time: 0.724, data_time: 0.005, memory: 4833, top1_acc: 0.6781, top5_acc: 0.8690, loss_cls: 1.3141, loss: 1.3141, grad_norm: 3.9910 2020-08-14 18:05:04,623 - mmaction - INFO - Epoch [55][960/1253] lr: 3.000e-03, eta: 10:55:00, time: 0.717, data_time: 0.006, memory: 4833, top1_acc: 0.6729, top5_acc: 0.8664, loss_cls: 1.3347, loss: 1.3347, grad_norm: 4.1495 2020-08-14 18:05:18,553 - mmaction - INFO - Epoch [55][980/1253] lr: 3.000e-03, eta: 10:54:46, time: 0.695, data_time: 0.002, memory: 4833, top1_acc: 0.6672, top5_acc: 0.8570, loss_cls: 1.3439, loss: 1.3439, grad_norm: 4.0388 2020-08-14 18:05:32,751 - mmaction - INFO - Epoch [55][1000/1253] lr: 3.000e-03, eta: 10:54:33, time: 0.708, data_time: 0.006, memory: 4833, top1_acc: 0.6815, top5_acc: 0.8565, loss_cls: 1.3390, loss: 1.3390, grad_norm: 3.9191 2020-08-14 18:05:46,082 - mmaction - INFO - Epoch [55][1020/1253] lr: 3.000e-03, eta: 10:54:18, time: 0.668, data_time: 0.007, memory: 4833, top1_acc: 0.6591, top5_acc: 0.8581, loss_cls: 1.3715, loss: 1.3715, grad_norm: 4.0338 2020-08-14 18:05:59,450 - mmaction - INFO - Epoch [55][1040/1253] lr: 3.000e-03, eta: 10:54:04, time: 0.668, data_time: 0.007, memory: 4833, top1_acc: 0.6674, top5_acc: 0.8638, loss_cls: 1.3526, loss: 1.3526, grad_norm: 4.0132 2020-08-14 18:06:13,667 - mmaction - INFO - Epoch [55][1060/1253] lr: 3.000e-03, eta: 10:53:50, time: 0.712, data_time: 0.005, memory: 4833, top1_acc: 0.6708, top5_acc: 0.8635, loss_cls: 1.3271, loss: 1.3271, grad_norm: 3.9482 2020-08-14 18:06:28,335 - mmaction - INFO - Epoch [55][1080/1253] lr: 3.000e-03, eta: 10:53:37, time: 0.732, data_time: 0.007, memory: 4833, top1_acc: 0.6656, top5_acc: 0.8669, loss_cls: 1.3318, loss: 1.3318, grad_norm: 4.1003 2020-08-14 18:06:42,045 - mmaction - INFO - Epoch [55][1100/1253] lr: 3.000e-03, eta: 10:53:23, time: 0.684, data_time: 0.005, memory: 4833, top1_acc: 0.6690, top5_acc: 0.8581, loss_cls: 1.3716, loss: 1.3716, grad_norm: 4.1078 2020-08-14 18:06:55,125 - mmaction - INFO - Epoch [55][1120/1253] lr: 3.000e-03, eta: 10:53:09, time: 0.653, data_time: 0.008, memory: 4833, top1_acc: 0.6674, top5_acc: 0.8536, loss_cls: 1.3747, loss: 1.3747, grad_norm: 4.0265 2020-08-14 18:07:09,463 - mmaction - INFO - Epoch [55][1140/1253] lr: 3.000e-03, eta: 10:52:55, time: 0.721, data_time: 0.007, memory: 4833, top1_acc: 0.6745, top5_acc: 0.8648, loss_cls: 1.3471, loss: 1.3471, grad_norm: 3.9954 2020-08-14 18:07:23,248 - mmaction - INFO - Epoch [55][1160/1253] lr: 3.000e-03, eta: 10:52:41, time: 0.690, data_time: 0.006, memory: 4833, top1_acc: 0.6680, top5_acc: 0.8622, loss_cls: 1.3306, loss: 1.3306, grad_norm: 4.0994 2020-08-14 18:07:38,234 - mmaction - INFO - Epoch [55][1180/1253] lr: 3.000e-03, eta: 10:52:28, time: 0.749, data_time: 0.003, memory: 4833, top1_acc: 0.6589, top5_acc: 0.8581, loss_cls: 1.3911, loss: 1.3911, grad_norm: 4.0933 2020-08-14 18:07:52,685 - mmaction - INFO - Epoch [55][1200/1253] lr: 3.000e-03, eta: 10:52:15, time: 0.720, data_time: 0.007, memory: 4833, top1_acc: 0.6794, top5_acc: 0.8633, loss_cls: 1.3098, loss: 1.3098, grad_norm: 4.0333 2020-08-14 18:08:06,717 - mmaction - INFO - Epoch [55][1220/1253] lr: 3.000e-03, eta: 10:52:01, time: 0.703, data_time: 0.007, memory: 4833, top1_acc: 0.6797, top5_acc: 0.8591, loss_cls: 1.3311, loss: 1.3311, grad_norm: 3.9157 2020-08-14 18:08:20,263 - mmaction - INFO - Epoch [55][1240/1253] lr: 3.000e-03, eta: 10:51:47, time: 0.676, data_time: 0.007, memory: 4833, top1_acc: 0.6659, top5_acc: 0.8594, loss_cls: 1.3669, loss: 1.3669, grad_norm: 4.0163 2020-08-14 18:08:29,775 - mmaction - INFO - Saving checkpoint at 55 epochs 2020-08-14 18:08:54,716 - mmaction - INFO - Epoch [56][20/1253] lr: 3.000e-03, eta: 10:51:24, time: 1.137, data_time: 0.503, memory: 4833, top1_acc: 0.6719, top5_acc: 0.8664, loss_cls: 1.3174, loss: 1.3174, grad_norm: 4.0697 2020-08-14 18:09:07,875 - mmaction - INFO - Epoch [56][40/1253] lr: 3.000e-03, eta: 10:51:10, time: 0.661, data_time: 0.007, memory: 4833, top1_acc: 0.6784, top5_acc: 0.8656, loss_cls: 1.3123, loss: 1.3123, grad_norm: 4.0582 2020-08-14 18:09:21,279 - mmaction - INFO - Epoch [56][60/1253] lr: 3.000e-03, eta: 10:50:55, time: 0.671, data_time: 0.007, memory: 4833, top1_acc: 0.6727, top5_acc: 0.8620, loss_cls: 1.3509, loss: 1.3509, grad_norm: 4.0683 2020-08-14 18:09:34,682 - mmaction - INFO - Epoch [56][80/1253] lr: 3.000e-03, eta: 10:50:41, time: 0.666, data_time: 0.007, memory: 4833, top1_acc: 0.6786, top5_acc: 0.8688, loss_cls: 1.2721, loss: 1.2721, grad_norm: 3.9888 2020-08-14 18:09:49,226 - mmaction - INFO - Epoch [56][100/1253] lr: 3.000e-03, eta: 10:50:28, time: 0.730, data_time: 0.008, memory: 4833, top1_acc: 0.6745, top5_acc: 0.8703, loss_cls: 1.3034, loss: 1.3034, grad_norm: 4.0120 2020-08-14 18:10:02,833 - mmaction - INFO - Epoch [56][120/1253] lr: 3.000e-03, eta: 10:50:14, time: 0.680, data_time: 0.007, memory: 4833, top1_acc: 0.6854, top5_acc: 0.8641, loss_cls: 1.3022, loss: 1.3022, grad_norm: 4.0599 2020-08-14 18:10:16,188 - mmaction - INFO - Epoch [56][140/1253] lr: 3.000e-03, eta: 10:50:00, time: 0.668, data_time: 0.004, memory: 4833, top1_acc: 0.6750, top5_acc: 0.8651, loss_cls: 1.3287, loss: 1.3287, grad_norm: 4.0264 2020-08-14 18:10:30,972 - mmaction - INFO - Epoch [56][160/1253] lr: 3.000e-03, eta: 10:49:46, time: 0.736, data_time: 0.008, memory: 4833, top1_acc: 0.6776, top5_acc: 0.8669, loss_cls: 1.3087, loss: 1.3087, grad_norm: 3.9364 2020-08-14 18:10:46,242 - mmaction - INFO - Epoch [56][180/1253] lr: 3.000e-03, eta: 10:49:34, time: 0.766, data_time: 0.007, memory: 4833, top1_acc: 0.6750, top5_acc: 0.8628, loss_cls: 1.3473, loss: 1.3473, grad_norm: 4.0525 2020-08-14 18:11:00,055 - mmaction - INFO - Epoch [56][200/1253] lr: 3.000e-03, eta: 10:49:20, time: 0.689, data_time: 0.007, memory: 4833, top1_acc: 0.6711, top5_acc: 0.8643, loss_cls: 1.3077, loss: 1.3077, grad_norm: 3.9822 2020-08-14 18:11:15,105 - mmaction - INFO - Epoch [56][220/1253] lr: 3.000e-03, eta: 10:49:07, time: 0.754, data_time: 0.008, memory: 4833, top1_acc: 0.6768, top5_acc: 0.8635, loss_cls: 1.3299, loss: 1.3299, grad_norm: 4.0011 2020-08-14 18:11:27,961 - mmaction - INFO - Epoch [56][240/1253] lr: 3.000e-03, eta: 10:48:52, time: 0.642, data_time: 0.007, memory: 4833, top1_acc: 0.6708, top5_acc: 0.8646, loss_cls: 1.3405, loss: 1.3405, grad_norm: 4.0267 2020-08-14 18:11:41,599 - mmaction - INFO - Epoch [56][260/1253] lr: 3.000e-03, eta: 10:48:38, time: 0.683, data_time: 0.005, memory: 4833, top1_acc: 0.6740, top5_acc: 0.8547, loss_cls: 1.3785, loss: 1.3785, grad_norm: 4.1678 2020-08-14 18:11:55,914 - mmaction - INFO - Epoch [56][280/1253] lr: 3.000e-03, eta: 10:48:25, time: 0.715, data_time: 0.006, memory: 4833, top1_acc: 0.6745, top5_acc: 0.8638, loss_cls: 1.3284, loss: 1.3284, grad_norm: 4.0596 2020-08-14 18:12:09,620 - mmaction - INFO - Epoch [56][300/1253] lr: 3.000e-03, eta: 10:48:11, time: 0.686, data_time: 0.006, memory: 4833, top1_acc: 0.6698, top5_acc: 0.8628, loss_cls: 1.3517, loss: 1.3517, grad_norm: 4.1148 2020-08-14 18:12:24,901 - mmaction - INFO - Epoch [56][320/1253] lr: 3.000e-03, eta: 10:47:58, time: 0.763, data_time: 0.003, memory: 4833, top1_acc: 0.6711, top5_acc: 0.8539, loss_cls: 1.3646, loss: 1.3646, grad_norm: 4.0291 2020-08-14 18:12:38,390 - mmaction - INFO - Epoch [56][340/1253] lr: 3.000e-03, eta: 10:47:44, time: 0.671, data_time: 0.008, memory: 4833, top1_acc: 0.6833, top5_acc: 0.8646, loss_cls: 1.3070, loss: 1.3070, grad_norm: 4.0829 2020-08-14 18:12:53,065 - mmaction - INFO - Epoch [56][360/1253] lr: 3.000e-03, eta: 10:47:31, time: 0.739, data_time: 0.007, memory: 4833, top1_acc: 0.6750, top5_acc: 0.8591, loss_cls: 1.3170, loss: 1.3170, grad_norm: 4.0096 2020-08-14 18:13:06,988 - mmaction - INFO - Epoch [56][380/1253] lr: 3.000e-03, eta: 10:47:17, time: 0.694, data_time: 0.007, memory: 4833, top1_acc: 0.6799, top5_acc: 0.8688, loss_cls: 1.3081, loss: 1.3081, grad_norm: 4.0156 2020-08-14 18:13:20,108 - mmaction - INFO - Epoch [56][400/1253] lr: 3.000e-03, eta: 10:47:02, time: 0.658, data_time: 0.007, memory: 4833, top1_acc: 0.6768, top5_acc: 0.8667, loss_cls: 1.2979, loss: 1.2979, grad_norm: 4.0531 2020-08-14 18:13:34,876 - mmaction - INFO - Epoch [56][420/1253] lr: 3.000e-03, eta: 10:46:49, time: 0.737, data_time: 0.006, memory: 4833, top1_acc: 0.6742, top5_acc: 0.8716, loss_cls: 1.3008, loss: 1.3008, grad_norm: 4.0939 2020-08-14 18:13:48,814 - mmaction - INFO - Epoch [56][440/1253] lr: 3.000e-03, eta: 10:46:35, time: 0.697, data_time: 0.006, memory: 4833, top1_acc: 0.6695, top5_acc: 0.8609, loss_cls: 1.3439, loss: 1.3439, grad_norm: 4.0387 2020-08-14 18:14:02,374 - mmaction - INFO - Epoch [56][460/1253] lr: 3.000e-03, eta: 10:46:21, time: 0.675, data_time: 0.007, memory: 4833, top1_acc: 0.6807, top5_acc: 0.8651, loss_cls: 1.3173, loss: 1.3173, grad_norm: 3.9918 2020-08-14 18:14:16,419 - mmaction - INFO - Epoch [56][480/1253] lr: 3.000e-03, eta: 10:46:07, time: 0.706, data_time: 0.007, memory: 4833, top1_acc: 0.6583, top5_acc: 0.8672, loss_cls: 1.3429, loss: 1.3429, grad_norm: 4.0539 2020-08-14 18:14:30,017 - mmaction - INFO - Epoch [56][500/1253] lr: 3.000e-03, eta: 10:45:53, time: 0.678, data_time: 0.007, memory: 4833, top1_acc: 0.6729, top5_acc: 0.8568, loss_cls: 1.3607, loss: 1.3607, grad_norm: 4.0748 2020-08-14 18:14:43,869 - mmaction - INFO - Epoch [56][520/1253] lr: 3.000e-03, eta: 10:45:39, time: 0.695, data_time: 0.007, memory: 4833, top1_acc: 0.6802, top5_acc: 0.8638, loss_cls: 1.3151, loss: 1.3151, grad_norm: 4.0546 2020-08-14 18:14:58,435 - mmaction - INFO - Epoch [56][540/1253] lr: 3.000e-03, eta: 10:45:26, time: 0.730, data_time: 0.007, memory: 4833, top1_acc: 0.6802, top5_acc: 0.8609, loss_cls: 1.3350, loss: 1.3350, grad_norm: 4.0433 2020-08-14 18:15:12,931 - mmaction - INFO - Epoch [56][560/1253] lr: 3.000e-03, eta: 10:45:13, time: 0.723, data_time: 0.003, memory: 4833, top1_acc: 0.6596, top5_acc: 0.8529, loss_cls: 1.3968, loss: 1.3968, grad_norm: 4.1376 2020-08-14 18:15:26,032 - mmaction - INFO - Epoch [56][580/1253] lr: 3.000e-03, eta: 10:44:58, time: 0.653, data_time: 0.007, memory: 4833, top1_acc: 0.6797, top5_acc: 0.8680, loss_cls: 1.3080, loss: 1.3080, grad_norm: 4.0424 2020-08-14 18:15:40,854 - mmaction - INFO - Epoch [56][600/1253] lr: 3.000e-03, eta: 10:44:45, time: 0.743, data_time: 0.007, memory: 4833, top1_acc: 0.6852, top5_acc: 0.8695, loss_cls: 1.2822, loss: 1.2822, grad_norm: 4.1028 2020-08-14 18:15:54,575 - mmaction - INFO - Epoch [56][620/1253] lr: 3.000e-03, eta: 10:44:31, time: 0.686, data_time: 0.009, memory: 4833, top1_acc: 0.6620, top5_acc: 0.8648, loss_cls: 1.3425, loss: 1.3425, grad_norm: 4.0988 2020-08-14 18:16:08,748 - mmaction - INFO - Epoch [56][640/1253] lr: 3.000e-03, eta: 10:44:18, time: 0.710, data_time: 0.008, memory: 4833, top1_acc: 0.6799, top5_acc: 0.8622, loss_cls: 1.3207, loss: 1.3207, grad_norm: 4.0280 2020-08-14 18:16:22,894 - mmaction - INFO - Epoch [56][660/1253] lr: 3.000e-03, eta: 10:44:04, time: 0.706, data_time: 0.002, memory: 4833, top1_acc: 0.6875, top5_acc: 0.8648, loss_cls: 1.2998, loss: 1.2998, grad_norm: 4.0172 2020-08-14 18:16:35,745 - mmaction - INFO - Epoch [56][680/1253] lr: 3.000e-03, eta: 10:43:49, time: 0.641, data_time: 0.008, memory: 4833, top1_acc: 0.6615, top5_acc: 0.8576, loss_cls: 1.3961, loss: 1.3961, grad_norm: 4.2066 2020-08-14 18:16:50,995 - mmaction - INFO - Epoch [56][700/1253] lr: 3.000e-03, eta: 10:43:36, time: 0.766, data_time: 0.007, memory: 4833, top1_acc: 0.6734, top5_acc: 0.8674, loss_cls: 1.3200, loss: 1.3200, grad_norm: 4.0441 2020-08-14 18:17:05,728 - mmaction - INFO - Epoch [56][720/1253] lr: 3.000e-03, eta: 10:43:23, time: 0.735, data_time: 0.002, memory: 4833, top1_acc: 0.6823, top5_acc: 0.8693, loss_cls: 1.3000, loss: 1.3000, grad_norm: 4.0513 2020-08-14 18:17:18,631 - mmaction - INFO - Epoch [56][740/1253] lr: 3.000e-03, eta: 10:43:09, time: 0.643, data_time: 0.008, memory: 4833, top1_acc: 0.6750, top5_acc: 0.8674, loss_cls: 1.3248, loss: 1.3248, grad_norm: 4.0524 2020-08-14 18:17:33,615 - mmaction - INFO - Epoch [56][760/1253] lr: 3.000e-03, eta: 10:42:56, time: 0.751, data_time: 0.008, memory: 4833, top1_acc: 0.6768, top5_acc: 0.8586, loss_cls: 1.3489, loss: 1.3489, grad_norm: 3.9549 2020-08-14 18:17:48,343 - mmaction - INFO - Epoch [56][780/1253] lr: 3.000e-03, eta: 10:42:42, time: 0.733, data_time: 0.007, memory: 4833, top1_acc: 0.6815, top5_acc: 0.8643, loss_cls: 1.2983, loss: 1.2983, grad_norm: 3.9428 2020-08-14 18:18:01,513 - mmaction - INFO - Epoch [56][800/1253] lr: 3.000e-03, eta: 10:42:28, time: 0.663, data_time: 0.007, memory: 4833, top1_acc: 0.6818, top5_acc: 0.8727, loss_cls: 1.2777, loss: 1.2777, grad_norm: 3.9987 2020-08-14 18:18:15,840 - mmaction - INFO - Epoch [56][820/1253] lr: 3.000e-03, eta: 10:42:15, time: 0.717, data_time: 0.007, memory: 4833, top1_acc: 0.6859, top5_acc: 0.8758, loss_cls: 1.2994, loss: 1.2994, grad_norm: 4.0071 2020-08-14 18:18:30,370 - mmaction - INFO - Epoch [56][840/1253] lr: 3.000e-03, eta: 10:42:01, time: 0.725, data_time: 0.005, memory: 4833, top1_acc: 0.6747, top5_acc: 0.8685, loss_cls: 1.3335, loss: 1.3335, grad_norm: 4.0892 2020-08-14 18:18:43,132 - mmaction - INFO - Epoch [56][860/1253] lr: 3.000e-03, eta: 10:41:46, time: 0.636, data_time: 0.011, memory: 4833, top1_acc: 0.6714, top5_acc: 0.8615, loss_cls: 1.3530, loss: 1.3530, grad_norm: 4.0421 2020-08-14 18:18:56,606 - mmaction - INFO - Epoch [56][880/1253] lr: 3.000e-03, eta: 10:41:32, time: 0.677, data_time: 0.007, memory: 4833, top1_acc: 0.6846, top5_acc: 0.8669, loss_cls: 1.3074, loss: 1.3074, grad_norm: 4.0609 2020-08-14 18:19:11,889 - mmaction - INFO - Epoch [56][900/1253] lr: 3.000e-03, eta: 10:41:19, time: 0.762, data_time: 0.008, memory: 4833, top1_acc: 0.6823, top5_acc: 0.8646, loss_cls: 1.3391, loss: 1.3391, grad_norm: 4.1044 2020-08-14 18:19:25,752 - mmaction - INFO - Epoch [56][920/1253] lr: 3.000e-03, eta: 10:41:06, time: 0.697, data_time: 0.007, memory: 4833, top1_acc: 0.6786, top5_acc: 0.8677, loss_cls: 1.3161, loss: 1.3161, grad_norm: 4.0354 2020-08-14 18:19:39,920 - mmaction - INFO - Epoch [56][940/1253] lr: 3.000e-03, eta: 10:40:52, time: 0.706, data_time: 0.006, memory: 4833, top1_acc: 0.6667, top5_acc: 0.8552, loss_cls: 1.3850, loss: 1.3850, grad_norm: 4.0970 2020-08-14 18:19:52,735 - mmaction - INFO - Epoch [56][960/1253] lr: 3.000e-03, eta: 10:40:37, time: 0.643, data_time: 0.007, memory: 4833, top1_acc: 0.6685, top5_acc: 0.8526, loss_cls: 1.3950, loss: 1.3950, grad_norm: 4.1248 2020-08-14 18:20:07,662 - mmaction - INFO - Epoch [56][980/1253] lr: 3.000e-03, eta: 10:40:24, time: 0.744, data_time: 0.007, memory: 4833, top1_acc: 0.6956, top5_acc: 0.8781, loss_cls: 1.2510, loss: 1.2510, grad_norm: 3.9374 2020-08-14 18:20:22,315 - mmaction - INFO - Epoch [56][1000/1253] lr: 3.000e-03, eta: 10:40:11, time: 0.734, data_time: 0.006, memory: 4833, top1_acc: 0.6826, top5_acc: 0.8641, loss_cls: 1.3328, loss: 1.3328, grad_norm: 4.1678 2020-08-14 18:20:35,201 - mmaction - INFO - Epoch [56][1020/1253] lr: 3.000e-03, eta: 10:39:56, time: 0.641, data_time: 0.007, memory: 4833, top1_acc: 0.6833, top5_acc: 0.8727, loss_cls: 1.2832, loss: 1.2832, grad_norm: 4.0431 2020-08-14 18:20:49,675 - mmaction - INFO - Epoch [56][1040/1253] lr: 3.000e-03, eta: 10:39:43, time: 0.728, data_time: 0.007, memory: 4833, top1_acc: 0.6620, top5_acc: 0.8612, loss_cls: 1.3517, loss: 1.3517, grad_norm: 4.0572 2020-08-14 18:21:02,561 - mmaction - INFO - Epoch [56][1060/1253] lr: 3.000e-03, eta: 10:39:28, time: 0.642, data_time: 0.006, memory: 4833, top1_acc: 0.6680, top5_acc: 0.8594, loss_cls: 1.3508, loss: 1.3508, grad_norm: 4.1272 2020-08-14 18:21:17,370 - mmaction - INFO - Epoch [56][1080/1253] lr: 3.000e-03, eta: 10:39:15, time: 0.741, data_time: 0.007, memory: 4833, top1_acc: 0.6784, top5_acc: 0.8674, loss_cls: 1.3154, loss: 1.3154, grad_norm: 4.1216 2020-08-14 18:21:32,214 - mmaction - INFO - Epoch [56][1100/1253] lr: 3.000e-03, eta: 10:39:02, time: 0.739, data_time: 0.007, memory: 4833, top1_acc: 0.6742, top5_acc: 0.8669, loss_cls: 1.3081, loss: 1.3081, grad_norm: 4.0579 2020-08-14 18:21:46,089 - mmaction - INFO - Epoch [56][1120/1253] lr: 3.000e-03, eta: 10:38:48, time: 0.699, data_time: 0.009, memory: 4833, top1_acc: 0.6687, top5_acc: 0.8604, loss_cls: 1.3679, loss: 1.3679, grad_norm: 4.0951 2020-08-14 18:22:00,597 - mmaction - INFO - Epoch [56][1140/1253] lr: 3.000e-03, eta: 10:38:35, time: 0.723, data_time: 0.005, memory: 4833, top1_acc: 0.6674, top5_acc: 0.8659, loss_cls: 1.3354, loss: 1.3354, grad_norm: 4.0423 2020-08-14 18:22:14,857 - mmaction - INFO - Epoch [56][1160/1253] lr: 3.000e-03, eta: 10:38:21, time: 0.714, data_time: 0.006, memory: 4833, top1_acc: 0.6659, top5_acc: 0.8654, loss_cls: 1.3287, loss: 1.3287, grad_norm: 4.0709 2020-08-14 18:22:29,072 - mmaction - INFO - Epoch [56][1180/1253] lr: 3.000e-03, eta: 10:38:08, time: 0.706, data_time: 0.009, memory: 4833, top1_acc: 0.6792, top5_acc: 0.8659, loss_cls: 1.3120, loss: 1.3120, grad_norm: 4.0891 2020-08-14 18:22:42,631 - mmaction - INFO - Epoch [56][1200/1253] lr: 3.000e-03, eta: 10:37:54, time: 0.684, data_time: 0.008, memory: 4833, top1_acc: 0.6703, top5_acc: 0.8638, loss_cls: 1.3501, loss: 1.3501, grad_norm: 4.1513 2020-08-14 18:22:57,874 - mmaction - INFO - Epoch [56][1220/1253] lr: 3.000e-03, eta: 10:37:41, time: 0.760, data_time: 0.006, memory: 4833, top1_acc: 0.6638, top5_acc: 0.8654, loss_cls: 1.3535, loss: 1.3535, grad_norm: 4.1369 2020-08-14 18:23:12,115 - mmaction - INFO - Epoch [56][1240/1253] lr: 3.000e-03, eta: 10:37:27, time: 0.709, data_time: 0.006, memory: 4833, top1_acc: 0.6719, top5_acc: 0.8654, loss_cls: 1.3169, loss: 1.3169, grad_norm: 4.1259 2020-08-14 18:23:20,940 - mmaction - INFO - Saving checkpoint at 56 epochs 2020-08-14 18:23:44,222 - mmaction - INFO - Epoch [57][20/1253] lr: 3.000e-03, eta: 10:37:03, time: 1.069, data_time: 0.391, memory: 4833, top1_acc: 0.6857, top5_acc: 0.8659, loss_cls: 1.2961, loss: 1.2961, grad_norm: 4.0419 2020-08-14 18:23:57,367 - mmaction - INFO - Epoch [57][40/1253] lr: 3.000e-03, eta: 10:36:49, time: 0.660, data_time: 0.008, memory: 4833, top1_acc: 0.6935, top5_acc: 0.8714, loss_cls: 1.2763, loss: 1.2763, grad_norm: 4.0360 2020-08-14 18:24:10,866 - mmaction - INFO - Epoch [57][60/1253] lr: 3.000e-03, eta: 10:36:34, time: 0.674, data_time: 0.008, memory: 4833, top1_acc: 0.6742, top5_acc: 0.8638, loss_cls: 1.3163, loss: 1.3163, grad_norm: 4.0959 2020-08-14 18:24:24,645 - mmaction - INFO - Epoch [57][80/1253] lr: 3.000e-03, eta: 10:36:21, time: 0.692, data_time: 0.006, memory: 4833, top1_acc: 0.6906, top5_acc: 0.8703, loss_cls: 1.2831, loss: 1.2831, grad_norm: 4.0774 2020-08-14 18:24:39,352 - mmaction - INFO - Epoch [57][100/1253] lr: 3.000e-03, eta: 10:36:07, time: 0.733, data_time: 0.008, memory: 4833, top1_acc: 0.6810, top5_acc: 0.8674, loss_cls: 1.2888, loss: 1.2888, grad_norm: 4.0227 2020-08-14 18:24:52,232 - mmaction - INFO - Epoch [57][120/1253] lr: 3.000e-03, eta: 10:35:53, time: 0.645, data_time: 0.007, memory: 4833, top1_acc: 0.6711, top5_acc: 0.8565, loss_cls: 1.3481, loss: 1.3481, grad_norm: 4.0326 2020-08-14 18:25:06,564 - mmaction - INFO - Epoch [57][140/1253] lr: 3.000e-03, eta: 10:35:39, time: 0.715, data_time: 0.008, memory: 4833, top1_acc: 0.6797, top5_acc: 0.8688, loss_cls: 1.2938, loss: 1.2938, grad_norm: 4.0570 2020-08-14 18:25:20,686 - mmaction - INFO - Epoch [57][160/1253] lr: 3.000e-03, eta: 10:35:25, time: 0.708, data_time: 0.007, memory: 4833, top1_acc: 0.6755, top5_acc: 0.8706, loss_cls: 1.3138, loss: 1.3138, grad_norm: 4.0731 2020-08-14 18:25:35,451 - mmaction - INFO - Epoch [57][180/1253] lr: 3.000e-03, eta: 10:35:12, time: 0.737, data_time: 0.008, memory: 4833, top1_acc: 0.6701, top5_acc: 0.8615, loss_cls: 1.3397, loss: 1.3397, grad_norm: 4.1778 2020-08-14 18:25:49,704 - mmaction - INFO - Epoch [57][200/1253] lr: 3.000e-03, eta: 10:34:59, time: 0.711, data_time: 0.006, memory: 4833, top1_acc: 0.6831, top5_acc: 0.8703, loss_cls: 1.3030, loss: 1.3030, grad_norm: 4.0769 2020-08-14 18:26:03,510 - mmaction - INFO - Epoch [57][220/1253] lr: 3.000e-03, eta: 10:34:45, time: 0.690, data_time: 0.009, memory: 4833, top1_acc: 0.6797, top5_acc: 0.8641, loss_cls: 1.2987, loss: 1.2987, grad_norm: 4.0008 2020-08-14 18:26:17,478 - mmaction - INFO - Epoch [57][240/1253] lr: 3.000e-03, eta: 10:34:31, time: 0.701, data_time: 0.009, memory: 4833, top1_acc: 0.6797, top5_acc: 0.8721, loss_cls: 1.3094, loss: 1.3094, grad_norm: 4.0852 2020-08-14 18:26:32,615 - mmaction - INFO - Epoch [57][260/1253] lr: 3.000e-03, eta: 10:34:18, time: 0.756, data_time: 0.008, memory: 4833, top1_acc: 0.6747, top5_acc: 0.8688, loss_cls: 1.3137, loss: 1.3137, grad_norm: 4.1747 2020-08-14 18:26:46,829 - mmaction - INFO - Epoch [57][280/1253] lr: 3.000e-03, eta: 10:34:05, time: 0.710, data_time: 0.007, memory: 4833, top1_acc: 0.6818, top5_acc: 0.8654, loss_cls: 1.3195, loss: 1.3195, grad_norm: 4.0499 2020-08-14 18:27:00,543 - mmaction - INFO - Epoch [57][300/1253] lr: 3.000e-03, eta: 10:33:51, time: 0.687, data_time: 0.007, memory: 4833, top1_acc: 0.6667, top5_acc: 0.8638, loss_cls: 1.3311, loss: 1.3311, grad_norm: 4.0473 2020-08-14 18:27:14,335 - mmaction - INFO - Epoch [57][320/1253] lr: 3.000e-03, eta: 10:33:37, time: 0.686, data_time: 0.007, memory: 4833, top1_acc: 0.6859, top5_acc: 0.8659, loss_cls: 1.3005, loss: 1.3005, grad_norm: 4.1111 2020-08-14 18:27:28,402 - mmaction - INFO - Epoch [57][340/1253] lr: 3.000e-03, eta: 10:33:23, time: 0.708, data_time: 0.008, memory: 4833, top1_acc: 0.6768, top5_acc: 0.8576, loss_cls: 1.3211, loss: 1.3211, grad_norm: 4.0483 2020-08-14 18:27:42,069 - mmaction - INFO - Epoch [57][360/1253] lr: 3.000e-03, eta: 10:33:09, time: 0.682, data_time: 0.005, memory: 4833, top1_acc: 0.6758, top5_acc: 0.8656, loss_cls: 1.3153, loss: 1.3153, grad_norm: 4.1065 2020-08-14 18:27:55,935 - mmaction - INFO - Epoch [57][380/1253] lr: 3.000e-03, eta: 10:32:55, time: 0.695, data_time: 0.006, memory: 4833, top1_acc: 0.6706, top5_acc: 0.8586, loss_cls: 1.3368, loss: 1.3368, grad_norm: 4.1103 2020-08-14 18:28:09,618 - mmaction - INFO - Epoch [57][400/1253] lr: 3.000e-03, eta: 10:32:41, time: 0.683, data_time: 0.002, memory: 4833, top1_acc: 0.6794, top5_acc: 0.8669, loss_cls: 1.3351, loss: 1.3351, grad_norm: 4.0686 2020-08-14 18:28:23,721 - mmaction - INFO - Epoch [57][420/1253] lr: 3.000e-03, eta: 10:32:27, time: 0.703, data_time: 0.009, memory: 4833, top1_acc: 0.6727, top5_acc: 0.8596, loss_cls: 1.3362, loss: 1.3362, grad_norm: 4.1128 2020-08-14 18:28:37,805 - mmaction - INFO - Epoch [57][440/1253] lr: 3.000e-03, eta: 10:32:14, time: 0.706, data_time: 0.007, memory: 4833, top1_acc: 0.6794, top5_acc: 0.8659, loss_cls: 1.3193, loss: 1.3193, grad_norm: 4.1565 2020-08-14 18:28:52,856 - mmaction - INFO - Epoch [57][460/1253] lr: 3.000e-03, eta: 10:32:01, time: 0.750, data_time: 0.007, memory: 4833, top1_acc: 0.6607, top5_acc: 0.8609, loss_cls: 1.3458, loss: 1.3458, grad_norm: 4.1868 2020-08-14 18:29:06,569 - mmaction - INFO - Epoch [57][480/1253] lr: 3.000e-03, eta: 10:31:47, time: 0.688, data_time: 0.007, memory: 4833, top1_acc: 0.6596, top5_acc: 0.8570, loss_cls: 1.3839, loss: 1.3839, grad_norm: 4.2078 2020-08-14 18:29:20,258 - mmaction - INFO - Epoch [57][500/1253] lr: 3.000e-03, eta: 10:31:33, time: 0.682, data_time: 0.007, memory: 4833, top1_acc: 0.6635, top5_acc: 0.8570, loss_cls: 1.3650, loss: 1.3650, grad_norm: 4.1153 2020-08-14 18:29:33,889 - mmaction - INFO - Epoch [57][520/1253] lr: 3.000e-03, eta: 10:31:19, time: 0.685, data_time: 0.007, memory: 4833, top1_acc: 0.6768, top5_acc: 0.8643, loss_cls: 1.3375, loss: 1.3375, grad_norm: 4.0607 2020-08-14 18:29:48,399 - mmaction - INFO - Epoch [57][540/1253] lr: 3.000e-03, eta: 10:31:05, time: 0.724, data_time: 0.009, memory: 4833, top1_acc: 0.6773, top5_acc: 0.8711, loss_cls: 1.2886, loss: 1.2886, grad_norm: 4.0737 2020-08-14 18:30:03,859 - mmaction - INFO - Epoch [57][560/1253] lr: 3.000e-03, eta: 10:30:52, time: 0.775, data_time: 0.008, memory: 4833, top1_acc: 0.6799, top5_acc: 0.8661, loss_cls: 1.3007, loss: 1.3007, grad_norm: 4.1191 2020-08-14 18:30:18,744 - mmaction - INFO - Epoch [57][580/1253] lr: 3.000e-03, eta: 10:30:39, time: 0.746, data_time: 0.004, memory: 4833, top1_acc: 0.6711, top5_acc: 0.8576, loss_cls: 1.3533, loss: 1.3533, grad_norm: 4.2200 2020-08-14 18:30:32,679 - mmaction - INFO - Epoch [57][600/1253] lr: 3.000e-03, eta: 10:30:26, time: 0.693, data_time: 0.005, memory: 4833, top1_acc: 0.6807, top5_acc: 0.8617, loss_cls: 1.3385, loss: 1.3385, grad_norm: 4.1588 2020-08-14 18:30:46,182 - mmaction - INFO - Epoch [57][620/1253] lr: 3.000e-03, eta: 10:30:11, time: 0.677, data_time: 0.008, memory: 4833, top1_acc: 0.6852, top5_acc: 0.8651, loss_cls: 1.3115, loss: 1.3115, grad_norm: 4.1460 2020-08-14 18:31:00,164 - mmaction - INFO - Epoch [57][640/1253] lr: 3.000e-03, eta: 10:29:58, time: 0.699, data_time: 0.007, memory: 4833, top1_acc: 0.6701, top5_acc: 0.8484, loss_cls: 1.3552, loss: 1.3552, grad_norm: 4.0395 2020-08-14 18:31:15,012 - mmaction - INFO - Epoch [57][660/1253] lr: 3.000e-03, eta: 10:29:45, time: 0.742, data_time: 0.003, memory: 4833, top1_acc: 0.6771, top5_acc: 0.8656, loss_cls: 1.3320, loss: 1.3320, grad_norm: 4.0839 2020-08-14 18:31:30,202 - mmaction - INFO - Epoch [57][680/1253] lr: 3.000e-03, eta: 10:29:32, time: 0.758, data_time: 0.007, memory: 4833, top1_acc: 0.6818, top5_acc: 0.8695, loss_cls: 1.2946, loss: 1.2946, grad_norm: 4.0376 2020-08-14 18:31:43,316 - mmaction - INFO - Epoch [57][700/1253] lr: 3.000e-03, eta: 10:29:17, time: 0.659, data_time: 0.007, memory: 4833, top1_acc: 0.6641, top5_acc: 0.8602, loss_cls: 1.3601, loss: 1.3601, grad_norm: 4.1580 2020-08-14 18:31:57,933 - mmaction - INFO - Epoch [57][720/1253] lr: 3.000e-03, eta: 10:29:04, time: 0.728, data_time: 0.007, memory: 4833, top1_acc: 0.6685, top5_acc: 0.8638, loss_cls: 1.3412, loss: 1.3412, grad_norm: 4.2617 2020-08-14 18:32:11,136 - mmaction - INFO - Epoch [57][740/1253] lr: 3.000e-03, eta: 10:28:50, time: 0.662, data_time: 0.007, memory: 4833, top1_acc: 0.6773, top5_acc: 0.8664, loss_cls: 1.2857, loss: 1.2857, grad_norm: 4.0785 2020-08-14 18:32:25,784 - mmaction - INFO - Epoch [57][760/1253] lr: 3.000e-03, eta: 10:28:36, time: 0.730, data_time: 0.007, memory: 4833, top1_acc: 0.6729, top5_acc: 0.8656, loss_cls: 1.3216, loss: 1.3216, grad_norm: 4.0371 2020-08-14 18:32:40,688 - mmaction - INFO - Epoch [57][780/1253] lr: 3.000e-03, eta: 10:28:23, time: 0.747, data_time: 0.006, memory: 4833, top1_acc: 0.6682, top5_acc: 0.8534, loss_cls: 1.3745, loss: 1.3745, grad_norm: 4.1644 2020-08-14 18:32:55,109 - mmaction - INFO - Epoch [57][800/1253] lr: 3.000e-03, eta: 10:28:10, time: 0.721, data_time: 0.006, memory: 4833, top1_acc: 0.6760, top5_acc: 0.8573, loss_cls: 1.3548, loss: 1.3548, grad_norm: 4.0938 2020-08-14 18:33:08,706 - mmaction - INFO - Epoch [57][820/1253] lr: 3.000e-03, eta: 10:27:56, time: 0.680, data_time: 0.008, memory: 4833, top1_acc: 0.6857, top5_acc: 0.8680, loss_cls: 1.2863, loss: 1.2863, grad_norm: 4.0473 2020-08-14 18:33:23,410 - mmaction - INFO - Epoch [57][840/1253] lr: 3.000e-03, eta: 10:27:42, time: 0.734, data_time: 0.002, memory: 4833, top1_acc: 0.6620, top5_acc: 0.8568, loss_cls: 1.3720, loss: 1.3720, grad_norm: 4.1427 2020-08-14 18:33:37,929 - mmaction - INFO - Epoch [57][860/1253] lr: 3.000e-03, eta: 10:27:29, time: 0.724, data_time: 0.007, memory: 4833, top1_acc: 0.6729, top5_acc: 0.8633, loss_cls: 1.3164, loss: 1.3164, grad_norm: 4.0524 2020-08-14 18:33:51,315 - mmaction - INFO - Epoch [57][880/1253] lr: 3.000e-03, eta: 10:27:15, time: 0.672, data_time: 0.007, memory: 4833, top1_acc: 0.6706, top5_acc: 0.8643, loss_cls: 1.3165, loss: 1.3165, grad_norm: 4.1486 2020-08-14 18:34:04,917 - mmaction - INFO - Epoch [57][900/1253] lr: 3.000e-03, eta: 10:27:01, time: 0.678, data_time: 0.007, memory: 4833, top1_acc: 0.6826, top5_acc: 0.8690, loss_cls: 1.3113, loss: 1.3113, grad_norm: 4.1378 2020-08-14 18:34:19,571 - mmaction - INFO - Epoch [57][920/1253] lr: 3.000e-03, eta: 10:26:47, time: 0.734, data_time: 0.007, memory: 4833, top1_acc: 0.6672, top5_acc: 0.8664, loss_cls: 1.3558, loss: 1.3558, grad_norm: 4.2211 2020-08-14 18:34:33,812 - mmaction - INFO - Epoch [57][940/1253] lr: 3.000e-03, eta: 10:26:34, time: 0.712, data_time: 0.007, memory: 4833, top1_acc: 0.6674, top5_acc: 0.8526, loss_cls: 1.3804, loss: 1.3804, grad_norm: 4.0799 2020-08-14 18:34:48,073 - mmaction - INFO - Epoch [57][960/1253] lr: 3.000e-03, eta: 10:26:20, time: 0.713, data_time: 0.006, memory: 4833, top1_acc: 0.6602, top5_acc: 0.8479, loss_cls: 1.3999, loss: 1.3999, grad_norm: 4.1635 2020-08-14 18:35:01,948 - mmaction - INFO - Epoch [57][980/1253] lr: 3.000e-03, eta: 10:26:06, time: 0.693, data_time: 0.007, memory: 4833, top1_acc: 0.6659, top5_acc: 0.8643, loss_cls: 1.3381, loss: 1.3381, grad_norm: 4.1891 2020-08-14 18:35:17,343 - mmaction - INFO - Epoch [57][1000/1253] lr: 3.000e-03, eta: 10:25:54, time: 0.770, data_time: 0.004, memory: 4833, top1_acc: 0.6667, top5_acc: 0.8646, loss_cls: 1.3100, loss: 1.3100, grad_norm: 4.0855 2020-08-14 18:35:30,789 - mmaction - INFO - Epoch [57][1020/1253] lr: 3.000e-03, eta: 10:25:39, time: 0.671, data_time: 0.007, memory: 4833, top1_acc: 0.6719, top5_acc: 0.8638, loss_cls: 1.3389, loss: 1.3389, grad_norm: 4.2320 2020-08-14 18:35:45,921 - mmaction - INFO - Epoch [57][1040/1253] lr: 3.000e-03, eta: 10:25:26, time: 0.760, data_time: 0.007, memory: 4833, top1_acc: 0.6823, top5_acc: 0.8693, loss_cls: 1.3006, loss: 1.3006, grad_norm: 4.0974 2020-08-14 18:35:59,096 - mmaction - INFO - Epoch [57][1060/1253] lr: 3.000e-03, eta: 10:25:12, time: 0.655, data_time: 0.005, memory: 4833, top1_acc: 0.6812, top5_acc: 0.8758, loss_cls: 1.2892, loss: 1.2892, grad_norm: 4.1637 2020-08-14 18:36:14,733 - mmaction - INFO - Epoch [57][1080/1253] lr: 3.000e-03, eta: 10:25:00, time: 0.785, data_time: 0.007, memory: 4833, top1_acc: 0.6721, top5_acc: 0.8672, loss_cls: 1.3385, loss: 1.3385, grad_norm: 4.0814 2020-08-14 18:36:27,909 - mmaction - INFO - Epoch [57][1100/1253] lr: 3.000e-03, eta: 10:24:45, time: 0.657, data_time: 0.006, memory: 4833, top1_acc: 0.6716, top5_acc: 0.8565, loss_cls: 1.3522, loss: 1.3522, grad_norm: 4.0706 2020-08-14 18:36:41,685 - mmaction - INFO - Epoch [57][1120/1253] lr: 3.000e-03, eta: 10:24:31, time: 0.690, data_time: 0.006, memory: 4833, top1_acc: 0.6781, top5_acc: 0.8698, loss_cls: 1.3043, loss: 1.3043, grad_norm: 4.1200 2020-08-14 18:36:55,984 - mmaction - INFO - Epoch [57][1140/1253] lr: 3.000e-03, eta: 10:24:18, time: 0.712, data_time: 0.007, memory: 4833, top1_acc: 0.6766, top5_acc: 0.8677, loss_cls: 1.3150, loss: 1.3150, grad_norm: 4.1395 2020-08-14 18:37:10,673 - mmaction - INFO - Epoch [57][1160/1253] lr: 3.000e-03, eta: 10:24:04, time: 0.738, data_time: 0.007, memory: 4833, top1_acc: 0.6539, top5_acc: 0.8628, loss_cls: 1.3623, loss: 1.3623, grad_norm: 4.2628 2020-08-14 18:37:24,253 - mmaction - INFO - Epoch [57][1180/1253] lr: 3.000e-03, eta: 10:23:50, time: 0.677, data_time: 0.006, memory: 4833, top1_acc: 0.6719, top5_acc: 0.8682, loss_cls: 1.3225, loss: 1.3225, grad_norm: 4.1357 2020-08-14 18:37:38,977 - mmaction - INFO - Epoch [57][1200/1253] lr: 3.000e-03, eta: 10:23:37, time: 0.737, data_time: 0.006, memory: 4833, top1_acc: 0.6586, top5_acc: 0.8549, loss_cls: 1.3816, loss: 1.3816, grad_norm: 4.1082 2020-08-14 18:37:53,165 - mmaction - INFO - Epoch [57][1220/1253] lr: 3.000e-03, eta: 10:23:23, time: 0.709, data_time: 0.007, memory: 4833, top1_acc: 0.6693, top5_acc: 0.8591, loss_cls: 1.3336, loss: 1.3336, grad_norm: 4.1399 2020-08-14 18:38:06,582 - mmaction - INFO - Epoch [57][1240/1253] lr: 3.000e-03, eta: 10:23:09, time: 0.671, data_time: 0.005, memory: 4833, top1_acc: 0.6750, top5_acc: 0.8654, loss_cls: 1.3098, loss: 1.3098, grad_norm: 4.0588 2020-08-14 18:38:16,994 - mmaction - INFO - Saving checkpoint at 57 epochs 2020-08-14 18:38:39,248 - mmaction - INFO - Epoch [58][20/1253] lr: 3.000e-03, eta: 10:22:44, time: 1.013, data_time: 0.375, memory: 4833, top1_acc: 0.6779, top5_acc: 0.8688, loss_cls: 1.2814, loss: 1.2814, grad_norm: 4.1215 2020-08-14 18:38:51,748 - mmaction - INFO - Epoch [58][40/1253] lr: 3.000e-03, eta: 10:22:29, time: 0.627, data_time: 0.007, memory: 4833, top1_acc: 0.6773, top5_acc: 0.8651, loss_cls: 1.3283, loss: 1.3283, grad_norm: 4.0767 2020-08-14 18:39:05,147 - mmaction - INFO - Epoch [58][60/1253] lr: 3.000e-03, eta: 10:22:15, time: 0.671, data_time: 0.007, memory: 4833, top1_acc: 0.6792, top5_acc: 0.8648, loss_cls: 1.3327, loss: 1.3327, grad_norm: 4.0115 2020-08-14 18:39:18,666 - mmaction - INFO - Epoch [58][80/1253] lr: 3.000e-03, eta: 10:22:01, time: 0.674, data_time: 0.008, memory: 4833, top1_acc: 0.6732, top5_acc: 0.8768, loss_cls: 1.3174, loss: 1.3174, grad_norm: 4.1574 2020-08-14 18:39:33,192 - mmaction - INFO - Epoch [58][100/1253] lr: 3.000e-03, eta: 10:21:48, time: 0.730, data_time: 0.007, memory: 4833, top1_acc: 0.6737, top5_acc: 0.8534, loss_cls: 1.3378, loss: 1.3378, grad_norm: 4.0551 2020-08-14 18:39:46,663 - mmaction - INFO - Epoch [58][120/1253] lr: 3.000e-03, eta: 10:21:33, time: 0.669, data_time: 0.005, memory: 4833, top1_acc: 0.6927, top5_acc: 0.8659, loss_cls: 1.2894, loss: 1.2894, grad_norm: 3.9441 2020-08-14 18:40:00,805 - mmaction - INFO - Epoch [58][140/1253] lr: 3.000e-03, eta: 10:21:20, time: 0.711, data_time: 0.007, memory: 4833, top1_acc: 0.6852, top5_acc: 0.8701, loss_cls: 1.2896, loss: 1.2896, grad_norm: 4.1192 2020-08-14 18:40:15,372 - mmaction - INFO - Epoch [58][160/1253] lr: 3.000e-03, eta: 10:21:06, time: 0.725, data_time: 0.004, memory: 4833, top1_acc: 0.6750, top5_acc: 0.8729, loss_cls: 1.2829, loss: 1.2829, grad_norm: 4.1071 2020-08-14 18:40:29,447 - mmaction - INFO - Epoch [58][180/1253] lr: 3.000e-03, eta: 10:20:53, time: 0.705, data_time: 0.009, memory: 4833, top1_acc: 0.6786, top5_acc: 0.8615, loss_cls: 1.3201, loss: 1.3201, grad_norm: 4.1348 2020-08-14 18:40:43,495 - mmaction - INFO - Epoch [58][200/1253] lr: 3.000e-03, eta: 10:20:39, time: 0.705, data_time: 0.007, memory: 4833, top1_acc: 0.6841, top5_acc: 0.8674, loss_cls: 1.2918, loss: 1.2918, grad_norm: 4.1307 2020-08-14 18:40:56,797 - mmaction - INFO - Epoch [58][220/1253] lr: 3.000e-03, eta: 10:20:25, time: 0.662, data_time: 0.005, memory: 4833, top1_acc: 0.6745, top5_acc: 0.8625, loss_cls: 1.3312, loss: 1.3312, grad_norm: 4.1852 2020-08-14 18:41:12,275 - mmaction - INFO - Epoch [58][240/1253] lr: 3.000e-03, eta: 10:20:12, time: 0.776, data_time: 0.006, memory: 4833, top1_acc: 0.6753, top5_acc: 0.8612, loss_cls: 1.3487, loss: 1.3487, grad_norm: 4.2557 2020-08-14 18:41:25,884 - mmaction - INFO - Epoch [58][260/1253] lr: 3.000e-03, eta: 10:19:58, time: 0.678, data_time: 0.005, memory: 4833, top1_acc: 0.6883, top5_acc: 0.8750, loss_cls: 1.2629, loss: 1.2629, grad_norm: 4.0809 2020-08-14 18:41:40,006 - mmaction - INFO - Epoch [58][280/1253] lr: 3.000e-03, eta: 10:19:44, time: 0.708, data_time: 0.007, memory: 4833, top1_acc: 0.6794, top5_acc: 0.8711, loss_cls: 1.2891, loss: 1.2891, grad_norm: 4.2324 2020-08-14 18:41:53,307 - mmaction - INFO - Epoch [58][300/1253] lr: 3.000e-03, eta: 10:19:30, time: 0.663, data_time: 0.006, memory: 4833, top1_acc: 0.6784, top5_acc: 0.8607, loss_cls: 1.3717, loss: 1.3717, grad_norm: 4.1337 2020-08-14 18:42:07,191 - mmaction - INFO - Epoch [58][320/1253] lr: 3.000e-03, eta: 10:19:16, time: 0.696, data_time: 0.006, memory: 4833, top1_acc: 0.6771, top5_acc: 0.8620, loss_cls: 1.3181, loss: 1.3181, grad_norm: 4.0847 2020-08-14 18:42:22,551 - mmaction - INFO - Epoch [58][340/1253] lr: 3.000e-03, eta: 10:19:03, time: 0.767, data_time: 0.003, memory: 4833, top1_acc: 0.6818, top5_acc: 0.8674, loss_cls: 1.3060, loss: 1.3060, grad_norm: 4.2090 2020-08-14 18:42:37,352 - mmaction - INFO - Epoch [58][360/1253] lr: 3.000e-03, eta: 10:18:50, time: 0.737, data_time: 0.009, memory: 4833, top1_acc: 0.6695, top5_acc: 0.8557, loss_cls: 1.3846, loss: 1.3846, grad_norm: 4.1723 2020-08-14 18:42:51,210 - mmaction - INFO - Epoch [58][380/1253] lr: 3.000e-03, eta: 10:18:36, time: 0.695, data_time: 0.007, memory: 4833, top1_acc: 0.6807, top5_acc: 0.8570, loss_cls: 1.3257, loss: 1.3257, grad_norm: 4.1472 2020-08-14 18:43:06,843 - mmaction - INFO - Epoch [58][400/1253] lr: 3.000e-03, eta: 10:18:24, time: 0.781, data_time: 0.009, memory: 4833, top1_acc: 0.6870, top5_acc: 0.8661, loss_cls: 1.3062, loss: 1.3062, grad_norm: 4.1385 2020-08-14 18:43:20,766 - mmaction - INFO - Epoch [58][420/1253] lr: 3.000e-03, eta: 10:18:10, time: 0.699, data_time: 0.007, memory: 4833, top1_acc: 0.6828, top5_acc: 0.8669, loss_cls: 1.2870, loss: 1.2870, grad_norm: 4.1705 2020-08-14 18:43:34,401 - mmaction - INFO - Epoch [58][440/1253] lr: 3.000e-03, eta: 10:17:56, time: 0.681, data_time: 0.006, memory: 4833, top1_acc: 0.6776, top5_acc: 0.8620, loss_cls: 1.3038, loss: 1.3038, grad_norm: 4.1109 2020-08-14 18:43:47,440 - mmaction - INFO - Epoch [58][460/1253] lr: 3.000e-03, eta: 10:17:41, time: 0.652, data_time: 0.005, memory: 4833, top1_acc: 0.6878, top5_acc: 0.8693, loss_cls: 1.3088, loss: 1.3088, grad_norm: 4.0682 2020-08-14 18:44:01,037 - mmaction - INFO - Epoch [58][480/1253] lr: 3.000e-03, eta: 10:17:27, time: 0.677, data_time: 0.006, memory: 4833, top1_acc: 0.6797, top5_acc: 0.8669, loss_cls: 1.3182, loss: 1.3182, grad_norm: 4.1590 2020-08-14 18:44:16,032 - mmaction - INFO - Epoch [58][500/1253] lr: 3.000e-03, eta: 10:17:14, time: 0.753, data_time: 0.007, memory: 4833, top1_acc: 0.6799, top5_acc: 0.8719, loss_cls: 1.2752, loss: 1.2752, grad_norm: 4.1003 2020-08-14 18:44:29,640 - mmaction - INFO - Epoch [58][520/1253] lr: 3.000e-03, eta: 10:17:00, time: 0.679, data_time: 0.006, memory: 4833, top1_acc: 0.6833, top5_acc: 0.8693, loss_cls: 1.3090, loss: 1.3090, grad_norm: 4.1587 2020-08-14 18:44:43,587 - mmaction - INFO - Epoch [58][540/1253] lr: 3.000e-03, eta: 10:16:46, time: 0.699, data_time: 0.007, memory: 4833, top1_acc: 0.6826, top5_acc: 0.8815, loss_cls: 1.2612, loss: 1.2612, grad_norm: 4.0602 2020-08-14 18:44:56,791 - mmaction - INFO - Epoch [58][560/1253] lr: 3.000e-03, eta: 10:16:32, time: 0.658, data_time: 0.007, memory: 4833, top1_acc: 0.6755, top5_acc: 0.8727, loss_cls: 1.3098, loss: 1.3098, grad_norm: 4.2496 2020-08-14 18:45:11,418 - mmaction - INFO - Epoch [58][580/1253] lr: 3.000e-03, eta: 10:16:19, time: 0.733, data_time: 0.007, memory: 4833, top1_acc: 0.6805, top5_acc: 0.8667, loss_cls: 1.3097, loss: 1.3097, grad_norm: 4.0584 2020-08-14 18:45:26,810 - mmaction - INFO - Epoch [58][600/1253] lr: 3.000e-03, eta: 10:16:06, time: 0.770, data_time: 0.004, memory: 4833, top1_acc: 0.6818, top5_acc: 0.8716, loss_cls: 1.2949, loss: 1.2949, grad_norm: 4.0129 2020-08-14 18:45:41,365 - mmaction - INFO - Epoch [58][620/1253] lr: 3.000e-03, eta: 10:15:52, time: 0.727, data_time: 0.008, memory: 4833, top1_acc: 0.6643, top5_acc: 0.8578, loss_cls: 1.3536, loss: 1.3536, grad_norm: 4.1493 2020-08-14 18:45:56,486 - mmaction - INFO - Epoch [58][640/1253] lr: 3.000e-03, eta: 10:15:39, time: 0.758, data_time: 0.008, memory: 4833, top1_acc: 0.6680, top5_acc: 0.8690, loss_cls: 1.3218, loss: 1.3218, grad_norm: 4.1446 2020-08-14 18:46:09,036 - mmaction - INFO - Epoch [58][660/1253] lr: 3.000e-03, eta: 10:15:25, time: 0.626, data_time: 0.010, memory: 4833, top1_acc: 0.6750, top5_acc: 0.8690, loss_cls: 1.2912, loss: 1.2912, grad_norm: 4.1497 2020-08-14 18:46:23,000 - mmaction - INFO - Epoch [58][680/1253] lr: 3.000e-03, eta: 10:15:11, time: 0.700, data_time: 0.007, memory: 4833, top1_acc: 0.6703, top5_acc: 0.8703, loss_cls: 1.3191, loss: 1.3191, grad_norm: 4.1821 2020-08-14 18:46:37,942 - mmaction - INFO - Epoch [58][700/1253] lr: 3.000e-03, eta: 10:14:58, time: 0.744, data_time: 0.007, memory: 4833, top1_acc: 0.6807, top5_acc: 0.8690, loss_cls: 1.2679, loss: 1.2679, grad_norm: 4.1319 2020-08-14 18:46:50,590 - mmaction - INFO - Epoch [58][720/1253] lr: 3.000e-03, eta: 10:14:43, time: 0.636, data_time: 0.007, memory: 4833, top1_acc: 0.6896, top5_acc: 0.8685, loss_cls: 1.2913, loss: 1.2913, grad_norm: 4.1028 2020-08-14 18:47:04,742 - mmaction - INFO - Epoch [58][740/1253] lr: 3.000e-03, eta: 10:14:29, time: 0.706, data_time: 0.009, memory: 4833, top1_acc: 0.6784, top5_acc: 0.8682, loss_cls: 1.2988, loss: 1.2988, grad_norm: 4.0919 2020-08-14 18:47:19,680 - mmaction - INFO - Epoch [58][760/1253] lr: 3.000e-03, eta: 10:14:16, time: 0.751, data_time: 0.007, memory: 4833, top1_acc: 0.6734, top5_acc: 0.8688, loss_cls: 1.3242, loss: 1.3242, grad_norm: 4.1516 2020-08-14 18:47:33,533 - mmaction - INFO - Epoch [58][780/1253] lr: 3.000e-03, eta: 10:14:02, time: 0.689, data_time: 0.005, memory: 4833, top1_acc: 0.6802, top5_acc: 0.8617, loss_cls: 1.3126, loss: 1.3126, grad_norm: 4.0606 2020-08-14 18:47:46,925 - mmaction - INFO - Epoch [58][800/1253] lr: 3.000e-03, eta: 10:13:48, time: 0.672, data_time: 0.007, memory: 4833, top1_acc: 0.6706, top5_acc: 0.8583, loss_cls: 1.3491, loss: 1.3491, grad_norm: 4.1134 2020-08-14 18:48:00,994 - mmaction - INFO - Epoch [58][820/1253] lr: 3.000e-03, eta: 10:13:34, time: 0.701, data_time: 0.006, memory: 4833, top1_acc: 0.6732, top5_acc: 0.8594, loss_cls: 1.3355, loss: 1.3355, grad_norm: 4.1272 2020-08-14 18:48:15,492 - mmaction - INFO - Epoch [58][840/1253] lr: 3.000e-03, eta: 10:13:21, time: 0.726, data_time: 0.007, memory: 4833, top1_acc: 0.6815, top5_acc: 0.8664, loss_cls: 1.3004, loss: 1.3004, grad_norm: 4.2013 2020-08-14 18:48:30,001 - mmaction - INFO - Epoch [58][860/1253] lr: 3.000e-03, eta: 10:13:07, time: 0.724, data_time: 0.009, memory: 4833, top1_acc: 0.6802, top5_acc: 0.8615, loss_cls: 1.3340, loss: 1.3340, grad_norm: 4.2097 2020-08-14 18:48:42,696 - mmaction - INFO - Epoch [58][880/1253] lr: 3.000e-03, eta: 10:12:53, time: 0.636, data_time: 0.007, memory: 4833, top1_acc: 0.6818, top5_acc: 0.8773, loss_cls: 1.2852, loss: 1.2852, grad_norm: 4.1669 2020-08-14 18:48:57,934 - mmaction - INFO - Epoch [58][900/1253] lr: 3.000e-03, eta: 10:12:40, time: 0.762, data_time: 0.004, memory: 4833, top1_acc: 0.6805, top5_acc: 0.8646, loss_cls: 1.2993, loss: 1.2993, grad_norm: 4.1418 2020-08-14 18:49:11,743 - mmaction - INFO - Epoch [58][920/1253] lr: 3.000e-03, eta: 10:12:26, time: 0.690, data_time: 0.008, memory: 4833, top1_acc: 0.6706, top5_acc: 0.8638, loss_cls: 1.3416, loss: 1.3416, grad_norm: 4.1944 2020-08-14 18:49:25,720 - mmaction - INFO - Epoch [58][940/1253] lr: 3.000e-03, eta: 10:12:12, time: 0.699, data_time: 0.009, memory: 4833, top1_acc: 0.6852, top5_acc: 0.8701, loss_cls: 1.2843, loss: 1.2843, grad_norm: 4.0195 2020-08-14 18:49:39,330 - mmaction - INFO - Epoch [58][960/1253] lr: 3.000e-03, eta: 10:11:58, time: 0.680, data_time: 0.007, memory: 4833, top1_acc: 0.6792, top5_acc: 0.8711, loss_cls: 1.3119, loss: 1.3119, grad_norm: 4.1161 2020-08-14 18:49:52,987 - mmaction - INFO - Epoch [58][980/1253] lr: 3.000e-03, eta: 10:11:44, time: 0.685, data_time: 0.007, memory: 4833, top1_acc: 0.6698, top5_acc: 0.8669, loss_cls: 1.3271, loss: 1.3271, grad_norm: 4.1698 2020-08-14 18:50:07,111 - mmaction - INFO - Epoch [58][1000/1253] lr: 3.000e-03, eta: 10:11:30, time: 0.707, data_time: 0.006, memory: 4833, top1_acc: 0.6852, top5_acc: 0.8612, loss_cls: 1.2908, loss: 1.2908, grad_norm: 4.2166 2020-08-14 18:50:21,264 - mmaction - INFO - Epoch [58][1020/1253] lr: 3.000e-03, eta: 10:11:17, time: 0.706, data_time: 0.002, memory: 4833, top1_acc: 0.6810, top5_acc: 0.8615, loss_cls: 1.3316, loss: 1.3316, grad_norm: 4.2139 2020-08-14 18:50:34,773 - mmaction - INFO - Epoch [58][1040/1253] lr: 3.000e-03, eta: 10:11:02, time: 0.675, data_time: 0.004, memory: 4833, top1_acc: 0.6911, top5_acc: 0.8727, loss_cls: 1.2928, loss: 1.2928, grad_norm: 4.1679 2020-08-14 18:50:48,419 - mmaction - INFO - Epoch [58][1060/1253] lr: 3.000e-03, eta: 10:10:48, time: 0.684, data_time: 0.008, memory: 4833, top1_acc: 0.6779, top5_acc: 0.8661, loss_cls: 1.3106, loss: 1.3106, grad_norm: 4.1742 2020-08-14 18:51:01,442 - mmaction - INFO - Epoch [58][1080/1253] lr: 3.000e-03, eta: 10:10:34, time: 0.650, data_time: 0.004, memory: 4833, top1_acc: 0.6648, top5_acc: 0.8612, loss_cls: 1.3601, loss: 1.3601, grad_norm: 4.2596 2020-08-14 18:51:14,929 - mmaction - INFO - Epoch [58][1100/1253] lr: 3.000e-03, eta: 10:10:20, time: 0.673, data_time: 0.006, memory: 4833, top1_acc: 0.6802, top5_acc: 0.8589, loss_cls: 1.3299, loss: 1.3299, grad_norm: 4.1938 2020-08-14 18:51:29,311 - mmaction - INFO - Epoch [58][1120/1253] lr: 3.000e-03, eta: 10:10:06, time: 0.722, data_time: 0.006, memory: 4833, top1_acc: 0.6758, top5_acc: 0.8721, loss_cls: 1.3031, loss: 1.3031, grad_norm: 4.1865 2020-08-14 18:51:42,618 - mmaction - INFO - Epoch [58][1140/1253] lr: 3.000e-03, eta: 10:09:52, time: 0.663, data_time: 0.006, memory: 4833, top1_acc: 0.6750, top5_acc: 0.8607, loss_cls: 1.3166, loss: 1.3166, grad_norm: 4.1183 2020-08-14 18:51:56,463 - mmaction - INFO - Epoch [58][1160/1253] lr: 3.000e-03, eta: 10:09:38, time: 0.693, data_time: 0.007, memory: 4833, top1_acc: 0.6909, top5_acc: 0.8711, loss_cls: 1.2916, loss: 1.2916, grad_norm: 4.1234 2020-08-14 18:52:10,427 - mmaction - INFO - Epoch [58][1180/1253] lr: 3.000e-03, eta: 10:09:24, time: 0.697, data_time: 0.007, memory: 4833, top1_acc: 0.6687, top5_acc: 0.8607, loss_cls: 1.3572, loss: 1.3572, grad_norm: 4.2177 2020-08-14 18:52:25,111 - mmaction - INFO - Epoch [58][1200/1253] lr: 3.000e-03, eta: 10:09:11, time: 0.737, data_time: 0.006, memory: 4833, top1_acc: 0.6758, top5_acc: 0.8578, loss_cls: 1.3396, loss: 1.3396, grad_norm: 4.1601 2020-08-14 18:52:39,315 - mmaction - INFO - Epoch [58][1220/1253] lr: 3.000e-03, eta: 10:08:57, time: 0.710, data_time: 0.007, memory: 4833, top1_acc: 0.6802, top5_acc: 0.8646, loss_cls: 1.3318, loss: 1.3318, grad_norm: 4.1446 2020-08-14 18:52:53,244 - mmaction - INFO - Epoch [58][1240/1253] lr: 3.000e-03, eta: 10:08:43, time: 0.696, data_time: 0.004, memory: 4833, top1_acc: 0.6810, top5_acc: 0.8638, loss_cls: 1.3158, loss: 1.3158, grad_norm: 4.2110 2020-08-14 18:53:01,935 - mmaction - INFO - Saving checkpoint at 58 epochs 2020-08-14 18:53:24,167 - mmaction - INFO - Epoch [59][20/1253] lr: 3.000e-03, eta: 10:08:18, time: 0.974, data_time: 0.348, memory: 4833, top1_acc: 0.6729, top5_acc: 0.8667, loss_cls: 1.3221, loss: 1.3221, grad_norm: 4.1215 2020-08-14 18:53:36,794 - mmaction - INFO - Epoch [59][40/1253] lr: 3.000e-03, eta: 10:08:03, time: 0.634, data_time: 0.007, memory: 4833, top1_acc: 0.6674, top5_acc: 0.8578, loss_cls: 1.3481, loss: 1.3481, grad_norm: 4.2640 2020-08-14 18:53:50,227 - mmaction - INFO - Epoch [59][60/1253] lr: 3.000e-03, eta: 10:07:49, time: 0.669, data_time: 0.008, memory: 4833, top1_acc: 0.6846, top5_acc: 0.8669, loss_cls: 1.2987, loss: 1.2987, grad_norm: 4.1953 2020-08-14 18:54:04,256 - mmaction - INFO - Epoch [59][80/1253] lr: 3.000e-03, eta: 10:07:35, time: 0.703, data_time: 0.007, memory: 4833, top1_acc: 0.6792, top5_acc: 0.8651, loss_cls: 1.3012, loss: 1.3012, grad_norm: 4.1169 2020-08-14 18:54:17,509 - mmaction - INFO - Epoch [59][100/1253] lr: 3.000e-03, eta: 10:07:21, time: 0.664, data_time: 0.007, memory: 4833, top1_acc: 0.6818, top5_acc: 0.8656, loss_cls: 1.2919, loss: 1.2919, grad_norm: 4.1352 2020-08-14 18:54:29,955 - mmaction - INFO - Epoch [59][120/1253] lr: 3.000e-03, eta: 10:07:06, time: 0.622, data_time: 0.003, memory: 4833, top1_acc: 0.6620, top5_acc: 0.8586, loss_cls: 1.3575, loss: 1.3575, grad_norm: 4.2127 2020-08-14 18:54:43,653 - mmaction - INFO - Epoch [59][140/1253] lr: 3.000e-03, eta: 10:06:52, time: 0.683, data_time: 0.007, memory: 4833, top1_acc: 0.6862, top5_acc: 0.8643, loss_cls: 1.2983, loss: 1.2983, grad_norm: 4.0628 2020-08-14 18:54:58,845 - mmaction - INFO - Epoch [59][160/1253] lr: 3.000e-03, eta: 10:06:39, time: 0.761, data_time: 0.006, memory: 4833, top1_acc: 0.6779, top5_acc: 0.8656, loss_cls: 1.3360, loss: 1.3360, grad_norm: 4.2011 2020-08-14 18:55:12,320 - mmaction - INFO - Epoch [59][180/1253] lr: 3.000e-03, eta: 10:06:25, time: 0.672, data_time: 0.004, memory: 4833, top1_acc: 0.6750, top5_acc: 0.8513, loss_cls: 1.3505, loss: 1.3505, grad_norm: 4.1839 2020-08-14 18:55:26,232 - mmaction - INFO - Epoch [59][200/1253] lr: 3.000e-03, eta: 10:06:11, time: 0.699, data_time: 0.008, memory: 4833, top1_acc: 0.6794, top5_acc: 0.8693, loss_cls: 1.2820, loss: 1.2820, grad_norm: 4.1147 2020-08-14 18:55:39,098 - mmaction - INFO - Epoch [59][220/1253] lr: 3.000e-03, eta: 10:05:57, time: 0.639, data_time: 0.006, memory: 4833, top1_acc: 0.6927, top5_acc: 0.8716, loss_cls: 1.2722, loss: 1.2722, grad_norm: 4.1421 2020-08-14 18:55:53,273 - mmaction - INFO - Epoch [59][240/1253] lr: 3.000e-03, eta: 10:05:43, time: 0.711, data_time: 0.007, memory: 4833, top1_acc: 0.6833, top5_acc: 0.8740, loss_cls: 1.2594, loss: 1.2594, grad_norm: 4.1156 2020-08-14 18:56:06,855 - mmaction - INFO - Epoch [59][260/1253] lr: 3.000e-03, eta: 10:05:29, time: 0.677, data_time: 0.006, memory: 4833, top1_acc: 0.6635, top5_acc: 0.8526, loss_cls: 1.3852, loss: 1.3852, grad_norm: 4.2428 2020-08-14 18:56:20,108 - mmaction - INFO - Epoch [59][280/1253] lr: 3.000e-03, eta: 10:05:15, time: 0.666, data_time: 0.007, memory: 4833, top1_acc: 0.6766, top5_acc: 0.8620, loss_cls: 1.3192, loss: 1.3192, grad_norm: 4.1560 2020-08-14 18:56:33,636 - mmaction - INFO - Epoch [59][300/1253] lr: 3.000e-03, eta: 10:05:00, time: 0.673, data_time: 0.005, memory: 4833, top1_acc: 0.6859, top5_acc: 0.8680, loss_cls: 1.2731, loss: 1.2731, grad_norm: 4.1180 2020-08-14 18:56:47,928 - mmaction - INFO - Epoch [59][320/1253] lr: 3.000e-03, eta: 10:04:47, time: 0.716, data_time: 0.007, memory: 4833, top1_acc: 0.6695, top5_acc: 0.8612, loss_cls: 1.3181, loss: 1.3181, grad_norm: 4.2320 2020-08-14 18:57:02,528 - mmaction - INFO - Epoch [59][340/1253] lr: 3.000e-03, eta: 10:04:33, time: 0.728, data_time: 0.009, memory: 4833, top1_acc: 0.6807, top5_acc: 0.8734, loss_cls: 1.2828, loss: 1.2828, grad_norm: 4.1354 2020-08-14 18:57:16,579 - mmaction - INFO - Epoch [59][360/1253] lr: 3.000e-03, eta: 10:04:20, time: 0.705, data_time: 0.007, memory: 4833, top1_acc: 0.6609, top5_acc: 0.8479, loss_cls: 1.4022, loss: 1.4022, grad_norm: 4.2807 2020-08-14 18:57:30,457 - mmaction - INFO - Epoch [59][380/1253] lr: 3.000e-03, eta: 10:04:06, time: 0.692, data_time: 0.006, memory: 4833, top1_acc: 0.6862, top5_acc: 0.8688, loss_cls: 1.3002, loss: 1.3002, grad_norm: 4.1289 2020-08-14 18:57:43,011 - mmaction - INFO - Epoch [59][400/1253] lr: 3.000e-03, eta: 10:03:51, time: 0.629, data_time: 0.005, memory: 4833, top1_acc: 0.6823, top5_acc: 0.8742, loss_cls: 1.2721, loss: 1.2721, grad_norm: 4.0929 2020-08-14 18:57:56,602 - mmaction - INFO - Epoch [59][420/1253] lr: 3.000e-03, eta: 10:03:37, time: 0.678, data_time: 0.007, memory: 4833, top1_acc: 0.6841, top5_acc: 0.8638, loss_cls: 1.2997, loss: 1.2997, grad_norm: 4.1111 2020-08-14 18:58:11,081 - mmaction - INFO - Epoch [59][440/1253] lr: 3.000e-03, eta: 10:03:23, time: 0.725, data_time: 0.006, memory: 4833, top1_acc: 0.6786, top5_acc: 0.8659, loss_cls: 1.3189, loss: 1.3189, grad_norm: 4.1668 2020-08-14 18:58:23,982 - mmaction - INFO - Epoch [59][460/1253] lr: 3.000e-03, eta: 10:03:09, time: 0.646, data_time: 0.006, memory: 4833, top1_acc: 0.6729, top5_acc: 0.8620, loss_cls: 1.3293, loss: 1.3293, grad_norm: 4.1414 2020-08-14 18:58:38,494 - mmaction - INFO - Epoch [59][480/1253] lr: 3.000e-03, eta: 10:02:55, time: 0.722, data_time: 0.007, memory: 4833, top1_acc: 0.6635, top5_acc: 0.8682, loss_cls: 1.3509, loss: 1.3509, grad_norm: 4.3108 2020-08-14 18:58:52,563 - mmaction - INFO - Epoch [59][500/1253] lr: 3.000e-03, eta: 10:02:42, time: 0.707, data_time: 0.007, memory: 4833, top1_acc: 0.6807, top5_acc: 0.8672, loss_cls: 1.2852, loss: 1.2852, grad_norm: 4.0903 2020-08-14 18:59:06,620 - mmaction - INFO - Epoch [59][520/1253] lr: 3.000e-03, eta: 10:02:28, time: 0.701, data_time: 0.008, memory: 4833, top1_acc: 0.6750, top5_acc: 0.8706, loss_cls: 1.2975, loss: 1.2975, grad_norm: 4.1823 2020-08-14 18:59:19,843 - mmaction - INFO - Epoch [59][540/1253] lr: 3.000e-03, eta: 10:02:14, time: 0.663, data_time: 0.006, memory: 4833, top1_acc: 0.6672, top5_acc: 0.8628, loss_cls: 1.3545, loss: 1.3545, grad_norm: 4.2314 2020-08-14 18:59:33,483 - mmaction - INFO - Epoch [59][560/1253] lr: 3.000e-03, eta: 10:02:00, time: 0.681, data_time: 0.007, memory: 4833, top1_acc: 0.6831, top5_acc: 0.8620, loss_cls: 1.3330, loss: 1.3330, grad_norm: 4.1317 2020-08-14 18:59:47,959 - mmaction - INFO - Epoch [59][580/1253] lr: 3.000e-03, eta: 10:01:46, time: 0.724, data_time: 0.005, memory: 4833, top1_acc: 0.6797, top5_acc: 0.8638, loss_cls: 1.3057, loss: 1.3057, grad_norm: 4.1843 2020-08-14 19:00:12,137 - mmaction - INFO - Epoch [59][600/1253] lr: 3.000e-03, eta: 10:01:38, time: 1.077, data_time: 0.007, memory: 4833, top1_acc: 0.6771, top5_acc: 0.8625, loss_cls: 1.3144, loss: 1.3144, grad_norm: 4.1295 2020-08-14 19:00:25,529 - mmaction - INFO - Epoch [59][620/1253] lr: 3.000e-03, eta: 10:01:25, time: 0.803, data_time: 0.138, memory: 4833, top1_acc: 0.6784, top5_acc: 0.8568, loss_cls: 1.3457, loss: 1.3457, grad_norm: 4.2423 2020-08-14 19:00:39,687 - mmaction - INFO - Epoch [59][640/1253] lr: 3.000e-03, eta: 10:01:12, time: 0.706, data_time: 0.005, memory: 4833, top1_acc: 0.6854, top5_acc: 0.8599, loss_cls: 1.3232, loss: 1.3232, grad_norm: 4.1546 2020-08-14 19:00:53,777 - mmaction - INFO - Epoch [59][660/1253] lr: 3.000e-03, eta: 10:00:58, time: 0.706, data_time: 0.005, memory: 4833, top1_acc: 0.6690, top5_acc: 0.8656, loss_cls: 1.3467, loss: 1.3467, grad_norm: 4.2152 2020-08-14 19:01:07,458 - mmaction - INFO - Epoch [59][680/1253] lr: 3.000e-03, eta: 10:00:44, time: 0.682, data_time: 0.006, memory: 4833, top1_acc: 0.6742, top5_acc: 0.8534, loss_cls: 1.3508, loss: 1.3508, grad_norm: 4.1546 2020-08-14 19:01:21,544 - mmaction - INFO - Epoch [59][700/1253] lr: 3.000e-03, eta: 10:00:30, time: 0.706, data_time: 0.006, memory: 4833, top1_acc: 0.6813, top5_acc: 0.8620, loss_cls: 1.3229, loss: 1.3229, grad_norm: 4.2029 2020-08-14 19:01:34,834 - mmaction - INFO - Epoch [59][720/1253] lr: 3.000e-03, eta: 10:00:16, time: 0.664, data_time: 0.006, memory: 4833, top1_acc: 0.6760, top5_acc: 0.8732, loss_cls: 1.3019, loss: 1.3019, grad_norm: 4.1485 2020-08-14 19:01:48,953 - mmaction - INFO - Epoch [59][740/1253] lr: 3.000e-03, eta: 10:00:02, time: 0.707, data_time: 0.005, memory: 4833, top1_acc: 0.6841, top5_acc: 0.8664, loss_cls: 1.3013, loss: 1.3013, grad_norm: 4.1374 2020-08-14 19:02:02,722 - mmaction - INFO - Epoch [59][760/1253] lr: 3.000e-03, eta: 9:59:48, time: 0.686, data_time: 0.007, memory: 4833, top1_acc: 0.6924, top5_acc: 0.8753, loss_cls: 1.2605, loss: 1.2605, grad_norm: 4.2609 2020-08-14 19:02:15,864 - mmaction - INFO - Epoch [59][780/1253] lr: 3.000e-03, eta: 9:59:34, time: 0.659, data_time: 0.007, memory: 4833, top1_acc: 0.6802, top5_acc: 0.8656, loss_cls: 1.2989, loss: 1.2989, grad_norm: 4.2242 2020-08-14 19:02:29,948 - mmaction - INFO - Epoch [59][800/1253] lr: 3.000e-03, eta: 9:59:20, time: 0.703, data_time: 0.007, memory: 4833, top1_acc: 0.6786, top5_acc: 0.8612, loss_cls: 1.3091, loss: 1.3091, grad_norm: 4.1555 2020-08-14 19:02:43,433 - mmaction - INFO - Epoch [59][820/1253] lr: 3.000e-03, eta: 9:59:06, time: 0.672, data_time: 0.005, memory: 4833, top1_acc: 0.6732, top5_acc: 0.8620, loss_cls: 1.3262, loss: 1.3262, grad_norm: 4.1992 2020-08-14 19:02:57,026 - mmaction - INFO - Epoch [59][840/1253] lr: 3.000e-03, eta: 9:58:52, time: 0.683, data_time: 0.008, memory: 4833, top1_acc: 0.6563, top5_acc: 0.8599, loss_cls: 1.3858, loss: 1.3858, grad_norm: 4.2965 2020-08-14 19:03:11,419 - mmaction - INFO - Epoch [59][860/1253] lr: 3.000e-03, eta: 9:58:38, time: 0.717, data_time: 0.005, memory: 4833, top1_acc: 0.6865, top5_acc: 0.8698, loss_cls: 1.2817, loss: 1.2817, grad_norm: 4.1009 2020-08-14 19:03:24,281 - mmaction - INFO - Epoch [59][880/1253] lr: 3.000e-03, eta: 9:58:24, time: 0.645, data_time: 0.006, memory: 4833, top1_acc: 0.6740, top5_acc: 0.8641, loss_cls: 1.3159, loss: 1.3159, grad_norm: 4.2184 2020-08-14 19:03:38,802 - mmaction - INFO - Epoch [59][900/1253] lr: 3.000e-03, eta: 9:58:10, time: 0.726, data_time: 0.006, memory: 4833, top1_acc: 0.6690, top5_acc: 0.8609, loss_cls: 1.3347, loss: 1.3347, grad_norm: 4.2872 2020-08-14 19:03:53,458 - mmaction - INFO - Epoch [59][920/1253] lr: 3.000e-03, eta: 9:57:57, time: 0.733, data_time: 0.002, memory: 4833, top1_acc: 0.6799, top5_acc: 0.8667, loss_cls: 1.3015, loss: 1.3015, grad_norm: 4.1361 2020-08-14 19:04:07,938 - mmaction - INFO - Epoch [59][940/1253] lr: 3.000e-03, eta: 9:57:44, time: 0.720, data_time: 0.008, memory: 4833, top1_acc: 0.6711, top5_acc: 0.8555, loss_cls: 1.3631, loss: 1.3631, grad_norm: 4.2487 2020-08-14 19:04:21,629 - mmaction - INFO - Epoch [59][960/1253] lr: 3.000e-03, eta: 9:57:30, time: 0.687, data_time: 0.007, memory: 4833, top1_acc: 0.6870, top5_acc: 0.8714, loss_cls: 1.2532, loss: 1.2532, grad_norm: 4.1346 2020-08-14 19:04:34,759 - mmaction - INFO - Epoch [59][980/1253] lr: 3.000e-03, eta: 9:57:15, time: 0.654, data_time: 0.007, memory: 4833, top1_acc: 0.6753, top5_acc: 0.8651, loss_cls: 1.3102, loss: 1.3102, grad_norm: 4.2647 2020-08-14 19:04:49,045 - mmaction - INFO - Epoch [59][1000/1253] lr: 3.000e-03, eta: 9:57:02, time: 0.718, data_time: 0.007, memory: 4833, top1_acc: 0.6763, top5_acc: 0.8635, loss_cls: 1.3286, loss: 1.3286, grad_norm: 4.2278 2020-08-14 19:05:02,651 - mmaction - INFO - Epoch [59][1020/1253] lr: 3.000e-03, eta: 9:56:48, time: 0.679, data_time: 0.005, memory: 4833, top1_acc: 0.6674, top5_acc: 0.8672, loss_cls: 1.3180, loss: 1.3180, grad_norm: 4.1733 2020-08-14 19:05:17,486 - mmaction - INFO - Epoch [59][1040/1253] lr: 3.000e-03, eta: 9:56:34, time: 0.741, data_time: 0.004, memory: 4833, top1_acc: 0.6701, top5_acc: 0.8568, loss_cls: 1.3465, loss: 1.3465, grad_norm: 4.2652 2020-08-14 19:05:32,287 - mmaction - INFO - Epoch [59][1060/1253] lr: 3.000e-03, eta: 9:56:21, time: 0.739, data_time: 0.007, memory: 4833, top1_acc: 0.6729, top5_acc: 0.8659, loss_cls: 1.3312, loss: 1.3312, grad_norm: 4.2343 2020-08-14 19:05:44,938 - mmaction - INFO - Epoch [59][1080/1253] lr: 3.000e-03, eta: 9:56:06, time: 0.634, data_time: 0.007, memory: 4833, top1_acc: 0.6724, top5_acc: 0.8633, loss_cls: 1.3407, loss: 1.3407, grad_norm: 4.2803 2020-08-14 19:05:59,140 - mmaction - INFO - Epoch [59][1100/1253] lr: 3.000e-03, eta: 9:55:53, time: 0.708, data_time: 0.008, memory: 4833, top1_acc: 0.6815, top5_acc: 0.8622, loss_cls: 1.3359, loss: 1.3359, grad_norm: 4.1929 2020-08-14 19:06:14,301 - mmaction - INFO - Epoch [59][1120/1253] lr: 3.000e-03, eta: 9:55:40, time: 0.761, data_time: 0.006, memory: 4833, top1_acc: 0.6771, top5_acc: 0.8573, loss_cls: 1.3337, loss: 1.3337, grad_norm: 4.1925 2020-08-14 19:06:29,378 - mmaction - INFO - Epoch [59][1140/1253] lr: 3.000e-03, eta: 9:55:27, time: 0.751, data_time: 0.005, memory: 4833, top1_acc: 0.6734, top5_acc: 0.8646, loss_cls: 1.3224, loss: 1.3224, grad_norm: 4.1384 2020-08-14 19:06:43,305 - mmaction - INFO - Epoch [59][1160/1253] lr: 3.000e-03, eta: 9:55:13, time: 0.697, data_time: 0.007, memory: 4833, top1_acc: 0.6763, top5_acc: 0.8706, loss_cls: 1.3154, loss: 1.3154, grad_norm: 4.2426 2020-08-14 19:06:57,004 - mmaction - INFO - Epoch [59][1180/1253] lr: 3.000e-03, eta: 9:54:59, time: 0.684, data_time: 0.009, memory: 4833, top1_acc: 0.6747, top5_acc: 0.8682, loss_cls: 1.3018, loss: 1.3018, grad_norm: 4.1811 2020-08-14 19:07:10,533 - mmaction - INFO - Epoch [59][1200/1253] lr: 3.000e-03, eta: 9:54:45, time: 0.678, data_time: 0.007, memory: 4833, top1_acc: 0.6888, top5_acc: 0.8688, loss_cls: 1.2592, loss: 1.2592, grad_norm: 4.1286 2020-08-14 19:07:25,709 - mmaction - INFO - Epoch [59][1220/1253] lr: 3.000e-03, eta: 9:54:32, time: 0.758, data_time: 0.003, memory: 4833, top1_acc: 0.6698, top5_acc: 0.8591, loss_cls: 1.3391, loss: 1.3391, grad_norm: 4.3036 2020-08-14 19:07:39,084 - mmaction - INFO - Epoch [59][1240/1253] lr: 3.000e-03, eta: 9:54:18, time: 0.668, data_time: 0.008, memory: 4833, top1_acc: 0.6766, top5_acc: 0.8664, loss_cls: 1.3336, loss: 1.3336, grad_norm: 4.2659 2020-08-14 19:07:48,505 - mmaction - INFO - Saving checkpoint at 59 epochs 2020-08-14 19:08:13,406 - mmaction - INFO - Epoch [60][20/1253] lr: 3.000e-03, eta: 9:53:54, time: 1.132, data_time: 0.478, memory: 4833, top1_acc: 0.6870, top5_acc: 0.8724, loss_cls: 1.2648, loss: 1.2648, grad_norm: 4.1039 2020-08-14 19:08:25,712 - mmaction - INFO - Epoch [60][40/1253] lr: 3.000e-03, eta: 9:53:39, time: 0.617, data_time: 0.006, memory: 4833, top1_acc: 0.6883, top5_acc: 0.8661, loss_cls: 1.2625, loss: 1.2625, grad_norm: 4.1778 2020-08-14 19:08:38,978 - mmaction - INFO - Epoch [60][60/1253] lr: 3.000e-03, eta: 9:53:25, time: 0.665, data_time: 0.007, memory: 4833, top1_acc: 0.6883, top5_acc: 0.8747, loss_cls: 1.2543, loss: 1.2543, grad_norm: 4.1882 2020-08-14 19:08:52,328 - mmaction - INFO - Epoch [60][80/1253] lr: 3.000e-03, eta: 9:53:11, time: 0.666, data_time: 0.007, memory: 4833, top1_acc: 0.6836, top5_acc: 0.8740, loss_cls: 1.2818, loss: 1.2818, grad_norm: 4.3097 2020-08-14 19:09:06,185 - mmaction - INFO - Epoch [60][100/1253] lr: 3.000e-03, eta: 9:52:57, time: 0.693, data_time: 0.007, memory: 4833, top1_acc: 0.6766, top5_acc: 0.8628, loss_cls: 1.3175, loss: 1.3175, grad_norm: 4.2580 2020-08-14 19:09:18,584 - mmaction - INFO - Epoch [60][120/1253] lr: 3.000e-03, eta: 9:52:42, time: 0.619, data_time: 0.007, memory: 4833, top1_acc: 0.6755, top5_acc: 0.8685, loss_cls: 1.2943, loss: 1.2943, grad_norm: 4.2017 2020-08-14 19:09:33,885 - mmaction - INFO - Epoch [60][140/1253] lr: 3.000e-03, eta: 9:52:29, time: 0.767, data_time: 0.006, memory: 4833, top1_acc: 0.6820, top5_acc: 0.8716, loss_cls: 1.2818, loss: 1.2818, grad_norm: 4.2469 2020-08-14 19:09:46,440 - mmaction - INFO - Epoch [60][160/1253] lr: 3.000e-03, eta: 9:52:14, time: 0.625, data_time: 0.006, memory: 4833, top1_acc: 0.6776, top5_acc: 0.8638, loss_cls: 1.3198, loss: 1.3198, grad_norm: 4.2438 2020-08-14 19:10:00,944 - mmaction - INFO - Epoch [60][180/1253] lr: 3.000e-03, eta: 9:52:01, time: 0.727, data_time: 0.007, memory: 4833, top1_acc: 0.6888, top5_acc: 0.8711, loss_cls: 1.2540, loss: 1.2540, grad_norm: 4.1854 2020-08-14 19:10:15,348 - mmaction - INFO - Epoch [60][200/1253] lr: 3.000e-03, eta: 9:51:47, time: 0.720, data_time: 0.004, memory: 4833, top1_acc: 0.6776, top5_acc: 0.8747, loss_cls: 1.2916, loss: 1.2916, grad_norm: 4.2780 2020-08-14 19:10:30,506 - mmaction - INFO - Epoch [60][220/1253] lr: 3.000e-03, eta: 9:51:34, time: 0.758, data_time: 0.006, memory: 4833, top1_acc: 0.6714, top5_acc: 0.8607, loss_cls: 1.3391, loss: 1.3391, grad_norm: 4.2865 2020-08-14 19:10:43,721 - mmaction - INFO - Epoch [60][240/1253] lr: 3.000e-03, eta: 9:51:20, time: 0.663, data_time: 0.010, memory: 4833, top1_acc: 0.6766, top5_acc: 0.8685, loss_cls: 1.3168, loss: 1.3168, grad_norm: 4.3098 2020-08-14 19:10:58,347 - mmaction - INFO - Epoch [60][260/1253] lr: 3.000e-03, eta: 9:51:07, time: 0.729, data_time: 0.004, memory: 4833, top1_acc: 0.6714, top5_acc: 0.8698, loss_cls: 1.3032, loss: 1.3032, grad_norm: 4.3279 2020-08-14 19:11:12,528 - mmaction - INFO - Epoch [60][280/1253] lr: 3.000e-03, eta: 9:50:53, time: 0.710, data_time: 0.006, memory: 4833, top1_acc: 0.6807, top5_acc: 0.8711, loss_cls: 1.3026, loss: 1.3026, grad_norm: 4.2868 2020-08-14 19:11:26,085 - mmaction - INFO - Epoch [60][300/1253] lr: 3.000e-03, eta: 9:50:39, time: 0.679, data_time: 0.010, memory: 4833, top1_acc: 0.6727, top5_acc: 0.8656, loss_cls: 1.3092, loss: 1.3092, grad_norm: 4.2428 2020-08-14 19:11:39,672 - mmaction - INFO - Epoch [60][320/1253] lr: 3.000e-03, eta: 9:50:25, time: 0.679, data_time: 0.005, memory: 4833, top1_acc: 0.6742, top5_acc: 0.8750, loss_cls: 1.2975, loss: 1.2975, grad_norm: 4.2134 2020-08-14 19:11:53,845 - mmaction - INFO - Epoch [60][340/1253] lr: 3.000e-03, eta: 9:50:11, time: 0.708, data_time: 0.005, memory: 4833, top1_acc: 0.6927, top5_acc: 0.8732, loss_cls: 1.2722, loss: 1.2722, grad_norm: 4.1720 2020-08-14 19:12:08,887 - mmaction - INFO - Epoch [60][360/1253] lr: 3.000e-03, eta: 9:49:58, time: 0.754, data_time: 0.004, memory: 4833, top1_acc: 0.6708, top5_acc: 0.8695, loss_cls: 1.2936, loss: 1.2936, grad_norm: 4.3008 2020-08-14 19:12:22,098 - mmaction - INFO - Epoch [60][380/1253] lr: 3.000e-03, eta: 9:49:44, time: 0.658, data_time: 0.004, memory: 4833, top1_acc: 0.6617, top5_acc: 0.8560, loss_cls: 1.3654, loss: 1.3654, grad_norm: 4.2957 2020-08-14 19:12:36,203 - mmaction - INFO - Epoch [60][400/1253] lr: 3.000e-03, eta: 9:49:30, time: 0.706, data_time: 0.006, memory: 4833, top1_acc: 0.6940, top5_acc: 0.8625, loss_cls: 1.2759, loss: 1.2759, grad_norm: 4.1711 2020-08-14 19:12:51,640 - mmaction - INFO - Epoch [60][420/1253] lr: 3.000e-03, eta: 9:49:17, time: 0.771, data_time: 0.007, memory: 4833, top1_acc: 0.6771, top5_acc: 0.8677, loss_cls: 1.3259, loss: 1.3259, grad_norm: 4.1860 2020-08-14 19:13:05,326 - mmaction - INFO - Epoch [60][440/1253] lr: 3.000e-03, eta: 9:49:03, time: 0.685, data_time: 0.007, memory: 4833, top1_acc: 0.6956, top5_acc: 0.8747, loss_cls: 1.2459, loss: 1.2459, grad_norm: 4.1812 2020-08-14 19:13:19,371 - mmaction - INFO - Epoch [60][460/1253] lr: 3.000e-03, eta: 9:48:50, time: 0.700, data_time: 0.007, memory: 4833, top1_acc: 0.6813, top5_acc: 0.8674, loss_cls: 1.2927, loss: 1.2927, grad_norm: 4.2479 2020-08-14 19:13:33,715 - mmaction - INFO - Epoch [60][480/1253] lr: 3.000e-03, eta: 9:48:36, time: 0.718, data_time: 0.007, memory: 4833, top1_acc: 0.6737, top5_acc: 0.8745, loss_cls: 1.2841, loss: 1.2841, grad_norm: 4.2221 2020-08-14 19:13:46,732 - mmaction - INFO - Epoch [60][500/1253] lr: 3.000e-03, eta: 9:48:22, time: 0.651, data_time: 0.004, memory: 4833, top1_acc: 0.6823, top5_acc: 0.8688, loss_cls: 1.2698, loss: 1.2698, grad_norm: 4.2174 2020-08-14 19:14:00,994 - mmaction - INFO - Epoch [60][520/1253] lr: 3.000e-03, eta: 9:48:08, time: 0.713, data_time: 0.007, memory: 4833, top1_acc: 0.6773, top5_acc: 0.8711, loss_cls: 1.2995, loss: 1.2995, grad_norm: 4.3353 2020-08-14 19:14:14,350 - mmaction - INFO - Epoch [60][540/1253] lr: 3.000e-03, eta: 9:47:54, time: 0.667, data_time: 0.004, memory: 4833, top1_acc: 0.6742, top5_acc: 0.8630, loss_cls: 1.3341, loss: 1.3341, grad_norm: 4.2420 2020-08-14 19:14:28,531 - mmaction - INFO - Epoch [60][560/1253] lr: 3.000e-03, eta: 9:47:40, time: 0.707, data_time: 0.004, memory: 4833, top1_acc: 0.6878, top5_acc: 0.8747, loss_cls: 1.2713, loss: 1.2713, grad_norm: 4.2641 2020-08-14 19:14:42,384 - mmaction - INFO - Epoch [60][580/1253] lr: 3.000e-03, eta: 9:47:26, time: 0.694, data_time: 0.007, memory: 4833, top1_acc: 0.6693, top5_acc: 0.8628, loss_cls: 1.3417, loss: 1.3417, grad_norm: 4.3751 2020-08-14 19:14:57,062 - mmaction - INFO - Epoch [60][600/1253] lr: 3.000e-03, eta: 9:47:13, time: 0.734, data_time: 0.008, memory: 4833, top1_acc: 0.6776, top5_acc: 0.8622, loss_cls: 1.3215, loss: 1.3215, grad_norm: 4.2196 2020-08-14 19:15:11,670 - mmaction - INFO - Epoch [60][620/1253] lr: 3.000e-03, eta: 9:46:59, time: 0.728, data_time: 0.004, memory: 4833, top1_acc: 0.6703, top5_acc: 0.8646, loss_cls: 1.3355, loss: 1.3355, grad_norm: 4.2622 2020-08-14 19:15:25,465 - mmaction - INFO - Epoch [60][640/1253] lr: 3.000e-03, eta: 9:46:45, time: 0.691, data_time: 0.011, memory: 4833, top1_acc: 0.6674, top5_acc: 0.8721, loss_cls: 1.3371, loss: 1.3371, grad_norm: 4.2383 2020-08-14 19:15:39,554 - mmaction - INFO - Epoch [60][660/1253] lr: 3.000e-03, eta: 9:46:32, time: 0.705, data_time: 0.006, memory: 4833, top1_acc: 0.7026, top5_acc: 0.8797, loss_cls: 1.2222, loss: 1.2222, grad_norm: 4.1354 2020-08-14 19:15:52,611 - mmaction - INFO - Epoch [60][680/1253] lr: 3.000e-03, eta: 9:46:17, time: 0.651, data_time: 0.009, memory: 4833, top1_acc: 0.6854, top5_acc: 0.8716, loss_cls: 1.2828, loss: 1.2828, grad_norm: 4.1260 2020-08-14 19:16:06,615 - mmaction - INFO - Epoch [60][700/1253] lr: 3.000e-03, eta: 9:46:03, time: 0.702, data_time: 0.007, memory: 4833, top1_acc: 0.6755, top5_acc: 0.8641, loss_cls: 1.3097, loss: 1.3097, grad_norm: 4.1840 2020-08-14 19:16:20,115 - mmaction - INFO - Epoch [60][720/1253] lr: 3.000e-03, eta: 9:45:49, time: 0.675, data_time: 0.008, memory: 4833, top1_acc: 0.6826, top5_acc: 0.8708, loss_cls: 1.3081, loss: 1.3081, grad_norm: 4.2743 2020-08-14 19:16:33,222 - mmaction - INFO - Epoch [60][740/1253] lr: 3.000e-03, eta: 9:45:35, time: 0.655, data_time: 0.003, memory: 4833, top1_acc: 0.6799, top5_acc: 0.8688, loss_cls: 1.2948, loss: 1.2948, grad_norm: 4.2384 2020-08-14 19:16:47,123 - mmaction - INFO - Epoch [60][760/1253] lr: 3.000e-03, eta: 9:45:21, time: 0.695, data_time: 0.007, memory: 4833, top1_acc: 0.6849, top5_acc: 0.8724, loss_cls: 1.2882, loss: 1.2882, grad_norm: 4.2601 2020-08-14 19:17:01,167 - mmaction - INFO - Epoch [60][780/1253] lr: 3.000e-03, eta: 9:45:07, time: 0.703, data_time: 0.005, memory: 4833, top1_acc: 0.6708, top5_acc: 0.8698, loss_cls: 1.3370, loss: 1.3370, grad_norm: 4.2756 2020-08-14 19:17:15,412 - mmaction - INFO - Epoch [60][800/1253] lr: 3.000e-03, eta: 9:44:54, time: 0.712, data_time: 0.008, memory: 4833, top1_acc: 0.6721, top5_acc: 0.8602, loss_cls: 1.3589, loss: 1.3589, grad_norm: 4.2776 2020-08-14 19:17:30,159 - mmaction - INFO - Epoch [60][820/1253] lr: 3.000e-03, eta: 9:44:40, time: 0.738, data_time: 0.005, memory: 4833, top1_acc: 0.6747, top5_acc: 0.8661, loss_cls: 1.2993, loss: 1.2993, grad_norm: 4.2111 2020-08-14 19:17:44,298 - mmaction - INFO - Epoch [60][840/1253] lr: 3.000e-03, eta: 9:44:27, time: 0.705, data_time: 0.007, memory: 4833, top1_acc: 0.6896, top5_acc: 0.8641, loss_cls: 1.2847, loss: 1.2847, grad_norm: 4.2249 2020-08-14 19:17:58,481 - mmaction - INFO - Epoch [60][860/1253] lr: 3.000e-03, eta: 9:44:13, time: 0.711, data_time: 0.007, memory: 4833, top1_acc: 0.6823, top5_acc: 0.8648, loss_cls: 1.2852, loss: 1.2852, grad_norm: 4.1517 2020-08-14 19:18:11,956 - mmaction - INFO - Epoch [60][880/1253] lr: 3.000e-03, eta: 9:43:59, time: 0.674, data_time: 0.009, memory: 4833, top1_acc: 0.6831, top5_acc: 0.8698, loss_cls: 1.2771, loss: 1.2771, grad_norm: 4.1982 2020-08-14 19:18:26,244 - mmaction - INFO - Epoch [60][900/1253] lr: 3.000e-03, eta: 9:43:45, time: 0.714, data_time: 0.005, memory: 4833, top1_acc: 0.6721, top5_acc: 0.8638, loss_cls: 1.3356, loss: 1.3356, grad_norm: 4.3253 2020-08-14 19:18:40,625 - mmaction - INFO - Epoch [60][920/1253] lr: 3.000e-03, eta: 9:43:32, time: 0.719, data_time: 0.003, memory: 4833, top1_acc: 0.6763, top5_acc: 0.8708, loss_cls: 1.3008, loss: 1.3008, grad_norm: 4.2192 2020-08-14 19:18:54,369 - mmaction - INFO - Epoch [60][940/1253] lr: 3.000e-03, eta: 9:43:18, time: 0.686, data_time: 0.007, memory: 4833, top1_acc: 0.6781, top5_acc: 0.8693, loss_cls: 1.3293, loss: 1.3293, grad_norm: 4.2860 2020-08-14 19:19:07,947 - mmaction - INFO - Epoch [60][960/1253] lr: 3.000e-03, eta: 9:43:04, time: 0.680, data_time: 0.007, memory: 4833, top1_acc: 0.6833, top5_acc: 0.8706, loss_cls: 1.2929, loss: 1.2929, grad_norm: 4.2782 2020-08-14 19:19:22,102 - mmaction - INFO - Epoch [60][980/1253] lr: 3.000e-03, eta: 9:42:50, time: 0.706, data_time: 0.007, memory: 4833, top1_acc: 0.6797, top5_acc: 0.8654, loss_cls: 1.2993, loss: 1.2993, grad_norm: 4.1708 2020-08-14 19:19:35,223 - mmaction - INFO - Epoch [60][1000/1253] lr: 3.000e-03, eta: 9:42:36, time: 0.657, data_time: 0.007, memory: 4833, top1_acc: 0.6714, top5_acc: 0.8628, loss_cls: 1.3377, loss: 1.3377, grad_norm: 4.3197 2020-08-14 19:19:49,145 - mmaction - INFO - Epoch [60][1020/1253] lr: 3.000e-03, eta: 9:42:22, time: 0.697, data_time: 0.007, memory: 4833, top1_acc: 0.6818, top5_acc: 0.8724, loss_cls: 1.2846, loss: 1.2846, grad_norm: 4.1698 2020-08-14 19:20:02,749 - mmaction - INFO - Epoch [60][1040/1253] lr: 3.000e-03, eta: 9:42:08, time: 0.680, data_time: 0.007, memory: 4833, top1_acc: 0.6859, top5_acc: 0.8695, loss_cls: 1.3002, loss: 1.3002, grad_norm: 4.1550 2020-08-14 19:20:18,042 - mmaction - INFO - Epoch [60][1060/1253] lr: 3.000e-03, eta: 9:41:55, time: 0.764, data_time: 0.005, memory: 4833, top1_acc: 0.6786, top5_acc: 0.8648, loss_cls: 1.3174, loss: 1.3174, grad_norm: 4.3320 2020-08-14 19:20:31,162 - mmaction - INFO - Epoch [60][1080/1253] lr: 3.000e-03, eta: 9:41:40, time: 0.655, data_time: 0.009, memory: 4833, top1_acc: 0.6758, top5_acc: 0.8620, loss_cls: 1.3259, loss: 1.3259, grad_norm: 4.3413 2020-08-14 19:20:45,732 - mmaction - INFO - Epoch [60][1100/1253] lr: 3.000e-03, eta: 9:41:27, time: 0.729, data_time: 0.007, memory: 4833, top1_acc: 0.6771, top5_acc: 0.8661, loss_cls: 1.3276, loss: 1.3276, grad_norm: 4.2957 2020-08-14 19:21:00,380 - mmaction - INFO - Epoch [60][1120/1253] lr: 3.000e-03, eta: 9:41:14, time: 0.733, data_time: 0.010, memory: 4833, top1_acc: 0.6776, top5_acc: 0.8716, loss_cls: 1.3021, loss: 1.3021, grad_norm: 4.2104 2020-08-14 19:21:13,667 - mmaction - INFO - Epoch [60][1140/1253] lr: 3.000e-03, eta: 9:40:59, time: 0.665, data_time: 0.007, memory: 4833, top1_acc: 0.6820, top5_acc: 0.8677, loss_cls: 1.2853, loss: 1.2853, grad_norm: 4.3142 2020-08-14 19:21:27,158 - mmaction - INFO - Epoch [60][1160/1253] lr: 3.000e-03, eta: 9:40:45, time: 0.675, data_time: 0.004, memory: 4833, top1_acc: 0.6664, top5_acc: 0.8586, loss_cls: 1.3474, loss: 1.3474, grad_norm: 4.1912 2020-08-14 19:21:40,604 - mmaction - INFO - Epoch [60][1180/1253] lr: 3.000e-03, eta: 9:40:31, time: 0.669, data_time: 0.006, memory: 4833, top1_acc: 0.6753, top5_acc: 0.8682, loss_cls: 1.2884, loss: 1.2884, grad_norm: 4.2435 2020-08-14 19:21:54,762 - mmaction - INFO - Epoch [60][1200/1253] lr: 3.000e-03, eta: 9:40:17, time: 0.710, data_time: 0.007, memory: 4833, top1_acc: 0.6708, top5_acc: 0.8560, loss_cls: 1.3601, loss: 1.3601, grad_norm: 4.2563 2020-08-14 19:22:08,244 - mmaction - INFO - Epoch [60][1220/1253] lr: 3.000e-03, eta: 9:40:03, time: 0.674, data_time: 0.007, memory: 4833, top1_acc: 0.6732, top5_acc: 0.8661, loss_cls: 1.3246, loss: 1.3246, grad_norm: 4.1926 2020-08-14 19:22:22,639 - mmaction - INFO - Epoch [60][1240/1253] lr: 3.000e-03, eta: 9:39:50, time: 0.720, data_time: 0.006, memory: 4833, top1_acc: 0.6745, top5_acc: 0.8651, loss_cls: 1.3334, loss: 1.3334, grad_norm: 4.3061 2020-08-14 19:22:30,523 - mmaction - INFO - Saving checkpoint at 60 epochs 2020-08-14 19:22:53,078 - mmaction - INFO - Epoch [61][20/1253] lr: 3.000e-03, eta: 9:39:25, time: 1.020, data_time: 0.379, memory: 4833, top1_acc: 0.6805, top5_acc: 0.8607, loss_cls: 1.3179, loss: 1.3179, grad_norm: 4.2249 2020-08-14 19:23:05,571 - mmaction - INFO - Epoch [61][40/1253] lr: 3.000e-03, eta: 9:39:10, time: 0.626, data_time: 0.008, memory: 4833, top1_acc: 0.6901, top5_acc: 0.8737, loss_cls: 1.2642, loss: 1.2642, grad_norm: 4.1941 2020-08-14 19:23:19,706 - mmaction - INFO - Epoch [61][60/1253] lr: 3.000e-03, eta: 9:38:57, time: 0.707, data_time: 0.004, memory: 4833, top1_acc: 0.6763, top5_acc: 0.8693, loss_cls: 1.3093, loss: 1.3093, grad_norm: 4.3515 2020-08-14 19:23:33,088 - mmaction - INFO - Epoch [61][80/1253] lr: 3.000e-03, eta: 9:38:42, time: 0.666, data_time: 0.006, memory: 4833, top1_acc: 0.6784, top5_acc: 0.8604, loss_cls: 1.3116, loss: 1.3116, grad_norm: 4.2217 2020-08-14 19:23:46,760 - mmaction - INFO - Epoch [61][100/1253] lr: 3.000e-03, eta: 9:38:28, time: 0.687, data_time: 0.007, memory: 4833, top1_acc: 0.6826, top5_acc: 0.8654, loss_cls: 1.3117, loss: 1.3117, grad_norm: 4.1956 2020-08-14 19:24:00,533 - mmaction - INFO - Epoch [61][120/1253] lr: 3.000e-03, eta: 9:38:14, time: 0.687, data_time: 0.009, memory: 4833, top1_acc: 0.6755, top5_acc: 0.8714, loss_cls: 1.3066, loss: 1.3066, grad_norm: 4.2419 2020-08-14 19:24:14,802 - mmaction - INFO - Epoch [61][140/1253] lr: 3.000e-03, eta: 9:38:01, time: 0.716, data_time: 0.007, memory: 4833, top1_acc: 0.6844, top5_acc: 0.8620, loss_cls: 1.3204, loss: 1.3204, grad_norm: 4.1675 2020-08-14 19:24:28,300 - mmaction - INFO - Epoch [61][160/1253] lr: 3.000e-03, eta: 9:37:47, time: 0.673, data_time: 0.006, memory: 4833, top1_acc: 0.6997, top5_acc: 0.8729, loss_cls: 1.2618, loss: 1.2618, grad_norm: 4.1035 2020-08-14 19:24:41,069 - mmaction - INFO - Epoch [61][180/1253] lr: 3.000e-03, eta: 9:37:32, time: 0.639, data_time: 0.004, memory: 4833, top1_acc: 0.6859, top5_acc: 0.8667, loss_cls: 1.2929, loss: 1.2929, grad_norm: 4.2676 2020-08-14 19:24:55,447 - mmaction - INFO - Epoch [61][200/1253] lr: 3.000e-03, eta: 9:37:18, time: 0.717, data_time: 0.008, memory: 4833, top1_acc: 0.6833, top5_acc: 0.8682, loss_cls: 1.2912, loss: 1.2912, grad_norm: 4.2589 2020-08-14 19:25:08,739 - mmaction - INFO - Epoch [61][220/1253] lr: 3.000e-03, eta: 9:37:04, time: 0.666, data_time: 0.007, memory: 4833, top1_acc: 0.6823, top5_acc: 0.8669, loss_cls: 1.3081, loss: 1.3081, grad_norm: 4.2576 2020-08-14 19:25:22,467 - mmaction - INFO - Epoch [61][240/1253] lr: 3.000e-03, eta: 9:36:50, time: 0.686, data_time: 0.008, memory: 4833, top1_acc: 0.6872, top5_acc: 0.8753, loss_cls: 1.2719, loss: 1.2719, grad_norm: 4.2591 2020-08-14 19:25:37,946 - mmaction - INFO - Epoch [61][260/1253] lr: 3.000e-03, eta: 9:36:37, time: 0.771, data_time: 0.003, memory: 4833, top1_acc: 0.6966, top5_acc: 0.8719, loss_cls: 1.2509, loss: 1.2509, grad_norm: 4.2124 2020-08-14 19:25:52,185 - mmaction - INFO - Epoch [61][280/1253] lr: 3.000e-03, eta: 9:36:24, time: 0.712, data_time: 0.009, memory: 4833, top1_acc: 0.6810, top5_acc: 0.8721, loss_cls: 1.2878, loss: 1.2878, grad_norm: 4.2792 2020-08-14 19:26:05,831 - mmaction - INFO - Epoch [61][300/1253] lr: 3.000e-03, eta: 9:36:10, time: 0.686, data_time: 0.006, memory: 4833, top1_acc: 0.6865, top5_acc: 0.8820, loss_cls: 1.2599, loss: 1.2599, grad_norm: 4.2972 2020-08-14 19:26:19,800 - mmaction - INFO - Epoch [61][320/1253] lr: 3.000e-03, eta: 9:35:56, time: 0.697, data_time: 0.007, memory: 4833, top1_acc: 0.6805, top5_acc: 0.8651, loss_cls: 1.2939, loss: 1.2939, grad_norm: 4.2161 2020-08-14 19:26:33,103 - mmaction - INFO - Epoch [61][340/1253] lr: 3.000e-03, eta: 9:35:42, time: 0.665, data_time: 0.007, memory: 4833, top1_acc: 0.6870, top5_acc: 0.8750, loss_cls: 1.2552, loss: 1.2552, grad_norm: 4.3039 2020-08-14 19:26:45,999 - mmaction - INFO - Epoch [61][360/1253] lr: 3.000e-03, eta: 9:35:27, time: 0.645, data_time: 0.007, memory: 4833, top1_acc: 0.6883, top5_acc: 0.8755, loss_cls: 1.2670, loss: 1.2670, grad_norm: 4.2440 2020-08-14 19:27:01,840 - mmaction - INFO - Epoch [61][380/1253] lr: 3.000e-03, eta: 9:35:15, time: 0.794, data_time: 0.004, memory: 4833, top1_acc: 0.6854, top5_acc: 0.8630, loss_cls: 1.3034, loss: 1.3034, grad_norm: 4.4014 2020-08-14 19:27:15,083 - mmaction - INFO - Epoch [61][400/1253] lr: 3.000e-03, eta: 9:35:00, time: 0.658, data_time: 0.005, memory: 4833, top1_acc: 0.6833, top5_acc: 0.8628, loss_cls: 1.2958, loss: 1.2958, grad_norm: 4.4164 2020-08-14 19:27:28,932 - mmaction - INFO - Epoch [61][420/1253] lr: 3.000e-03, eta: 9:34:46, time: 0.695, data_time: 0.007, memory: 4833, top1_acc: 0.6964, top5_acc: 0.8708, loss_cls: 1.2458, loss: 1.2458, grad_norm: 4.2177 2020-08-14 19:27:42,943 - mmaction - INFO - Epoch [61][440/1253] lr: 3.000e-03, eta: 9:34:33, time: 0.700, data_time: 0.003, memory: 4833, top1_acc: 0.6758, top5_acc: 0.8695, loss_cls: 1.3067, loss: 1.3067, grad_norm: 4.2847 2020-08-14 19:27:56,912 - mmaction - INFO - Epoch [61][460/1253] lr: 3.000e-03, eta: 9:34:19, time: 0.699, data_time: 0.007, memory: 4833, top1_acc: 0.6966, top5_acc: 0.8852, loss_cls: 1.2227, loss: 1.2227, grad_norm: 4.2393 2020-08-14 19:28:10,756 - mmaction - INFO - Epoch [61][480/1253] lr: 3.000e-03, eta: 9:34:05, time: 0.692, data_time: 0.003, memory: 4833, top1_acc: 0.6932, top5_acc: 0.8698, loss_cls: 1.2671, loss: 1.2671, grad_norm: 4.3006 2020-08-14 19:28:24,592 - mmaction - INFO - Epoch [61][500/1253] lr: 3.000e-03, eta: 9:33:51, time: 0.688, data_time: 0.004, memory: 4833, top1_acc: 0.6810, top5_acc: 0.8674, loss_cls: 1.3166, loss: 1.3166, grad_norm: 4.2666 2020-08-14 19:28:39,858 - mmaction - INFO - Epoch [61][520/1253] lr: 3.000e-03, eta: 9:33:38, time: 0.766, data_time: 0.007, memory: 4833, top1_acc: 0.6867, top5_acc: 0.8672, loss_cls: 1.2951, loss: 1.2951, grad_norm: 4.2358 2020-08-14 19:28:53,246 - mmaction - INFO - Epoch [61][540/1253] lr: 3.000e-03, eta: 9:33:24, time: 0.669, data_time: 0.007, memory: 4833, top1_acc: 0.6833, top5_acc: 0.8661, loss_cls: 1.3352, loss: 1.3352, grad_norm: 4.3118 2020-08-14 19:29:06,526 - mmaction - INFO - Epoch [61][560/1253] lr: 3.000e-03, eta: 9:33:10, time: 0.666, data_time: 0.007, memory: 4833, top1_acc: 0.6641, top5_acc: 0.8531, loss_cls: 1.3704, loss: 1.3704, grad_norm: 4.3534 2020-08-14 19:29:21,604 - mmaction - INFO - Epoch [61][580/1253] lr: 3.000e-03, eta: 9:32:56, time: 0.752, data_time: 0.006, memory: 4833, top1_acc: 0.6839, top5_acc: 0.8716, loss_cls: 1.2936, loss: 1.2936, grad_norm: 4.2522 2020-08-14 19:29:35,992 - mmaction - INFO - Epoch [61][600/1253] lr: 3.000e-03, eta: 9:32:43, time: 0.721, data_time: 0.007, memory: 4833, top1_acc: 0.6737, top5_acc: 0.8688, loss_cls: 1.3066, loss: 1.3066, grad_norm: 4.3926 2020-08-14 19:29:49,108 - mmaction - INFO - Epoch [61][620/1253] lr: 3.000e-03, eta: 9:32:28, time: 0.655, data_time: 0.008, memory: 4833, top1_acc: 0.6937, top5_acc: 0.8721, loss_cls: 1.2705, loss: 1.2705, grad_norm: 4.2884 2020-08-14 19:30:02,406 - mmaction - INFO - Epoch [61][640/1253] lr: 3.000e-03, eta: 9:32:14, time: 0.667, data_time: 0.007, memory: 4833, top1_acc: 0.6758, top5_acc: 0.8625, loss_cls: 1.3484, loss: 1.3484, grad_norm: 4.3537 2020-08-14 19:30:17,359 - mmaction - INFO - Epoch [61][660/1253] lr: 3.000e-03, eta: 9:32:01, time: 0.747, data_time: 0.002, memory: 4833, top1_acc: 0.6742, top5_acc: 0.8716, loss_cls: 1.2828, loss: 1.2828, grad_norm: 4.2810 2020-08-14 19:30:32,535 - mmaction - INFO - Epoch [61][680/1253] lr: 3.000e-03, eta: 9:31:48, time: 0.759, data_time: 0.007, memory: 4833, top1_acc: 0.6716, top5_acc: 0.8654, loss_cls: 1.3191, loss: 1.3191, grad_norm: 4.2926 2020-08-14 19:30:47,005 - mmaction - INFO - Epoch [61][700/1253] lr: 3.000e-03, eta: 9:31:35, time: 0.722, data_time: 0.005, memory: 4833, top1_acc: 0.6859, top5_acc: 0.8615, loss_cls: 1.3229, loss: 1.3229, grad_norm: 4.3201 2020-08-14 19:31:01,249 - mmaction - INFO - Epoch [61][720/1253] lr: 3.000e-03, eta: 9:31:21, time: 0.714, data_time: 0.009, memory: 4833, top1_acc: 0.6646, top5_acc: 0.8617, loss_cls: 1.3446, loss: 1.3446, grad_norm: 4.3772 2020-08-14 19:31:15,778 - mmaction - INFO - Epoch [61][740/1253] lr: 3.000e-03, eta: 9:31:07, time: 0.725, data_time: 0.003, memory: 4833, top1_acc: 0.6768, top5_acc: 0.8594, loss_cls: 1.3160, loss: 1.3160, grad_norm: 4.2541 2020-08-14 19:31:29,702 - mmaction - INFO - Epoch [61][760/1253] lr: 3.000e-03, eta: 9:30:54, time: 0.696, data_time: 0.008, memory: 4833, top1_acc: 0.6799, top5_acc: 0.8612, loss_cls: 1.3240, loss: 1.3240, grad_norm: 4.3304 2020-08-14 19:31:43,021 - mmaction - INFO - Epoch [61][780/1253] lr: 3.000e-03, eta: 9:30:39, time: 0.664, data_time: 0.007, memory: 4833, top1_acc: 0.6786, top5_acc: 0.8682, loss_cls: 1.2843, loss: 1.2843, grad_norm: 4.3021 2020-08-14 19:31:57,681 - mmaction - INFO - Epoch [61][800/1253] lr: 3.000e-03, eta: 9:30:26, time: 0.734, data_time: 0.010, memory: 4833, top1_acc: 0.6742, top5_acc: 0.8659, loss_cls: 1.3260, loss: 1.3260, grad_norm: 4.4445 2020-08-14 19:32:11,518 - mmaction - INFO - Epoch [61][820/1253] lr: 3.000e-03, eta: 9:30:12, time: 0.695, data_time: 0.007, memory: 4833, top1_acc: 0.6734, top5_acc: 0.8651, loss_cls: 1.3192, loss: 1.3192, grad_norm: 4.3448 2020-08-14 19:32:25,719 - mmaction - INFO - Epoch [61][840/1253] lr: 3.000e-03, eta: 9:29:58, time: 0.707, data_time: 0.006, memory: 4833, top1_acc: 0.6854, top5_acc: 0.8732, loss_cls: 1.2585, loss: 1.2585, grad_norm: 4.2280 2020-08-14 19:32:40,483 - mmaction - INFO - Epoch [61][860/1253] lr: 3.000e-03, eta: 9:29:45, time: 0.740, data_time: 0.007, memory: 4833, top1_acc: 0.6872, top5_acc: 0.8781, loss_cls: 1.2583, loss: 1.2583, grad_norm: 4.3131 2020-08-14 19:32:55,014 - mmaction - INFO - Epoch [61][880/1253] lr: 3.000e-03, eta: 9:29:32, time: 0.726, data_time: 0.006, memory: 4833, top1_acc: 0.6786, top5_acc: 0.8617, loss_cls: 1.3191, loss: 1.3191, grad_norm: 4.3248 2020-08-14 19:33:09,262 - mmaction - INFO - Epoch [61][900/1253] lr: 3.000e-03, eta: 9:29:18, time: 0.711, data_time: 0.006, memory: 4833, top1_acc: 0.6836, top5_acc: 0.8615, loss_cls: 1.3068, loss: 1.3068, grad_norm: 4.2988 2020-08-14 19:33:23,436 - mmaction - INFO - Epoch [61][920/1253] lr: 3.000e-03, eta: 9:29:04, time: 0.709, data_time: 0.011, memory: 4833, top1_acc: 0.6781, top5_acc: 0.8685, loss_cls: 1.2835, loss: 1.2835, grad_norm: 4.3307 2020-08-14 19:33:38,491 - mmaction - INFO - Epoch [61][940/1253] lr: 3.000e-03, eta: 9:28:51, time: 0.755, data_time: 0.007, memory: 4833, top1_acc: 0.6789, top5_acc: 0.8716, loss_cls: 1.2808, loss: 1.2808, grad_norm: 4.3479 2020-08-14 19:33:53,879 - mmaction - INFO - Epoch [61][960/1253] lr: 3.000e-03, eta: 9:28:38, time: 0.767, data_time: 0.007, memory: 4833, top1_acc: 0.6932, top5_acc: 0.8706, loss_cls: 1.2697, loss: 1.2697, grad_norm: 4.2312 2020-08-14 19:34:08,357 - mmaction - INFO - Epoch [61][980/1253] lr: 3.000e-03, eta: 9:28:25, time: 0.728, data_time: 0.007, memory: 4833, top1_acc: 0.6872, top5_acc: 0.8732, loss_cls: 1.2680, loss: 1.2680, grad_norm: 4.3000 2020-08-14 19:34:21,059 - mmaction - INFO - Epoch [61][1000/1253] lr: 3.000e-03, eta: 9:28:10, time: 0.632, data_time: 0.006, memory: 4833, top1_acc: 0.6831, top5_acc: 0.8706, loss_cls: 1.2940, loss: 1.2940, grad_norm: 4.2541 2020-08-14 19:34:34,923 - mmaction - INFO - Epoch [61][1020/1253] lr: 3.000e-03, eta: 9:27:56, time: 0.695, data_time: 0.007, memory: 4833, top1_acc: 0.6807, top5_acc: 0.8755, loss_cls: 1.2776, loss: 1.2776, grad_norm: 4.3174 2020-08-14 19:34:49,552 - mmaction - INFO - Epoch [61][1040/1253] lr: 3.000e-03, eta: 9:27:43, time: 0.727, data_time: 0.006, memory: 4833, top1_acc: 0.6833, top5_acc: 0.8688, loss_cls: 1.2981, loss: 1.2981, grad_norm: 4.3683 2020-08-14 19:35:03,162 - mmaction - INFO - Epoch [61][1060/1253] lr: 3.000e-03, eta: 9:27:29, time: 0.685, data_time: 0.008, memory: 4833, top1_acc: 0.6703, top5_acc: 0.8661, loss_cls: 1.3108, loss: 1.3108, grad_norm: 4.2756 2020-08-14 19:35:16,206 - mmaction - INFO - Epoch [61][1080/1253] lr: 3.000e-03, eta: 9:27:14, time: 0.652, data_time: 0.003, memory: 4833, top1_acc: 0.6784, top5_acc: 0.8456, loss_cls: 1.3727, loss: 1.3727, grad_norm: 4.3336 2020-08-14 19:35:30,705 - mmaction - INFO - Epoch [61][1100/1253] lr: 3.000e-03, eta: 9:27:01, time: 0.724, data_time: 0.007, memory: 4833, top1_acc: 0.6690, top5_acc: 0.8578, loss_cls: 1.3602, loss: 1.3602, grad_norm: 4.3045 2020-08-14 19:35:45,218 - mmaction - INFO - Epoch [61][1120/1253] lr: 3.000e-03, eta: 9:26:47, time: 0.728, data_time: 0.007, memory: 4833, top1_acc: 0.6865, top5_acc: 0.8698, loss_cls: 1.2697, loss: 1.2697, grad_norm: 4.2454 2020-08-14 19:35:58,761 - mmaction - INFO - Epoch [61][1140/1253] lr: 3.000e-03, eta: 9:26:33, time: 0.673, data_time: 0.006, memory: 4833, top1_acc: 0.6677, top5_acc: 0.8667, loss_cls: 1.3250, loss: 1.3250, grad_norm: 4.4216 2020-08-14 19:36:12,295 - mmaction - INFO - Epoch [61][1160/1253] lr: 3.000e-03, eta: 9:26:19, time: 0.680, data_time: 0.007, memory: 4833, top1_acc: 0.6714, top5_acc: 0.8638, loss_cls: 1.3269, loss: 1.3269, grad_norm: 4.3722 2020-08-14 19:36:26,577 - mmaction - INFO - Epoch [61][1180/1253] lr: 3.000e-03, eta: 9:26:06, time: 0.713, data_time: 0.006, memory: 4833, top1_acc: 0.6758, top5_acc: 0.8651, loss_cls: 1.3218, loss: 1.3218, grad_norm: 4.3244 2020-08-14 19:36:39,222 - mmaction - INFO - Epoch [61][1200/1253] lr: 3.000e-03, eta: 9:25:51, time: 0.633, data_time: 0.007, memory: 4833, top1_acc: 0.6878, top5_acc: 0.8687, loss_cls: 1.2875, loss: 1.2875, grad_norm: 4.3118 2020-08-14 19:36:53,909 - mmaction - INFO - Epoch [61][1220/1253] lr: 3.000e-03, eta: 9:25:38, time: 0.733, data_time: 0.007, memory: 4833, top1_acc: 0.6844, top5_acc: 0.8693, loss_cls: 1.3017, loss: 1.3017, grad_norm: 4.3455 2020-08-14 19:37:08,488 - mmaction - INFO - Epoch [61][1240/1253] lr: 3.000e-03, eta: 9:25:24, time: 0.730, data_time: 0.008, memory: 4833, top1_acc: 0.6810, top5_acc: 0.8568, loss_cls: 1.3319, loss: 1.3319, grad_norm: 4.3890 2020-08-14 19:37:17,459 - mmaction - INFO - Saving checkpoint at 61 epochs 2020-08-14 19:37:39,592 - mmaction - INFO - Epoch [62][20/1253] lr: 3.000e-03, eta: 9:24:59, time: 0.996, data_time: 0.349, memory: 4833, top1_acc: 0.6951, top5_acc: 0.8742, loss_cls: 1.2567, loss: 1.2567, grad_norm: 4.1874 2020-08-14 19:37:52,296 - mmaction - INFO - Epoch [62][40/1253] lr: 3.000e-03, eta: 9:24:45, time: 0.637, data_time: 0.008, memory: 4833, top1_acc: 0.6859, top5_acc: 0.8768, loss_cls: 1.2605, loss: 1.2605, grad_norm: 4.2653 2020-08-14 19:38:04,770 - mmaction - INFO - Epoch [62][60/1253] lr: 3.000e-03, eta: 9:24:30, time: 0.624, data_time: 0.007, memory: 4833, top1_acc: 0.6815, top5_acc: 0.8641, loss_cls: 1.3048, loss: 1.3048, grad_norm: 4.2640 2020-08-14 19:38:19,216 - mmaction - INFO - Epoch [62][80/1253] lr: 3.000e-03, eta: 9:24:16, time: 0.721, data_time: 0.005, memory: 4833, top1_acc: 0.6784, top5_acc: 0.8734, loss_cls: 1.2841, loss: 1.2841, grad_norm: 4.3337 2020-08-14 19:38:33,217 - mmaction - INFO - Epoch [62][100/1253] lr: 3.000e-03, eta: 9:24:03, time: 0.701, data_time: 0.008, memory: 4833, top1_acc: 0.6880, top5_acc: 0.8745, loss_cls: 1.2605, loss: 1.2605, grad_norm: 4.2931 2020-08-14 19:38:47,352 - mmaction - INFO - Epoch [62][120/1253] lr: 3.000e-03, eta: 9:23:49, time: 0.706, data_time: 0.003, memory: 4833, top1_acc: 0.6971, top5_acc: 0.8682, loss_cls: 1.2704, loss: 1.2704, grad_norm: 4.2734 2020-08-14 19:39:02,129 - mmaction - INFO - Epoch [62][140/1253] lr: 3.000e-03, eta: 9:23:36, time: 0.738, data_time: 0.006, memory: 4833, top1_acc: 0.6898, top5_acc: 0.8690, loss_cls: 1.2824, loss: 1.2824, grad_norm: 4.3155 2020-08-14 19:39:15,989 - mmaction - INFO - Epoch [62][160/1253] lr: 3.000e-03, eta: 9:23:22, time: 0.694, data_time: 0.008, memory: 4833, top1_acc: 0.6865, top5_acc: 0.8708, loss_cls: 1.2643, loss: 1.2643, grad_norm: 4.2517 2020-08-14 19:39:29,093 - mmaction - INFO - Epoch [62][180/1253] lr: 3.000e-03, eta: 9:23:07, time: 0.656, data_time: 0.004, memory: 4833, top1_acc: 0.6904, top5_acc: 0.8732, loss_cls: 1.2744, loss: 1.2744, grad_norm: 4.2599 2020-08-14 19:39:42,977 - mmaction - INFO - Epoch [62][200/1253] lr: 3.000e-03, eta: 9:22:53, time: 0.693, data_time: 0.006, memory: 4833, top1_acc: 0.6818, top5_acc: 0.8630, loss_cls: 1.3107, loss: 1.3107, grad_norm: 4.4318 2020-08-14 19:39:57,931 - mmaction - INFO - Epoch [62][220/1253] lr: 3.000e-03, eta: 9:22:40, time: 0.748, data_time: 0.006, memory: 4833, top1_acc: 0.6982, top5_acc: 0.8813, loss_cls: 1.2438, loss: 1.2438, grad_norm: 4.3631 2020-08-14 19:40:12,870 - mmaction - INFO - Epoch [62][240/1253] lr: 3.000e-03, eta: 9:22:27, time: 0.747, data_time: 0.006, memory: 4833, top1_acc: 0.6786, top5_acc: 0.8617, loss_cls: 1.3244, loss: 1.3244, grad_norm: 4.4380 2020-08-14 19:40:26,901 - mmaction - INFO - Epoch [62][260/1253] lr: 3.000e-03, eta: 9:22:13, time: 0.702, data_time: 0.004, memory: 4833, top1_acc: 0.6852, top5_acc: 0.8727, loss_cls: 1.2654, loss: 1.2654, grad_norm: 4.3151 2020-08-14 19:40:41,265 - mmaction - INFO - Epoch [62][280/1253] lr: 3.000e-03, eta: 9:22:00, time: 0.718, data_time: 0.006, memory: 4833, top1_acc: 0.6878, top5_acc: 0.8669, loss_cls: 1.2969, loss: 1.2969, grad_norm: 4.3828 2020-08-14 19:40:54,798 - mmaction - INFO - Epoch [62][300/1253] lr: 3.000e-03, eta: 9:21:46, time: 0.675, data_time: 0.010, memory: 4833, top1_acc: 0.6760, top5_acc: 0.8708, loss_cls: 1.3137, loss: 1.3137, grad_norm: 4.4124 2020-08-14 19:41:08,125 - mmaction - INFO - Epoch [62][320/1253] lr: 3.000e-03, eta: 9:21:31, time: 0.670, data_time: 0.007, memory: 4833, top1_acc: 0.6867, top5_acc: 0.8664, loss_cls: 1.2976, loss: 1.2976, grad_norm: 4.3374 2020-08-14 19:41:23,166 - mmaction - INFO - Epoch [62][340/1253] lr: 3.000e-03, eta: 9:21:18, time: 0.751, data_time: 0.004, memory: 4833, top1_acc: 0.6859, top5_acc: 0.8742, loss_cls: 1.2697, loss: 1.2697, grad_norm: 4.3240 2020-08-14 19:41:38,037 - mmaction - INFO - Epoch [62][360/1253] lr: 3.000e-03, eta: 9:21:05, time: 0.745, data_time: 0.006, memory: 4833, top1_acc: 0.6828, top5_acc: 0.8651, loss_cls: 1.3036, loss: 1.3036, grad_norm: 4.3038 2020-08-14 19:41:51,467 - mmaction - INFO - Epoch [62][380/1253] lr: 3.000e-03, eta: 9:20:51, time: 0.671, data_time: 0.002, memory: 4833, top1_acc: 0.6898, top5_acc: 0.8708, loss_cls: 1.2701, loss: 1.2701, grad_norm: 4.3066 2020-08-14 19:42:04,452 - mmaction - INFO - Epoch [62][400/1253] lr: 3.000e-03, eta: 9:20:36, time: 0.648, data_time: 0.007, memory: 4833, top1_acc: 0.6789, top5_acc: 0.8664, loss_cls: 1.2927, loss: 1.2927, grad_norm: 4.2897 2020-08-14 19:42:19,025 - mmaction - INFO - Epoch [62][420/1253] lr: 3.000e-03, eta: 9:20:23, time: 0.729, data_time: 0.007, memory: 4833, top1_acc: 0.6714, top5_acc: 0.8674, loss_cls: 1.3372, loss: 1.3372, grad_norm: 4.3553 2020-08-14 19:42:32,446 - mmaction - INFO - Epoch [62][440/1253] lr: 3.000e-03, eta: 9:20:09, time: 0.671, data_time: 0.007, memory: 4833, top1_acc: 0.6857, top5_acc: 0.8714, loss_cls: 1.2738, loss: 1.2738, grad_norm: 4.3510 2020-08-14 19:42:46,477 - mmaction - INFO - Epoch [62][460/1253] lr: 3.000e-03, eta: 9:19:55, time: 0.703, data_time: 0.004, memory: 4833, top1_acc: 0.6906, top5_acc: 0.8625, loss_cls: 1.2863, loss: 1.2863, grad_norm: 4.4056 2020-08-14 19:43:01,217 - mmaction - INFO - Epoch [62][480/1253] lr: 3.000e-03, eta: 9:19:42, time: 0.733, data_time: 0.005, memory: 4833, top1_acc: 0.6937, top5_acc: 0.8742, loss_cls: 1.2579, loss: 1.2579, grad_norm: 4.4059 2020-08-14 19:43:13,800 - mmaction - INFO - Epoch [62][500/1253] lr: 3.000e-03, eta: 9:19:27, time: 0.632, data_time: 0.007, memory: 4833, top1_acc: 0.6852, top5_acc: 0.8664, loss_cls: 1.3215, loss: 1.3215, grad_norm: 4.3284 2020-08-14 19:43:29,655 - mmaction - INFO - Epoch [62][520/1253] lr: 3.000e-03, eta: 9:19:14, time: 0.792, data_time: 0.004, memory: 4833, top1_acc: 0.6786, top5_acc: 0.8732, loss_cls: 1.2859, loss: 1.2859, grad_norm: 4.3582 2020-08-14 19:43:43,972 - mmaction - INFO - Epoch [62][540/1253] lr: 3.000e-03, eta: 9:19:01, time: 0.717, data_time: 0.004, memory: 4833, top1_acc: 0.6927, top5_acc: 0.8753, loss_cls: 1.2349, loss: 1.2349, grad_norm: 4.3152 2020-08-14 19:43:59,552 - mmaction - INFO - Epoch [62][560/1253] lr: 3.000e-03, eta: 9:18:48, time: 0.778, data_time: 0.009, memory: 4833, top1_acc: 0.6776, top5_acc: 0.8641, loss_cls: 1.3195, loss: 1.3195, grad_norm: 4.4618 2020-08-14 19:44:13,495 - mmaction - INFO - Epoch [62][580/1253] lr: 3.000e-03, eta: 9:18:34, time: 0.698, data_time: 0.005, memory: 4833, top1_acc: 0.6773, top5_acc: 0.8622, loss_cls: 1.3072, loss: 1.3072, grad_norm: 4.3834 2020-08-14 19:44:27,055 - mmaction - INFO - Epoch [62][600/1253] lr: 3.000e-03, eta: 9:18:20, time: 0.676, data_time: 0.007, memory: 4833, top1_acc: 0.6932, top5_acc: 0.8688, loss_cls: 1.2732, loss: 1.2732, grad_norm: 4.2524 2020-08-14 19:44:40,762 - mmaction - INFO - Epoch [62][620/1253] lr: 3.000e-03, eta: 9:18:06, time: 0.686, data_time: 0.007, memory: 4833, top1_acc: 0.6831, top5_acc: 0.8674, loss_cls: 1.2788, loss: 1.2788, grad_norm: 4.2767 2020-08-14 19:44:55,154 - mmaction - INFO - Epoch [62][640/1253] lr: 3.000e-03, eta: 9:17:52, time: 0.719, data_time: 0.008, memory: 4833, top1_acc: 0.6768, top5_acc: 0.8630, loss_cls: 1.3302, loss: 1.3302, grad_norm: 4.3614 2020-08-14 19:45:09,647 - mmaction - INFO - Epoch [62][660/1253] lr: 3.000e-03, eta: 9:17:39, time: 0.727, data_time: 0.007, memory: 4833, top1_acc: 0.6872, top5_acc: 0.8643, loss_cls: 1.3213, loss: 1.3213, grad_norm: 4.3366 2020-08-14 19:45:24,044 - mmaction - INFO - Epoch [62][680/1253] lr: 3.000e-03, eta: 9:17:25, time: 0.718, data_time: 0.006, memory: 4833, top1_acc: 0.6773, top5_acc: 0.8604, loss_cls: 1.3400, loss: 1.3400, grad_norm: 4.4357 2020-08-14 19:45:38,206 - mmaction - INFO - Epoch [62][700/1253] lr: 3.000e-03, eta: 9:17:12, time: 0.709, data_time: 0.007, memory: 4833, top1_acc: 0.6758, top5_acc: 0.8635, loss_cls: 1.3016, loss: 1.3016, grad_norm: 4.3654 2020-08-14 19:45:53,097 - mmaction - INFO - Epoch [62][720/1253] lr: 3.000e-03, eta: 9:16:58, time: 0.745, data_time: 0.007, memory: 4833, top1_acc: 0.6807, top5_acc: 0.8625, loss_cls: 1.3193, loss: 1.3193, grad_norm: 4.3778 2020-08-14 19:46:06,608 - mmaction - INFO - Epoch [62][740/1253] lr: 3.000e-03, eta: 9:16:44, time: 0.674, data_time: 0.008, memory: 4833, top1_acc: 0.6807, top5_acc: 0.8693, loss_cls: 1.3136, loss: 1.3136, grad_norm: 4.3933 2020-08-14 19:46:20,950 - mmaction - INFO - Epoch [62][760/1253] lr: 3.000e-03, eta: 9:16:31, time: 0.719, data_time: 0.006, memory: 4833, top1_acc: 0.6815, top5_acc: 0.8727, loss_cls: 1.2895, loss: 1.2895, grad_norm: 4.3848 2020-08-14 19:46:36,017 - mmaction - INFO - Epoch [62][780/1253] lr: 3.000e-03, eta: 9:16:17, time: 0.751, data_time: 0.005, memory: 4833, top1_acc: 0.6797, top5_acc: 0.8661, loss_cls: 1.3079, loss: 1.3079, grad_norm: 4.4031 2020-08-14 19:46:49,779 - mmaction - INFO - Epoch [62][800/1253] lr: 3.000e-03, eta: 9:16:04, time: 0.690, data_time: 0.006, memory: 4833, top1_acc: 0.6836, top5_acc: 0.8740, loss_cls: 1.2932, loss: 1.2932, grad_norm: 4.3819 2020-08-14 19:47:04,019 - mmaction - INFO - Epoch [62][820/1253] lr: 3.000e-03, eta: 9:15:50, time: 0.711, data_time: 0.007, memory: 4833, top1_acc: 0.6724, top5_acc: 0.8586, loss_cls: 1.3330, loss: 1.3330, grad_norm: 4.3303 2020-08-14 19:47:16,695 - mmaction - INFO - Epoch [62][840/1253] lr: 3.000e-03, eta: 9:15:35, time: 0.635, data_time: 0.005, memory: 4833, top1_acc: 0.6839, top5_acc: 0.8802, loss_cls: 1.2477, loss: 1.2477, grad_norm: 4.3993 2020-08-14 19:47:30,690 - mmaction - INFO - Epoch [62][860/1253] lr: 3.000e-03, eta: 9:15:21, time: 0.698, data_time: 0.007, memory: 4833, top1_acc: 0.6690, top5_acc: 0.8688, loss_cls: 1.3241, loss: 1.3241, grad_norm: 4.4061 2020-08-14 19:47:44,975 - mmaction - INFO - Epoch [62][880/1253] lr: 3.000e-03, eta: 9:15:08, time: 0.715, data_time: 0.007, memory: 4833, top1_acc: 0.6789, top5_acc: 0.8667, loss_cls: 1.2959, loss: 1.2959, grad_norm: 4.3533 2020-08-14 19:47:57,957 - mmaction - INFO - Epoch [62][900/1253] lr: 3.000e-03, eta: 9:14:53, time: 0.648, data_time: 0.008, memory: 4833, top1_acc: 0.6896, top5_acc: 0.8766, loss_cls: 1.2388, loss: 1.2388, grad_norm: 4.2392 2020-08-14 19:48:12,874 - mmaction - INFO - Epoch [62][920/1253] lr: 3.000e-03, eta: 9:14:40, time: 0.749, data_time: 0.007, memory: 4833, top1_acc: 0.6771, top5_acc: 0.8594, loss_cls: 1.3209, loss: 1.3209, grad_norm: 4.4023 2020-08-14 19:48:27,322 - mmaction - INFO - Epoch [62][940/1253] lr: 3.000e-03, eta: 9:14:27, time: 0.719, data_time: 0.007, memory: 4833, top1_acc: 0.6807, top5_acc: 0.8745, loss_cls: 1.2746, loss: 1.2746, grad_norm: 4.3588 2020-08-14 19:48:41,706 - mmaction - INFO - Epoch [62][960/1253] lr: 3.000e-03, eta: 9:14:13, time: 0.722, data_time: 0.006, memory: 4833, top1_acc: 0.6763, top5_acc: 0.8693, loss_cls: 1.3200, loss: 1.3200, grad_norm: 4.3183 2020-08-14 19:48:56,774 - mmaction - INFO - Epoch [62][980/1253] lr: 3.000e-03, eta: 9:14:00, time: 0.749, data_time: 0.005, memory: 4833, top1_acc: 0.6708, top5_acc: 0.8698, loss_cls: 1.3121, loss: 1.3121, grad_norm: 4.3771 2020-08-14 19:49:09,967 - mmaction - INFO - Epoch [62][1000/1253] lr: 3.000e-03, eta: 9:13:46, time: 0.663, data_time: 0.008, memory: 4833, top1_acc: 0.6708, top5_acc: 0.8669, loss_cls: 1.3235, loss: 1.3235, grad_norm: 4.3806 2020-08-14 19:49:23,862 - mmaction - INFO - Epoch [62][1020/1253] lr: 3.000e-03, eta: 9:13:32, time: 0.692, data_time: 0.007, memory: 4833, top1_acc: 0.6839, top5_acc: 0.8682, loss_cls: 1.2931, loss: 1.2931, grad_norm: 4.3255 2020-08-14 19:49:37,160 - mmaction - INFO - Epoch [62][1040/1253] lr: 3.000e-03, eta: 9:13:17, time: 0.666, data_time: 0.007, memory: 4833, top1_acc: 0.6828, top5_acc: 0.8643, loss_cls: 1.2954, loss: 1.2954, grad_norm: 4.2702 2020-08-14 19:49:51,551 - mmaction - INFO - Epoch [62][1060/1253] lr: 3.000e-03, eta: 9:13:04, time: 0.719, data_time: 0.007, memory: 4833, top1_acc: 0.6784, top5_acc: 0.8693, loss_cls: 1.3044, loss: 1.3044, grad_norm: 4.2233 2020-08-14 19:50:06,203 - mmaction - INFO - Epoch [62][1080/1253] lr: 3.000e-03, eta: 9:12:50, time: 0.733, data_time: 0.006, memory: 4833, top1_acc: 0.6820, top5_acc: 0.8690, loss_cls: 1.3100, loss: 1.3100, grad_norm: 4.4574 2020-08-14 19:50:19,867 - mmaction - INFO - Epoch [62][1100/1253] lr: 3.000e-03, eta: 9:12:36, time: 0.685, data_time: 0.003, memory: 4833, top1_acc: 0.6714, top5_acc: 0.8599, loss_cls: 1.3450, loss: 1.3450, grad_norm: 4.3728 2020-08-14 19:50:32,971 - mmaction - INFO - Epoch [62][1120/1253] lr: 3.000e-03, eta: 9:12:22, time: 0.652, data_time: 0.005, memory: 4833, top1_acc: 0.6779, top5_acc: 0.8620, loss_cls: 1.3150, loss: 1.3150, grad_norm: 4.3232 2020-08-14 19:50:47,208 - mmaction - INFO - Epoch [62][1140/1253] lr: 3.000e-03, eta: 9:12:08, time: 0.713, data_time: 0.007, memory: 4833, top1_acc: 0.6698, top5_acc: 0.8607, loss_cls: 1.3355, loss: 1.3355, grad_norm: 4.4034 2020-08-14 19:51:01,511 - mmaction - INFO - Epoch [62][1160/1253] lr: 3.000e-03, eta: 9:11:55, time: 0.711, data_time: 0.007, memory: 4833, top1_acc: 0.6997, top5_acc: 0.8737, loss_cls: 1.2424, loss: 1.2424, grad_norm: 4.2889 2020-08-14 19:51:14,607 - mmaction - INFO - Epoch [62][1180/1253] lr: 3.000e-03, eta: 9:11:40, time: 0.660, data_time: 0.008, memory: 4833, top1_acc: 0.6695, top5_acc: 0.8617, loss_cls: 1.3417, loss: 1.3417, grad_norm: 4.3006 2020-08-14 19:51:27,931 - mmaction - INFO - Epoch [62][1200/1253] lr: 3.000e-03, eta: 9:11:26, time: 0.663, data_time: 0.006, memory: 4833, top1_acc: 0.6865, top5_acc: 0.8711, loss_cls: 1.2737, loss: 1.2737, grad_norm: 4.2770 2020-08-14 19:51:42,188 - mmaction - INFO - Epoch [62][1220/1253] lr: 3.000e-03, eta: 9:11:13, time: 0.717, data_time: 0.007, memory: 4833, top1_acc: 0.6635, top5_acc: 0.8586, loss_cls: 1.3706, loss: 1.3706, grad_norm: 4.4745 2020-08-14 19:51:55,823 - mmaction - INFO - Epoch [62][1240/1253] lr: 3.000e-03, eta: 9:10:58, time: 0.680, data_time: 0.002, memory: 4833, top1_acc: 0.6867, top5_acc: 0.8740, loss_cls: 1.2876, loss: 1.2876, grad_norm: 4.3343 2020-08-14 19:52:03,972 - mmaction - INFO - Saving checkpoint at 62 epochs 2020-08-14 19:52:26,387 - mmaction - INFO - Epoch [63][20/1253] lr: 3.000e-03, eta: 9:10:34, time: 1.040, data_time: 0.416, memory: 4833, top1_acc: 0.6862, top5_acc: 0.8729, loss_cls: 1.2730, loss: 1.2730, grad_norm: 4.3232 2020-08-14 19:52:39,498 - mmaction - INFO - Epoch [63][40/1253] lr: 3.000e-03, eta: 9:10:20, time: 0.658, data_time: 0.009, memory: 4833, top1_acc: 0.6880, top5_acc: 0.8714, loss_cls: 1.2712, loss: 1.2712, grad_norm: 4.3828 2020-08-14 19:52:54,146 - mmaction - INFO - Epoch [63][60/1253] lr: 3.000e-03, eta: 9:10:07, time: 0.731, data_time: 0.007, memory: 4833, top1_acc: 0.6909, top5_acc: 0.8747, loss_cls: 1.2396, loss: 1.2396, grad_norm: 4.3533 2020-08-14 19:53:07,770 - mmaction - INFO - Epoch [63][80/1253] lr: 3.000e-03, eta: 9:09:53, time: 0.683, data_time: 0.007, memory: 4833, top1_acc: 0.6820, top5_acc: 0.8672, loss_cls: 1.2976, loss: 1.2976, grad_norm: 4.3705 2020-08-14 19:53:21,269 - mmaction - INFO - Epoch [63][100/1253] lr: 3.000e-03, eta: 9:09:38, time: 0.673, data_time: 0.006, memory: 4833, top1_acc: 0.7000, top5_acc: 0.8794, loss_cls: 1.2256, loss: 1.2256, grad_norm: 4.2771 2020-08-14 19:53:34,923 - mmaction - INFO - Epoch [63][120/1253] lr: 3.000e-03, eta: 9:09:24, time: 0.685, data_time: 0.007, memory: 4833, top1_acc: 0.6745, top5_acc: 0.8651, loss_cls: 1.3039, loss: 1.3039, grad_norm: 4.4047 2020-08-14 19:53:48,300 - mmaction - INFO - Epoch [63][140/1253] lr: 3.000e-03, eta: 9:09:10, time: 0.668, data_time: 0.006, memory: 4833, top1_acc: 0.6911, top5_acc: 0.8742, loss_cls: 1.2438, loss: 1.2438, grad_norm: 4.3395 2020-08-14 19:54:01,289 - mmaction - INFO - Epoch [63][160/1253] lr: 3.000e-03, eta: 9:08:56, time: 0.651, data_time: 0.005, memory: 4833, top1_acc: 0.6870, top5_acc: 0.8661, loss_cls: 1.2727, loss: 1.2727, grad_norm: 4.3515 2020-08-14 19:54:15,954 - mmaction - INFO - Epoch [63][180/1253] lr: 3.000e-03, eta: 9:08:42, time: 0.732, data_time: 0.006, memory: 4833, top1_acc: 0.6896, top5_acc: 0.8745, loss_cls: 1.2448, loss: 1.2448, grad_norm: 4.2898 2020-08-14 19:54:30,686 - mmaction - INFO - Epoch [63][200/1253] lr: 3.000e-03, eta: 9:08:29, time: 0.738, data_time: 0.006, memory: 4833, top1_acc: 0.6948, top5_acc: 0.8745, loss_cls: 1.2451, loss: 1.2451, grad_norm: 4.3491 2020-08-14 19:54:43,800 - mmaction - INFO - Epoch [63][220/1253] lr: 3.000e-03, eta: 9:08:15, time: 0.655, data_time: 0.003, memory: 4833, top1_acc: 0.6763, top5_acc: 0.8695, loss_cls: 1.2926, loss: 1.2926, grad_norm: 4.4094 2020-08-14 19:54:57,393 - mmaction - INFO - Epoch [63][240/1253] lr: 3.000e-03, eta: 9:08:01, time: 0.680, data_time: 0.009, memory: 4833, top1_acc: 0.6802, top5_acc: 0.8745, loss_cls: 1.2857, loss: 1.2857, grad_norm: 4.3572 2020-08-14 19:55:10,462 - mmaction - INFO - Epoch [63][260/1253] lr: 3.000e-03, eta: 9:07:46, time: 0.654, data_time: 0.004, memory: 4833, top1_acc: 0.6914, top5_acc: 0.8680, loss_cls: 1.2624, loss: 1.2624, grad_norm: 4.3968 2020-08-14 19:55:24,908 - mmaction - INFO - Epoch [63][280/1253] lr: 3.000e-03, eta: 9:07:33, time: 0.718, data_time: 0.005, memory: 4833, top1_acc: 0.6859, top5_acc: 0.8721, loss_cls: 1.2690, loss: 1.2690, grad_norm: 4.4018 2020-08-14 19:55:38,249 - mmaction - INFO - Epoch [63][300/1253] lr: 3.000e-03, eta: 9:07:18, time: 0.671, data_time: 0.007, memory: 4833, top1_acc: 0.6802, top5_acc: 0.8776, loss_cls: 1.2762, loss: 1.2762, grad_norm: 4.3671 2020-08-14 19:55:52,699 - mmaction - INFO - Epoch [63][320/1253] lr: 3.000e-03, eta: 9:07:05, time: 0.722, data_time: 0.006, memory: 4833, top1_acc: 0.6620, top5_acc: 0.8641, loss_cls: 1.3463, loss: 1.3463, grad_norm: 4.3926 2020-08-14 19:56:07,213 - mmaction - INFO - Epoch [63][340/1253] lr: 3.000e-03, eta: 9:06:51, time: 0.728, data_time: 0.006, memory: 4833, top1_acc: 0.6844, top5_acc: 0.8701, loss_cls: 1.2732, loss: 1.2732, grad_norm: 4.3603 2020-08-14 19:56:22,003 - mmaction - INFO - Epoch [63][360/1253] lr: 3.000e-03, eta: 9:06:38, time: 0.736, data_time: 0.005, memory: 4833, top1_acc: 0.6698, top5_acc: 0.8635, loss_cls: 1.3282, loss: 1.3282, grad_norm: 4.4818 2020-08-14 19:56:35,523 - mmaction - INFO - Epoch [63][380/1253] lr: 3.000e-03, eta: 9:06:24, time: 0.677, data_time: 0.007, memory: 4833, top1_acc: 0.6844, top5_acc: 0.8766, loss_cls: 1.2537, loss: 1.2537, grad_norm: 4.3385 2020-08-14 19:56:50,538 - mmaction - INFO - Epoch [63][400/1253] lr: 3.000e-03, eta: 9:06:11, time: 0.752, data_time: 0.006, memory: 4833, top1_acc: 0.6885, top5_acc: 0.8727, loss_cls: 1.2737, loss: 1.2737, grad_norm: 4.3352 2020-08-14 19:57:03,940 - mmaction - INFO - Epoch [63][420/1253] lr: 3.000e-03, eta: 9:05:57, time: 0.668, data_time: 0.008, memory: 4833, top1_acc: 0.6820, top5_acc: 0.8755, loss_cls: 1.2867, loss: 1.2867, grad_norm: 4.3030 2020-08-14 19:57:16,502 - mmaction - INFO - Epoch [63][440/1253] lr: 3.000e-03, eta: 9:05:42, time: 0.630, data_time: 0.007, memory: 4833, top1_acc: 0.6727, top5_acc: 0.8625, loss_cls: 1.3030, loss: 1.3030, grad_norm: 4.3990 2020-08-14 19:57:29,637 - mmaction - INFO - Epoch [63][460/1253] lr: 3.000e-03, eta: 9:05:28, time: 0.656, data_time: 0.007, memory: 4833, top1_acc: 0.6815, top5_acc: 0.8784, loss_cls: 1.2733, loss: 1.2733, grad_norm: 4.3815 2020-08-14 19:57:44,771 - mmaction - INFO - Epoch [63][480/1253] lr: 3.000e-03, eta: 9:05:15, time: 0.758, data_time: 0.006, memory: 4833, top1_acc: 0.6854, top5_acc: 0.8599, loss_cls: 1.3093, loss: 1.3093, grad_norm: 4.3026 2020-08-14 19:57:57,327 - mmaction - INFO - Epoch [63][500/1253] lr: 3.000e-03, eta: 9:05:00, time: 0.624, data_time: 0.007, memory: 4833, top1_acc: 0.6938, top5_acc: 0.8766, loss_cls: 1.2562, loss: 1.2562, grad_norm: 4.3546 2020-08-14 19:58:10,435 - mmaction - INFO - Epoch [63][520/1253] lr: 3.000e-03, eta: 9:04:45, time: 0.659, data_time: 0.007, memory: 4833, top1_acc: 0.6753, top5_acc: 0.8609, loss_cls: 1.3288, loss: 1.3288, grad_norm: 4.3010 2020-08-14 19:58:24,362 - mmaction - INFO - Epoch [63][540/1253] lr: 3.000e-03, eta: 9:04:32, time: 0.697, data_time: 0.003, memory: 4833, top1_acc: 0.6854, top5_acc: 0.8669, loss_cls: 1.2992, loss: 1.2992, grad_norm: 4.3041 2020-08-14 19:58:38,752 - mmaction - INFO - Epoch [63][560/1253] lr: 3.000e-03, eta: 9:04:18, time: 0.716, data_time: 0.005, memory: 4833, top1_acc: 0.6779, top5_acc: 0.8737, loss_cls: 1.2640, loss: 1.2640, grad_norm: 4.3321 2020-08-14 19:58:53,161 - mmaction - INFO - Epoch [63][580/1253] lr: 3.000e-03, eta: 9:04:04, time: 0.723, data_time: 0.007, memory: 4833, top1_acc: 0.6802, top5_acc: 0.8672, loss_cls: 1.2981, loss: 1.2981, grad_norm: 4.4638 2020-08-14 19:59:06,803 - mmaction - INFO - Epoch [63][600/1253] lr: 3.000e-03, eta: 9:03:50, time: 0.681, data_time: 0.006, memory: 4833, top1_acc: 0.6820, top5_acc: 0.8682, loss_cls: 1.2944, loss: 1.2944, grad_norm: 4.4523 2020-08-14 19:59:20,433 - mmaction - INFO - Epoch [63][620/1253] lr: 3.000e-03, eta: 9:03:36, time: 0.681, data_time: 0.005, memory: 4833, top1_acc: 0.6846, top5_acc: 0.8727, loss_cls: 1.2725, loss: 1.2725, grad_norm: 4.4367 2020-08-14 19:59:34,763 - mmaction - INFO - Epoch [63][640/1253] lr: 3.000e-03, eta: 9:03:23, time: 0.717, data_time: 0.008, memory: 4833, top1_acc: 0.6807, top5_acc: 0.8625, loss_cls: 1.3129, loss: 1.3129, grad_norm: 4.3692 2020-08-14 19:59:48,355 - mmaction - INFO - Epoch [63][660/1253] lr: 3.000e-03, eta: 9:03:09, time: 0.679, data_time: 0.006, memory: 4833, top1_acc: 0.6820, top5_acc: 0.8708, loss_cls: 1.3067, loss: 1.3067, grad_norm: 4.5075 2020-08-14 20:00:01,100 - mmaction - INFO - Epoch [63][680/1253] lr: 3.000e-03, eta: 9:02:54, time: 0.639, data_time: 0.007, memory: 4833, top1_acc: 0.6669, top5_acc: 0.8612, loss_cls: 1.3436, loss: 1.3436, grad_norm: 4.5292 2020-08-14 20:00:20,687 - mmaction - INFO - Epoch [63][700/1253] lr: 3.000e-03, eta: 9:02:44, time: 0.974, data_time: 0.004, memory: 4833, top1_acc: 0.6878, top5_acc: 0.8682, loss_cls: 1.2910, loss: 1.2910, grad_norm: 4.3402 2020-08-14 20:00:33,528 - mmaction - INFO - Epoch [63][720/1253] lr: 3.000e-03, eta: 9:02:29, time: 0.644, data_time: 0.015, memory: 4833, top1_acc: 0.7013, top5_acc: 0.8711, loss_cls: 1.2480, loss: 1.2480, grad_norm: 4.3338 2020-08-14 20:00:47,023 - mmaction - INFO - Epoch [63][740/1253] lr: 3.000e-03, eta: 9:02:15, time: 0.677, data_time: 0.006, memory: 4833, top1_acc: 0.6836, top5_acc: 0.8648, loss_cls: 1.3013, loss: 1.3013, grad_norm: 4.3312 2020-08-14 20:00:59,651 - mmaction - INFO - Epoch [63][760/1253] lr: 3.000e-03, eta: 9:02:00, time: 0.630, data_time: 0.007, memory: 4833, top1_acc: 0.6747, top5_acc: 0.8685, loss_cls: 1.2907, loss: 1.2907, grad_norm: 4.3745 2020-08-14 20:01:14,173 - mmaction - INFO - Epoch [63][780/1253] lr: 3.000e-03, eta: 9:01:47, time: 0.727, data_time: 0.006, memory: 4833, top1_acc: 0.6883, top5_acc: 0.8701, loss_cls: 1.2519, loss: 1.2519, grad_norm: 4.3983 2020-08-14 20:01:27,512 - mmaction - INFO - Epoch [63][800/1253] lr: 3.000e-03, eta: 9:01:33, time: 0.666, data_time: 0.007, memory: 4833, top1_acc: 0.6857, top5_acc: 0.8680, loss_cls: 1.2933, loss: 1.2933, grad_norm: 4.4189 2020-08-14 20:01:42,160 - mmaction - INFO - Epoch [63][820/1253] lr: 3.000e-03, eta: 9:01:19, time: 0.734, data_time: 0.007, memory: 4833, top1_acc: 0.6810, top5_acc: 0.8714, loss_cls: 1.2877, loss: 1.2877, grad_norm: 4.3714 2020-08-14 20:01:54,746 - mmaction - INFO - Epoch [63][840/1253] lr: 3.000e-03, eta: 9:01:05, time: 0.629, data_time: 0.003, memory: 4833, top1_acc: 0.6818, top5_acc: 0.8594, loss_cls: 1.3298, loss: 1.3298, grad_norm: 4.3723 2020-08-14 20:02:08,929 - mmaction - INFO - Epoch [63][860/1253] lr: 3.000e-03, eta: 9:00:51, time: 0.708, data_time: 0.007, memory: 4833, top1_acc: 0.6794, top5_acc: 0.8682, loss_cls: 1.2994, loss: 1.2994, grad_norm: 4.4922 2020-08-14 20:02:23,325 - mmaction - INFO - Epoch [63][880/1253] lr: 3.000e-03, eta: 9:00:37, time: 0.721, data_time: 0.006, memory: 4833, top1_acc: 0.6859, top5_acc: 0.8714, loss_cls: 1.2706, loss: 1.2706, grad_norm: 4.4739 2020-08-14 20:02:36,888 - mmaction - INFO - Epoch [63][900/1253] lr: 3.000e-03, eta: 9:00:23, time: 0.676, data_time: 0.007, memory: 4833, top1_acc: 0.6672, top5_acc: 0.8672, loss_cls: 1.3204, loss: 1.3204, grad_norm: 4.5262 2020-08-14 20:02:51,095 - mmaction - INFO - Epoch [63][920/1253] lr: 3.000e-03, eta: 9:00:10, time: 0.713, data_time: 0.008, memory: 4833, top1_acc: 0.6831, top5_acc: 0.8596, loss_cls: 1.2902, loss: 1.2902, grad_norm: 4.3200 2020-08-14 20:03:06,266 - mmaction - INFO - Epoch [63][940/1253] lr: 3.000e-03, eta: 8:59:57, time: 0.758, data_time: 0.003, memory: 4833, top1_acc: 0.6888, top5_acc: 0.8661, loss_cls: 1.2968, loss: 1.2968, grad_norm: 4.3575 2020-08-14 20:03:19,705 - mmaction - INFO - Epoch [63][960/1253] lr: 3.000e-03, eta: 8:59:42, time: 0.670, data_time: 0.006, memory: 4833, top1_acc: 0.6711, top5_acc: 0.8677, loss_cls: 1.3203, loss: 1.3203, grad_norm: 4.4846 2020-08-14 20:03:34,032 - mmaction - INFO - Epoch [63][980/1253] lr: 3.000e-03, eta: 8:59:29, time: 0.718, data_time: 0.007, memory: 4833, top1_acc: 0.6852, top5_acc: 0.8711, loss_cls: 1.2620, loss: 1.2620, grad_norm: 4.3288 2020-08-14 20:03:47,971 - mmaction - INFO - Epoch [63][1000/1253] lr: 3.000e-03, eta: 8:59:15, time: 0.695, data_time: 0.007, memory: 4833, top1_acc: 0.6891, top5_acc: 0.8701, loss_cls: 1.2748, loss: 1.2748, grad_norm: 4.3795 2020-08-14 20:04:01,773 - mmaction - INFO - Epoch [63][1020/1253] lr: 3.000e-03, eta: 8:59:01, time: 0.691, data_time: 0.007, memory: 4833, top1_acc: 0.6760, top5_acc: 0.8706, loss_cls: 1.3249, loss: 1.3249, grad_norm: 4.4048 2020-08-14 20:04:14,981 - mmaction - INFO - Epoch [63][1040/1253] lr: 3.000e-03, eta: 8:58:47, time: 0.660, data_time: 0.007, memory: 4833, top1_acc: 0.6742, top5_acc: 0.8638, loss_cls: 1.3080, loss: 1.3080, grad_norm: 4.4910 2020-08-14 20:04:29,725 - mmaction - INFO - Epoch [63][1060/1253] lr: 3.000e-03, eta: 8:58:33, time: 0.738, data_time: 0.006, memory: 4833, top1_acc: 0.6891, top5_acc: 0.8719, loss_cls: 1.2680, loss: 1.2680, grad_norm: 4.3062 2020-08-14 20:04:42,864 - mmaction - INFO - Epoch [63][1080/1253] lr: 3.000e-03, eta: 8:58:19, time: 0.656, data_time: 0.008, memory: 4833, top1_acc: 0.6797, top5_acc: 0.8674, loss_cls: 1.2861, loss: 1.2861, grad_norm: 4.3722 2020-08-14 20:04:55,527 - mmaction - INFO - Epoch [63][1100/1253] lr: 3.000e-03, eta: 8:58:04, time: 0.635, data_time: 0.007, memory: 4833, top1_acc: 0.6797, top5_acc: 0.8638, loss_cls: 1.3231, loss: 1.3231, grad_norm: 4.3695 2020-08-14 20:05:09,626 - mmaction - INFO - Epoch [63][1120/1253] lr: 3.000e-03, eta: 8:57:51, time: 0.702, data_time: 0.007, memory: 4833, top1_acc: 0.6846, top5_acc: 0.8682, loss_cls: 1.2765, loss: 1.2765, grad_norm: 4.3521 2020-08-14 20:05:23,774 - mmaction - INFO - Epoch [63][1140/1253] lr: 3.000e-03, eta: 8:57:37, time: 0.711, data_time: 0.008, memory: 4833, top1_acc: 0.6779, top5_acc: 0.8695, loss_cls: 1.3076, loss: 1.3076, grad_norm: 4.3895 2020-08-14 20:05:36,589 - mmaction - INFO - Epoch [63][1160/1253] lr: 3.000e-03, eta: 8:57:22, time: 0.635, data_time: 0.005, memory: 4833, top1_acc: 0.6776, top5_acc: 0.8737, loss_cls: 1.2948, loss: 1.2948, grad_norm: 4.3808 2020-08-14 20:05:51,205 - mmaction - INFO - Epoch [63][1180/1253] lr: 3.000e-03, eta: 8:57:09, time: 0.735, data_time: 0.008, memory: 4833, top1_acc: 0.6854, top5_acc: 0.8664, loss_cls: 1.2890, loss: 1.2890, grad_norm: 4.2889 2020-08-14 20:06:05,939 - mmaction - INFO - Epoch [63][1200/1253] lr: 3.000e-03, eta: 8:56:56, time: 0.737, data_time: 0.007, memory: 4833, top1_acc: 0.6940, top5_acc: 0.8729, loss_cls: 1.2750, loss: 1.2750, grad_norm: 4.3853 2020-08-14 20:06:18,679 - mmaction - INFO - Epoch [63][1220/1253] lr: 3.000e-03, eta: 8:56:41, time: 0.638, data_time: 0.006, memory: 4833, top1_acc: 0.6797, top5_acc: 0.8719, loss_cls: 1.3078, loss: 1.3078, grad_norm: 4.4218 2020-08-14 20:06:32,552 - mmaction - INFO - Epoch [63][1240/1253] lr: 3.000e-03, eta: 8:56:27, time: 0.693, data_time: 0.007, memory: 4833, top1_acc: 0.6807, top5_acc: 0.8714, loss_cls: 1.2789, loss: 1.2789, grad_norm: 4.3653 2020-08-14 20:06:41,689 - mmaction - INFO - Saving checkpoint at 63 epochs 2020-08-14 20:07:05,785 - mmaction - INFO - Epoch [64][20/1253] lr: 3.000e-03, eta: 8:56:04, time: 1.109, data_time: 0.473, memory: 4833, top1_acc: 0.7021, top5_acc: 0.8797, loss_cls: 1.2234, loss: 1.2234, grad_norm: 4.2867 2020-08-14 20:07:18,424 - mmaction - INFO - Epoch [64][40/1253] lr: 3.000e-03, eta: 8:55:49, time: 0.634, data_time: 0.006, memory: 4833, top1_acc: 0.6826, top5_acc: 0.8664, loss_cls: 1.2929, loss: 1.2929, grad_norm: 4.4000 2020-08-14 20:07:30,859 - mmaction - INFO - Epoch [64][60/1253] lr: 3.000e-03, eta: 8:55:34, time: 0.619, data_time: 0.006, memory: 4833, top1_acc: 0.6852, top5_acc: 0.8742, loss_cls: 1.2604, loss: 1.2604, grad_norm: 4.4166 2020-08-14 20:07:44,756 - mmaction - INFO - Epoch [64][80/1253] lr: 3.000e-03, eta: 8:55:21, time: 0.697, data_time: 0.007, memory: 4833, top1_acc: 0.6898, top5_acc: 0.8703, loss_cls: 1.2503, loss: 1.2503, grad_norm: 4.3781 2020-08-14 20:07:57,612 - mmaction - INFO - Epoch [64][100/1253] lr: 3.000e-03, eta: 8:55:06, time: 0.642, data_time: 0.007, memory: 4833, top1_acc: 0.6841, top5_acc: 0.8719, loss_cls: 1.2743, loss: 1.2743, grad_norm: 4.3346 2020-08-14 20:08:11,203 - mmaction - INFO - Epoch [64][120/1253] lr: 3.000e-03, eta: 8:54:52, time: 0.680, data_time: 0.006, memory: 4833, top1_acc: 0.6857, top5_acc: 0.8810, loss_cls: 1.2651, loss: 1.2651, grad_norm: 4.3854 2020-08-14 20:08:24,418 - mmaction - INFO - Epoch [64][140/1253] lr: 3.000e-03, eta: 8:54:38, time: 0.661, data_time: 0.008, memory: 4833, top1_acc: 0.6849, top5_acc: 0.8727, loss_cls: 1.2457, loss: 1.2457, grad_norm: 4.4502 2020-08-14 20:08:39,198 - mmaction - INFO - Epoch [64][160/1253] lr: 3.000e-03, eta: 8:54:24, time: 0.739, data_time: 0.009, memory: 4833, top1_acc: 0.6805, top5_acc: 0.8698, loss_cls: 1.2910, loss: 1.2910, grad_norm: 4.4210 2020-08-14 20:08:52,784 - mmaction - INFO - Epoch [64][180/1253] lr: 3.000e-03, eta: 8:54:10, time: 0.680, data_time: 0.006, memory: 4833, top1_acc: 0.6872, top5_acc: 0.8779, loss_cls: 1.2440, loss: 1.2440, grad_norm: 4.3643 2020-08-14 20:09:06,156 - mmaction - INFO - Epoch [64][200/1253] lr: 3.000e-03, eta: 8:53:56, time: 0.670, data_time: 0.006, memory: 4833, top1_acc: 0.6815, top5_acc: 0.8607, loss_cls: 1.3060, loss: 1.3060, grad_norm: 4.3902 2020-08-14 20:09:19,990 - mmaction - INFO - Epoch [64][220/1253] lr: 3.000e-03, eta: 8:53:42, time: 0.691, data_time: 0.004, memory: 4833, top1_acc: 0.6885, top5_acc: 0.8768, loss_cls: 1.2519, loss: 1.2519, grad_norm: 4.3765 2020-08-14 20:09:33,422 - mmaction - INFO - Epoch [64][240/1253] lr: 3.000e-03, eta: 8:53:28, time: 0.670, data_time: 0.005, memory: 4833, top1_acc: 0.6971, top5_acc: 0.8792, loss_cls: 1.2191, loss: 1.2191, grad_norm: 4.3050 2020-08-14 20:09:46,958 - mmaction - INFO - Epoch [64][260/1253] lr: 3.000e-03, eta: 8:53:14, time: 0.679, data_time: 0.006, memory: 4833, top1_acc: 0.6766, top5_acc: 0.8703, loss_cls: 1.2986, loss: 1.2986, grad_norm: 4.4748 2020-08-14 20:10:00,819 - mmaction - INFO - Epoch [64][280/1253] lr: 3.000e-03, eta: 8:53:00, time: 0.693, data_time: 0.007, memory: 4833, top1_acc: 0.6810, top5_acc: 0.8688, loss_cls: 1.3039, loss: 1.3039, grad_norm: 4.4633 2020-08-14 20:10:14,465 - mmaction - INFO - Epoch [64][300/1253] lr: 3.000e-03, eta: 8:52:46, time: 0.683, data_time: 0.005, memory: 4833, top1_acc: 0.6984, top5_acc: 0.8690, loss_cls: 1.2719, loss: 1.2719, grad_norm: 4.4128 2020-08-14 20:10:28,952 - mmaction - INFO - Epoch [64][320/1253] lr: 3.000e-03, eta: 8:52:33, time: 0.722, data_time: 0.005, memory: 4833, top1_acc: 0.6760, top5_acc: 0.8594, loss_cls: 1.3347, loss: 1.3347, grad_norm: 4.5594 2020-08-14 20:10:43,145 - mmaction - INFO - Epoch [64][340/1253] lr: 3.000e-03, eta: 8:52:19, time: 0.711, data_time: 0.005, memory: 4833, top1_acc: 0.6620, top5_acc: 0.8633, loss_cls: 1.3362, loss: 1.3362, grad_norm: 4.5833 2020-08-14 20:10:56,388 - mmaction - INFO - Epoch [64][360/1253] lr: 3.000e-03, eta: 8:52:05, time: 0.662, data_time: 0.004, memory: 4833, top1_acc: 0.6885, top5_acc: 0.8674, loss_cls: 1.2564, loss: 1.2564, grad_norm: 4.3801 2020-08-14 20:11:09,280 - mmaction - INFO - Epoch [64][380/1253] lr: 3.000e-03, eta: 8:51:50, time: 0.643, data_time: 0.004, memory: 4833, top1_acc: 0.6766, top5_acc: 0.8688, loss_cls: 1.3092, loss: 1.3092, grad_norm: 4.4689 2020-08-14 20:11:22,467 - mmaction - INFO - Epoch [64][400/1253] lr: 3.000e-03, eta: 8:51:36, time: 0.660, data_time: 0.007, memory: 4833, top1_acc: 0.6865, top5_acc: 0.8740, loss_cls: 1.2857, loss: 1.2857, grad_norm: 4.4711 2020-08-14 20:11:35,754 - mmaction - INFO - Epoch [64][420/1253] lr: 3.000e-03, eta: 8:51:22, time: 0.665, data_time: 0.007, memory: 4833, top1_acc: 0.6846, top5_acc: 0.8695, loss_cls: 1.2960, loss: 1.2960, grad_norm: 4.5294 2020-08-14 20:11:49,115 - mmaction - INFO - Epoch [64][440/1253] lr: 3.000e-03, eta: 8:51:08, time: 0.668, data_time: 0.008, memory: 4833, top1_acc: 0.6878, top5_acc: 0.8672, loss_cls: 1.2901, loss: 1.2901, grad_norm: 4.4217 2020-08-14 20:12:02,299 - mmaction - INFO - Epoch [64][460/1253] lr: 3.000e-03, eta: 8:50:53, time: 0.660, data_time: 0.004, memory: 4833, top1_acc: 0.6727, top5_acc: 0.8719, loss_cls: 1.3262, loss: 1.3262, grad_norm: 4.4663 2020-08-14 20:12:15,891 - mmaction - INFO - Epoch [64][480/1253] lr: 3.000e-03, eta: 8:50:39, time: 0.676, data_time: 0.006, memory: 4833, top1_acc: 0.6852, top5_acc: 0.8727, loss_cls: 1.2696, loss: 1.2696, grad_norm: 4.3988 2020-08-14 20:12:29,329 - mmaction - INFO - Epoch [64][500/1253] lr: 3.000e-03, eta: 8:50:25, time: 0.674, data_time: 0.007, memory: 4833, top1_acc: 0.6823, top5_acc: 0.8753, loss_cls: 1.2841, loss: 1.2841, grad_norm: 4.3600 2020-08-14 20:12:44,270 - mmaction - INFO - Epoch [64][520/1253] lr: 3.000e-03, eta: 8:50:12, time: 0.748, data_time: 0.008, memory: 4833, top1_acc: 0.6852, top5_acc: 0.8677, loss_cls: 1.2971, loss: 1.2971, grad_norm: 4.4579 2020-08-14 20:12:58,132 - mmaction - INFO - Epoch [64][540/1253] lr: 3.000e-03, eta: 8:49:58, time: 0.693, data_time: 0.005, memory: 4833, top1_acc: 0.6836, top5_acc: 0.8727, loss_cls: 1.3009, loss: 1.3009, grad_norm: 4.4653 2020-08-14 20:13:10,752 - mmaction - INFO - Epoch [64][560/1253] lr: 3.000e-03, eta: 8:49:43, time: 0.629, data_time: 0.007, memory: 4833, top1_acc: 0.6888, top5_acc: 0.8784, loss_cls: 1.2557, loss: 1.2557, grad_norm: 4.5114 2020-08-14 20:13:24,384 - mmaction - INFO - Epoch [64][580/1253] lr: 3.000e-03, eta: 8:49:29, time: 0.684, data_time: 0.007, memory: 4833, top1_acc: 0.6719, top5_acc: 0.8661, loss_cls: 1.3089, loss: 1.3089, grad_norm: 4.4767 2020-08-14 20:13:38,222 - mmaction - INFO - Epoch [64][600/1253] lr: 3.000e-03, eta: 8:49:15, time: 0.690, data_time: 0.009, memory: 4833, top1_acc: 0.6888, top5_acc: 0.8651, loss_cls: 1.2908, loss: 1.2908, grad_norm: 4.3810 2020-08-14 20:13:52,405 - mmaction - INFO - Epoch [64][620/1253] lr: 3.000e-03, eta: 8:49:02, time: 0.709, data_time: 0.006, memory: 4833, top1_acc: 0.6979, top5_acc: 0.8797, loss_cls: 1.2363, loss: 1.2363, grad_norm: 4.4093 2020-08-14 20:14:05,993 - mmaction - INFO - Epoch [64][640/1253] lr: 3.000e-03, eta: 8:48:48, time: 0.681, data_time: 0.008, memory: 4833, top1_acc: 0.6836, top5_acc: 0.8667, loss_cls: 1.2801, loss: 1.2801, grad_norm: 4.4187 2020-08-14 20:14:18,543 - mmaction - INFO - Epoch [64][660/1253] lr: 3.000e-03, eta: 8:48:33, time: 0.626, data_time: 0.008, memory: 4833, top1_acc: 0.6961, top5_acc: 0.8711, loss_cls: 1.2480, loss: 1.2480, grad_norm: 4.4066 2020-08-14 20:14:31,982 - mmaction - INFO - Epoch [64][680/1253] lr: 3.000e-03, eta: 8:48:19, time: 0.673, data_time: 0.008, memory: 4833, top1_acc: 0.6786, top5_acc: 0.8654, loss_cls: 1.3176, loss: 1.3176, grad_norm: 4.4080 2020-08-14 20:14:46,580 - mmaction - INFO - Epoch [64][700/1253] lr: 3.000e-03, eta: 8:48:05, time: 0.730, data_time: 0.008, memory: 4833, top1_acc: 0.6891, top5_acc: 0.8721, loss_cls: 1.2480, loss: 1.2480, grad_norm: 4.3776 2020-08-14 20:14:59,649 - mmaction - INFO - Epoch [64][720/1253] lr: 3.000e-03, eta: 8:47:51, time: 0.654, data_time: 0.005, memory: 4833, top1_acc: 0.6789, top5_acc: 0.8667, loss_cls: 1.3161, loss: 1.3161, grad_norm: 4.4261 2020-08-14 20:15:13,690 - mmaction - INFO - Epoch [64][740/1253] lr: 3.000e-03, eta: 8:47:37, time: 0.700, data_time: 0.008, memory: 4833, top1_acc: 0.6867, top5_acc: 0.8784, loss_cls: 1.2789, loss: 1.2789, grad_norm: 4.3714 2020-08-14 20:15:27,287 - mmaction - INFO - Epoch [64][760/1253] lr: 3.000e-03, eta: 8:47:23, time: 0.682, data_time: 0.007, memory: 4833, top1_acc: 0.6820, top5_acc: 0.8680, loss_cls: 1.2836, loss: 1.2836, grad_norm: 4.3904 2020-08-14 20:15:41,681 - mmaction - INFO - Epoch [64][780/1253] lr: 3.000e-03, eta: 8:47:10, time: 0.719, data_time: 0.007, memory: 4833, top1_acc: 0.6815, top5_acc: 0.8714, loss_cls: 1.2829, loss: 1.2829, grad_norm: 4.4339 2020-08-14 20:15:56,027 - mmaction - INFO - Epoch [64][800/1253] lr: 3.000e-03, eta: 8:46:56, time: 0.718, data_time: 0.005, memory: 4833, top1_acc: 0.6992, top5_acc: 0.8854, loss_cls: 1.1986, loss: 1.1986, grad_norm: 4.3249 2020-08-14 20:16:09,982 - mmaction - INFO - Epoch [64][820/1253] lr: 3.000e-03, eta: 8:46:42, time: 0.697, data_time: 0.010, memory: 4833, top1_acc: 0.6779, top5_acc: 0.8693, loss_cls: 1.2934, loss: 1.2934, grad_norm: 4.4198 2020-08-14 20:16:23,667 - mmaction - INFO - Epoch [64][840/1253] lr: 3.000e-03, eta: 8:46:28, time: 0.685, data_time: 0.007, memory: 4833, top1_acc: 0.6893, top5_acc: 0.8667, loss_cls: 1.2788, loss: 1.2788, grad_norm: 4.3788 2020-08-14 20:16:37,606 - mmaction - INFO - Epoch [64][860/1253] lr: 3.000e-03, eta: 8:46:14, time: 0.696, data_time: 0.009, memory: 4833, top1_acc: 0.6836, top5_acc: 0.8698, loss_cls: 1.2918, loss: 1.2918, grad_norm: 4.3000 2020-08-14 20:16:51,174 - mmaction - INFO - Epoch [64][880/1253] lr: 3.000e-03, eta: 8:46:00, time: 0.681, data_time: 0.006, memory: 4833, top1_acc: 0.6919, top5_acc: 0.8719, loss_cls: 1.2639, loss: 1.2639, grad_norm: 4.3985 2020-08-14 20:17:03,893 - mmaction - INFO - Epoch [64][900/1253] lr: 3.000e-03, eta: 8:45:46, time: 0.634, data_time: 0.005, memory: 4833, top1_acc: 0.6862, top5_acc: 0.8747, loss_cls: 1.2571, loss: 1.2571, grad_norm: 4.4323 2020-08-14 20:17:17,800 - mmaction - INFO - Epoch [64][920/1253] lr: 3.000e-03, eta: 8:45:32, time: 0.696, data_time: 0.006, memory: 4833, top1_acc: 0.6935, top5_acc: 0.8758, loss_cls: 1.2456, loss: 1.2456, grad_norm: 4.3778 2020-08-14 20:17:31,643 - mmaction - INFO - Epoch [64][940/1253] lr: 3.000e-03, eta: 8:45:18, time: 0.690, data_time: 0.008, memory: 4833, top1_acc: 0.6831, top5_acc: 0.8690, loss_cls: 1.2758, loss: 1.2758, grad_norm: 4.4474 2020-08-14 20:17:45,421 - mmaction - INFO - Epoch [64][960/1253] lr: 3.000e-03, eta: 8:45:04, time: 0.691, data_time: 0.008, memory: 4833, top1_acc: 0.6758, top5_acc: 0.8714, loss_cls: 1.2934, loss: 1.2934, grad_norm: 4.4249 2020-08-14 20:17:59,877 - mmaction - INFO - Epoch [64][980/1253] lr: 3.000e-03, eta: 8:44:51, time: 0.721, data_time: 0.007, memory: 4833, top1_acc: 0.6807, top5_acc: 0.8633, loss_cls: 1.3118, loss: 1.3118, grad_norm: 4.4866 2020-08-14 20:18:13,359 - mmaction - INFO - Epoch [64][1000/1253] lr: 3.000e-03, eta: 8:44:36, time: 0.677, data_time: 0.007, memory: 4833, top1_acc: 0.6779, top5_acc: 0.8682, loss_cls: 1.2960, loss: 1.2960, grad_norm: 4.4071 2020-08-14 20:18:26,757 - mmaction - INFO - Epoch [64][1020/1253] lr: 3.000e-03, eta: 8:44:22, time: 0.669, data_time: 0.004, memory: 4833, top1_acc: 0.7042, top5_acc: 0.8732, loss_cls: 1.2549, loss: 1.2549, grad_norm: 4.2683 2020-08-14 20:18:40,537 - mmaction - INFO - Epoch [64][1040/1253] lr: 3.000e-03, eta: 8:44:08, time: 0.685, data_time: 0.007, memory: 4833, top1_acc: 0.6919, top5_acc: 0.8690, loss_cls: 1.2720, loss: 1.2720, grad_norm: 4.4215 2020-08-14 20:18:54,107 - mmaction - INFO - Epoch [64][1060/1253] lr: 3.000e-03, eta: 8:43:54, time: 0.681, data_time: 0.007, memory: 4833, top1_acc: 0.6867, top5_acc: 0.8690, loss_cls: 1.2849, loss: 1.2849, grad_norm: 4.4204 2020-08-14 20:19:08,459 - mmaction - INFO - Epoch [64][1080/1253] lr: 3.000e-03, eta: 8:43:41, time: 0.716, data_time: 0.009, memory: 4833, top1_acc: 0.6833, top5_acc: 0.8745, loss_cls: 1.2732, loss: 1.2732, grad_norm: 4.4818 2020-08-14 20:19:22,318 - mmaction - INFO - Epoch [64][1100/1253] lr: 3.000e-03, eta: 8:43:27, time: 0.694, data_time: 0.007, memory: 4833, top1_acc: 0.6786, top5_acc: 0.8729, loss_cls: 1.2858, loss: 1.2858, grad_norm: 4.4548 2020-08-14 20:19:37,644 - mmaction - INFO - Epoch [64][1120/1253] lr: 3.000e-03, eta: 8:43:14, time: 0.765, data_time: 0.009, memory: 4833, top1_acc: 0.6982, top5_acc: 0.8755, loss_cls: 1.2487, loss: 1.2487, grad_norm: 4.4114 2020-08-14 20:19:52,357 - mmaction - INFO - Epoch [64][1140/1253] lr: 3.000e-03, eta: 8:43:00, time: 0.738, data_time: 0.007, memory: 4833, top1_acc: 0.6826, top5_acc: 0.8669, loss_cls: 1.2787, loss: 1.2787, grad_norm: 4.3852 2020-08-14 20:20:05,161 - mmaction - INFO - Epoch [64][1160/1253] lr: 3.000e-03, eta: 8:42:46, time: 0.637, data_time: 0.005, memory: 4833, top1_acc: 0.6844, top5_acc: 0.8669, loss_cls: 1.2653, loss: 1.2653, grad_norm: 4.3818 2020-08-14 20:20:19,245 - mmaction - INFO - Epoch [64][1180/1253] lr: 3.000e-03, eta: 8:42:32, time: 0.707, data_time: 0.007, memory: 4833, top1_acc: 0.6766, top5_acc: 0.8654, loss_cls: 1.3227, loss: 1.3227, grad_norm: 4.4369 2020-08-14 20:20:33,195 - mmaction - INFO - Epoch [64][1200/1253] lr: 3.000e-03, eta: 8:42:18, time: 0.696, data_time: 0.005, memory: 4833, top1_acc: 0.6716, top5_acc: 0.8648, loss_cls: 1.3021, loss: 1.3021, grad_norm: 4.5296 2020-08-14 20:20:46,905 - mmaction - INFO - Epoch [64][1220/1253] lr: 3.000e-03, eta: 8:42:04, time: 0.686, data_time: 0.006, memory: 4833, top1_acc: 0.6734, top5_acc: 0.8648, loss_cls: 1.3156, loss: 1.3156, grad_norm: 4.4924 2020-08-14 20:21:01,044 - mmaction - INFO - Epoch [64][1240/1253] lr: 3.000e-03, eta: 8:41:51, time: 0.707, data_time: 0.004, memory: 4833, top1_acc: 0.6810, top5_acc: 0.8586, loss_cls: 1.3199, loss: 1.3199, grad_norm: 4.4820 2020-08-14 20:21:09,086 - mmaction - INFO - Saving checkpoint at 64 epochs 2020-08-14 20:21:31,600 - mmaction - INFO - Epoch [65][20/1253] lr: 3.000e-03, eta: 8:41:26, time: 1.040, data_time: 0.402, memory: 4833, top1_acc: 0.6911, top5_acc: 0.8693, loss_cls: 1.2996, loss: 1.2996, grad_norm: 4.4262 2020-08-14 20:21:44,699 - mmaction - INFO - Epoch [65][40/1253] lr: 3.000e-03, eta: 8:41:12, time: 0.660, data_time: 0.007, memory: 4833, top1_acc: 0.6891, top5_acc: 0.8794, loss_cls: 1.2587, loss: 1.2587, grad_norm: 4.3853 2020-08-14 20:21:58,636 - mmaction - INFO - Epoch [65][60/1253] lr: 3.000e-03, eta: 8:40:58, time: 0.693, data_time: 0.006, memory: 4833, top1_acc: 0.6841, top5_acc: 0.8706, loss_cls: 1.2773, loss: 1.2773, grad_norm: 4.5183 2020-08-14 20:22:12,562 - mmaction - INFO - Epoch [65][80/1253] lr: 3.000e-03, eta: 8:40:45, time: 0.701, data_time: 0.007, memory: 4833, top1_acc: 0.6826, top5_acc: 0.8612, loss_cls: 1.3104, loss: 1.3104, grad_norm: 4.4447 2020-08-14 20:22:26,942 - mmaction - INFO - Epoch [65][100/1253] lr: 3.000e-03, eta: 8:40:31, time: 0.717, data_time: 0.006, memory: 4833, top1_acc: 0.6862, top5_acc: 0.8729, loss_cls: 1.2641, loss: 1.2641, grad_norm: 4.4164 2020-08-14 20:22:40,676 - mmaction - INFO - Epoch [65][120/1253] lr: 3.000e-03, eta: 8:40:17, time: 0.688, data_time: 0.006, memory: 4833, top1_acc: 0.6854, top5_acc: 0.8714, loss_cls: 1.2714, loss: 1.2714, grad_norm: 4.5251 2020-08-14 20:22:53,347 - mmaction - INFO - Epoch [65][140/1253] lr: 3.000e-03, eta: 8:40:02, time: 0.632, data_time: 0.002, memory: 4833, top1_acc: 0.6854, top5_acc: 0.8693, loss_cls: 1.2564, loss: 1.2564, grad_norm: 4.4526 2020-08-14 20:23:08,386 - mmaction - INFO - Epoch [65][160/1253] lr: 3.000e-03, eta: 8:39:49, time: 0.748, data_time: 0.006, memory: 4833, top1_acc: 0.6896, top5_acc: 0.8734, loss_cls: 1.2527, loss: 1.2527, grad_norm: 4.4199 2020-08-14 20:23:23,605 - mmaction - INFO - Epoch [65][180/1253] lr: 3.000e-03, eta: 8:39:36, time: 0.765, data_time: 0.007, memory: 4833, top1_acc: 0.6930, top5_acc: 0.8734, loss_cls: 1.2674, loss: 1.2674, grad_norm: 4.4839 2020-08-14 20:23:37,485 - mmaction - INFO - Epoch [65][200/1253] lr: 3.000e-03, eta: 8:39:22, time: 0.692, data_time: 0.007, memory: 4833, top1_acc: 0.6753, top5_acc: 0.8641, loss_cls: 1.3090, loss: 1.3090, grad_norm: 4.5192 2020-08-14 20:23:51,785 - mmaction - INFO - Epoch [65][220/1253] lr: 3.000e-03, eta: 8:39:09, time: 0.715, data_time: 0.005, memory: 4833, top1_acc: 0.6919, top5_acc: 0.8846, loss_cls: 1.2153, loss: 1.2153, grad_norm: 4.4364 2020-08-14 20:24:05,951 - mmaction - INFO - Epoch [65][240/1253] lr: 3.000e-03, eta: 8:38:55, time: 0.709, data_time: 0.007, memory: 4833, top1_acc: 0.6893, top5_acc: 0.8755, loss_cls: 1.2573, loss: 1.2573, grad_norm: 4.5629 2020-08-14 20:24:18,670 - mmaction - INFO - Epoch [65][260/1253] lr: 3.000e-03, eta: 8:38:40, time: 0.637, data_time: 0.009, memory: 4833, top1_acc: 0.7044, top5_acc: 0.8784, loss_cls: 1.2231, loss: 1.2231, grad_norm: 4.4120 2020-08-14 20:24:31,828 - mmaction - INFO - Epoch [65][280/1253] lr: 3.000e-03, eta: 8:38:26, time: 0.656, data_time: 0.006, memory: 4833, top1_acc: 0.6932, top5_acc: 0.8706, loss_cls: 1.2602, loss: 1.2602, grad_norm: 4.5846 2020-08-14 20:24:45,549 - mmaction - INFO - Epoch [65][300/1253] lr: 3.000e-03, eta: 8:38:12, time: 0.687, data_time: 0.007, memory: 4833, top1_acc: 0.6724, top5_acc: 0.8695, loss_cls: 1.3051, loss: 1.3051, grad_norm: 4.5277 2020-08-14 20:24:59,631 - mmaction - INFO - Epoch [65][320/1253] lr: 3.000e-03, eta: 8:37:58, time: 0.703, data_time: 0.006, memory: 4833, top1_acc: 0.6935, top5_acc: 0.8706, loss_cls: 1.2719, loss: 1.2719, grad_norm: 4.4416 2020-08-14 20:25:13,507 - mmaction - INFO - Epoch [65][340/1253] lr: 3.000e-03, eta: 8:37:44, time: 0.695, data_time: 0.005, memory: 4833, top1_acc: 0.6773, top5_acc: 0.8615, loss_cls: 1.3115, loss: 1.3115, grad_norm: 4.4582 2020-08-14 20:25:27,633 - mmaction - INFO - Epoch [65][360/1253] lr: 3.000e-03, eta: 8:37:31, time: 0.704, data_time: 0.007, memory: 4833, top1_acc: 0.6919, top5_acc: 0.8698, loss_cls: 1.2426, loss: 1.2426, grad_norm: 4.3771 2020-08-14 20:25:41,625 - mmaction - INFO - Epoch [65][380/1253] lr: 3.000e-03, eta: 8:37:17, time: 0.702, data_time: 0.006, memory: 4833, top1_acc: 0.6789, top5_acc: 0.8799, loss_cls: 1.2670, loss: 1.2670, grad_norm: 4.4568 2020-08-14 20:25:55,743 - mmaction - INFO - Epoch [65][400/1253] lr: 3.000e-03, eta: 8:37:03, time: 0.704, data_time: 0.007, memory: 4833, top1_acc: 0.6904, top5_acc: 0.8760, loss_cls: 1.2396, loss: 1.2396, grad_norm: 4.4811 2020-08-14 20:26:09,044 - mmaction - INFO - Epoch [65][420/1253] lr: 3.000e-03, eta: 8:36:49, time: 0.667, data_time: 0.007, memory: 4833, top1_acc: 0.6841, top5_acc: 0.8708, loss_cls: 1.2764, loss: 1.2764, grad_norm: 4.4678 2020-08-14 20:26:23,066 - mmaction - INFO - Epoch [65][440/1253] lr: 3.000e-03, eta: 8:36:35, time: 0.699, data_time: 0.008, memory: 4833, top1_acc: 0.6940, top5_acc: 0.8727, loss_cls: 1.2668, loss: 1.2668, grad_norm: 4.3995 2020-08-14 20:26:36,458 - mmaction - INFO - Epoch [65][460/1253] lr: 3.000e-03, eta: 8:36:21, time: 0.673, data_time: 0.008, memory: 4833, top1_acc: 0.6896, top5_acc: 0.8656, loss_cls: 1.2798, loss: 1.2798, grad_norm: 4.4554 2020-08-14 20:26:49,815 - mmaction - INFO - Epoch [65][480/1253] lr: 3.000e-03, eta: 8:36:07, time: 0.666, data_time: 0.007, memory: 4833, top1_acc: 0.6849, top5_acc: 0.8753, loss_cls: 1.2481, loss: 1.2481, grad_norm: 4.5644 2020-08-14 20:27:03,047 - mmaction - INFO - Epoch [65][500/1253] lr: 3.000e-03, eta: 8:35:53, time: 0.663, data_time: 0.006, memory: 4833, top1_acc: 0.6951, top5_acc: 0.8737, loss_cls: 1.2644, loss: 1.2644, grad_norm: 4.5159 2020-08-14 20:27:16,386 - mmaction - INFO - Epoch [65][520/1253] lr: 3.000e-03, eta: 8:35:38, time: 0.665, data_time: 0.007, memory: 4833, top1_acc: 0.6797, top5_acc: 0.8656, loss_cls: 1.3111, loss: 1.3111, grad_norm: 4.4895 2020-08-14 20:27:30,551 - mmaction - INFO - Epoch [65][540/1253] lr: 3.000e-03, eta: 8:35:25, time: 0.711, data_time: 0.007, memory: 4833, top1_acc: 0.6878, top5_acc: 0.8661, loss_cls: 1.2779, loss: 1.2779, grad_norm: 4.4858 2020-08-14 20:27:43,874 - mmaction - INFO - Epoch [65][560/1253] lr: 3.000e-03, eta: 8:35:10, time: 0.664, data_time: 0.006, memory: 4833, top1_acc: 0.6888, top5_acc: 0.8677, loss_cls: 1.2769, loss: 1.2769, grad_norm: 4.3687 2020-08-14 20:27:57,825 - mmaction - INFO - Epoch [65][580/1253] lr: 3.000e-03, eta: 8:34:57, time: 0.701, data_time: 0.007, memory: 4833, top1_acc: 0.6768, top5_acc: 0.8667, loss_cls: 1.3014, loss: 1.3014, grad_norm: 4.4705 2020-08-14 20:28:11,946 - mmaction - INFO - Epoch [65][600/1253] lr: 3.000e-03, eta: 8:34:43, time: 0.702, data_time: 0.006, memory: 4833, top1_acc: 0.6794, top5_acc: 0.8651, loss_cls: 1.3017, loss: 1.3017, grad_norm: 4.5038 2020-08-14 20:28:24,613 - mmaction - INFO - Epoch [65][620/1253] lr: 3.000e-03, eta: 8:34:28, time: 0.635, data_time: 0.008, memory: 4833, top1_acc: 0.6919, top5_acc: 0.8742, loss_cls: 1.2508, loss: 1.2508, grad_norm: 4.3776 2020-08-14 20:28:38,812 - mmaction - INFO - Epoch [65][640/1253] lr: 3.000e-03, eta: 8:34:15, time: 0.707, data_time: 0.009, memory: 4833, top1_acc: 0.6935, top5_acc: 0.8690, loss_cls: 1.2872, loss: 1.2872, grad_norm: 4.5214 2020-08-14 20:28:53,275 - mmaction - INFO - Epoch [65][660/1253] lr: 3.000e-03, eta: 8:34:01, time: 0.728, data_time: 0.007, memory: 4833, top1_acc: 0.6852, top5_acc: 0.8732, loss_cls: 1.2734, loss: 1.2734, grad_norm: 4.4759 2020-08-14 20:29:06,539 - mmaction - INFO - Epoch [65][680/1253] lr: 3.000e-03, eta: 8:33:47, time: 0.662, data_time: 0.002, memory: 4833, top1_acc: 0.6893, top5_acc: 0.8682, loss_cls: 1.2774, loss: 1.2774, grad_norm: 4.4767 2020-08-14 20:29:19,909 - mmaction - INFO - Epoch [65][700/1253] lr: 3.000e-03, eta: 8:33:33, time: 0.666, data_time: 0.007, memory: 4833, top1_acc: 0.6784, top5_acc: 0.8701, loss_cls: 1.2848, loss: 1.2848, grad_norm: 4.5500 2020-08-14 20:29:33,632 - mmaction - INFO - Epoch [65][720/1253] lr: 3.000e-03, eta: 8:33:19, time: 0.689, data_time: 0.007, memory: 4833, top1_acc: 0.6836, top5_acc: 0.8669, loss_cls: 1.3110, loss: 1.3110, grad_norm: 4.4368 2020-08-14 20:29:49,469 - mmaction - INFO - Epoch [65][740/1253] lr: 3.000e-03, eta: 8:33:06, time: 0.788, data_time: 0.006, memory: 4833, top1_acc: 0.6870, top5_acc: 0.8721, loss_cls: 1.3047, loss: 1.3047, grad_norm: 4.4278 2020-08-14 20:30:03,701 - mmaction - INFO - Epoch [65][760/1253] lr: 3.000e-03, eta: 8:32:52, time: 0.717, data_time: 0.008, memory: 4833, top1_acc: 0.6698, top5_acc: 0.8630, loss_cls: 1.3415, loss: 1.3415, grad_norm: 4.6538 2020-08-14 20:30:18,028 - mmaction - INFO - Epoch [65][780/1253] lr: 3.000e-03, eta: 8:32:39, time: 0.717, data_time: 0.003, memory: 4833, top1_acc: 0.6906, top5_acc: 0.8776, loss_cls: 1.2380, loss: 1.2380, grad_norm: 4.4381 2020-08-14 20:30:31,347 - mmaction - INFO - Epoch [65][800/1253] lr: 3.000e-03, eta: 8:32:24, time: 0.663, data_time: 0.006, memory: 4833, top1_acc: 0.6846, top5_acc: 0.8740, loss_cls: 1.2709, loss: 1.2709, grad_norm: 4.5719 2020-08-14 20:30:45,528 - mmaction - INFO - Epoch [65][820/1253] lr: 3.000e-03, eta: 8:32:11, time: 0.710, data_time: 0.011, memory: 4833, top1_acc: 0.6690, top5_acc: 0.8721, loss_cls: 1.2945, loss: 1.2945, grad_norm: 4.5924 2020-08-14 20:31:00,223 - mmaction - INFO - Epoch [65][840/1253] lr: 3.000e-03, eta: 8:31:57, time: 0.733, data_time: 0.006, memory: 4833, top1_acc: 0.6815, top5_acc: 0.8672, loss_cls: 1.2975, loss: 1.2975, grad_norm: 4.5303 2020-08-14 20:31:14,010 - mmaction - INFO - Epoch [65][860/1253] lr: 3.000e-03, eta: 8:31:43, time: 0.691, data_time: 0.008, memory: 4833, top1_acc: 0.6805, top5_acc: 0.8656, loss_cls: 1.2966, loss: 1.2966, grad_norm: 4.4794 2020-08-14 20:31:28,549 - mmaction - INFO - Epoch [65][880/1253] lr: 3.000e-03, eta: 8:31:30, time: 0.725, data_time: 0.007, memory: 4833, top1_acc: 0.6865, top5_acc: 0.8648, loss_cls: 1.2924, loss: 1.2924, grad_norm: 4.5313 2020-08-14 20:31:42,304 - mmaction - INFO - Epoch [65][900/1253] lr: 3.000e-03, eta: 8:31:16, time: 0.689, data_time: 0.006, memory: 4833, top1_acc: 0.6773, top5_acc: 0.8612, loss_cls: 1.3267, loss: 1.3267, grad_norm: 4.5385 2020-08-14 20:31:57,164 - mmaction - INFO - Epoch [65][920/1253] lr: 3.000e-03, eta: 8:31:03, time: 0.743, data_time: 0.008, memory: 4833, top1_acc: 0.7003, top5_acc: 0.8784, loss_cls: 1.2281, loss: 1.2281, grad_norm: 4.4479 2020-08-14 20:32:10,232 - mmaction - INFO - Epoch [65][940/1253] lr: 3.000e-03, eta: 8:30:48, time: 0.653, data_time: 0.005, memory: 4833, top1_acc: 0.6813, top5_acc: 0.8714, loss_cls: 1.2670, loss: 1.2670, grad_norm: 4.4656 2020-08-14 20:32:25,221 - mmaction - INFO - Epoch [65][960/1253] lr: 3.000e-03, eta: 8:30:35, time: 0.749, data_time: 0.008, memory: 4833, top1_acc: 0.6721, top5_acc: 0.8708, loss_cls: 1.2910, loss: 1.2910, grad_norm: 4.4914 2020-08-14 20:32:39,372 - mmaction - INFO - Epoch [65][980/1253] lr: 3.000e-03, eta: 8:30:21, time: 0.708, data_time: 0.006, memory: 4833, top1_acc: 0.6823, top5_acc: 0.8682, loss_cls: 1.3138, loss: 1.3138, grad_norm: 4.5058 2020-08-14 20:32:52,967 - mmaction - INFO - Epoch [65][1000/1253] lr: 3.000e-03, eta: 8:30:07, time: 0.681, data_time: 0.007, memory: 4833, top1_acc: 0.6914, top5_acc: 0.8724, loss_cls: 1.2561, loss: 1.2561, grad_norm: 4.4301 2020-08-14 20:33:07,463 - mmaction - INFO - Epoch [65][1020/1253] lr: 3.000e-03, eta: 8:29:54, time: 0.724, data_time: 0.004, memory: 4833, top1_acc: 0.6984, top5_acc: 0.8732, loss_cls: 1.2602, loss: 1.2602, grad_norm: 4.4893 2020-08-14 20:33:21,285 - mmaction - INFO - Epoch [65][1040/1253] lr: 3.000e-03, eta: 8:29:40, time: 0.686, data_time: 0.005, memory: 4833, top1_acc: 0.6711, top5_acc: 0.8664, loss_cls: 1.3528, loss: 1.3528, grad_norm: 4.5968 2020-08-14 20:33:34,288 - mmaction - INFO - Epoch [65][1060/1253] lr: 3.000e-03, eta: 8:29:25, time: 0.654, data_time: 0.008, memory: 4833, top1_acc: 0.6857, top5_acc: 0.8674, loss_cls: 1.2796, loss: 1.2796, grad_norm: 4.4392 2020-08-14 20:33:48,710 - mmaction - INFO - Epoch [65][1080/1253] lr: 3.000e-03, eta: 8:29:12, time: 0.721, data_time: 0.007, memory: 4833, top1_acc: 0.6927, top5_acc: 0.8719, loss_cls: 1.2754, loss: 1.2754, grad_norm: 4.4388 2020-08-14 20:34:02,648 - mmaction - INFO - Epoch [65][1100/1253] lr: 3.000e-03, eta: 8:28:58, time: 0.697, data_time: 0.005, memory: 4833, top1_acc: 0.6763, top5_acc: 0.8622, loss_cls: 1.3358, loss: 1.3358, grad_norm: 4.6249 2020-08-14 20:34:16,828 - mmaction - INFO - Epoch [65][1120/1253] lr: 3.000e-03, eta: 8:28:44, time: 0.709, data_time: 0.007, memory: 4833, top1_acc: 0.6859, top5_acc: 0.8724, loss_cls: 1.2697, loss: 1.2697, grad_norm: 4.4654 2020-08-14 20:34:31,014 - mmaction - INFO - Epoch [65][1140/1253] lr: 3.000e-03, eta: 8:28:31, time: 0.709, data_time: 0.005, memory: 4833, top1_acc: 0.6893, top5_acc: 0.8727, loss_cls: 1.2642, loss: 1.2642, grad_norm: 4.5124 2020-08-14 20:34:45,342 - mmaction - INFO - Epoch [65][1160/1253] lr: 3.000e-03, eta: 8:28:17, time: 0.715, data_time: 0.008, memory: 4833, top1_acc: 0.6930, top5_acc: 0.8711, loss_cls: 1.2421, loss: 1.2421, grad_norm: 4.3723 2020-08-14 20:34:59,955 - mmaction - INFO - Epoch [65][1180/1253] lr: 3.000e-03, eta: 8:28:03, time: 0.732, data_time: 0.007, memory: 4833, top1_acc: 0.6797, top5_acc: 0.8760, loss_cls: 1.3125, loss: 1.3125, grad_norm: 4.5918 2020-08-14 20:35:13,538 - mmaction - INFO - Epoch [65][1200/1253] lr: 3.000e-03, eta: 8:27:49, time: 0.678, data_time: 0.007, memory: 4833, top1_acc: 0.6867, top5_acc: 0.8763, loss_cls: 1.2627, loss: 1.2627, grad_norm: 4.5309 2020-08-14 20:35:27,619 - mmaction - INFO - Epoch [65][1220/1253] lr: 3.000e-03, eta: 8:27:36, time: 0.706, data_time: 0.006, memory: 4833, top1_acc: 0.6974, top5_acc: 0.8667, loss_cls: 1.2709, loss: 1.2709, grad_norm: 4.4430 2020-08-14 20:35:41,386 - mmaction - INFO - Epoch [65][1240/1253] lr: 3.000e-03, eta: 8:27:22, time: 0.687, data_time: 0.007, memory: 4833, top1_acc: 0.6836, top5_acc: 0.8685, loss_cls: 1.2933, loss: 1.2933, grad_norm: 4.4088 2020-08-14 20:35:50,113 - mmaction - INFO - Saving checkpoint at 65 epochs 2020-08-14 20:36:12,665 - mmaction - INFO - Epoch [66][20/1253] lr: 3.000e-03, eta: 8:26:58, time: 1.031, data_time: 0.391, memory: 4833, top1_acc: 0.6906, top5_acc: 0.8773, loss_cls: 1.2475, loss: 1.2475, grad_norm: 4.5236 2020-08-14 20:36:25,503 - mmaction - INFO - Epoch [66][40/1253] lr: 3.000e-03, eta: 8:26:43, time: 0.646, data_time: 0.007, memory: 4833, top1_acc: 0.6891, top5_acc: 0.8630, loss_cls: 1.2838, loss: 1.2838, grad_norm: 4.5003 2020-08-14 20:36:39,510 - mmaction - INFO - Epoch [66][60/1253] lr: 3.000e-03, eta: 8:26:29, time: 0.696, data_time: 0.006, memory: 4833, top1_acc: 0.6958, top5_acc: 0.8740, loss_cls: 1.2394, loss: 1.2394, grad_norm: 4.4265 2020-08-14 20:36:52,968 - mmaction - INFO - Epoch [66][80/1253] lr: 3.000e-03, eta: 8:26:15, time: 0.678, data_time: 0.009, memory: 4833, top1_acc: 0.7016, top5_acc: 0.8799, loss_cls: 1.2141, loss: 1.2141, grad_norm: 4.4539 2020-08-14 20:37:06,366 - mmaction - INFO - Epoch [66][100/1253] lr: 3.000e-03, eta: 8:26:01, time: 0.668, data_time: 0.005, memory: 4833, top1_acc: 0.6763, top5_acc: 0.8607, loss_cls: 1.3424, loss: 1.3424, grad_norm: 4.5270 2020-08-14 20:37:19,562 - mmaction - INFO - Epoch [66][120/1253] lr: 3.000e-03, eta: 8:25:47, time: 0.661, data_time: 0.006, memory: 4833, top1_acc: 0.6938, top5_acc: 0.8771, loss_cls: 1.2679, loss: 1.2679, grad_norm: 4.4359 2020-08-14 20:37:33,896 - mmaction - INFO - Epoch [66][140/1253] lr: 3.000e-03, eta: 8:25:33, time: 0.718, data_time: 0.007, memory: 4833, top1_acc: 0.6750, top5_acc: 0.8648, loss_cls: 1.3167, loss: 1.3167, grad_norm: 4.4610 2020-08-14 20:37:46,647 - mmaction - INFO - Epoch [66][160/1253] lr: 3.000e-03, eta: 8:25:19, time: 0.636, data_time: 0.003, memory: 4833, top1_acc: 0.6797, top5_acc: 0.8703, loss_cls: 1.2968, loss: 1.2968, grad_norm: 4.4642 2020-08-14 20:38:01,645 - mmaction - INFO - Epoch [66][180/1253] lr: 3.000e-03, eta: 8:25:05, time: 0.750, data_time: 0.006, memory: 4833, top1_acc: 0.6872, top5_acc: 0.8641, loss_cls: 1.2839, loss: 1.2839, grad_norm: 4.4930 2020-08-14 20:38:15,518 - mmaction - INFO - Epoch [66][200/1253] lr: 3.000e-03, eta: 8:24:52, time: 0.694, data_time: 0.003, memory: 4833, top1_acc: 0.6891, top5_acc: 0.8779, loss_cls: 1.2387, loss: 1.2387, grad_norm: 4.3865 2020-08-14 20:38:28,992 - mmaction - INFO - Epoch [66][220/1253] lr: 3.000e-03, eta: 8:24:37, time: 0.672, data_time: 0.006, memory: 4833, top1_acc: 0.6867, top5_acc: 0.8729, loss_cls: 1.2637, loss: 1.2637, grad_norm: 4.4529 2020-08-14 20:38:43,717 - mmaction - INFO - Epoch [66][240/1253] lr: 3.000e-03, eta: 8:24:24, time: 0.737, data_time: 0.007, memory: 4833, top1_acc: 0.6727, top5_acc: 0.8698, loss_cls: 1.3143, loss: 1.3143, grad_norm: 4.4904 2020-08-14 20:38:56,995 - mmaction - INFO - Epoch [66][260/1253] lr: 3.000e-03, eta: 8:24:10, time: 0.663, data_time: 0.004, memory: 4833, top1_acc: 0.6893, top5_acc: 0.8714, loss_cls: 1.2724, loss: 1.2724, grad_norm: 4.5446 2020-08-14 20:39:10,886 - mmaction - INFO - Epoch [66][280/1253] lr: 3.000e-03, eta: 8:23:56, time: 0.694, data_time: 0.007, memory: 4833, top1_acc: 0.6909, top5_acc: 0.8711, loss_cls: 1.2677, loss: 1.2677, grad_norm: 4.4405 2020-08-14 20:39:24,487 - mmaction - INFO - Epoch [66][300/1253] lr: 3.000e-03, eta: 8:23:42, time: 0.681, data_time: 0.007, memory: 4833, top1_acc: 0.6990, top5_acc: 0.8672, loss_cls: 1.2740, loss: 1.2740, grad_norm: 4.4121 2020-08-14 20:39:37,401 - mmaction - INFO - Epoch [66][320/1253] lr: 3.000e-03, eta: 8:23:28, time: 0.644, data_time: 0.007, memory: 4833, top1_acc: 0.6888, top5_acc: 0.8742, loss_cls: 1.2464, loss: 1.2464, grad_norm: 4.3987 2020-08-14 20:39:52,070 - mmaction - INFO - Epoch [66][340/1253] lr: 3.000e-03, eta: 8:23:14, time: 0.737, data_time: 0.007, memory: 4833, top1_acc: 0.6917, top5_acc: 0.8724, loss_cls: 1.2601, loss: 1.2601, grad_norm: 4.5859 2020-08-14 20:40:04,611 - mmaction - INFO - Epoch [66][360/1253] lr: 3.000e-03, eta: 8:23:00, time: 0.626, data_time: 0.005, memory: 4833, top1_acc: 0.6883, top5_acc: 0.8651, loss_cls: 1.2879, loss: 1.2879, grad_norm: 4.4503 2020-08-14 20:40:18,760 - mmaction - INFO - Epoch [66][380/1253] lr: 3.000e-03, eta: 8:22:46, time: 0.707, data_time: 0.003, memory: 4833, top1_acc: 0.6888, top5_acc: 0.8701, loss_cls: 1.2789, loss: 1.2789, grad_norm: 4.5306 2020-08-14 20:40:31,599 - mmaction - INFO - Epoch [66][400/1253] lr: 3.000e-03, eta: 8:22:31, time: 0.641, data_time: 0.006, memory: 4833, top1_acc: 0.6914, top5_acc: 0.8799, loss_cls: 1.2371, loss: 1.2371, grad_norm: 4.4819 2020-08-14 20:40:46,266 - mmaction - INFO - Epoch [66][420/1253] lr: 3.000e-03, eta: 8:22:18, time: 0.734, data_time: 0.004, memory: 4833, top1_acc: 0.6951, top5_acc: 0.8810, loss_cls: 1.2598, loss: 1.2598, grad_norm: 4.6021 2020-08-14 20:40:58,966 - mmaction - INFO - Epoch [66][440/1253] lr: 3.000e-03, eta: 8:22:03, time: 0.634, data_time: 0.004, memory: 4833, top1_acc: 0.6844, top5_acc: 0.8721, loss_cls: 1.2868, loss: 1.2868, grad_norm: 4.5382 2020-08-14 20:41:12,332 - mmaction - INFO - Epoch [66][460/1253] lr: 3.000e-03, eta: 8:21:49, time: 0.670, data_time: 0.008, memory: 4833, top1_acc: 0.6760, top5_acc: 0.8685, loss_cls: 1.3017, loss: 1.3017, grad_norm: 4.6395 2020-08-14 20:41:26,633 - mmaction - INFO - Epoch [66][480/1253] lr: 3.000e-03, eta: 8:21:36, time: 0.716, data_time: 0.005, memory: 4833, top1_acc: 0.6891, top5_acc: 0.8669, loss_cls: 1.2702, loss: 1.2702, grad_norm: 4.4803 2020-08-14 20:41:41,944 - mmaction - INFO - Epoch [66][500/1253] lr: 3.000e-03, eta: 8:21:22, time: 0.764, data_time: 0.006, memory: 4833, top1_acc: 0.6898, top5_acc: 0.8773, loss_cls: 1.2497, loss: 1.2497, grad_norm: 4.4658 2020-08-14 20:41:56,082 - mmaction - INFO - Epoch [66][520/1253] lr: 3.000e-03, eta: 8:21:09, time: 0.708, data_time: 0.007, memory: 4833, top1_acc: 0.6815, top5_acc: 0.8740, loss_cls: 1.2710, loss: 1.2710, grad_norm: 4.4669 2020-08-14 20:42:11,427 - mmaction - INFO - Epoch [66][540/1253] lr: 3.000e-03, eta: 8:20:56, time: 0.768, data_time: 0.008, memory: 4833, top1_acc: 0.6794, top5_acc: 0.8628, loss_cls: 1.3085, loss: 1.3085, grad_norm: 4.6209 2020-08-14 20:42:26,082 - mmaction - INFO - Epoch [66][560/1253] lr: 3.000e-03, eta: 8:20:42, time: 0.732, data_time: 0.003, memory: 4833, top1_acc: 0.6927, top5_acc: 0.8693, loss_cls: 1.2709, loss: 1.2709, grad_norm: 4.5372 2020-08-14 20:42:39,561 - mmaction - INFO - Epoch [66][580/1253] lr: 3.000e-03, eta: 8:20:28, time: 0.671, data_time: 0.006, memory: 4833, top1_acc: 0.6974, top5_acc: 0.8833, loss_cls: 1.2178, loss: 1.2178, grad_norm: 4.3916 2020-08-14 20:42:53,075 - mmaction - INFO - Epoch [66][600/1253] lr: 3.000e-03, eta: 8:20:14, time: 0.679, data_time: 0.007, memory: 4833, top1_acc: 0.6898, top5_acc: 0.8771, loss_cls: 1.2506, loss: 1.2506, grad_norm: 4.5603 2020-08-14 20:43:06,965 - mmaction - INFO - Epoch [66][620/1253] lr: 3.000e-03, eta: 8:20:00, time: 0.692, data_time: 0.006, memory: 4833, top1_acc: 0.6859, top5_acc: 0.8745, loss_cls: 1.2656, loss: 1.2656, grad_norm: 4.5701 2020-08-14 20:43:20,602 - mmaction - INFO - Epoch [66][640/1253] lr: 3.000e-03, eta: 8:19:46, time: 0.685, data_time: 0.006, memory: 4833, top1_acc: 0.6844, top5_acc: 0.8688, loss_cls: 1.2916, loss: 1.2916, grad_norm: 4.4498 2020-08-14 20:43:34,072 - mmaction - INFO - Epoch [66][660/1253] lr: 3.000e-03, eta: 8:19:32, time: 0.670, data_time: 0.005, memory: 4833, top1_acc: 0.6992, top5_acc: 0.8729, loss_cls: 1.2562, loss: 1.2562, grad_norm: 4.5555 2020-08-14 20:43:48,476 - mmaction - INFO - Epoch [66][680/1253] lr: 3.000e-03, eta: 8:19:18, time: 0.724, data_time: 0.007, memory: 4833, top1_acc: 0.6930, top5_acc: 0.8789, loss_cls: 1.2478, loss: 1.2478, grad_norm: 4.5841 2020-08-14 20:44:02,014 - mmaction - INFO - Epoch [66][700/1253] lr: 3.000e-03, eta: 8:19:04, time: 0.675, data_time: 0.002, memory: 4833, top1_acc: 0.6836, top5_acc: 0.8758, loss_cls: 1.2715, loss: 1.2715, grad_norm: 4.5849 2020-08-14 20:44:17,454 - mmaction - INFO - Epoch [66][720/1253] lr: 3.000e-03, eta: 8:18:51, time: 0.768, data_time: 0.007, memory: 4833, top1_acc: 0.6833, top5_acc: 0.8661, loss_cls: 1.2854, loss: 1.2854, grad_norm: 4.5338 2020-08-14 20:44:32,010 - mmaction - INFO - Epoch [66][740/1253] lr: 3.000e-03, eta: 8:18:38, time: 0.732, data_time: 0.008, memory: 4833, top1_acc: 0.6883, top5_acc: 0.8740, loss_cls: 1.2621, loss: 1.2621, grad_norm: 4.4870 2020-08-14 20:44:46,411 - mmaction - INFO - Epoch [66][760/1253] lr: 3.000e-03, eta: 8:18:24, time: 0.718, data_time: 0.006, memory: 4833, top1_acc: 0.6917, top5_acc: 0.8750, loss_cls: 1.2537, loss: 1.2537, grad_norm: 4.4272 2020-08-14 20:44:59,198 - mmaction - INFO - Epoch [66][780/1253] lr: 3.000e-03, eta: 8:18:10, time: 0.641, data_time: 0.008, memory: 4833, top1_acc: 0.6747, top5_acc: 0.8677, loss_cls: 1.2979, loss: 1.2979, grad_norm: 4.5306 2020-08-14 20:45:13,569 - mmaction - INFO - Epoch [66][800/1253] lr: 3.000e-03, eta: 8:17:56, time: 0.717, data_time: 0.007, memory: 4833, top1_acc: 0.6836, top5_acc: 0.8755, loss_cls: 1.2535, loss: 1.2535, grad_norm: 4.5476 2020-08-14 20:45:27,009 - mmaction - INFO - Epoch [66][820/1253] lr: 3.000e-03, eta: 8:17:42, time: 0.674, data_time: 0.010, memory: 4833, top1_acc: 0.6917, top5_acc: 0.8734, loss_cls: 1.2548, loss: 1.2548, grad_norm: 4.4690 2020-08-14 20:45:41,308 - mmaction - INFO - Epoch [66][840/1253] lr: 3.000e-03, eta: 8:17:28, time: 0.717, data_time: 0.006, memory: 4833, top1_acc: 0.6844, top5_acc: 0.8721, loss_cls: 1.2752, loss: 1.2752, grad_norm: 4.5201 2020-08-14 20:45:54,966 - mmaction - INFO - Epoch [66][860/1253] lr: 3.000e-03, eta: 8:17:14, time: 0.681, data_time: 0.006, memory: 4833, top1_acc: 0.6948, top5_acc: 0.8753, loss_cls: 1.2534, loss: 1.2534, grad_norm: 4.5375 2020-08-14 20:46:10,040 - mmaction - INFO - Epoch [66][880/1253] lr: 3.000e-03, eta: 8:17:01, time: 0.754, data_time: 0.005, memory: 4833, top1_acc: 0.6846, top5_acc: 0.8776, loss_cls: 1.2406, loss: 1.2406, grad_norm: 4.5458 2020-08-14 20:46:24,385 - mmaction - INFO - Epoch [66][900/1253] lr: 3.000e-03, eta: 8:16:47, time: 0.716, data_time: 0.007, memory: 4833, top1_acc: 0.6836, top5_acc: 0.8719, loss_cls: 1.2629, loss: 1.2629, grad_norm: 4.4906 2020-08-14 20:46:38,619 - mmaction - INFO - Epoch [66][920/1253] lr: 3.000e-03, eta: 8:16:34, time: 0.713, data_time: 0.007, memory: 4833, top1_acc: 0.6818, top5_acc: 0.8719, loss_cls: 1.2603, loss: 1.2603, grad_norm: 4.5569 2020-08-14 20:46:51,370 - mmaction - INFO - Epoch [66][940/1253] lr: 3.000e-03, eta: 8:16:19, time: 0.636, data_time: 0.007, memory: 4833, top1_acc: 0.6846, top5_acc: 0.8646, loss_cls: 1.2808, loss: 1.2808, grad_norm: 4.6547 2020-08-14 20:47:05,305 - mmaction - INFO - Epoch [66][960/1253] lr: 3.000e-03, eta: 8:16:05, time: 0.698, data_time: 0.007, memory: 4833, top1_acc: 0.6818, top5_acc: 0.8708, loss_cls: 1.2722, loss: 1.2722, grad_norm: 4.5948 2020-08-14 20:47:20,130 - mmaction - INFO - Epoch [66][980/1253] lr: 3.000e-03, eta: 8:15:52, time: 0.740, data_time: 0.008, memory: 4833, top1_acc: 0.6870, top5_acc: 0.8646, loss_cls: 1.2855, loss: 1.2855, grad_norm: 4.5987 2020-08-14 20:47:32,838 - mmaction - INFO - Epoch [66][1000/1253] lr: 3.000e-03, eta: 8:15:38, time: 0.636, data_time: 0.007, memory: 4833, top1_acc: 0.6865, top5_acc: 0.8708, loss_cls: 1.2562, loss: 1.2562, grad_norm: 4.5985 2020-08-14 20:47:46,215 - mmaction - INFO - Epoch [66][1020/1253] lr: 3.000e-03, eta: 8:15:23, time: 0.670, data_time: 0.007, memory: 4833, top1_acc: 0.6971, top5_acc: 0.8799, loss_cls: 1.2121, loss: 1.2121, grad_norm: 4.5355 2020-08-14 20:48:00,653 - mmaction - INFO - Epoch [66][1040/1253] lr: 3.000e-03, eta: 8:15:10, time: 0.721, data_time: 0.003, memory: 4833, top1_acc: 0.6878, top5_acc: 0.8669, loss_cls: 1.2755, loss: 1.2755, grad_norm: 4.5830 2020-08-14 20:48:13,755 - mmaction - INFO - Epoch [66][1060/1253] lr: 3.000e-03, eta: 8:14:56, time: 0.653, data_time: 0.008, memory: 4833, top1_acc: 0.6839, top5_acc: 0.8690, loss_cls: 1.2940, loss: 1.2940, grad_norm: 4.5798 2020-08-14 20:48:28,242 - mmaction - INFO - Epoch [66][1080/1253] lr: 3.000e-03, eta: 8:14:42, time: 0.726, data_time: 0.007, memory: 4833, top1_acc: 0.6880, top5_acc: 0.8682, loss_cls: 1.2690, loss: 1.2690, grad_norm: 4.5978 2020-08-14 20:48:42,361 - mmaction - INFO - Epoch [66][1100/1253] lr: 3.000e-03, eta: 8:14:28, time: 0.705, data_time: 0.008, memory: 4833, top1_acc: 0.6948, top5_acc: 0.8820, loss_cls: 1.2375, loss: 1.2375, grad_norm: 4.4454 2020-08-14 20:48:56,373 - mmaction - INFO - Epoch [66][1120/1253] lr: 3.000e-03, eta: 8:14:14, time: 0.701, data_time: 0.006, memory: 4833, top1_acc: 0.6854, top5_acc: 0.8763, loss_cls: 1.2478, loss: 1.2478, grad_norm: 4.5245 2020-08-14 20:49:10,062 - mmaction - INFO - Epoch [66][1140/1253] lr: 3.000e-03, eta: 8:14:00, time: 0.683, data_time: 0.007, memory: 4833, top1_acc: 0.6880, top5_acc: 0.8833, loss_cls: 1.2423, loss: 1.2423, grad_norm: 4.5673 2020-08-14 20:49:24,491 - mmaction - INFO - Epoch [66][1160/1253] lr: 3.000e-03, eta: 8:13:47, time: 0.723, data_time: 0.007, memory: 4833, top1_acc: 0.6922, top5_acc: 0.8664, loss_cls: 1.2815, loss: 1.2815, grad_norm: 4.4709 2020-08-14 20:49:38,231 - mmaction - INFO - Epoch [66][1180/1253] lr: 3.000e-03, eta: 8:13:33, time: 0.686, data_time: 0.007, memory: 4833, top1_acc: 0.6784, top5_acc: 0.8711, loss_cls: 1.2747, loss: 1.2747, grad_norm: 4.5364 2020-08-14 20:49:53,649 - mmaction - INFO - Epoch [66][1200/1253] lr: 3.000e-03, eta: 8:13:20, time: 0.773, data_time: 0.007, memory: 4833, top1_acc: 0.6846, top5_acc: 0.8667, loss_cls: 1.2918, loss: 1.2918, grad_norm: 4.5424 2020-08-14 20:50:07,094 - mmaction - INFO - Epoch [66][1220/1253] lr: 3.000e-03, eta: 8:13:06, time: 0.670, data_time: 0.005, memory: 4833, top1_acc: 0.6917, top5_acc: 0.8698, loss_cls: 1.2614, loss: 1.2614, grad_norm: 4.5343 2020-08-14 20:50:21,343 - mmaction - INFO - Epoch [66][1240/1253] lr: 3.000e-03, eta: 8:12:52, time: 0.713, data_time: 0.006, memory: 4833, top1_acc: 0.6898, top5_acc: 0.8708, loss_cls: 1.2748, loss: 1.2748, grad_norm: 4.5351 2020-08-14 20:50:29,650 - mmaction - INFO - Saving checkpoint at 66 epochs 2020-08-14 20:50:51,694 - mmaction - INFO - Epoch [67][20/1253] lr: 3.000e-03, eta: 8:12:28, time: 1.007, data_time: 0.371, memory: 4833, top1_acc: 0.6844, top5_acc: 0.8750, loss_cls: 1.2661, loss: 1.2661, grad_norm: 4.5471 2020-08-14 20:51:04,718 - mmaction - INFO - Epoch [67][40/1253] lr: 3.000e-03, eta: 8:12:13, time: 0.652, data_time: 0.004, memory: 4833, top1_acc: 0.6773, top5_acc: 0.8630, loss_cls: 1.3216, loss: 1.3216, grad_norm: 4.5862 2020-08-14 20:51:18,840 - mmaction - INFO - Epoch [67][60/1253] lr: 3.000e-03, eta: 8:12:00, time: 0.705, data_time: 0.010, memory: 4833, top1_acc: 0.6878, top5_acc: 0.8628, loss_cls: 1.2899, loss: 1.2899, grad_norm: 4.4146 2020-08-14 20:51:33,280 - mmaction - INFO - Epoch [67][80/1253] lr: 3.000e-03, eta: 8:11:46, time: 0.722, data_time: 0.005, memory: 4833, top1_acc: 0.7016, top5_acc: 0.8797, loss_cls: 1.2078, loss: 1.2078, grad_norm: 4.4689 2020-08-14 20:51:46,298 - mmaction - INFO - Epoch [67][100/1253] lr: 3.000e-03, eta: 8:11:32, time: 0.651, data_time: 0.007, memory: 4833, top1_acc: 0.6896, top5_acc: 0.8799, loss_cls: 1.2549, loss: 1.2549, grad_norm: 4.5818 2020-08-14 20:52:00,254 - mmaction - INFO - Epoch [67][120/1253] lr: 3.000e-03, eta: 8:11:18, time: 0.698, data_time: 0.008, memory: 4833, top1_acc: 0.6841, top5_acc: 0.8750, loss_cls: 1.2384, loss: 1.2384, grad_norm: 4.4106 2020-08-14 20:52:13,817 - mmaction - INFO - Epoch [67][140/1253] lr: 3.000e-03, eta: 8:11:04, time: 0.676, data_time: 0.009, memory: 4833, top1_acc: 0.6940, top5_acc: 0.8737, loss_cls: 1.2319, loss: 1.2319, grad_norm: 4.4634 2020-08-14 20:52:29,369 - mmaction - INFO - Epoch [67][160/1253] lr: 3.000e-03, eta: 8:10:51, time: 0.780, data_time: 0.007, memory: 4833, top1_acc: 0.6885, top5_acc: 0.8727, loss_cls: 1.2710, loss: 1.2710, grad_norm: 4.5280 2020-08-14 20:52:42,438 - mmaction - INFO - Epoch [67][180/1253] lr: 3.000e-03, eta: 8:10:37, time: 0.652, data_time: 0.002, memory: 4833, top1_acc: 0.6883, top5_acc: 0.8831, loss_cls: 1.2263, loss: 1.2263, grad_norm: 4.5934 2020-08-14 20:52:57,947 - mmaction - INFO - Epoch [67][200/1253] lr: 3.000e-03, eta: 8:10:24, time: 0.774, data_time: 0.007, memory: 4833, top1_acc: 0.6862, top5_acc: 0.8794, loss_cls: 1.2408, loss: 1.2408, grad_norm: 4.5209 2020-08-14 20:53:11,167 - mmaction - INFO - Epoch [67][220/1253] lr: 3.000e-03, eta: 8:10:09, time: 0.663, data_time: 0.007, memory: 4833, top1_acc: 0.6969, top5_acc: 0.8839, loss_cls: 1.2303, loss: 1.2303, grad_norm: 4.4935 2020-08-14 20:53:25,460 - mmaction - INFO - Epoch [67][240/1253] lr: 3.000e-03, eta: 8:09:56, time: 0.713, data_time: 0.009, memory: 4833, top1_acc: 0.6995, top5_acc: 0.8693, loss_cls: 1.2305, loss: 1.2305, grad_norm: 4.4670 2020-08-14 20:53:40,489 - mmaction - INFO - Epoch [67][260/1253] lr: 3.000e-03, eta: 8:09:42, time: 0.752, data_time: 0.008, memory: 4833, top1_acc: 0.6865, top5_acc: 0.8763, loss_cls: 1.2611, loss: 1.2611, grad_norm: 4.4259 2020-08-14 20:53:53,677 - mmaction - INFO - Epoch [67][280/1253] lr: 3.000e-03, eta: 8:09:28, time: 0.662, data_time: 0.009, memory: 4833, top1_acc: 0.6885, top5_acc: 0.8820, loss_cls: 1.2426, loss: 1.2426, grad_norm: 4.6397 2020-08-14 20:54:07,018 - mmaction - INFO - Epoch [67][300/1253] lr: 3.000e-03, eta: 8:09:14, time: 0.666, data_time: 0.002, memory: 4833, top1_acc: 0.6852, top5_acc: 0.8727, loss_cls: 1.2557, loss: 1.2557, grad_norm: 4.5800 2020-08-14 20:54:21,369 - mmaction - INFO - Epoch [67][320/1253] lr: 3.000e-03, eta: 8:09:00, time: 0.718, data_time: 0.006, memory: 4833, top1_acc: 0.6773, top5_acc: 0.8602, loss_cls: 1.3246, loss: 1.3246, grad_norm: 4.7418 2020-08-14 20:54:35,132 - mmaction - INFO - Epoch [67][340/1253] lr: 3.000e-03, eta: 8:08:46, time: 0.689, data_time: 0.003, memory: 4833, top1_acc: 0.6828, top5_acc: 0.8727, loss_cls: 1.2833, loss: 1.2833, grad_norm: 4.5545 2020-08-14 20:54:48,980 - mmaction - INFO - Epoch [67][360/1253] lr: 3.000e-03, eta: 8:08:33, time: 0.692, data_time: 0.004, memory: 4833, top1_acc: 0.6896, top5_acc: 0.8677, loss_cls: 1.2905, loss: 1.2905, grad_norm: 4.5102 2020-08-14 20:55:03,402 - mmaction - INFO - Epoch [67][380/1253] lr: 3.000e-03, eta: 8:08:19, time: 0.720, data_time: 0.002, memory: 4833, top1_acc: 0.6911, top5_acc: 0.8807, loss_cls: 1.2753, loss: 1.2753, grad_norm: 4.5363 2020-08-14 20:55:15,785 - mmaction - INFO - Epoch [67][400/1253] lr: 3.000e-03, eta: 8:08:04, time: 0.620, data_time: 0.003, memory: 4833, top1_acc: 0.6945, top5_acc: 0.8781, loss_cls: 1.2218, loss: 1.2218, grad_norm: 4.4177 2020-08-14 20:55:29,528 - mmaction - INFO - Epoch [67][420/1253] lr: 3.000e-03, eta: 8:07:50, time: 0.685, data_time: 0.005, memory: 4833, top1_acc: 0.6951, top5_acc: 0.8802, loss_cls: 1.2205, loss: 1.2205, grad_norm: 4.4827 2020-08-14 20:55:44,204 - mmaction - INFO - Epoch [67][440/1253] lr: 3.000e-03, eta: 8:07:37, time: 0.735, data_time: 0.007, memory: 4833, top1_acc: 0.6937, top5_acc: 0.8690, loss_cls: 1.2564, loss: 1.2564, grad_norm: 4.4923 2020-08-14 20:55:59,782 - mmaction - INFO - Epoch [67][460/1253] lr: 3.000e-03, eta: 8:07:24, time: 0.778, data_time: 0.009, memory: 4833, top1_acc: 0.7003, top5_acc: 0.8750, loss_cls: 1.2259, loss: 1.2259, grad_norm: 4.4854 2020-08-14 20:56:13,657 - mmaction - INFO - Epoch [67][480/1253] lr: 3.000e-03, eta: 8:07:10, time: 0.694, data_time: 0.007, memory: 4833, top1_acc: 0.6951, top5_acc: 0.8802, loss_cls: 1.2431, loss: 1.2431, grad_norm: 4.5107 2020-08-14 20:56:27,207 - mmaction - INFO - Epoch [67][500/1253] lr: 3.000e-03, eta: 8:06:56, time: 0.675, data_time: 0.007, memory: 4833, top1_acc: 0.7005, top5_acc: 0.8773, loss_cls: 1.2151, loss: 1.2151, grad_norm: 4.4846 2020-08-14 20:56:40,210 - mmaction - INFO - Epoch [67][520/1253] lr: 3.000e-03, eta: 8:06:42, time: 0.654, data_time: 0.008, memory: 4833, top1_acc: 0.6875, top5_acc: 0.8664, loss_cls: 1.2671, loss: 1.2671, grad_norm: 4.5263 2020-08-14 20:56:54,780 - mmaction - INFO - Epoch [67][540/1253] lr: 3.000e-03, eta: 8:06:28, time: 0.728, data_time: 0.003, memory: 4833, top1_acc: 0.6737, top5_acc: 0.8695, loss_cls: 1.2994, loss: 1.2994, grad_norm: 4.5719 2020-08-14 20:57:08,478 - mmaction - INFO - Epoch [67][560/1253] lr: 3.000e-03, eta: 8:06:14, time: 0.683, data_time: 0.006, memory: 4833, top1_acc: 0.6901, top5_acc: 0.8792, loss_cls: 1.2450, loss: 1.2450, grad_norm: 4.5279 2020-08-14 20:57:22,244 - mmaction - INFO - Epoch [67][580/1253] lr: 3.000e-03, eta: 8:06:00, time: 0.691, data_time: 0.006, memory: 4833, top1_acc: 0.6888, top5_acc: 0.8742, loss_cls: 1.2398, loss: 1.2398, grad_norm: 4.6137 2020-08-14 20:57:35,656 - mmaction - INFO - Epoch [67][600/1253] lr: 3.000e-03, eta: 8:05:46, time: 0.667, data_time: 0.005, memory: 4833, top1_acc: 0.7003, top5_acc: 0.8755, loss_cls: 1.2214, loss: 1.2214, grad_norm: 4.5812 2020-08-14 20:57:49,193 - mmaction - INFO - Epoch [67][620/1253] lr: 3.000e-03, eta: 8:05:32, time: 0.679, data_time: 0.007, memory: 4833, top1_acc: 0.6896, top5_acc: 0.8758, loss_cls: 1.2637, loss: 1.2637, grad_norm: 4.5602 2020-08-14 20:58:02,103 - mmaction - INFO - Epoch [67][640/1253] lr: 3.000e-03, eta: 8:05:18, time: 0.646, data_time: 0.004, memory: 4833, top1_acc: 0.6849, top5_acc: 0.8688, loss_cls: 1.2890, loss: 1.2890, grad_norm: 4.5758 2020-08-14 20:58:16,717 - mmaction - INFO - Epoch [67][660/1253] lr: 3.000e-03, eta: 8:05:04, time: 0.730, data_time: 0.006, memory: 4833, top1_acc: 0.6919, top5_acc: 0.8727, loss_cls: 1.2558, loss: 1.2558, grad_norm: 4.4941 2020-08-14 20:58:30,875 - mmaction - INFO - Epoch [67][680/1253] lr: 3.000e-03, eta: 8:04:50, time: 0.710, data_time: 0.006, memory: 4833, top1_acc: 0.6898, top5_acc: 0.8719, loss_cls: 1.2551, loss: 1.2551, grad_norm: 4.5594 2020-08-14 20:58:44,368 - mmaction - INFO - Epoch [67][700/1253] lr: 3.000e-03, eta: 8:04:36, time: 0.672, data_time: 0.008, memory: 4833, top1_acc: 0.7000, top5_acc: 0.8797, loss_cls: 1.2270, loss: 1.2270, grad_norm: 4.5252 2020-08-14 20:58:59,791 - mmaction - INFO - Epoch [67][720/1253] lr: 3.000e-03, eta: 8:04:23, time: 0.774, data_time: 0.007, memory: 4833, top1_acc: 0.6995, top5_acc: 0.8755, loss_cls: 1.2428, loss: 1.2428, grad_norm: 4.5394 2020-08-14 20:59:13,430 - mmaction - INFO - Epoch [67][740/1253] lr: 3.000e-03, eta: 8:04:09, time: 0.677, data_time: 0.007, memory: 4833, top1_acc: 0.6805, top5_acc: 0.8706, loss_cls: 1.2926, loss: 1.2926, grad_norm: 4.7091 2020-08-14 20:59:26,779 - mmaction - INFO - Epoch [67][760/1253] lr: 3.000e-03, eta: 8:03:55, time: 0.670, data_time: 0.007, memory: 4833, top1_acc: 0.6828, top5_acc: 0.8745, loss_cls: 1.2862, loss: 1.2862, grad_norm: 4.6379 2020-08-14 20:59:41,001 - mmaction - INFO - Epoch [67][780/1253] lr: 3.000e-03, eta: 8:03:41, time: 0.708, data_time: 0.008, memory: 4833, top1_acc: 0.6742, top5_acc: 0.8565, loss_cls: 1.3422, loss: 1.3422, grad_norm: 4.6807 2020-08-14 20:59:55,759 - mmaction - INFO - Epoch [67][800/1253] lr: 3.000e-03, eta: 8:03:28, time: 0.743, data_time: 0.007, memory: 4833, top1_acc: 0.6833, top5_acc: 0.8750, loss_cls: 1.2752, loss: 1.2752, grad_norm: 4.5663 2020-08-14 21:00:15,248 - mmaction - INFO - Epoch [67][820/1253] lr: 3.000e-03, eta: 8:03:17, time: 0.962, data_time: 0.005, memory: 4833, top1_acc: 0.6870, top5_acc: 0.8724, loss_cls: 1.2911, loss: 1.2911, grad_norm: 4.4833 2020-08-14 21:00:27,822 - mmaction - INFO - Epoch [67][840/1253] lr: 3.000e-03, eta: 8:03:02, time: 0.640, data_time: 0.019, memory: 4833, top1_acc: 0.6831, top5_acc: 0.8698, loss_cls: 1.2762, loss: 1.2762, grad_norm: 4.5985 2020-08-14 21:00:41,985 - mmaction - INFO - Epoch [67][860/1253] lr: 3.000e-03, eta: 8:02:49, time: 0.706, data_time: 0.006, memory: 4833, top1_acc: 0.6883, top5_acc: 0.8737, loss_cls: 1.2820, loss: 1.2820, grad_norm: 4.6303 2020-08-14 21:00:55,250 - mmaction - INFO - Epoch [67][880/1253] lr: 3.000e-03, eta: 8:02:34, time: 0.666, data_time: 0.006, memory: 4833, top1_acc: 0.6924, top5_acc: 0.8729, loss_cls: 1.2632, loss: 1.2632, grad_norm: 4.5672 2020-08-14 21:01:08,289 - mmaction - INFO - Epoch [67][900/1253] lr: 3.000e-03, eta: 8:02:20, time: 0.648, data_time: 0.006, memory: 4833, top1_acc: 0.6878, top5_acc: 0.8607, loss_cls: 1.2898, loss: 1.2898, grad_norm: 4.5506 2020-08-14 21:01:22,916 - mmaction - INFO - Epoch [67][920/1253] lr: 3.000e-03, eta: 8:02:07, time: 0.735, data_time: 0.008, memory: 4833, top1_acc: 0.6964, top5_acc: 0.8698, loss_cls: 1.2448, loss: 1.2448, grad_norm: 4.5787 2020-08-14 21:01:37,188 - mmaction - INFO - Epoch [67][940/1253] lr: 3.000e-03, eta: 8:01:53, time: 0.711, data_time: 0.005, memory: 4833, top1_acc: 0.6807, top5_acc: 0.8693, loss_cls: 1.2865, loss: 1.2865, grad_norm: 4.5575 2020-08-14 21:01:51,310 - mmaction - INFO - Epoch [67][960/1253] lr: 3.000e-03, eta: 8:01:39, time: 0.708, data_time: 0.007, memory: 4833, top1_acc: 0.6927, top5_acc: 0.8758, loss_cls: 1.2323, loss: 1.2323, grad_norm: 4.5129 2020-08-14 21:02:06,279 - mmaction - INFO - Epoch [67][980/1253] lr: 3.000e-03, eta: 8:01:26, time: 0.749, data_time: 0.002, memory: 4833, top1_acc: 0.6846, top5_acc: 0.8682, loss_cls: 1.2629, loss: 1.2629, grad_norm: 4.5363 2020-08-14 21:02:19,105 - mmaction - INFO - Epoch [67][1000/1253] lr: 3.000e-03, eta: 8:01:11, time: 0.639, data_time: 0.005, memory: 4833, top1_acc: 0.6964, top5_acc: 0.8669, loss_cls: 1.2449, loss: 1.2449, grad_norm: 4.5914 2020-08-14 21:02:32,738 - mmaction - INFO - Epoch [67][1020/1253] lr: 3.000e-03, eta: 8:00:57, time: 0.684, data_time: 0.007, memory: 4833, top1_acc: 0.6896, top5_acc: 0.8674, loss_cls: 1.2923, loss: 1.2923, grad_norm: 4.5237 2020-08-14 21:02:46,163 - mmaction - INFO - Epoch [67][1040/1253] lr: 3.000e-03, eta: 8:00:43, time: 0.670, data_time: 0.005, memory: 4833, top1_acc: 0.6792, top5_acc: 0.8664, loss_cls: 1.3013, loss: 1.3013, grad_norm: 4.5449 2020-08-14 21:03:00,189 - mmaction - INFO - Epoch [67][1060/1253] lr: 3.000e-03, eta: 8:00:29, time: 0.699, data_time: 0.008, memory: 4833, top1_acc: 0.6760, top5_acc: 0.8693, loss_cls: 1.3087, loss: 1.3087, grad_norm: 4.5983 2020-08-14 21:03:13,716 - mmaction - INFO - Epoch [67][1080/1253] lr: 3.000e-03, eta: 8:00:15, time: 0.678, data_time: 0.008, memory: 4833, top1_acc: 0.7003, top5_acc: 0.8734, loss_cls: 1.2244, loss: 1.2244, grad_norm: 4.4259 2020-08-14 21:03:26,972 - mmaction - INFO - Epoch [67][1100/1253] lr: 3.000e-03, eta: 8:00:01, time: 0.662, data_time: 0.007, memory: 4833, top1_acc: 0.7034, top5_acc: 0.8820, loss_cls: 1.2207, loss: 1.2207, grad_norm: 4.5951 2020-08-14 21:03:40,771 - mmaction - INFO - Epoch [67][1120/1253] lr: 3.000e-03, eta: 7:59:47, time: 0.691, data_time: 0.007, memory: 4833, top1_acc: 0.6945, top5_acc: 0.8727, loss_cls: 1.2570, loss: 1.2570, grad_norm: 4.5554 2020-08-14 21:03:54,238 - mmaction - INFO - Epoch [67][1140/1253] lr: 3.000e-03, eta: 7:59:33, time: 0.672, data_time: 0.006, memory: 4833, top1_acc: 0.6852, top5_acc: 0.8716, loss_cls: 1.2715, loss: 1.2715, grad_norm: 4.5689 2020-08-14 21:04:08,749 - mmaction - INFO - Epoch [67][1160/1253] lr: 3.000e-03, eta: 7:59:20, time: 0.727, data_time: 0.006, memory: 4833, top1_acc: 0.6865, top5_acc: 0.8674, loss_cls: 1.3015, loss: 1.3015, grad_norm: 4.6092 2020-08-14 21:04:22,908 - mmaction - INFO - Epoch [67][1180/1253] lr: 3.000e-03, eta: 7:59:06, time: 0.707, data_time: 0.009, memory: 4833, top1_acc: 0.6839, top5_acc: 0.8695, loss_cls: 1.2948, loss: 1.2948, grad_norm: 4.6592 2020-08-14 21:04:37,139 - mmaction - INFO - Epoch [67][1200/1253] lr: 3.000e-03, eta: 7:58:52, time: 0.713, data_time: 0.007, memory: 4833, top1_acc: 0.6786, top5_acc: 0.8732, loss_cls: 1.2681, loss: 1.2681, grad_norm: 4.5436 2020-08-14 21:04:52,084 - mmaction - INFO - Epoch [67][1220/1253] lr: 3.000e-03, eta: 7:58:39, time: 0.747, data_time: 0.003, memory: 4833, top1_acc: 0.6826, top5_acc: 0.8745, loss_cls: 1.2597, loss: 1.2597, grad_norm: 4.5855 2020-08-14 21:05:05,674 - mmaction - INFO - Epoch [67][1240/1253] lr: 3.000e-03, eta: 7:58:25, time: 0.680, data_time: 0.008, memory: 4833, top1_acc: 0.6930, top5_acc: 0.8703, loss_cls: 1.2398, loss: 1.2398, grad_norm: 4.5408 2020-08-14 21:05:14,644 - mmaction - INFO - Saving checkpoint at 67 epochs 2020-08-14 21:05:38,958 - mmaction - INFO - Epoch [68][20/1253] lr: 3.000e-03, eta: 7:58:00, time: 0.998, data_time: 0.354, memory: 4833, top1_acc: 0.6828, top5_acc: 0.8625, loss_cls: 1.3049, loss: 1.3049, grad_norm: 4.5555 2020-08-14 21:05:51,405 - mmaction - INFO - Epoch [68][40/1253] lr: 3.000e-03, eta: 7:57:46, time: 0.622, data_time: 0.005, memory: 4833, top1_acc: 0.6997, top5_acc: 0.8721, loss_cls: 1.2508, loss: 1.2508, grad_norm: 4.4447 2020-08-14 21:06:05,314 - mmaction - INFO - Epoch [68][60/1253] lr: 3.000e-03, eta: 7:57:32, time: 0.696, data_time: 0.006, memory: 4833, top1_acc: 0.6982, top5_acc: 0.8891, loss_cls: 1.2000, loss: 1.2000, grad_norm: 4.5370 2020-08-14 21:06:18,404 - mmaction - INFO - Epoch [68][80/1253] lr: 3.000e-03, eta: 7:57:18, time: 0.653, data_time: 0.004, memory: 4833, top1_acc: 0.6984, top5_acc: 0.8740, loss_cls: 1.2569, loss: 1.2569, grad_norm: 4.5683 2020-08-14 21:06:31,439 - mmaction - INFO - Epoch [68][100/1253] lr: 3.000e-03, eta: 7:57:03, time: 0.653, data_time: 0.007, memory: 4833, top1_acc: 0.6948, top5_acc: 0.8768, loss_cls: 1.2366, loss: 1.2366, grad_norm: 4.4995 2020-08-14 21:06:44,017 - mmaction - INFO - Epoch [68][120/1253] lr: 3.000e-03, eta: 7:56:49, time: 0.628, data_time: 0.004, memory: 4833, top1_acc: 0.6953, top5_acc: 0.8807, loss_cls: 1.2244, loss: 1.2244, grad_norm: 4.5720 2020-08-14 21:06:57,297 - mmaction - INFO - Epoch [68][140/1253] lr: 3.000e-03, eta: 7:56:35, time: 0.662, data_time: 0.008, memory: 4833, top1_acc: 0.6930, top5_acc: 0.8828, loss_cls: 1.2045, loss: 1.2045, grad_norm: 4.5492 2020-08-14 21:07:12,540 - mmaction - INFO - Epoch [68][160/1253] lr: 3.000e-03, eta: 7:56:22, time: 0.764, data_time: 0.008, memory: 4833, top1_acc: 0.6898, top5_acc: 0.8753, loss_cls: 1.2564, loss: 1.2564, grad_norm: 4.6701 2020-08-14 21:07:26,174 - mmaction - INFO - Epoch [68][180/1253] lr: 3.000e-03, eta: 7:56:08, time: 0.682, data_time: 0.007, memory: 4833, top1_acc: 0.6914, top5_acc: 0.8656, loss_cls: 1.2699, loss: 1.2699, grad_norm: 4.5517 2020-08-14 21:07:39,398 - mmaction - INFO - Epoch [68][200/1253] lr: 3.000e-03, eta: 7:55:53, time: 0.660, data_time: 0.003, memory: 4833, top1_acc: 0.6789, top5_acc: 0.8682, loss_cls: 1.2819, loss: 1.2819, grad_norm: 4.6492 2020-08-14 21:07:53,274 - mmaction - INFO - Epoch [68][220/1253] lr: 3.000e-03, eta: 7:55:39, time: 0.695, data_time: 0.007, memory: 4833, top1_acc: 0.7029, top5_acc: 0.8753, loss_cls: 1.2356, loss: 1.2356, grad_norm: 4.5755 2020-08-14 21:08:07,905 - mmaction - INFO - Epoch [68][240/1253] lr: 3.000e-03, eta: 7:55:26, time: 0.731, data_time: 0.003, memory: 4833, top1_acc: 0.6974, top5_acc: 0.8737, loss_cls: 1.2278, loss: 1.2278, grad_norm: 4.5931 2020-08-14 21:08:20,421 - mmaction - INFO - Epoch [68][260/1253] lr: 3.000e-03, eta: 7:55:11, time: 0.625, data_time: 0.005, memory: 4833, top1_acc: 0.6964, top5_acc: 0.8854, loss_cls: 1.2168, loss: 1.2168, grad_norm: 4.6812 2020-08-14 21:08:33,400 - mmaction - INFO - Epoch [68][280/1253] lr: 3.000e-03, eta: 7:54:57, time: 0.649, data_time: 0.003, memory: 4833, top1_acc: 0.6951, top5_acc: 0.8789, loss_cls: 1.2365, loss: 1.2365, grad_norm: 4.5732 2020-08-14 21:08:47,953 - mmaction - INFO - Epoch [68][300/1253] lr: 3.000e-03, eta: 7:54:44, time: 0.726, data_time: 0.008, memory: 4833, top1_acc: 0.6880, top5_acc: 0.8695, loss_cls: 1.2981, loss: 1.2981, grad_norm: 4.6080 2020-08-14 21:09:01,924 - mmaction - INFO - Epoch [68][320/1253] lr: 3.000e-03, eta: 7:54:30, time: 0.700, data_time: 0.007, memory: 4833, top1_acc: 0.6880, top5_acc: 0.8792, loss_cls: 1.2474, loss: 1.2474, grad_norm: 4.5084 2020-08-14 21:09:15,840 - mmaction - INFO - Epoch [68][340/1253] lr: 3.000e-03, eta: 7:54:16, time: 0.696, data_time: 0.007, memory: 4833, top1_acc: 0.7023, top5_acc: 0.8742, loss_cls: 1.2303, loss: 1.2303, grad_norm: 4.4813 2020-08-14 21:09:28,879 - mmaction - INFO - Epoch [68][360/1253] lr: 3.000e-03, eta: 7:54:02, time: 0.652, data_time: 0.006, memory: 4833, top1_acc: 0.6904, top5_acc: 0.8646, loss_cls: 1.2816, loss: 1.2816, grad_norm: 4.5473 2020-08-14 21:09:41,929 - mmaction - INFO - Epoch [68][380/1253] lr: 3.000e-03, eta: 7:53:47, time: 0.652, data_time: 0.004, memory: 4833, top1_acc: 0.6891, top5_acc: 0.8755, loss_cls: 1.2661, loss: 1.2661, grad_norm: 4.6775 2020-08-14 21:09:56,411 - mmaction - INFO - Epoch [68][400/1253] lr: 3.000e-03, eta: 7:53:34, time: 0.725, data_time: 0.006, memory: 4833, top1_acc: 0.6953, top5_acc: 0.8680, loss_cls: 1.2784, loss: 1.2784, grad_norm: 4.6637 2020-08-14 21:10:10,065 - mmaction - INFO - Epoch [68][420/1253] lr: 3.000e-03, eta: 7:53:20, time: 0.680, data_time: 0.007, memory: 4833, top1_acc: 0.6865, top5_acc: 0.8768, loss_cls: 1.2489, loss: 1.2489, grad_norm: 4.5681 2020-08-14 21:10:23,767 - mmaction - INFO - Epoch [68][440/1253] lr: 3.000e-03, eta: 7:53:06, time: 0.688, data_time: 0.007, memory: 4833, top1_acc: 0.7008, top5_acc: 0.8794, loss_cls: 1.2186, loss: 1.2186, grad_norm: 4.5867 2020-08-14 21:10:38,096 - mmaction - INFO - Epoch [68][460/1253] lr: 3.000e-03, eta: 7:52:52, time: 0.715, data_time: 0.007, memory: 4833, top1_acc: 0.6893, top5_acc: 0.8641, loss_cls: 1.2820, loss: 1.2820, grad_norm: 4.6523 2020-08-14 21:10:52,294 - mmaction - INFO - Epoch [68][480/1253] lr: 3.000e-03, eta: 7:52:38, time: 0.712, data_time: 0.007, memory: 4833, top1_acc: 0.6953, top5_acc: 0.8737, loss_cls: 1.2547, loss: 1.2547, grad_norm: 4.5736 2020-08-14 21:11:05,432 - mmaction - INFO - Epoch [68][500/1253] lr: 3.000e-03, eta: 7:52:24, time: 0.654, data_time: 0.006, memory: 4833, top1_acc: 0.6909, top5_acc: 0.8664, loss_cls: 1.2559, loss: 1.2559, grad_norm: 4.6077 2020-08-14 21:11:19,836 - mmaction - INFO - Epoch [68][520/1253] lr: 3.000e-03, eta: 7:52:11, time: 0.721, data_time: 0.007, memory: 4833, top1_acc: 0.6961, top5_acc: 0.8766, loss_cls: 1.2349, loss: 1.2349, grad_norm: 4.6381 2020-08-14 21:11:33,918 - mmaction - INFO - Epoch [68][540/1253] lr: 3.000e-03, eta: 7:51:57, time: 0.703, data_time: 0.008, memory: 4833, top1_acc: 0.6852, top5_acc: 0.8766, loss_cls: 1.2780, loss: 1.2780, grad_norm: 4.6174 2020-08-14 21:11:48,859 - mmaction - INFO - Epoch [68][560/1253] lr: 3.000e-03, eta: 7:51:43, time: 0.746, data_time: 0.008, memory: 4833, top1_acc: 0.6844, top5_acc: 0.8633, loss_cls: 1.3185, loss: 1.3185, grad_norm: 4.6095 2020-08-14 21:12:01,549 - mmaction - INFO - Epoch [68][580/1253] lr: 3.000e-03, eta: 7:51:29, time: 0.636, data_time: 0.011, memory: 4833, top1_acc: 0.6971, top5_acc: 0.8747, loss_cls: 1.2307, loss: 1.2307, grad_norm: 4.5287 2020-08-14 21:12:15,619 - mmaction - INFO - Epoch [68][600/1253] lr: 3.000e-03, eta: 7:51:15, time: 0.704, data_time: 0.006, memory: 4833, top1_acc: 0.6865, top5_acc: 0.8724, loss_cls: 1.2583, loss: 1.2583, grad_norm: 4.5772 2020-08-14 21:12:29,272 - mmaction - INFO - Epoch [68][620/1253] lr: 3.000e-03, eta: 7:51:01, time: 0.683, data_time: 0.007, memory: 4833, top1_acc: 0.6875, top5_acc: 0.8747, loss_cls: 1.2793, loss: 1.2793, grad_norm: 4.6622 2020-08-14 21:12:43,069 - mmaction - INFO - Epoch [68][640/1253] lr: 3.000e-03, eta: 7:50:47, time: 0.689, data_time: 0.003, memory: 4833, top1_acc: 0.6922, top5_acc: 0.8677, loss_cls: 1.2666, loss: 1.2666, grad_norm: 4.6461 2020-08-14 21:12:57,076 - mmaction - INFO - Epoch [68][660/1253] lr: 3.000e-03, eta: 7:50:33, time: 0.700, data_time: 0.008, memory: 4833, top1_acc: 0.6745, top5_acc: 0.8628, loss_cls: 1.3130, loss: 1.3130, grad_norm: 4.6392 2020-08-14 21:13:10,526 - mmaction - INFO - Epoch [68][680/1253] lr: 3.000e-03, eta: 7:50:19, time: 0.672, data_time: 0.007, memory: 4833, top1_acc: 0.6888, top5_acc: 0.8773, loss_cls: 1.2589, loss: 1.2589, grad_norm: 4.6198 2020-08-14 21:13:24,806 - mmaction - INFO - Epoch [68][700/1253] lr: 3.000e-03, eta: 7:50:06, time: 0.714, data_time: 0.009, memory: 4833, top1_acc: 0.6951, top5_acc: 0.8813, loss_cls: 1.2329, loss: 1.2329, grad_norm: 4.5861 2020-08-14 21:13:38,301 - mmaction - INFO - Epoch [68][720/1253] lr: 3.000e-03, eta: 7:49:52, time: 0.677, data_time: 0.007, memory: 4833, top1_acc: 0.6906, top5_acc: 0.8776, loss_cls: 1.2432, loss: 1.2432, grad_norm: 4.6134 2020-08-14 21:13:52,417 - mmaction - INFO - Epoch [68][740/1253] lr: 3.000e-03, eta: 7:49:38, time: 0.705, data_time: 0.006, memory: 4833, top1_acc: 0.6849, top5_acc: 0.8740, loss_cls: 1.2640, loss: 1.2640, grad_norm: 4.6263 2020-08-14 21:14:05,766 - mmaction - INFO - Epoch [68][760/1253] lr: 3.000e-03, eta: 7:49:24, time: 0.667, data_time: 0.007, memory: 4833, top1_acc: 0.6891, top5_acc: 0.8763, loss_cls: 1.2631, loss: 1.2631, grad_norm: 4.6278 2020-08-14 21:14:18,649 - mmaction - INFO - Epoch [68][780/1253] lr: 3.000e-03, eta: 7:49:09, time: 0.644, data_time: 0.007, memory: 4833, top1_acc: 0.6794, top5_acc: 0.8669, loss_cls: 1.3081, loss: 1.3081, grad_norm: 4.7172 2020-08-14 21:14:32,776 - mmaction - INFO - Epoch [68][800/1253] lr: 3.000e-03, eta: 7:48:56, time: 0.706, data_time: 0.007, memory: 4833, top1_acc: 0.6750, top5_acc: 0.8690, loss_cls: 1.3001, loss: 1.3001, grad_norm: 4.7689 2020-08-14 21:14:45,735 - mmaction - INFO - Epoch [68][820/1253] lr: 3.000e-03, eta: 7:48:41, time: 0.649, data_time: 0.007, memory: 4833, top1_acc: 0.6854, top5_acc: 0.8721, loss_cls: 1.2796, loss: 1.2796, grad_norm: 4.6030 2020-08-14 21:15:00,391 - mmaction - INFO - Epoch [68][840/1253] lr: 3.000e-03, eta: 7:48:28, time: 0.731, data_time: 0.007, memory: 4833, top1_acc: 0.7034, top5_acc: 0.8794, loss_cls: 1.2185, loss: 1.2185, grad_norm: 4.5468 2020-08-14 21:15:14,082 - mmaction - INFO - Epoch [68][860/1253] lr: 3.000e-03, eta: 7:48:14, time: 0.688, data_time: 0.007, memory: 4833, top1_acc: 0.6880, top5_acc: 0.8674, loss_cls: 1.2868, loss: 1.2868, grad_norm: 4.6979 2020-08-14 21:15:28,736 - mmaction - INFO - Epoch [68][880/1253] lr: 3.000e-03, eta: 7:48:00, time: 0.729, data_time: 0.005, memory: 4833, top1_acc: 0.6885, top5_acc: 0.8721, loss_cls: 1.2645, loss: 1.2645, grad_norm: 4.6005 2020-08-14 21:15:41,843 - mmaction - INFO - Epoch [68][900/1253] lr: 3.000e-03, eta: 7:47:46, time: 0.658, data_time: 0.007, memory: 4833, top1_acc: 0.6940, top5_acc: 0.8742, loss_cls: 1.2437, loss: 1.2437, grad_norm: 4.6279 2020-08-14 21:15:57,245 - mmaction - INFO - Epoch [68][920/1253] lr: 3.000e-03, eta: 7:47:33, time: 0.769, data_time: 0.006, memory: 4833, top1_acc: 0.6836, top5_acc: 0.8661, loss_cls: 1.2693, loss: 1.2693, grad_norm: 4.6702 2020-08-14 21:16:10,180 - mmaction - INFO - Epoch [68][940/1253] lr: 3.000e-03, eta: 7:47:19, time: 0.648, data_time: 0.007, memory: 4833, top1_acc: 0.6992, top5_acc: 0.8737, loss_cls: 1.2318, loss: 1.2318, grad_norm: 4.5650 2020-08-14 21:16:25,173 - mmaction - INFO - Epoch [68][960/1253] lr: 3.000e-03, eta: 7:47:05, time: 0.748, data_time: 0.006, memory: 4833, top1_acc: 0.6966, top5_acc: 0.8810, loss_cls: 1.2431, loss: 1.2431, grad_norm: 4.5763 2020-08-14 21:16:38,386 - mmaction - INFO - Epoch [68][980/1253] lr: 3.000e-03, eta: 7:46:51, time: 0.662, data_time: 0.007, memory: 4833, top1_acc: 0.6917, top5_acc: 0.8794, loss_cls: 1.2147, loss: 1.2147, grad_norm: 4.5712 2020-08-14 21:16:52,954 - mmaction - INFO - Epoch [68][1000/1253] lr: 3.000e-03, eta: 7:46:37, time: 0.727, data_time: 0.008, memory: 4833, top1_acc: 0.6922, top5_acc: 0.8664, loss_cls: 1.2732, loss: 1.2732, grad_norm: 4.5613 2020-08-14 21:17:06,201 - mmaction - INFO - Epoch [68][1020/1253] lr: 3.000e-03, eta: 7:46:23, time: 0.665, data_time: 0.007, memory: 4833, top1_acc: 0.6870, top5_acc: 0.8771, loss_cls: 1.2692, loss: 1.2692, grad_norm: 4.6397 2020-08-14 21:17:20,806 - mmaction - INFO - Epoch [68][1040/1253] lr: 3.000e-03, eta: 7:46:10, time: 0.727, data_time: 0.005, memory: 4833, top1_acc: 0.6927, top5_acc: 0.8789, loss_cls: 1.2737, loss: 1.2737, grad_norm: 4.7542 2020-08-14 21:17:35,055 - mmaction - INFO - Epoch [68][1060/1253] lr: 3.000e-03, eta: 7:45:56, time: 0.716, data_time: 0.007, memory: 4833, top1_acc: 0.6977, top5_acc: 0.8758, loss_cls: 1.2389, loss: 1.2389, grad_norm: 4.6230 2020-08-14 21:17:49,496 - mmaction - INFO - Epoch [68][1080/1253] lr: 3.000e-03, eta: 7:45:42, time: 0.722, data_time: 0.006, memory: 4833, top1_acc: 0.6815, top5_acc: 0.8690, loss_cls: 1.2909, loss: 1.2909, grad_norm: 4.6785 2020-08-14 21:18:05,052 - mmaction - INFO - Epoch [68][1100/1253] lr: 3.000e-03, eta: 7:45:29, time: 0.776, data_time: 0.004, memory: 4833, top1_acc: 0.6805, top5_acc: 0.8630, loss_cls: 1.3133, loss: 1.3133, grad_norm: 4.6981 2020-08-14 21:18:18,236 - mmaction - INFO - Epoch [68][1120/1253] lr: 3.000e-03, eta: 7:45:15, time: 0.658, data_time: 0.009, memory: 4833, top1_acc: 0.6930, top5_acc: 0.8721, loss_cls: 1.2558, loss: 1.2558, grad_norm: 4.6141 2020-08-14 21:18:31,448 - mmaction - INFO - Epoch [68][1140/1253] lr: 3.000e-03, eta: 7:45:01, time: 0.663, data_time: 0.007, memory: 4833, top1_acc: 0.6852, top5_acc: 0.8740, loss_cls: 1.2778, loss: 1.2778, grad_norm: 4.6406 2020-08-14 21:18:45,207 - mmaction - INFO - Epoch [68][1160/1253] lr: 3.000e-03, eta: 7:44:47, time: 0.688, data_time: 0.007, memory: 4833, top1_acc: 0.6958, top5_acc: 0.8841, loss_cls: 1.2179, loss: 1.2179, grad_norm: 4.5972 2020-08-14 21:18:59,943 - mmaction - INFO - Epoch [68][1180/1253] lr: 3.000e-03, eta: 7:44:34, time: 0.737, data_time: 0.005, memory: 4833, top1_acc: 0.6995, top5_acc: 0.8802, loss_cls: 1.2342, loss: 1.2342, grad_norm: 4.6385 2020-08-14 21:19:13,296 - mmaction - INFO - Epoch [68][1200/1253] lr: 3.000e-03, eta: 7:44:19, time: 0.668, data_time: 0.008, memory: 4833, top1_acc: 0.6997, top5_acc: 0.8740, loss_cls: 1.2406, loss: 1.2406, grad_norm: 4.5657 2020-08-14 21:19:27,137 - mmaction - INFO - Epoch [68][1220/1253] lr: 3.000e-03, eta: 7:44:06, time: 0.695, data_time: 0.005, memory: 4833, top1_acc: 0.6891, top5_acc: 0.8729, loss_cls: 1.2721, loss: 1.2721, grad_norm: 4.5640 2020-08-14 21:19:42,250 - mmaction - INFO - Epoch [68][1240/1253] lr: 3.000e-03, eta: 7:43:52, time: 0.752, data_time: 0.004, memory: 4833, top1_acc: 0.6917, top5_acc: 0.8669, loss_cls: 1.2897, loss: 1.2897, grad_norm: 4.6649 2020-08-14 21:19:49,902 - mmaction - INFO - Saving checkpoint at 68 epochs 2020-08-14 21:20:12,477 - mmaction - INFO - Epoch [69][20/1253] lr: 3.000e-03, eta: 7:43:28, time: 1.045, data_time: 0.419, memory: 4833, top1_acc: 0.6951, top5_acc: 0.8766, loss_cls: 1.2534, loss: 1.2534, grad_norm: 4.6525 2020-08-14 21:20:24,923 - mmaction - INFO - Epoch [69][40/1253] lr: 3.000e-03, eta: 7:43:14, time: 0.626, data_time: 0.008, memory: 4833, top1_acc: 0.6990, top5_acc: 0.8750, loss_cls: 1.2253, loss: 1.2253, grad_norm: 4.5898 2020-08-14 21:20:38,409 - mmaction - INFO - Epoch [69][60/1253] lr: 3.000e-03, eta: 7:43:00, time: 0.674, data_time: 0.003, memory: 4833, top1_acc: 0.6854, top5_acc: 0.8654, loss_cls: 1.2847, loss: 1.2847, grad_norm: 4.6078 2020-08-14 21:20:52,605 - mmaction - INFO - Epoch [69][80/1253] lr: 3.000e-03, eta: 7:42:46, time: 0.711, data_time: 0.004, memory: 4833, top1_acc: 0.6878, top5_acc: 0.8703, loss_cls: 1.2467, loss: 1.2467, grad_norm: 4.5602 2020-08-14 21:21:06,637 - mmaction - INFO - Epoch [69][100/1253] lr: 3.000e-03, eta: 7:42:32, time: 0.699, data_time: 0.005, memory: 4833, top1_acc: 0.6870, top5_acc: 0.8740, loss_cls: 1.2577, loss: 1.2577, grad_norm: 4.6711 2020-08-14 21:21:21,912 - mmaction - INFO - Epoch [69][120/1253] lr: 3.000e-03, eta: 7:42:19, time: 0.767, data_time: 0.007, memory: 4833, top1_acc: 0.7008, top5_acc: 0.8799, loss_cls: 1.2225, loss: 1.2225, grad_norm: 4.5539 2020-08-14 21:21:34,915 - mmaction - INFO - Epoch [69][140/1253] lr: 3.000e-03, eta: 7:42:05, time: 0.648, data_time: 0.005, memory: 4833, top1_acc: 0.6935, top5_acc: 0.8854, loss_cls: 1.2231, loss: 1.2231, grad_norm: 4.7060 2020-08-14 21:21:49,347 - mmaction - INFO - Epoch [69][160/1253] lr: 3.000e-03, eta: 7:41:51, time: 0.722, data_time: 0.005, memory: 4833, top1_acc: 0.6930, top5_acc: 0.8859, loss_cls: 1.2426, loss: 1.2426, grad_norm: 4.6255 2020-08-14 21:22:03,189 - mmaction - INFO - Epoch [69][180/1253] lr: 3.000e-03, eta: 7:41:37, time: 0.691, data_time: 0.006, memory: 4833, top1_acc: 0.6805, top5_acc: 0.8635, loss_cls: 1.3075, loss: 1.3075, grad_norm: 4.6366 2020-08-14 21:22:16,683 - mmaction - INFO - Epoch [69][200/1253] lr: 3.000e-03, eta: 7:41:23, time: 0.675, data_time: 0.007, memory: 4833, top1_acc: 0.7078, top5_acc: 0.8956, loss_cls: 1.1359, loss: 1.1359, grad_norm: 4.5067 2020-08-14 21:22:30,269 - mmaction - INFO - Epoch [69][220/1253] lr: 3.000e-03, eta: 7:41:09, time: 0.679, data_time: 0.009, memory: 4833, top1_acc: 0.6956, top5_acc: 0.8768, loss_cls: 1.2281, loss: 1.2281, grad_norm: 4.7195 2020-08-14 21:22:44,370 - mmaction - INFO - Epoch [69][240/1253] lr: 3.000e-03, eta: 7:40:55, time: 0.707, data_time: 0.007, memory: 4833, top1_acc: 0.6987, top5_acc: 0.8797, loss_cls: 1.2184, loss: 1.2184, grad_norm: 4.7252 2020-08-14 21:22:57,877 - mmaction - INFO - Epoch [69][260/1253] lr: 3.000e-03, eta: 7:40:41, time: 0.674, data_time: 0.004, memory: 4833, top1_acc: 0.6979, top5_acc: 0.8891, loss_cls: 1.2164, loss: 1.2164, grad_norm: 4.7442 2020-08-14 21:23:11,846 - mmaction - INFO - Epoch [69][280/1253] lr: 3.000e-03, eta: 7:40:28, time: 0.699, data_time: 0.006, memory: 4833, top1_acc: 0.6987, top5_acc: 0.8763, loss_cls: 1.2167, loss: 1.2167, grad_norm: 4.6431 2020-08-14 21:23:25,820 - mmaction - INFO - Epoch [69][300/1253] lr: 3.000e-03, eta: 7:40:14, time: 0.697, data_time: 0.005, memory: 4833, top1_acc: 0.6839, top5_acc: 0.8742, loss_cls: 1.2710, loss: 1.2710, grad_norm: 4.5990 2020-08-14 21:23:39,848 - mmaction - INFO - Epoch [69][320/1253] lr: 3.000e-03, eta: 7:40:00, time: 0.702, data_time: 0.007, memory: 4833, top1_acc: 0.6841, top5_acc: 0.8714, loss_cls: 1.2831, loss: 1.2831, grad_norm: 4.7595 2020-08-14 21:23:54,774 - mmaction - INFO - Epoch [69][340/1253] lr: 3.000e-03, eta: 7:39:46, time: 0.746, data_time: 0.007, memory: 4833, top1_acc: 0.6927, top5_acc: 0.8724, loss_cls: 1.2550, loss: 1.2550, grad_norm: 4.6331 2020-08-14 21:24:07,873 - mmaction - INFO - Epoch [69][360/1253] lr: 3.000e-03, eta: 7:39:32, time: 0.655, data_time: 0.004, memory: 4833, top1_acc: 0.6854, top5_acc: 0.8667, loss_cls: 1.2638, loss: 1.2638, grad_norm: 4.6597 2020-08-14 21:24:21,769 - mmaction - INFO - Epoch [69][380/1253] lr: 3.000e-03, eta: 7:39:18, time: 0.693, data_time: 0.007, memory: 4833, top1_acc: 0.6943, top5_acc: 0.8797, loss_cls: 1.2348, loss: 1.2348, grad_norm: 4.5608 2020-08-14 21:24:35,359 - mmaction - INFO - Epoch [69][400/1253] lr: 3.000e-03, eta: 7:39:04, time: 0.681, data_time: 0.007, memory: 4833, top1_acc: 0.7029, top5_acc: 0.8695, loss_cls: 1.2704, loss: 1.2704, grad_norm: 4.5897 2020-08-14 21:24:49,303 - mmaction - INFO - Epoch [69][420/1253] lr: 3.000e-03, eta: 7:38:50, time: 0.695, data_time: 0.006, memory: 4833, top1_acc: 0.6971, top5_acc: 0.8768, loss_cls: 1.2487, loss: 1.2487, grad_norm: 4.5081 2020-08-14 21:25:02,852 - mmaction - INFO - Epoch [69][440/1253] lr: 3.000e-03, eta: 7:38:36, time: 0.679, data_time: 0.008, memory: 4833, top1_acc: 0.6836, top5_acc: 0.8701, loss_cls: 1.2680, loss: 1.2680, grad_norm: 4.6902 2020-08-14 21:25:17,163 - mmaction - INFO - Epoch [69][460/1253] lr: 3.000e-03, eta: 7:38:23, time: 0.715, data_time: 0.003, memory: 4833, top1_acc: 0.6846, top5_acc: 0.8643, loss_cls: 1.2991, loss: 1.2991, grad_norm: 4.6318 2020-08-14 21:25:30,668 - mmaction - INFO - Epoch [69][480/1253] lr: 3.000e-03, eta: 7:38:09, time: 0.674, data_time: 0.007, memory: 4833, top1_acc: 0.6938, top5_acc: 0.8690, loss_cls: 1.2399, loss: 1.2399, grad_norm: 4.6084 2020-08-14 21:25:45,330 - mmaction - INFO - Epoch [69][500/1253] lr: 3.000e-03, eta: 7:37:55, time: 0.736, data_time: 0.007, memory: 4833, top1_acc: 0.6802, top5_acc: 0.8753, loss_cls: 1.2668, loss: 1.2668, grad_norm: 4.8170 2020-08-14 21:25:59,173 - mmaction - INFO - Epoch [69][520/1253] lr: 3.000e-03, eta: 7:37:41, time: 0.688, data_time: 0.006, memory: 4833, top1_acc: 0.6896, top5_acc: 0.8706, loss_cls: 1.2531, loss: 1.2531, grad_norm: 4.5043 2020-08-14 21:26:13,550 - mmaction - INFO - Epoch [69][540/1253] lr: 3.000e-03, eta: 7:37:28, time: 0.723, data_time: 0.007, memory: 4833, top1_acc: 0.6833, top5_acc: 0.8714, loss_cls: 1.2470, loss: 1.2470, grad_norm: 4.5722 2020-08-14 21:26:26,997 - mmaction - INFO - Epoch [69][560/1253] lr: 3.000e-03, eta: 7:37:14, time: 0.670, data_time: 0.006, memory: 4833, top1_acc: 0.7008, top5_acc: 0.8760, loss_cls: 1.2239, loss: 1.2239, grad_norm: 4.6109 2020-08-14 21:26:40,864 - mmaction - INFO - Epoch [69][580/1253] lr: 3.000e-03, eta: 7:37:00, time: 0.696, data_time: 0.007, memory: 4833, top1_acc: 0.6909, top5_acc: 0.8734, loss_cls: 1.2525, loss: 1.2525, grad_norm: 4.7142 2020-08-14 21:26:55,349 - mmaction - INFO - Epoch [69][600/1253] lr: 3.000e-03, eta: 7:36:46, time: 0.719, data_time: 0.007, memory: 4833, top1_acc: 0.6859, top5_acc: 0.8734, loss_cls: 1.2694, loss: 1.2694, grad_norm: 4.6267 2020-08-14 21:27:08,048 - mmaction - INFO - Epoch [69][620/1253] lr: 3.000e-03, eta: 7:36:32, time: 0.639, data_time: 0.008, memory: 4833, top1_acc: 0.6755, top5_acc: 0.8695, loss_cls: 1.2690, loss: 1.2690, grad_norm: 4.7658 2020-08-14 21:27:21,854 - mmaction - INFO - Epoch [69][640/1253] lr: 3.000e-03, eta: 7:36:18, time: 0.691, data_time: 0.007, memory: 4833, top1_acc: 0.6904, top5_acc: 0.8685, loss_cls: 1.2965, loss: 1.2965, grad_norm: 4.6079 2020-08-14 21:27:35,652 - mmaction - INFO - Epoch [69][660/1253] lr: 3.000e-03, eta: 7:36:04, time: 0.690, data_time: 0.008, memory: 4833, top1_acc: 0.6966, top5_acc: 0.8740, loss_cls: 1.2492, loss: 1.2492, grad_norm: 4.6022 2020-08-14 21:27:49,801 - mmaction - INFO - Epoch [69][680/1253] lr: 3.000e-03, eta: 7:35:50, time: 0.705, data_time: 0.006, memory: 4833, top1_acc: 0.6846, top5_acc: 0.8747, loss_cls: 1.2488, loss: 1.2488, grad_norm: 4.7142 2020-08-14 21:28:03,410 - mmaction - INFO - Epoch [69][700/1253] lr: 3.000e-03, eta: 7:35:36, time: 0.683, data_time: 0.007, memory: 4833, top1_acc: 0.6891, top5_acc: 0.8698, loss_cls: 1.2821, loss: 1.2821, grad_norm: 4.7211 2020-08-14 21:28:17,141 - mmaction - INFO - Epoch [69][720/1253] lr: 3.000e-03, eta: 7:35:22, time: 0.686, data_time: 0.008, memory: 4833, top1_acc: 0.6901, top5_acc: 0.8727, loss_cls: 1.2591, loss: 1.2591, grad_norm: 4.6162 2020-08-14 21:28:31,090 - mmaction - INFO - Epoch [69][740/1253] lr: 3.000e-03, eta: 7:35:08, time: 0.697, data_time: 0.003, memory: 4833, top1_acc: 0.6984, top5_acc: 0.8820, loss_cls: 1.2148, loss: 1.2148, grad_norm: 4.6438 2020-08-14 21:28:44,873 - mmaction - INFO - Epoch [69][760/1253] lr: 3.000e-03, eta: 7:34:54, time: 0.685, data_time: 0.006, memory: 4833, top1_acc: 0.6828, top5_acc: 0.8680, loss_cls: 1.3030, loss: 1.3030, grad_norm: 4.7610 2020-08-14 21:28:58,069 - mmaction - INFO - Epoch [69][780/1253] lr: 3.000e-03, eta: 7:34:40, time: 0.665, data_time: 0.008, memory: 4833, top1_acc: 0.6891, top5_acc: 0.8664, loss_cls: 1.2693, loss: 1.2693, grad_norm: 4.5805 2020-08-14 21:29:12,294 - mmaction - INFO - Epoch [69][800/1253] lr: 3.000e-03, eta: 7:34:26, time: 0.709, data_time: 0.006, memory: 4833, top1_acc: 0.6974, top5_acc: 0.8693, loss_cls: 1.2606, loss: 1.2606, grad_norm: 4.5443 2020-08-14 21:29:25,867 - mmaction - INFO - Epoch [69][820/1253] lr: 3.000e-03, eta: 7:34:12, time: 0.680, data_time: 0.007, memory: 4833, top1_acc: 0.6943, top5_acc: 0.8755, loss_cls: 1.2520, loss: 1.2520, grad_norm: 4.6670 2020-08-14 21:29:39,578 - mmaction - INFO - Epoch [69][840/1253] lr: 3.000e-03, eta: 7:33:59, time: 0.683, data_time: 0.006, memory: 4833, top1_acc: 0.6812, top5_acc: 0.8714, loss_cls: 1.2794, loss: 1.2794, grad_norm: 4.7498 2020-08-14 21:29:53,234 - mmaction - INFO - Epoch [69][860/1253] lr: 3.000e-03, eta: 7:33:45, time: 0.685, data_time: 0.007, memory: 4833, top1_acc: 0.6964, top5_acc: 0.8823, loss_cls: 1.2167, loss: 1.2167, grad_norm: 4.6422 2020-08-14 21:30:06,350 - mmaction - INFO - Epoch [69][880/1253] lr: 3.000e-03, eta: 7:33:30, time: 0.655, data_time: 0.007, memory: 4833, top1_acc: 0.6898, top5_acc: 0.8745, loss_cls: 1.2474, loss: 1.2474, grad_norm: 4.6581 2020-08-14 21:30:19,474 - mmaction - INFO - Epoch [69][900/1253] lr: 3.000e-03, eta: 7:33:16, time: 0.656, data_time: 0.004, memory: 4833, top1_acc: 0.6953, top5_acc: 0.8742, loss_cls: 1.2587, loss: 1.2587, grad_norm: 4.7454 2020-08-14 21:30:32,841 - mmaction - INFO - Epoch [69][920/1253] lr: 3.000e-03, eta: 7:33:02, time: 0.668, data_time: 0.008, memory: 4833, top1_acc: 0.6846, top5_acc: 0.8659, loss_cls: 1.3040, loss: 1.3040, grad_norm: 4.8203 2020-08-14 21:30:47,554 - mmaction - INFO - Epoch [69][940/1253] lr: 3.000e-03, eta: 7:32:49, time: 0.738, data_time: 0.006, memory: 4833, top1_acc: 0.6891, top5_acc: 0.8734, loss_cls: 1.2807, loss: 1.2807, grad_norm: 4.6357 2020-08-14 21:31:01,022 - mmaction - INFO - Epoch [69][960/1253] lr: 3.000e-03, eta: 7:32:34, time: 0.668, data_time: 0.005, memory: 4833, top1_acc: 0.6984, top5_acc: 0.8833, loss_cls: 1.1880, loss: 1.1880, grad_norm: 4.6354 2020-08-14 21:31:13,489 - mmaction - INFO - Epoch [69][980/1253] lr: 3.000e-03, eta: 7:32:20, time: 0.627, data_time: 0.007, memory: 4833, top1_acc: 0.6898, top5_acc: 0.8685, loss_cls: 1.2772, loss: 1.2772, grad_norm: 4.7196 2020-08-14 21:31:27,112 - mmaction - INFO - Epoch [69][1000/1253] lr: 3.000e-03, eta: 7:32:06, time: 0.682, data_time: 0.009, memory: 4833, top1_acc: 0.6922, top5_acc: 0.8703, loss_cls: 1.2699, loss: 1.2699, grad_norm: 4.6116 2020-08-14 21:31:40,840 - mmaction - INFO - Epoch [69][1020/1253] lr: 3.000e-03, eta: 7:31:52, time: 0.685, data_time: 0.002, memory: 4833, top1_acc: 0.6914, top5_acc: 0.8779, loss_cls: 1.2547, loss: 1.2547, grad_norm: 4.7216 2020-08-14 21:31:53,913 - mmaction - INFO - Epoch [69][1040/1253] lr: 3.000e-03, eta: 7:31:38, time: 0.652, data_time: 0.007, memory: 4833, top1_acc: 0.6922, top5_acc: 0.8779, loss_cls: 1.2585, loss: 1.2585, grad_norm: 4.6843 2020-08-14 21:32:07,304 - mmaction - INFO - Epoch [69][1060/1253] lr: 3.000e-03, eta: 7:31:24, time: 0.673, data_time: 0.007, memory: 4833, top1_acc: 0.6799, top5_acc: 0.8711, loss_cls: 1.2828, loss: 1.2828, grad_norm: 4.6888 2020-08-14 21:32:20,788 - mmaction - INFO - Epoch [69][1080/1253] lr: 3.000e-03, eta: 7:31:10, time: 0.671, data_time: 0.004, memory: 4833, top1_acc: 0.6992, top5_acc: 0.8768, loss_cls: 1.2310, loss: 1.2310, grad_norm: 4.5512 2020-08-14 21:32:34,196 - mmaction - INFO - Epoch [69][1100/1253] lr: 3.000e-03, eta: 7:30:55, time: 0.670, data_time: 0.007, memory: 4833, top1_acc: 0.6917, top5_acc: 0.8771, loss_cls: 1.2436, loss: 1.2436, grad_norm: 4.6290 2020-08-14 21:32:47,700 - mmaction - INFO - Epoch [69][1120/1253] lr: 3.000e-03, eta: 7:30:41, time: 0.675, data_time: 0.011, memory: 4833, top1_acc: 0.6937, top5_acc: 0.8737, loss_cls: 1.2528, loss: 1.2528, grad_norm: 4.5713 2020-08-14 21:33:01,247 - mmaction - INFO - Epoch [69][1140/1253] lr: 3.000e-03, eta: 7:30:27, time: 0.680, data_time: 0.007, memory: 4833, top1_acc: 0.6974, top5_acc: 0.8753, loss_cls: 1.2240, loss: 1.2240, grad_norm: 4.5194 2020-08-14 21:33:15,044 - mmaction - INFO - Epoch [69][1160/1253] lr: 3.000e-03, eta: 7:30:14, time: 0.689, data_time: 0.006, memory: 4833, top1_acc: 0.7013, top5_acc: 0.8719, loss_cls: 1.2594, loss: 1.2594, grad_norm: 4.6891 2020-08-14 21:33:27,796 - mmaction - INFO - Epoch [69][1180/1253] lr: 3.000e-03, eta: 7:29:59, time: 0.639, data_time: 0.007, memory: 4833, top1_acc: 0.7013, top5_acc: 0.8823, loss_cls: 1.2236, loss: 1.2236, grad_norm: 4.6266 2020-08-14 21:33:42,185 - mmaction - INFO - Epoch [69][1200/1253] lr: 3.000e-03, eta: 7:29:45, time: 0.717, data_time: 0.005, memory: 4833, top1_acc: 0.6781, top5_acc: 0.8688, loss_cls: 1.2962, loss: 1.2962, grad_norm: 4.8258 2020-08-14 21:33:56,115 - mmaction - INFO - Epoch [69][1220/1253] lr: 3.000e-03, eta: 7:29:32, time: 0.699, data_time: 0.007, memory: 4833, top1_acc: 0.6992, top5_acc: 0.8776, loss_cls: 1.2260, loss: 1.2260, grad_norm: 4.5276 2020-08-14 21:34:09,934 - mmaction - INFO - Epoch [69][1240/1253] lr: 3.000e-03, eta: 7:29:18, time: 0.689, data_time: 0.005, memory: 4833, top1_acc: 0.6844, top5_acc: 0.8698, loss_cls: 1.2881, loss: 1.2881, grad_norm: 4.6558 2020-08-14 21:34:18,703 - mmaction - INFO - Saving checkpoint at 69 epochs 2020-08-14 21:34:41,084 - mmaction - INFO - Epoch [70][20/1253] lr: 3.000e-03, eta: 7:28:54, time: 1.048, data_time: 0.417, memory: 4833, top1_acc: 0.6898, top5_acc: 0.8823, loss_cls: 1.2273, loss: 1.2273, grad_norm: 4.7838 2020-08-14 21:34:54,412 - mmaction - INFO - Epoch [70][40/1253] lr: 3.000e-03, eta: 7:28:40, time: 0.670, data_time: 0.007, memory: 4833, top1_acc: 0.6974, top5_acc: 0.8695, loss_cls: 1.2559, loss: 1.2559, grad_norm: 4.6285 2020-08-14 21:35:07,646 - mmaction - INFO - Epoch [70][60/1253] lr: 3.000e-03, eta: 7:28:26, time: 0.661, data_time: 0.007, memory: 4833, top1_acc: 0.6875, top5_acc: 0.8789, loss_cls: 1.2426, loss: 1.2426, grad_norm: 4.6775 2020-08-14 21:35:21,562 - mmaction - INFO - Epoch [70][80/1253] lr: 3.000e-03, eta: 7:28:12, time: 0.695, data_time: 0.004, memory: 4833, top1_acc: 0.7102, top5_acc: 0.8828, loss_cls: 1.1853, loss: 1.1853, grad_norm: 4.6123 2020-08-14 21:35:34,504 - mmaction - INFO - Epoch [70][100/1253] lr: 3.000e-03, eta: 7:27:58, time: 0.646, data_time: 0.010, memory: 4833, top1_acc: 0.7026, top5_acc: 0.8794, loss_cls: 1.2223, loss: 1.2223, grad_norm: 4.6377 2020-08-14 21:35:49,569 - mmaction - INFO - Epoch [70][120/1253] lr: 3.000e-03, eta: 7:27:44, time: 0.755, data_time: 0.006, memory: 4833, top1_acc: 0.6969, top5_acc: 0.8773, loss_cls: 1.2182, loss: 1.2182, grad_norm: 4.7336 2020-08-14 21:36:03,327 - mmaction - INFO - Epoch [70][140/1253] lr: 3.000e-03, eta: 7:27:30, time: 0.688, data_time: 0.008, memory: 4833, top1_acc: 0.6794, top5_acc: 0.8643, loss_cls: 1.2663, loss: 1.2663, grad_norm: 4.6268 2020-08-14 21:36:16,668 - mmaction - INFO - Epoch [70][160/1253] lr: 3.000e-03, eta: 7:27:16, time: 0.668, data_time: 0.003, memory: 4833, top1_acc: 0.6943, top5_acc: 0.8776, loss_cls: 1.2470, loss: 1.2470, grad_norm: 4.6599 2020-08-14 21:36:29,341 - mmaction - INFO - Epoch [70][180/1253] lr: 3.000e-03, eta: 7:27:02, time: 0.629, data_time: 0.005, memory: 4833, top1_acc: 0.6867, top5_acc: 0.8667, loss_cls: 1.2706, loss: 1.2706, grad_norm: 4.7978 2020-08-14 21:36:42,588 - mmaction - INFO - Epoch [70][200/1253] lr: 3.000e-03, eta: 7:26:48, time: 0.665, data_time: 0.008, memory: 4833, top1_acc: 0.6914, top5_acc: 0.8703, loss_cls: 1.2342, loss: 1.2342, grad_norm: 4.7321 2020-08-14 21:36:57,214 - mmaction - INFO - Epoch [70][220/1253] lr: 3.000e-03, eta: 7:26:34, time: 0.729, data_time: 0.009, memory: 4833, top1_acc: 0.6888, top5_acc: 0.8674, loss_cls: 1.2610, loss: 1.2610, grad_norm: 4.7211 2020-08-14 21:37:10,708 - mmaction - INFO - Epoch [70][240/1253] lr: 3.000e-03, eta: 7:26:20, time: 0.677, data_time: 0.007, memory: 4833, top1_acc: 0.6885, top5_acc: 0.8693, loss_cls: 1.2720, loss: 1.2720, grad_norm: 4.6986 2020-08-14 21:37:25,202 - mmaction - INFO - Epoch [70][260/1253] lr: 3.000e-03, eta: 7:26:06, time: 0.724, data_time: 0.007, memory: 4833, top1_acc: 0.6956, top5_acc: 0.8766, loss_cls: 1.2239, loss: 1.2239, grad_norm: 4.7208 2020-08-14 21:37:37,542 - mmaction - INFO - Epoch [70][280/1253] lr: 3.000e-03, eta: 7:25:52, time: 0.619, data_time: 0.006, memory: 4833, top1_acc: 0.6914, top5_acc: 0.8680, loss_cls: 1.2602, loss: 1.2602, grad_norm: 4.6048 2020-08-14 21:37:52,524 - mmaction - INFO - Epoch [70][300/1253] lr: 3.000e-03, eta: 7:25:38, time: 0.747, data_time: 0.008, memory: 4833, top1_acc: 0.6977, top5_acc: 0.8797, loss_cls: 1.2225, loss: 1.2225, grad_norm: 4.7297 2020-08-14 21:38:06,686 - mmaction - INFO - Epoch [70][320/1253] lr: 3.000e-03, eta: 7:25:25, time: 0.711, data_time: 0.009, memory: 4833, top1_acc: 0.7104, top5_acc: 0.8799, loss_cls: 1.1745, loss: 1.1745, grad_norm: 4.5123 2020-08-14 21:38:21,482 - mmaction - INFO - Epoch [70][340/1253] lr: 3.000e-03, eta: 7:25:11, time: 0.734, data_time: 0.005, memory: 4833, top1_acc: 0.6930, top5_acc: 0.8784, loss_cls: 1.2380, loss: 1.2380, grad_norm: 4.6820 2020-08-14 21:38:34,808 - mmaction - INFO - Epoch [70][360/1253] lr: 3.000e-03, eta: 7:24:57, time: 0.670, data_time: 0.008, memory: 4833, top1_acc: 0.6857, top5_acc: 0.8672, loss_cls: 1.3009, loss: 1.3009, grad_norm: 4.6957 2020-08-14 21:38:47,975 - mmaction - INFO - Epoch [70][380/1253] lr: 3.000e-03, eta: 7:24:43, time: 0.657, data_time: 0.007, memory: 4833, top1_acc: 0.7000, top5_acc: 0.8719, loss_cls: 1.2602, loss: 1.2602, grad_norm: 4.6379 2020-08-14 21:39:03,282 - mmaction - INFO - Epoch [70][400/1253] lr: 3.000e-03, eta: 7:24:30, time: 0.768, data_time: 0.007, memory: 4833, top1_acc: 0.6878, top5_acc: 0.8745, loss_cls: 1.2514, loss: 1.2514, grad_norm: 4.7180 2020-08-14 21:39:16,626 - mmaction - INFO - Epoch [70][420/1253] lr: 3.000e-03, eta: 7:24:16, time: 0.666, data_time: 0.003, memory: 4833, top1_acc: 0.6922, top5_acc: 0.8792, loss_cls: 1.2256, loss: 1.2256, grad_norm: 4.5871 2020-08-14 21:39:30,411 - mmaction - INFO - Epoch [70][440/1253] lr: 3.000e-03, eta: 7:24:02, time: 0.688, data_time: 0.008, memory: 4833, top1_acc: 0.6940, top5_acc: 0.8747, loss_cls: 1.2449, loss: 1.2449, grad_norm: 4.6065 2020-08-14 21:39:43,795 - mmaction - INFO - Epoch [70][460/1253] lr: 3.000e-03, eta: 7:23:48, time: 0.671, data_time: 0.005, memory: 4833, top1_acc: 0.6909, top5_acc: 0.8740, loss_cls: 1.2497, loss: 1.2497, grad_norm: 4.6595 2020-08-14 21:39:58,341 - mmaction - INFO - Epoch [70][480/1253] lr: 3.000e-03, eta: 7:23:34, time: 0.724, data_time: 0.006, memory: 4833, top1_acc: 0.6922, top5_acc: 0.8682, loss_cls: 1.2768, loss: 1.2768, grad_norm: 4.7094 2020-08-14 21:40:10,943 - mmaction - INFO - Epoch [70][500/1253] lr: 3.000e-03, eta: 7:23:20, time: 0.632, data_time: 0.007, memory: 4833, top1_acc: 0.6958, top5_acc: 0.8701, loss_cls: 1.2465, loss: 1.2465, grad_norm: 4.6531 2020-08-14 21:40:25,521 - mmaction - INFO - Epoch [70][520/1253] lr: 3.000e-03, eta: 7:23:06, time: 0.729, data_time: 0.008, memory: 4833, top1_acc: 0.6878, top5_acc: 0.8711, loss_cls: 1.2793, loss: 1.2793, grad_norm: 4.7215 2020-08-14 21:40:39,371 - mmaction - INFO - Epoch [70][540/1253] lr: 3.000e-03, eta: 7:22:52, time: 0.693, data_time: 0.006, memory: 4833, top1_acc: 0.6966, top5_acc: 0.8805, loss_cls: 1.2333, loss: 1.2333, grad_norm: 4.6589 2020-08-14 21:40:54,199 - mmaction - INFO - Epoch [70][560/1253] lr: 3.000e-03, eta: 7:22:39, time: 0.741, data_time: 0.007, memory: 4833, top1_acc: 0.6831, top5_acc: 0.8729, loss_cls: 1.2591, loss: 1.2591, grad_norm: 4.7709 2020-08-14 21:41:08,447 - mmaction - INFO - Epoch [70][580/1253] lr: 3.000e-03, eta: 7:22:25, time: 0.713, data_time: 0.005, memory: 4833, top1_acc: 0.6841, top5_acc: 0.8682, loss_cls: 1.2703, loss: 1.2703, grad_norm: 4.6565 2020-08-14 21:41:22,642 - mmaction - INFO - Epoch [70][600/1253] lr: 3.000e-03, eta: 7:22:11, time: 0.709, data_time: 0.007, memory: 4833, top1_acc: 0.6883, top5_acc: 0.8742, loss_cls: 1.2449, loss: 1.2449, grad_norm: 4.6791 2020-08-14 21:41:36,894 - mmaction - INFO - Epoch [70][620/1253] lr: 3.000e-03, eta: 7:21:58, time: 0.712, data_time: 0.004, memory: 4833, top1_acc: 0.6854, top5_acc: 0.8724, loss_cls: 1.2550, loss: 1.2550, grad_norm: 4.6587 2020-08-14 21:41:50,208 - mmaction - INFO - Epoch [70][640/1253] lr: 3.000e-03, eta: 7:21:43, time: 0.664, data_time: 0.007, memory: 4833, top1_acc: 0.6896, top5_acc: 0.8727, loss_cls: 1.2637, loss: 1.2637, grad_norm: 4.6257 2020-08-14 21:42:03,710 - mmaction - INFO - Epoch [70][660/1253] lr: 3.000e-03, eta: 7:21:29, time: 0.678, data_time: 0.007, memory: 4833, top1_acc: 0.6943, top5_acc: 0.8740, loss_cls: 1.2634, loss: 1.2634, grad_norm: 4.5664 2020-08-14 21:42:16,868 - mmaction - INFO - Epoch [70][680/1253] lr: 3.000e-03, eta: 7:21:15, time: 0.657, data_time: 0.006, memory: 4833, top1_acc: 0.6917, top5_acc: 0.8724, loss_cls: 1.2596, loss: 1.2596, grad_norm: 4.6063 2020-08-14 21:42:31,699 - mmaction - INFO - Epoch [70][700/1253] lr: 3.000e-03, eta: 7:21:02, time: 0.742, data_time: 0.006, memory: 4833, top1_acc: 0.6971, top5_acc: 0.8833, loss_cls: 1.2172, loss: 1.2172, grad_norm: 4.7457 2020-08-14 21:42:46,237 - mmaction - INFO - Epoch [70][720/1253] lr: 3.000e-03, eta: 7:20:48, time: 0.726, data_time: 0.010, memory: 4833, top1_acc: 0.6844, top5_acc: 0.8724, loss_cls: 1.2698, loss: 1.2698, grad_norm: 4.7463 2020-08-14 21:43:00,527 - mmaction - INFO - Epoch [70][740/1253] lr: 3.000e-03, eta: 7:20:34, time: 0.715, data_time: 0.007, memory: 4833, top1_acc: 0.7047, top5_acc: 0.8688, loss_cls: 1.2522, loss: 1.2522, grad_norm: 4.6989 2020-08-14 21:43:13,052 - mmaction - INFO - Epoch [70][760/1253] lr: 3.000e-03, eta: 7:20:20, time: 0.625, data_time: 0.007, memory: 4833, top1_acc: 0.6789, top5_acc: 0.8753, loss_cls: 1.2687, loss: 1.2687, grad_norm: 4.7380 2020-08-14 21:43:27,730 - mmaction - INFO - Epoch [70][780/1253] lr: 3.000e-03, eta: 7:20:06, time: 0.736, data_time: 0.006, memory: 4833, top1_acc: 0.7026, top5_acc: 0.8854, loss_cls: 1.1965, loss: 1.1965, grad_norm: 4.6165 2020-08-14 21:43:41,818 - mmaction - INFO - Epoch [70][800/1253] lr: 3.000e-03, eta: 7:19:53, time: 0.702, data_time: 0.007, memory: 4833, top1_acc: 0.6997, top5_acc: 0.8771, loss_cls: 1.2312, loss: 1.2312, grad_norm: 4.5767 2020-08-14 21:43:55,742 - mmaction - INFO - Epoch [70][820/1253] lr: 3.000e-03, eta: 7:19:39, time: 0.698, data_time: 0.006, memory: 4833, top1_acc: 0.6930, top5_acc: 0.8732, loss_cls: 1.2545, loss: 1.2545, grad_norm: 4.6992 2020-08-14 21:44:09,749 - mmaction - INFO - Epoch [70][840/1253] lr: 3.000e-03, eta: 7:19:25, time: 0.699, data_time: 0.006, memory: 4833, top1_acc: 0.6914, top5_acc: 0.8701, loss_cls: 1.2583, loss: 1.2583, grad_norm: 4.6478 2020-08-14 21:44:22,989 - mmaction - INFO - Epoch [70][860/1253] lr: 3.000e-03, eta: 7:19:11, time: 0.663, data_time: 0.005, memory: 4833, top1_acc: 0.7206, top5_acc: 0.8862, loss_cls: 1.1667, loss: 1.1667, grad_norm: 4.4752 2020-08-14 21:44:37,098 - mmaction - INFO - Epoch [70][880/1253] lr: 3.000e-03, eta: 7:18:57, time: 0.702, data_time: 0.007, memory: 4833, top1_acc: 0.7005, top5_acc: 0.8784, loss_cls: 1.2334, loss: 1.2334, grad_norm: 4.7770 2020-08-14 21:44:50,320 - mmaction - INFO - Epoch [70][900/1253] lr: 3.000e-03, eta: 7:18:43, time: 0.664, data_time: 0.007, memory: 4833, top1_acc: 0.7016, top5_acc: 0.8810, loss_cls: 1.2039, loss: 1.2039, grad_norm: 4.6682 2020-08-14 21:45:04,084 - mmaction - INFO - Epoch [70][920/1253] lr: 3.000e-03, eta: 7:18:29, time: 0.688, data_time: 0.008, memory: 4833, top1_acc: 0.6839, top5_acc: 0.8648, loss_cls: 1.2900, loss: 1.2900, grad_norm: 4.7485 2020-08-14 21:45:18,217 - mmaction - INFO - Epoch [70][940/1253] lr: 3.000e-03, eta: 7:18:15, time: 0.708, data_time: 0.004, memory: 4833, top1_acc: 0.6844, top5_acc: 0.8724, loss_cls: 1.2709, loss: 1.2709, grad_norm: 4.7840 2020-08-14 21:45:31,668 - mmaction - INFO - Epoch [70][960/1253] lr: 3.000e-03, eta: 7:18:01, time: 0.667, data_time: 0.007, memory: 4833, top1_acc: 0.6901, top5_acc: 0.8661, loss_cls: 1.2735, loss: 1.2735, grad_norm: 4.6332 2020-08-14 21:45:46,807 - mmaction - INFO - Epoch [70][980/1253] lr: 3.000e-03, eta: 7:17:48, time: 0.762, data_time: 0.009, memory: 4833, top1_acc: 0.6854, top5_acc: 0.8677, loss_cls: 1.2743, loss: 1.2743, grad_norm: 4.7816 2020-08-14 21:46:00,131 - mmaction - INFO - Epoch [70][1000/1253] lr: 3.000e-03, eta: 7:17:34, time: 0.664, data_time: 0.006, memory: 4833, top1_acc: 0.6966, top5_acc: 0.8711, loss_cls: 1.2612, loss: 1.2612, grad_norm: 4.7449 2020-08-14 21:46:13,619 - mmaction - INFO - Epoch [70][1020/1253] lr: 3.000e-03, eta: 7:17:20, time: 0.677, data_time: 0.007, memory: 4833, top1_acc: 0.6945, top5_acc: 0.8750, loss_cls: 1.2396, loss: 1.2396, grad_norm: 4.7739 2020-08-14 21:46:27,892 - mmaction - INFO - Epoch [70][1040/1253] lr: 3.000e-03, eta: 7:17:06, time: 0.711, data_time: 0.006, memory: 4833, top1_acc: 0.6932, top5_acc: 0.8669, loss_cls: 1.2533, loss: 1.2533, grad_norm: 4.5829 2020-08-14 21:46:40,895 - mmaction - INFO - Epoch [70][1060/1253] lr: 3.000e-03, eta: 7:16:52, time: 0.652, data_time: 0.007, memory: 4833, top1_acc: 0.6896, top5_acc: 0.8682, loss_cls: 1.2800, loss: 1.2800, grad_norm: 4.7056 2020-08-14 21:46:56,756 - mmaction - INFO - Epoch [70][1080/1253] lr: 3.000e-03, eta: 7:16:39, time: 0.791, data_time: 0.006, memory: 4833, top1_acc: 0.7000, top5_acc: 0.8760, loss_cls: 1.2096, loss: 1.2096, grad_norm: 4.6086 2020-08-14 21:47:09,932 - mmaction - INFO - Epoch [70][1100/1253] lr: 3.000e-03, eta: 7:16:25, time: 0.660, data_time: 0.007, memory: 4833, top1_acc: 0.6948, top5_acc: 0.8701, loss_cls: 1.2594, loss: 1.2594, grad_norm: 4.7375 2020-08-14 21:47:22,395 - mmaction - INFO - Epoch [70][1120/1253] lr: 3.000e-03, eta: 7:16:10, time: 0.623, data_time: 0.006, memory: 4833, top1_acc: 0.6857, top5_acc: 0.8669, loss_cls: 1.2976, loss: 1.2976, grad_norm: 4.7455 2020-08-14 21:47:35,989 - mmaction - INFO - Epoch [70][1140/1253] lr: 3.000e-03, eta: 7:15:56, time: 0.680, data_time: 0.008, memory: 4833, top1_acc: 0.6951, top5_acc: 0.8766, loss_cls: 1.2305, loss: 1.2305, grad_norm: 4.8483 2020-08-14 21:47:49,522 - mmaction - INFO - Epoch [70][1160/1253] lr: 3.000e-03, eta: 7:15:42, time: 0.674, data_time: 0.006, memory: 4833, top1_acc: 0.6898, top5_acc: 0.8664, loss_cls: 1.2916, loss: 1.2916, grad_norm: 4.8463 2020-08-14 21:48:04,015 - mmaction - INFO - Epoch [70][1180/1253] lr: 3.000e-03, eta: 7:15:28, time: 0.727, data_time: 0.007, memory: 4833, top1_acc: 0.7065, top5_acc: 0.8724, loss_cls: 1.2474, loss: 1.2474, grad_norm: 4.6571 2020-08-14 21:48:17,236 - mmaction - INFO - Epoch [70][1200/1253] lr: 3.000e-03, eta: 7:15:14, time: 0.661, data_time: 0.008, memory: 4833, top1_acc: 0.6857, top5_acc: 0.8813, loss_cls: 1.2400, loss: 1.2400, grad_norm: 4.6660 2020-08-14 21:48:30,068 - mmaction - INFO - Epoch [70][1220/1253] lr: 3.000e-03, eta: 7:15:00, time: 0.643, data_time: 0.006, memory: 4833, top1_acc: 0.6974, top5_acc: 0.8682, loss_cls: 1.2486, loss: 1.2486, grad_norm: 4.6719 2020-08-14 21:48:44,487 - mmaction - INFO - Epoch [70][1240/1253] lr: 3.000e-03, eta: 7:14:46, time: 0.719, data_time: 0.006, memory: 4833, top1_acc: 0.6945, top5_acc: 0.8719, loss_cls: 1.2449, loss: 1.2449, grad_norm: 4.7165 2020-08-14 21:48:53,770 - mmaction - INFO - Saving checkpoint at 70 epochs 2020-08-14 21:49:16,000 - mmaction - INFO - Epoch [71][20/1253] lr: 3.000e-03, eta: 7:14:22, time: 1.001, data_time: 0.389, memory: 4833, top1_acc: 0.6802, top5_acc: 0.8656, loss_cls: 1.2940, loss: 1.2940, grad_norm: 4.7948 2020-08-14 21:49:28,454 - mmaction - INFO - Epoch [71][40/1253] lr: 3.000e-03, eta: 7:14:08, time: 0.624, data_time: 0.007, memory: 4833, top1_acc: 0.6987, top5_acc: 0.8690, loss_cls: 1.2584, loss: 1.2584, grad_norm: 4.8057 2020-08-14 21:49:41,505 - mmaction - INFO - Epoch [71][60/1253] lr: 3.000e-03, eta: 7:13:53, time: 0.649, data_time: 0.009, memory: 4833, top1_acc: 0.6841, top5_acc: 0.8734, loss_cls: 1.2691, loss: 1.2691, grad_norm: 4.7727 2020-08-14 21:49:55,451 - mmaction - INFO - Epoch [71][80/1253] lr: 3.000e-03, eta: 7:13:40, time: 0.701, data_time: 0.007, memory: 4833, top1_acc: 0.7122, top5_acc: 0.8833, loss_cls: 1.1654, loss: 1.1654, grad_norm: 4.5053 2020-08-14 21:50:09,814 - mmaction - INFO - Epoch [71][100/1253] lr: 3.000e-03, eta: 7:13:26, time: 0.718, data_time: 0.007, memory: 4833, top1_acc: 0.6945, top5_acc: 0.8771, loss_cls: 1.2340, loss: 1.2340, grad_norm: 4.7427 2020-08-14 21:50:23,310 - mmaction - INFO - Epoch [71][120/1253] lr: 3.000e-03, eta: 7:13:12, time: 0.676, data_time: 0.003, memory: 4833, top1_acc: 0.7016, top5_acc: 0.8828, loss_cls: 1.1832, loss: 1.1832, grad_norm: 4.6143 2020-08-14 21:50:37,106 - mmaction - INFO - Epoch [71][140/1253] lr: 3.000e-03, eta: 7:12:58, time: 0.686, data_time: 0.008, memory: 4833, top1_acc: 0.6971, top5_acc: 0.8771, loss_cls: 1.2297, loss: 1.2297, grad_norm: 4.7703 2020-08-14 21:50:52,000 - mmaction - INFO - Epoch [71][160/1253] lr: 3.000e-03, eta: 7:12:45, time: 0.747, data_time: 0.007, memory: 4833, top1_acc: 0.6930, top5_acc: 0.8794, loss_cls: 1.2145, loss: 1.2145, grad_norm: 4.7637 2020-08-14 21:51:05,832 - mmaction - INFO - Epoch [71][180/1253] lr: 3.000e-03, eta: 7:12:31, time: 0.690, data_time: 0.007, memory: 4833, top1_acc: 0.6919, top5_acc: 0.8734, loss_cls: 1.2452, loss: 1.2452, grad_norm: 4.6665 2020-08-14 21:51:18,606 - mmaction - INFO - Epoch [71][200/1253] lr: 3.000e-03, eta: 7:12:16, time: 0.642, data_time: 0.007, memory: 4833, top1_acc: 0.6990, top5_acc: 0.8701, loss_cls: 1.2386, loss: 1.2386, grad_norm: 4.6820 2020-08-14 21:51:32,191 - mmaction - INFO - Epoch [71][220/1253] lr: 3.000e-03, eta: 7:12:02, time: 0.676, data_time: 0.006, memory: 4833, top1_acc: 0.6995, top5_acc: 0.8812, loss_cls: 1.1970, loss: 1.1970, grad_norm: 4.6224 2020-08-14 21:51:46,274 - mmaction - INFO - Epoch [71][240/1253] lr: 3.000e-03, eta: 7:11:49, time: 0.706, data_time: 0.010, memory: 4833, top1_acc: 0.7018, top5_acc: 0.8763, loss_cls: 1.2102, loss: 1.2102, grad_norm: 4.7980 2020-08-14 21:51:59,709 - mmaction - INFO - Epoch [71][260/1253] lr: 3.000e-03, eta: 7:11:34, time: 0.671, data_time: 0.007, memory: 4833, top1_acc: 0.6958, top5_acc: 0.8753, loss_cls: 1.2329, loss: 1.2329, grad_norm: 4.7316 2020-08-14 21:52:12,101 - mmaction - INFO - Epoch [71][280/1253] lr: 3.000e-03, eta: 7:11:20, time: 0.620, data_time: 0.006, memory: 4833, top1_acc: 0.6943, top5_acc: 0.8755, loss_cls: 1.2467, loss: 1.2467, grad_norm: 4.7156 2020-08-14 21:52:27,932 - mmaction - INFO - Epoch [71][300/1253] lr: 3.000e-03, eta: 7:11:07, time: 0.793, data_time: 0.007, memory: 4833, top1_acc: 0.6935, top5_acc: 0.8779, loss_cls: 1.2369, loss: 1.2369, grad_norm: 4.7147 2020-08-14 21:52:41,345 - mmaction - INFO - Epoch [71][320/1253] lr: 3.000e-03, eta: 7:10:53, time: 0.667, data_time: 0.007, memory: 4833, top1_acc: 0.6885, top5_acc: 0.8807, loss_cls: 1.2494, loss: 1.2494, grad_norm: 4.7812 2020-08-14 21:52:54,652 - mmaction - INFO - Epoch [71][340/1253] lr: 3.000e-03, eta: 7:10:39, time: 0.670, data_time: 0.008, memory: 4833, top1_acc: 0.6984, top5_acc: 0.8786, loss_cls: 1.2232, loss: 1.2232, grad_norm: 4.6839 2020-08-14 21:53:09,622 - mmaction - INFO - Epoch [71][360/1253] lr: 3.000e-03, eta: 7:10:25, time: 0.747, data_time: 0.005, memory: 4833, top1_acc: 0.6958, top5_acc: 0.8729, loss_cls: 1.2450, loss: 1.2450, grad_norm: 4.6347 2020-08-14 21:53:23,932 - mmaction - INFO - Epoch [71][380/1253] lr: 3.000e-03, eta: 7:10:12, time: 0.718, data_time: 0.005, memory: 4833, top1_acc: 0.6911, top5_acc: 0.8771, loss_cls: 1.2338, loss: 1.2338, grad_norm: 4.6637 2020-08-14 21:53:36,752 - mmaction - INFO - Epoch [71][400/1253] lr: 3.000e-03, eta: 7:09:57, time: 0.640, data_time: 0.004, memory: 4833, top1_acc: 0.6953, top5_acc: 0.8852, loss_cls: 1.1939, loss: 1.1939, grad_norm: 4.7795 2020-08-14 21:53:50,530 - mmaction - INFO - Epoch [71][420/1253] lr: 3.000e-03, eta: 7:09:43, time: 0.686, data_time: 0.008, memory: 4833, top1_acc: 0.6807, top5_acc: 0.8732, loss_cls: 1.2686, loss: 1.2686, grad_norm: 4.8088 2020-08-14 21:54:04,534 - mmaction - INFO - Epoch [71][440/1253] lr: 3.000e-03, eta: 7:09:30, time: 0.702, data_time: 0.006, memory: 4833, top1_acc: 0.6839, top5_acc: 0.8672, loss_cls: 1.3131, loss: 1.3131, grad_norm: 4.8753 2020-08-14 21:54:17,539 - mmaction - INFO - Epoch [71][460/1253] lr: 3.000e-03, eta: 7:09:15, time: 0.649, data_time: 0.008, memory: 4833, top1_acc: 0.6883, top5_acc: 0.8708, loss_cls: 1.2536, loss: 1.2536, grad_norm: 4.6617 2020-08-14 21:54:31,986 - mmaction - INFO - Epoch [71][480/1253] lr: 3.000e-03, eta: 7:09:02, time: 0.723, data_time: 0.005, memory: 4833, top1_acc: 0.6852, top5_acc: 0.8711, loss_cls: 1.2570, loss: 1.2570, grad_norm: 4.8939 2020-08-14 21:54:46,708 - mmaction - INFO - Epoch [71][500/1253] lr: 3.000e-03, eta: 7:08:48, time: 0.737, data_time: 0.007, memory: 4833, top1_acc: 0.6901, top5_acc: 0.8786, loss_cls: 1.2268, loss: 1.2268, grad_norm: 4.7780 2020-08-14 21:55:00,609 - mmaction - INFO - Epoch [71][520/1253] lr: 3.000e-03, eta: 7:08:34, time: 0.693, data_time: 0.008, memory: 4833, top1_acc: 0.7016, top5_acc: 0.8766, loss_cls: 1.2323, loss: 1.2323, grad_norm: 4.6356 2020-08-14 21:55:14,655 - mmaction - INFO - Epoch [71][540/1253] lr: 3.000e-03, eta: 7:08:21, time: 0.703, data_time: 0.007, memory: 4833, top1_acc: 0.6750, top5_acc: 0.8651, loss_cls: 1.2880, loss: 1.2880, grad_norm: 4.8890 2020-08-14 21:55:29,765 - mmaction - INFO - Epoch [71][560/1253] lr: 3.000e-03, eta: 7:08:07, time: 0.758, data_time: 0.008, memory: 4833, top1_acc: 0.6979, top5_acc: 0.8773, loss_cls: 1.2169, loss: 1.2169, grad_norm: 4.6991 2020-08-14 21:55:43,018 - mmaction - INFO - Epoch [71][580/1253] lr: 3.000e-03, eta: 7:07:53, time: 0.658, data_time: 0.005, memory: 4833, top1_acc: 0.6930, top5_acc: 0.8753, loss_cls: 1.2579, loss: 1.2579, grad_norm: 4.8179 2020-08-14 21:55:55,859 - mmaction - INFO - Epoch [71][600/1253] lr: 3.000e-03, eta: 7:07:39, time: 0.646, data_time: 0.007, memory: 4833, top1_acc: 0.6880, top5_acc: 0.8742, loss_cls: 1.2625, loss: 1.2625, grad_norm: 4.7072 2020-08-14 21:56:09,387 - mmaction - INFO - Epoch [71][620/1253] lr: 3.000e-03, eta: 7:07:25, time: 0.674, data_time: 0.007, memory: 4833, top1_acc: 0.6870, top5_acc: 0.8760, loss_cls: 1.2486, loss: 1.2486, grad_norm: 4.7667 2020-08-14 21:56:22,061 - mmaction - INFO - Epoch [71][640/1253] lr: 3.000e-03, eta: 7:07:10, time: 0.636, data_time: 0.007, memory: 4833, top1_acc: 0.6844, top5_acc: 0.8721, loss_cls: 1.2618, loss: 1.2618, grad_norm: 4.6892 2020-08-14 21:56:36,727 - mmaction - INFO - Epoch [71][660/1253] lr: 3.000e-03, eta: 7:06:57, time: 0.732, data_time: 0.006, memory: 4833, top1_acc: 0.6935, top5_acc: 0.8755, loss_cls: 1.2274, loss: 1.2274, grad_norm: 4.6571 2020-08-14 21:56:50,716 - mmaction - INFO - Epoch [71][680/1253] lr: 3.000e-03, eta: 7:06:43, time: 0.701, data_time: 0.007, memory: 4833, top1_acc: 0.7182, top5_acc: 0.8901, loss_cls: 1.1689, loss: 1.1689, grad_norm: 4.5793 2020-08-14 21:57:04,148 - mmaction - INFO - Epoch [71][700/1253] lr: 3.000e-03, eta: 7:06:29, time: 0.670, data_time: 0.008, memory: 4833, top1_acc: 0.6922, top5_acc: 0.8734, loss_cls: 1.2470, loss: 1.2470, grad_norm: 4.8296 2020-08-14 21:57:17,839 - mmaction - INFO - Epoch [71][720/1253] lr: 3.000e-03, eta: 7:06:15, time: 0.685, data_time: 0.007, memory: 4833, top1_acc: 0.6937, top5_acc: 0.8690, loss_cls: 1.2468, loss: 1.2468, grad_norm: 4.6628 2020-08-14 21:57:31,467 - mmaction - INFO - Epoch [71][740/1253] lr: 3.000e-03, eta: 7:06:01, time: 0.683, data_time: 0.007, memory: 4833, top1_acc: 0.6948, top5_acc: 0.8799, loss_cls: 1.2456, loss: 1.2456, grad_norm: 4.6673 2020-08-14 21:57:44,906 - mmaction - INFO - Epoch [71][760/1253] lr: 3.000e-03, eta: 7:05:47, time: 0.670, data_time: 0.002, memory: 4833, top1_acc: 0.6969, top5_acc: 0.8781, loss_cls: 1.2303, loss: 1.2303, grad_norm: 4.7835 2020-08-14 21:58:00,736 - mmaction - INFO - Epoch [71][780/1253] lr: 3.000e-03, eta: 7:05:34, time: 0.791, data_time: 0.007, memory: 4833, top1_acc: 0.6935, top5_acc: 0.8766, loss_cls: 1.2309, loss: 1.2309, grad_norm: 4.7607 2020-08-14 21:58:14,167 - mmaction - INFO - Epoch [71][800/1253] lr: 3.000e-03, eta: 7:05:20, time: 0.673, data_time: 0.006, memory: 4833, top1_acc: 0.6958, top5_acc: 0.8781, loss_cls: 1.2474, loss: 1.2474, grad_norm: 4.8112 2020-08-14 21:58:28,355 - mmaction - INFO - Epoch [71][820/1253] lr: 3.000e-03, eta: 7:05:06, time: 0.706, data_time: 0.006, memory: 4833, top1_acc: 0.7068, top5_acc: 0.8799, loss_cls: 1.1951, loss: 1.1951, grad_norm: 4.7085 2020-08-14 21:58:41,769 - mmaction - INFO - Epoch [71][840/1253] lr: 3.000e-03, eta: 7:04:52, time: 0.674, data_time: 0.007, memory: 4833, top1_acc: 0.7115, top5_acc: 0.8794, loss_cls: 1.2011, loss: 1.2011, grad_norm: 4.6896 2020-08-14 21:58:55,988 - mmaction - INFO - Epoch [71][860/1253] lr: 3.000e-03, eta: 7:04:38, time: 0.709, data_time: 0.008, memory: 4833, top1_acc: 0.6953, top5_acc: 0.8672, loss_cls: 1.2745, loss: 1.2745, grad_norm: 4.7669 2020-08-14 21:59:10,502 - mmaction - INFO - Epoch [71][880/1253] lr: 3.000e-03, eta: 7:04:25, time: 0.727, data_time: 0.006, memory: 4833, top1_acc: 0.6961, top5_acc: 0.8633, loss_cls: 1.2694, loss: 1.2694, grad_norm: 4.7334 2020-08-14 21:59:24,556 - mmaction - INFO - Epoch [71][900/1253] lr: 3.000e-03, eta: 7:04:11, time: 0.702, data_time: 0.007, memory: 4833, top1_acc: 0.6922, top5_acc: 0.8807, loss_cls: 1.2400, loss: 1.2400, grad_norm: 4.7876 2020-08-14 21:59:37,772 - mmaction - INFO - Epoch [71][920/1253] lr: 3.000e-03, eta: 7:03:57, time: 0.662, data_time: 0.006, memory: 4833, top1_acc: 0.6870, top5_acc: 0.8714, loss_cls: 1.2627, loss: 1.2627, grad_norm: 4.7573 2020-08-14 21:59:52,287 - mmaction - INFO - Epoch [71][940/1253] lr: 3.000e-03, eta: 7:03:43, time: 0.724, data_time: 0.006, memory: 4833, top1_acc: 0.6953, top5_acc: 0.8784, loss_cls: 1.2584, loss: 1.2584, grad_norm: 4.7344 2020-08-14 22:00:12,560 - mmaction - INFO - Epoch [71][960/1253] lr: 3.000e-03, eta: 7:03:32, time: 1.011, data_time: 0.008, memory: 4833, top1_acc: 0.6859, top5_acc: 0.8669, loss_cls: 1.2844, loss: 1.2844, grad_norm: 4.7005 2020-08-14 22:00:25,792 - mmaction - INFO - Epoch [71][980/1253] lr: 3.000e-03, eta: 7:03:18, time: 0.666, data_time: 0.017, memory: 4833, top1_acc: 0.6984, top5_acc: 0.8781, loss_cls: 1.2177, loss: 1.2177, grad_norm: 4.6846 2020-08-14 22:00:39,195 - mmaction - INFO - Epoch [71][1000/1253] lr: 3.000e-03, eta: 7:03:04, time: 0.668, data_time: 0.005, memory: 4833, top1_acc: 0.6831, top5_acc: 0.8638, loss_cls: 1.3089, loss: 1.3089, grad_norm: 4.7209 2020-08-14 22:00:51,620 - mmaction - INFO - Epoch [71][1020/1253] lr: 3.000e-03, eta: 7:02:49, time: 0.622, data_time: 0.006, memory: 4833, top1_acc: 0.6833, top5_acc: 0.8711, loss_cls: 1.2702, loss: 1.2702, grad_norm: 4.8231 2020-08-14 22:01:06,299 - mmaction - INFO - Epoch [71][1040/1253] lr: 3.000e-03, eta: 7:02:36, time: 0.732, data_time: 0.007, memory: 4833, top1_acc: 0.7005, top5_acc: 0.8815, loss_cls: 1.2152, loss: 1.2152, grad_norm: 4.6748 2020-08-14 22:01:20,149 - mmaction - INFO - Epoch [71][1060/1253] lr: 3.000e-03, eta: 7:02:22, time: 0.694, data_time: 0.007, memory: 4833, top1_acc: 0.6969, top5_acc: 0.8797, loss_cls: 1.2262, loss: 1.2262, grad_norm: 4.7967 2020-08-14 22:01:34,524 - mmaction - INFO - Epoch [71][1080/1253] lr: 3.000e-03, eta: 7:02:08, time: 0.719, data_time: 0.007, memory: 4833, top1_acc: 0.6878, top5_acc: 0.8776, loss_cls: 1.2560, loss: 1.2560, grad_norm: 4.7791 2020-08-14 22:01:48,649 - mmaction - INFO - Epoch [71][1100/1253] lr: 3.000e-03, eta: 7:01:54, time: 0.707, data_time: 0.006, memory: 4833, top1_acc: 0.6870, top5_acc: 0.8734, loss_cls: 1.2806, loss: 1.2806, grad_norm: 4.8380 2020-08-14 22:02:03,654 - mmaction - INFO - Epoch [71][1120/1253] lr: 3.000e-03, eta: 7:01:41, time: 0.750, data_time: 0.003, memory: 4833, top1_acc: 0.6917, top5_acc: 0.8737, loss_cls: 1.2583, loss: 1.2583, grad_norm: 4.8268 2020-08-14 22:02:16,456 - mmaction - INFO - Epoch [71][1140/1253] lr: 3.000e-03, eta: 7:01:27, time: 0.639, data_time: 0.007, memory: 4833, top1_acc: 0.6883, top5_acc: 0.8690, loss_cls: 1.2769, loss: 1.2769, grad_norm: 4.8692 2020-08-14 22:02:30,201 - mmaction - INFO - Epoch [71][1160/1253] lr: 3.000e-03, eta: 7:01:13, time: 0.687, data_time: 0.004, memory: 4833, top1_acc: 0.7055, top5_acc: 0.8786, loss_cls: 1.2112, loss: 1.2112, grad_norm: 4.6933 2020-08-14 22:02:44,272 - mmaction - INFO - Epoch [71][1180/1253] lr: 3.000e-03, eta: 7:00:59, time: 0.705, data_time: 0.004, memory: 4833, top1_acc: 0.6820, top5_acc: 0.8672, loss_cls: 1.2891, loss: 1.2891, grad_norm: 4.8147 2020-08-14 22:02:58,696 - mmaction - INFO - Epoch [71][1200/1253] lr: 3.000e-03, eta: 7:00:45, time: 0.718, data_time: 0.007, memory: 4833, top1_acc: 0.6896, top5_acc: 0.8747, loss_cls: 1.2570, loss: 1.2570, grad_norm: 4.7865 2020-08-14 22:03:13,423 - mmaction - INFO - Epoch [71][1220/1253] lr: 3.000e-03, eta: 7:00:32, time: 0.739, data_time: 0.007, memory: 4833, top1_acc: 0.6826, top5_acc: 0.8750, loss_cls: 1.2653, loss: 1.2653, grad_norm: 4.8647 2020-08-14 22:03:27,407 - mmaction - INFO - Epoch [71][1240/1253] lr: 3.000e-03, eta: 7:00:18, time: 0.696, data_time: 0.007, memory: 4833, top1_acc: 0.6938, top5_acc: 0.8685, loss_cls: 1.2620, loss: 1.2620, grad_norm: 4.8227 2020-08-14 22:03:35,858 - mmaction - INFO - Saving checkpoint at 71 epochs 2020-08-14 22:04:00,523 - mmaction - INFO - Epoch [72][20/1253] lr: 3.000e-03, eta: 6:59:55, time: 1.098, data_time: 0.470, memory: 4833, top1_acc: 0.7010, top5_acc: 0.8776, loss_cls: 1.2180, loss: 1.2180, grad_norm: 4.6897 2020-08-14 22:04:13,474 - mmaction - INFO - Epoch [72][40/1253] lr: 3.000e-03, eta: 6:59:40, time: 0.651, data_time: 0.008, memory: 4833, top1_acc: 0.6987, top5_acc: 0.8768, loss_cls: 1.2019, loss: 1.2019, grad_norm: 4.6778 2020-08-14 22:04:26,035 - mmaction - INFO - Epoch [72][60/1253] lr: 3.000e-03, eta: 6:59:26, time: 0.627, data_time: 0.008, memory: 4833, top1_acc: 0.7070, top5_acc: 0.8870, loss_cls: 1.1827, loss: 1.1827, grad_norm: 4.6721 2020-08-14 22:04:41,061 - mmaction - INFO - Epoch [72][80/1253] lr: 3.000e-03, eta: 6:59:13, time: 0.753, data_time: 0.006, memory: 4833, top1_acc: 0.6792, top5_acc: 0.8763, loss_cls: 1.2682, loss: 1.2682, grad_norm: 4.9097 2020-08-14 22:04:54,565 - mmaction - INFO - Epoch [72][100/1253] lr: 3.000e-03, eta: 6:58:59, time: 0.671, data_time: 0.009, memory: 4833, top1_acc: 0.7003, top5_acc: 0.8753, loss_cls: 1.2596, loss: 1.2596, grad_norm: 4.8172 2020-08-14 22:05:08,800 - mmaction - INFO - Epoch [72][120/1253] lr: 3.000e-03, eta: 6:58:45, time: 0.717, data_time: 0.008, memory: 4833, top1_acc: 0.7000, top5_acc: 0.8779, loss_cls: 1.1999, loss: 1.1999, grad_norm: 4.7082 2020-08-14 22:05:22,866 - mmaction - INFO - Epoch [72][140/1253] lr: 3.000e-03, eta: 6:58:31, time: 0.701, data_time: 0.004, memory: 4833, top1_acc: 0.6815, top5_acc: 0.8773, loss_cls: 1.2368, loss: 1.2368, grad_norm: 4.7391 2020-08-14 22:05:36,353 - mmaction - INFO - Epoch [72][160/1253] lr: 3.000e-03, eta: 6:58:17, time: 0.676, data_time: 0.006, memory: 4833, top1_acc: 0.7057, top5_acc: 0.8826, loss_cls: 1.2247, loss: 1.2247, grad_norm: 4.8025 2020-08-14 22:05:51,116 - mmaction - INFO - Epoch [72][180/1253] lr: 3.000e-03, eta: 6:58:03, time: 0.736, data_time: 0.007, memory: 4833, top1_acc: 0.6716, top5_acc: 0.8667, loss_cls: 1.3068, loss: 1.3068, grad_norm: 4.9583 2020-08-14 22:06:04,645 - mmaction - INFO - Epoch [72][200/1253] lr: 3.000e-03, eta: 6:57:49, time: 0.677, data_time: 0.007, memory: 4833, top1_acc: 0.6979, top5_acc: 0.8784, loss_cls: 1.2397, loss: 1.2397, grad_norm: 4.7860 2020-08-14 22:06:17,947 - mmaction - INFO - Epoch [72][220/1253] lr: 3.000e-03, eta: 6:57:35, time: 0.666, data_time: 0.009, memory: 4833, top1_acc: 0.6977, top5_acc: 0.8841, loss_cls: 1.1677, loss: 1.1677, grad_norm: 4.7455 2020-08-14 22:06:30,902 - mmaction - INFO - Epoch [72][240/1253] lr: 3.000e-03, eta: 6:57:21, time: 0.648, data_time: 0.009, memory: 4833, top1_acc: 0.6964, top5_acc: 0.8789, loss_cls: 1.2217, loss: 1.2217, grad_norm: 4.7923 2020-08-14 22:06:44,979 - mmaction - INFO - Epoch [72][260/1253] lr: 3.000e-03, eta: 6:57:07, time: 0.704, data_time: 0.006, memory: 4833, top1_acc: 0.6969, top5_acc: 0.8768, loss_cls: 1.2370, loss: 1.2370, grad_norm: 4.8188 2020-08-14 22:06:58,643 - mmaction - INFO - Epoch [72][280/1253] lr: 3.000e-03, eta: 6:56:53, time: 0.685, data_time: 0.008, memory: 4833, top1_acc: 0.6995, top5_acc: 0.8823, loss_cls: 1.2190, loss: 1.2190, grad_norm: 4.8072 2020-08-14 22:07:13,175 - mmaction - INFO - Epoch [72][300/1253] lr: 3.000e-03, eta: 6:56:40, time: 0.724, data_time: 0.006, memory: 4833, top1_acc: 0.6872, top5_acc: 0.8740, loss_cls: 1.2612, loss: 1.2612, grad_norm: 4.7660 2020-08-14 22:07:26,453 - mmaction - INFO - Epoch [72][320/1253] lr: 3.000e-03, eta: 6:56:26, time: 0.666, data_time: 0.008, memory: 4833, top1_acc: 0.7125, top5_acc: 0.8823, loss_cls: 1.2032, loss: 1.2032, grad_norm: 4.6807 2020-08-14 22:07:39,991 - mmaction - INFO - Epoch [72][340/1253] lr: 3.000e-03, eta: 6:56:12, time: 0.675, data_time: 0.007, memory: 4833, top1_acc: 0.6911, top5_acc: 0.8680, loss_cls: 1.2711, loss: 1.2711, grad_norm: 4.7481 2020-08-14 22:07:53,765 - mmaction - INFO - Epoch [72][360/1253] lr: 3.000e-03, eta: 6:55:58, time: 0.690, data_time: 0.007, memory: 4833, top1_acc: 0.6937, top5_acc: 0.8740, loss_cls: 1.2521, loss: 1.2521, grad_norm: 4.8107 2020-08-14 22:08:07,516 - mmaction - INFO - Epoch [72][380/1253] lr: 3.000e-03, eta: 6:55:44, time: 0.687, data_time: 0.003, memory: 4833, top1_acc: 0.6969, top5_acc: 0.8724, loss_cls: 1.2510, loss: 1.2510, grad_norm: 4.7700 2020-08-14 22:08:21,907 - mmaction - INFO - Epoch [72][400/1253] lr: 3.000e-03, eta: 6:55:30, time: 0.719, data_time: 0.006, memory: 4833, top1_acc: 0.6927, top5_acc: 0.8831, loss_cls: 1.2230, loss: 1.2230, grad_norm: 4.7256 2020-08-14 22:08:35,344 - mmaction - INFO - Epoch [72][420/1253] lr: 3.000e-03, eta: 6:55:16, time: 0.672, data_time: 0.009, memory: 4833, top1_acc: 0.6987, top5_acc: 0.8727, loss_cls: 1.2408, loss: 1.2408, grad_norm: 4.8079 2020-08-14 22:08:48,191 - mmaction - INFO - Epoch [72][440/1253] lr: 3.000e-03, eta: 6:55:02, time: 0.643, data_time: 0.004, memory: 4833, top1_acc: 0.7016, top5_acc: 0.8779, loss_cls: 1.2386, loss: 1.2386, grad_norm: 4.8062 2020-08-14 22:09:03,369 - mmaction - INFO - Epoch [72][460/1253] lr: 3.000e-03, eta: 6:54:48, time: 0.759, data_time: 0.007, memory: 4833, top1_acc: 0.6914, top5_acc: 0.8599, loss_cls: 1.3069, loss: 1.3069, grad_norm: 4.7709 2020-08-14 22:09:16,935 - mmaction - INFO - Epoch [72][480/1253] lr: 3.000e-03, eta: 6:54:34, time: 0.678, data_time: 0.005, memory: 4833, top1_acc: 0.7138, top5_acc: 0.8888, loss_cls: 1.1471, loss: 1.1471, grad_norm: 4.5466 2020-08-14 22:09:32,239 - mmaction - INFO - Epoch [72][500/1253] lr: 3.000e-03, eta: 6:54:21, time: 0.764, data_time: 0.008, memory: 4833, top1_acc: 0.6883, top5_acc: 0.8698, loss_cls: 1.2851, loss: 1.2851, grad_norm: 4.7215 2020-08-14 22:09:45,913 - mmaction - INFO - Epoch [72][520/1253] lr: 3.000e-03, eta: 6:54:07, time: 0.685, data_time: 0.007, memory: 4833, top1_acc: 0.7029, top5_acc: 0.8831, loss_cls: 1.1872, loss: 1.1872, grad_norm: 4.6503 2020-08-14 22:09:59,802 - mmaction - INFO - Epoch [72][540/1253] lr: 3.000e-03, eta: 6:53:53, time: 0.691, data_time: 0.007, memory: 4833, top1_acc: 0.6966, top5_acc: 0.8698, loss_cls: 1.2245, loss: 1.2245, grad_norm: 4.7158 2020-08-14 22:10:14,181 - mmaction - INFO - Epoch [72][560/1253] lr: 3.000e-03, eta: 6:53:40, time: 0.721, data_time: 0.007, memory: 4833, top1_acc: 0.6945, top5_acc: 0.8789, loss_cls: 1.2188, loss: 1.2188, grad_norm: 4.8253 2020-08-14 22:10:27,640 - mmaction - INFO - Epoch [72][580/1253] lr: 3.000e-03, eta: 6:53:26, time: 0.673, data_time: 0.008, memory: 4833, top1_acc: 0.7068, top5_acc: 0.8831, loss_cls: 1.1857, loss: 1.1857, grad_norm: 4.8272 2020-08-14 22:10:42,920 - mmaction - INFO - Epoch [72][600/1253] lr: 3.000e-03, eta: 6:53:12, time: 0.767, data_time: 0.007, memory: 4833, top1_acc: 0.6990, top5_acc: 0.8799, loss_cls: 1.2458, loss: 1.2458, grad_norm: 4.8748 2020-08-14 22:10:57,149 - mmaction - INFO - Epoch [72][620/1253] lr: 3.000e-03, eta: 6:52:59, time: 0.709, data_time: 0.005, memory: 4833, top1_acc: 0.6992, top5_acc: 0.8784, loss_cls: 1.2107, loss: 1.2107, grad_norm: 4.8196 2020-08-14 22:11:10,615 - mmaction - INFO - Epoch [72][640/1253] lr: 3.000e-03, eta: 6:52:45, time: 0.675, data_time: 0.007, memory: 4833, top1_acc: 0.6977, top5_acc: 0.8781, loss_cls: 1.2208, loss: 1.2208, grad_norm: 4.7832 2020-08-14 22:11:25,444 - mmaction - INFO - Epoch [72][660/1253] lr: 3.000e-03, eta: 6:52:31, time: 0.741, data_time: 0.009, memory: 4833, top1_acc: 0.6964, top5_acc: 0.8677, loss_cls: 1.2471, loss: 1.2471, grad_norm: 4.8304 2020-08-14 22:11:39,021 - mmaction - INFO - Epoch [72][680/1253] lr: 3.000e-03, eta: 6:52:17, time: 0.679, data_time: 0.005, memory: 4833, top1_acc: 0.6857, top5_acc: 0.8753, loss_cls: 1.2538, loss: 1.2538, grad_norm: 4.8799 2020-08-14 22:11:53,933 - mmaction - INFO - Epoch [72][700/1253] lr: 3.000e-03, eta: 6:52:04, time: 0.745, data_time: 0.007, memory: 4833, top1_acc: 0.7008, top5_acc: 0.8797, loss_cls: 1.2222, loss: 1.2222, grad_norm: 4.8076 2020-08-14 22:12:07,034 - mmaction - INFO - Epoch [72][720/1253] lr: 3.000e-03, eta: 6:51:49, time: 0.655, data_time: 0.006, memory: 4833, top1_acc: 0.6862, top5_acc: 0.8721, loss_cls: 1.2612, loss: 1.2612, grad_norm: 4.9088 2020-08-14 22:12:21,064 - mmaction - INFO - Epoch [72][740/1253] lr: 3.000e-03, eta: 6:51:36, time: 0.700, data_time: 0.007, memory: 4833, top1_acc: 0.6987, top5_acc: 0.8758, loss_cls: 1.2220, loss: 1.2220, grad_norm: 4.7250 2020-08-14 22:12:35,461 - mmaction - INFO - Epoch [72][760/1253] lr: 3.000e-03, eta: 6:51:22, time: 0.722, data_time: 0.006, memory: 4833, top1_acc: 0.6987, top5_acc: 0.8734, loss_cls: 1.2362, loss: 1.2362, grad_norm: 4.7759 2020-08-14 22:12:50,135 - mmaction - INFO - Epoch [72][780/1253] lr: 3.000e-03, eta: 6:51:08, time: 0.732, data_time: 0.007, memory: 4833, top1_acc: 0.6956, top5_acc: 0.8815, loss_cls: 1.2033, loss: 1.2033, grad_norm: 4.7340 2020-08-14 22:13:04,162 - mmaction - INFO - Epoch [72][800/1253] lr: 3.000e-03, eta: 6:50:55, time: 0.703, data_time: 0.006, memory: 4833, top1_acc: 0.6792, top5_acc: 0.8729, loss_cls: 1.2585, loss: 1.2585, grad_norm: 4.8276 2020-08-14 22:13:18,070 - mmaction - INFO - Epoch [72][820/1253] lr: 3.000e-03, eta: 6:50:41, time: 0.694, data_time: 0.006, memory: 4833, top1_acc: 0.6964, top5_acc: 0.8648, loss_cls: 1.2694, loss: 1.2694, grad_norm: 4.9059 2020-08-14 22:13:31,290 - mmaction - INFO - Epoch [72][840/1253] lr: 3.000e-03, eta: 6:50:27, time: 0.660, data_time: 0.006, memory: 4833, top1_acc: 0.6891, top5_acc: 0.8719, loss_cls: 1.2467, loss: 1.2467, grad_norm: 4.8466 2020-08-14 22:13:46,526 - mmaction - INFO - Epoch [72][860/1253] lr: 3.000e-03, eta: 6:50:13, time: 0.764, data_time: 0.008, memory: 4833, top1_acc: 0.6846, top5_acc: 0.8742, loss_cls: 1.2597, loss: 1.2597, grad_norm: 4.8391 2020-08-14 22:14:00,746 - mmaction - INFO - Epoch [72][880/1253] lr: 3.000e-03, eta: 6:49:59, time: 0.706, data_time: 0.007, memory: 4833, top1_acc: 0.7042, top5_acc: 0.8802, loss_cls: 1.2240, loss: 1.2240, grad_norm: 4.6846 2020-08-14 22:14:16,000 - mmaction - INFO - Epoch [72][900/1253] lr: 3.000e-03, eta: 6:49:46, time: 0.766, data_time: 0.007, memory: 4833, top1_acc: 0.7008, top5_acc: 0.8833, loss_cls: 1.2029, loss: 1.2029, grad_norm: 4.6676 2020-08-14 22:14:30,097 - mmaction - INFO - Epoch [72][920/1253] lr: 3.000e-03, eta: 6:49:32, time: 0.704, data_time: 0.007, memory: 4833, top1_acc: 0.7055, top5_acc: 0.8813, loss_cls: 1.2022, loss: 1.2022, grad_norm: 4.7046 2020-08-14 22:14:44,023 - mmaction - INFO - Epoch [72][940/1253] lr: 3.000e-03, eta: 6:49:18, time: 0.697, data_time: 0.007, memory: 4833, top1_acc: 0.6964, top5_acc: 0.8711, loss_cls: 1.2455, loss: 1.2455, grad_norm: 4.6602 2020-08-14 22:14:57,435 - mmaction - INFO - Epoch [72][960/1253] lr: 3.000e-03, eta: 6:49:04, time: 0.670, data_time: 0.007, memory: 4833, top1_acc: 0.6875, top5_acc: 0.8760, loss_cls: 1.2672, loss: 1.2672, grad_norm: 4.8204 2020-08-14 22:15:12,026 - mmaction - INFO - Epoch [72][980/1253] lr: 3.000e-03, eta: 6:48:51, time: 0.729, data_time: 0.006, memory: 4833, top1_acc: 0.6865, top5_acc: 0.8628, loss_cls: 1.2869, loss: 1.2869, grad_norm: 4.7044 2020-08-14 22:15:26,198 - mmaction - INFO - Epoch [72][1000/1253] lr: 3.000e-03, eta: 6:48:37, time: 0.710, data_time: 0.009, memory: 4833, top1_acc: 0.6922, top5_acc: 0.8750, loss_cls: 1.2328, loss: 1.2328, grad_norm: 4.8542 2020-08-14 22:15:40,835 - mmaction - INFO - Epoch [72][1020/1253] lr: 3.000e-03, eta: 6:48:23, time: 0.730, data_time: 0.008, memory: 4833, top1_acc: 0.6872, top5_acc: 0.8813, loss_cls: 1.2352, loss: 1.2352, grad_norm: 4.8238 2020-08-14 22:15:54,409 - mmaction - INFO - Epoch [72][1040/1253] lr: 3.000e-03, eta: 6:48:09, time: 0.680, data_time: 0.008, memory: 4833, top1_acc: 0.6901, top5_acc: 0.8812, loss_cls: 1.2420, loss: 1.2420, grad_norm: 4.8227 2020-08-14 22:16:09,728 - mmaction - INFO - Epoch [72][1060/1253] lr: 3.000e-03, eta: 6:47:56, time: 0.765, data_time: 0.006, memory: 4833, top1_acc: 0.6919, top5_acc: 0.8646, loss_cls: 1.2677, loss: 1.2677, grad_norm: 4.7225 2020-08-14 22:16:23,331 - mmaction - INFO - Epoch [72][1080/1253] lr: 3.000e-03, eta: 6:47:42, time: 0.682, data_time: 0.007, memory: 4833, top1_acc: 0.6891, top5_acc: 0.8747, loss_cls: 1.2366, loss: 1.2366, grad_norm: 4.7361 2020-08-14 22:16:36,912 - mmaction - INFO - Epoch [72][1100/1253] lr: 3.000e-03, eta: 6:47:28, time: 0.677, data_time: 0.007, memory: 4833, top1_acc: 0.6867, top5_acc: 0.8672, loss_cls: 1.2917, loss: 1.2917, grad_norm: 4.9339 2020-08-14 22:16:51,020 - mmaction - INFO - Epoch [72][1120/1253] lr: 3.000e-03, eta: 6:47:14, time: 0.707, data_time: 0.007, memory: 4833, top1_acc: 0.6924, top5_acc: 0.8732, loss_cls: 1.2617, loss: 1.2617, grad_norm: 4.7654 2020-08-14 22:17:05,465 - mmaction - INFO - Epoch [72][1140/1253] lr: 3.000e-03, eta: 6:47:01, time: 0.721, data_time: 0.007, memory: 4833, top1_acc: 0.7086, top5_acc: 0.8911, loss_cls: 1.1619, loss: 1.1619, grad_norm: 4.6682 2020-08-14 22:17:19,165 - mmaction - INFO - Epoch [72][1160/1253] lr: 3.000e-03, eta: 6:46:47, time: 0.687, data_time: 0.007, memory: 4833, top1_acc: 0.6958, top5_acc: 0.8734, loss_cls: 1.2284, loss: 1.2284, grad_norm: 4.7783 2020-08-14 22:17:32,905 - mmaction - INFO - Epoch [72][1180/1253] lr: 3.000e-03, eta: 6:46:33, time: 0.685, data_time: 0.006, memory: 4833, top1_acc: 0.6878, top5_acc: 0.8682, loss_cls: 1.2779, loss: 1.2779, grad_norm: 4.8119 2020-08-14 22:17:47,477 - mmaction - INFO - Epoch [72][1200/1253] lr: 3.000e-03, eta: 6:46:19, time: 0.730, data_time: 0.006, memory: 4833, top1_acc: 0.6977, top5_acc: 0.8753, loss_cls: 1.2319, loss: 1.2319, grad_norm: 4.7433 2020-08-14 22:18:01,193 - mmaction - INFO - Epoch [72][1220/1253] lr: 3.000e-03, eta: 6:46:05, time: 0.684, data_time: 0.007, memory: 4833, top1_acc: 0.6940, top5_acc: 0.8740, loss_cls: 1.2556, loss: 1.2556, grad_norm: 4.7079 2020-08-14 22:18:14,947 - mmaction - INFO - Epoch [72][1240/1253] lr: 3.000e-03, eta: 6:45:51, time: 0.690, data_time: 0.006, memory: 4833, top1_acc: 0.6979, top5_acc: 0.8812, loss_cls: 1.2226, loss: 1.2226, grad_norm: 4.8162 2020-08-14 22:18:23,931 - mmaction - INFO - Saving checkpoint at 72 epochs 2020-08-14 22:18:46,331 - mmaction - INFO - Epoch [73][20/1253] lr: 3.000e-03, eta: 6:45:28, time: 1.032, data_time: 0.389, memory: 4833, top1_acc: 0.7023, top5_acc: 0.8750, loss_cls: 1.2342, loss: 1.2342, grad_norm: 4.8306 2020-08-14 22:18:59,315 - mmaction - INFO - Epoch [73][40/1253] lr: 3.000e-03, eta: 6:45:13, time: 0.652, data_time: 0.007, memory: 4833, top1_acc: 0.7013, top5_acc: 0.8805, loss_cls: 1.2186, loss: 1.2186, grad_norm: 4.8282 2020-08-14 22:19:11,894 - mmaction - INFO - Epoch [73][60/1253] lr: 3.000e-03, eta: 6:44:59, time: 0.629, data_time: 0.006, memory: 4833, top1_acc: 0.7094, top5_acc: 0.8740, loss_cls: 1.1931, loss: 1.1931, grad_norm: 4.6647 2020-08-14 22:19:26,236 - mmaction - INFO - Epoch [73][80/1253] lr: 3.000e-03, eta: 6:44:45, time: 0.715, data_time: 0.004, memory: 4833, top1_acc: 0.6997, top5_acc: 0.8779, loss_cls: 1.2182, loss: 1.2182, grad_norm: 4.8345 2020-08-14 22:19:40,937 - mmaction - INFO - Epoch [73][100/1253] lr: 3.000e-03, eta: 6:44:32, time: 0.732, data_time: 0.007, memory: 4833, top1_acc: 0.6755, top5_acc: 0.8773, loss_cls: 1.2818, loss: 1.2818, grad_norm: 4.9305 2020-08-14 22:19:54,593 - mmaction - INFO - Epoch [73][120/1253] lr: 3.000e-03, eta: 6:44:18, time: 0.685, data_time: 0.007, memory: 4833, top1_acc: 0.7089, top5_acc: 0.8799, loss_cls: 1.2000, loss: 1.2000, grad_norm: 4.6926 2020-08-14 22:20:08,913 - mmaction - INFO - Epoch [73][140/1253] lr: 3.000e-03, eta: 6:44:04, time: 0.713, data_time: 0.007, memory: 4833, top1_acc: 0.7083, top5_acc: 0.8875, loss_cls: 1.1777, loss: 1.1777, grad_norm: 4.7397 2020-08-14 22:20:22,874 - mmaction - INFO - Epoch [73][160/1253] lr: 3.000e-03, eta: 6:43:50, time: 0.701, data_time: 0.007, memory: 4833, top1_acc: 0.6862, top5_acc: 0.8755, loss_cls: 1.2688, loss: 1.2688, grad_norm: 4.8488 2020-08-14 22:20:37,065 - mmaction - INFO - Epoch [73][180/1253] lr: 3.000e-03, eta: 6:43:37, time: 0.710, data_time: 0.007, memory: 4833, top1_acc: 0.7143, top5_acc: 0.8857, loss_cls: 1.1744, loss: 1.1744, grad_norm: 4.6926 2020-08-14 22:20:52,099 - mmaction - INFO - Epoch [73][200/1253] lr: 3.000e-03, eta: 6:43:23, time: 0.753, data_time: 0.005, memory: 4833, top1_acc: 0.6971, top5_acc: 0.8721, loss_cls: 1.2321, loss: 1.2321, grad_norm: 4.8000 2020-08-14 22:21:06,805 - mmaction - INFO - Epoch [73][220/1253] lr: 3.000e-03, eta: 6:43:10, time: 0.731, data_time: 0.006, memory: 4833, top1_acc: 0.7010, top5_acc: 0.8763, loss_cls: 1.2273, loss: 1.2273, grad_norm: 4.7508 2020-08-14 22:21:20,863 - mmaction - INFO - Epoch [73][240/1253] lr: 3.000e-03, eta: 6:42:56, time: 0.705, data_time: 0.008, memory: 4833, top1_acc: 0.7013, top5_acc: 0.8789, loss_cls: 1.2278, loss: 1.2278, grad_norm: 4.7896 2020-08-14 22:21:34,236 - mmaction - INFO - Epoch [73][260/1253] lr: 3.000e-03, eta: 6:42:42, time: 0.668, data_time: 0.007, memory: 4833, top1_acc: 0.7008, top5_acc: 0.8815, loss_cls: 1.2067, loss: 1.2067, grad_norm: 4.8339 2020-08-14 22:21:49,881 - mmaction - INFO - Epoch [73][280/1253] lr: 3.000e-03, eta: 6:42:28, time: 0.784, data_time: 0.007, memory: 4833, top1_acc: 0.6948, top5_acc: 0.8698, loss_cls: 1.2362, loss: 1.2362, grad_norm: 4.7633 2020-08-14 22:22:04,529 - mmaction - INFO - Epoch [73][300/1253] lr: 3.000e-03, eta: 6:42:15, time: 0.731, data_time: 0.006, memory: 4833, top1_acc: 0.7073, top5_acc: 0.8750, loss_cls: 1.2085, loss: 1.2085, grad_norm: 4.6676 2020-08-14 22:22:18,489 - mmaction - INFO - Epoch [73][320/1253] lr: 3.000e-03, eta: 6:42:01, time: 0.700, data_time: 0.007, memory: 4833, top1_acc: 0.7094, top5_acc: 0.8867, loss_cls: 1.1883, loss: 1.1883, grad_norm: 4.7074 2020-08-14 22:22:33,114 - mmaction - INFO - Epoch [73][340/1253] lr: 3.000e-03, eta: 6:41:47, time: 0.730, data_time: 0.007, memory: 4833, top1_acc: 0.7057, top5_acc: 0.8802, loss_cls: 1.1862, loss: 1.1862, grad_norm: 4.7594 2020-08-14 22:22:47,174 - mmaction - INFO - Epoch [73][360/1253] lr: 3.000e-03, eta: 6:41:34, time: 0.702, data_time: 0.009, memory: 4833, top1_acc: 0.7094, top5_acc: 0.8859, loss_cls: 1.1739, loss: 1.1739, grad_norm: 4.7893 2020-08-14 22:23:00,974 - mmaction - INFO - Epoch [73][380/1253] lr: 3.000e-03, eta: 6:41:20, time: 0.691, data_time: 0.007, memory: 4833, top1_acc: 0.6956, top5_acc: 0.8724, loss_cls: 1.2374, loss: 1.2374, grad_norm: 4.7787 2020-08-14 22:23:14,923 - mmaction - INFO - Epoch [73][400/1253] lr: 3.000e-03, eta: 6:41:06, time: 0.692, data_time: 0.007, memory: 4833, top1_acc: 0.7010, top5_acc: 0.8799, loss_cls: 1.2310, loss: 1.2310, grad_norm: 4.8906 2020-08-14 22:23:29,078 - mmaction - INFO - Epoch [73][420/1253] lr: 3.000e-03, eta: 6:40:52, time: 0.713, data_time: 0.009, memory: 4833, top1_acc: 0.7076, top5_acc: 0.8893, loss_cls: 1.1593, loss: 1.1593, grad_norm: 4.7415 2020-08-14 22:23:43,728 - mmaction - INFO - Epoch [73][440/1253] lr: 3.000e-03, eta: 6:40:39, time: 0.732, data_time: 0.007, memory: 4833, top1_acc: 0.6901, top5_acc: 0.8690, loss_cls: 1.2548, loss: 1.2548, grad_norm: 4.8885 2020-08-14 22:23:57,812 - mmaction - INFO - Epoch [73][460/1253] lr: 3.000e-03, eta: 6:40:25, time: 0.705, data_time: 0.007, memory: 4833, top1_acc: 0.7052, top5_acc: 0.8771, loss_cls: 1.1960, loss: 1.1960, grad_norm: 4.8544 2020-08-14 22:24:11,643 - mmaction - INFO - Epoch [73][480/1253] lr: 3.000e-03, eta: 6:40:11, time: 0.691, data_time: 0.007, memory: 4833, top1_acc: 0.6880, top5_acc: 0.8721, loss_cls: 1.2911, loss: 1.2911, grad_norm: 4.9438 2020-08-14 22:24:24,828 - mmaction - INFO - Epoch [73][500/1253] lr: 3.000e-03, eta: 6:39:57, time: 0.660, data_time: 0.005, memory: 4833, top1_acc: 0.6898, top5_acc: 0.8745, loss_cls: 1.2471, loss: 1.2471, grad_norm: 4.8268 2020-08-14 22:24:39,287 - mmaction - INFO - Epoch [73][520/1253] lr: 3.000e-03, eta: 6:39:43, time: 0.720, data_time: 0.007, memory: 4833, top1_acc: 0.6984, top5_acc: 0.8753, loss_cls: 1.2184, loss: 1.2184, grad_norm: 4.7531 2020-08-14 22:24:52,913 - mmaction - INFO - Epoch [73][540/1253] lr: 3.000e-03, eta: 6:39:29, time: 0.684, data_time: 0.007, memory: 4833, top1_acc: 0.6995, top5_acc: 0.8836, loss_cls: 1.2128, loss: 1.2128, grad_norm: 4.8236 2020-08-14 22:25:06,874 - mmaction - INFO - Epoch [73][560/1253] lr: 3.000e-03, eta: 6:39:15, time: 0.697, data_time: 0.008, memory: 4833, top1_acc: 0.6953, top5_acc: 0.8779, loss_cls: 1.2344, loss: 1.2344, grad_norm: 4.7642 2020-08-14 22:25:21,814 - mmaction - INFO - Epoch [73][580/1253] lr: 3.000e-03, eta: 6:39:02, time: 0.748, data_time: 0.007, memory: 4833, top1_acc: 0.7049, top5_acc: 0.8815, loss_cls: 1.1825, loss: 1.1825, grad_norm: 4.7684 2020-08-14 22:25:35,306 - mmaction - INFO - Epoch [73][600/1253] lr: 3.000e-03, eta: 6:38:48, time: 0.671, data_time: 0.007, memory: 4833, top1_acc: 0.7135, top5_acc: 0.8839, loss_cls: 1.1922, loss: 1.1922, grad_norm: 4.7501 2020-08-14 22:25:49,749 - mmaction - INFO - Epoch [73][620/1253] lr: 3.000e-03, eta: 6:38:34, time: 0.725, data_time: 0.007, memory: 4833, top1_acc: 0.7049, top5_acc: 0.8755, loss_cls: 1.2297, loss: 1.2297, grad_norm: 4.7488 2020-08-14 22:26:04,150 - mmaction - INFO - Epoch [73][640/1253] lr: 3.000e-03, eta: 6:38:20, time: 0.718, data_time: 0.009, memory: 4833, top1_acc: 0.7068, top5_acc: 0.8867, loss_cls: 1.1930, loss: 1.1930, grad_norm: 4.7864 2020-08-14 22:26:19,263 - mmaction - INFO - Epoch [73][660/1253] lr: 3.000e-03, eta: 6:38:07, time: 0.759, data_time: 0.007, memory: 4833, top1_acc: 0.6888, top5_acc: 0.8799, loss_cls: 1.2190, loss: 1.2190, grad_norm: 4.7343 2020-08-14 22:26:32,080 - mmaction - INFO - Epoch [73][680/1253] lr: 3.000e-03, eta: 6:37:53, time: 0.639, data_time: 0.007, memory: 4833, top1_acc: 0.6966, top5_acc: 0.8742, loss_cls: 1.2365, loss: 1.2365, grad_norm: 4.8836 2020-08-14 22:26:46,530 - mmaction - INFO - Epoch [73][700/1253] lr: 3.000e-03, eta: 6:37:39, time: 0.724, data_time: 0.007, memory: 4833, top1_acc: 0.6992, top5_acc: 0.8758, loss_cls: 1.2097, loss: 1.2097, grad_norm: 4.7622 2020-08-14 22:26:59,766 - mmaction - INFO - Epoch [73][720/1253] lr: 3.000e-03, eta: 6:37:25, time: 0.661, data_time: 0.009, memory: 4833, top1_acc: 0.7091, top5_acc: 0.8930, loss_cls: 1.1544, loss: 1.1544, grad_norm: 4.6855 2020-08-14 22:27:13,337 - mmaction - INFO - Epoch [73][740/1253] lr: 3.000e-03, eta: 6:37:11, time: 0.679, data_time: 0.007, memory: 4833, top1_acc: 0.7018, top5_acc: 0.8766, loss_cls: 1.2184, loss: 1.2184, grad_norm: 4.8715 2020-08-14 22:27:27,195 - mmaction - INFO - Epoch [73][760/1253] lr: 3.000e-03, eta: 6:36:57, time: 0.692, data_time: 0.007, memory: 4833, top1_acc: 0.6977, top5_acc: 0.8826, loss_cls: 1.2180, loss: 1.2180, grad_norm: 4.7648 2020-08-14 22:27:41,381 - mmaction - INFO - Epoch [73][780/1253] lr: 3.000e-03, eta: 6:36:43, time: 0.712, data_time: 0.007, memory: 4833, top1_acc: 0.7008, top5_acc: 0.8792, loss_cls: 1.2089, loss: 1.2089, grad_norm: 4.7934 2020-08-14 22:27:56,603 - mmaction - INFO - Epoch [73][800/1253] lr: 3.000e-03, eta: 6:36:30, time: 0.760, data_time: 0.007, memory: 4833, top1_acc: 0.7005, top5_acc: 0.8768, loss_cls: 1.2095, loss: 1.2095, grad_norm: 4.7860 2020-08-14 22:28:10,380 - mmaction - INFO - Epoch [73][820/1253] lr: 3.000e-03, eta: 6:36:16, time: 0.689, data_time: 0.003, memory: 4833, top1_acc: 0.7107, top5_acc: 0.8849, loss_cls: 1.1670, loss: 1.1670, grad_norm: 4.7311 2020-08-14 22:28:24,951 - mmaction - INFO - Epoch [73][840/1253] lr: 3.000e-03, eta: 6:36:02, time: 0.727, data_time: 0.006, memory: 4833, top1_acc: 0.6888, top5_acc: 0.8651, loss_cls: 1.2763, loss: 1.2763, grad_norm: 4.7622 2020-08-14 22:28:39,367 - mmaction - INFO - Epoch [73][860/1253] lr: 3.000e-03, eta: 6:35:49, time: 0.723, data_time: 0.007, memory: 4833, top1_acc: 0.6813, top5_acc: 0.8677, loss_cls: 1.3392, loss: 1.3392, grad_norm: 4.9147 2020-08-14 22:28:55,113 - mmaction - INFO - Epoch [73][880/1253] lr: 3.000e-03, eta: 6:35:35, time: 0.785, data_time: 0.006, memory: 4833, top1_acc: 0.6992, top5_acc: 0.8833, loss_cls: 1.1922, loss: 1.1922, grad_norm: 4.8846 2020-08-14 22:29:08,698 - mmaction - INFO - Epoch [73][900/1253] lr: 3.000e-03, eta: 6:35:22, time: 0.681, data_time: 0.007, memory: 4833, top1_acc: 0.6927, top5_acc: 0.8680, loss_cls: 1.2528, loss: 1.2528, grad_norm: 4.8603 2020-08-14 22:29:22,027 - mmaction - INFO - Epoch [73][920/1253] lr: 3.000e-03, eta: 6:35:07, time: 0.666, data_time: 0.007, memory: 4833, top1_acc: 0.6984, top5_acc: 0.8841, loss_cls: 1.2141, loss: 1.2141, grad_norm: 4.8336 2020-08-14 22:29:36,808 - mmaction - INFO - Epoch [73][940/1253] lr: 3.000e-03, eta: 6:34:54, time: 0.739, data_time: 0.006, memory: 4833, top1_acc: 0.6911, top5_acc: 0.8766, loss_cls: 1.2474, loss: 1.2474, grad_norm: 4.7613 2020-08-14 22:29:51,266 - mmaction - INFO - Epoch [73][960/1253] lr: 3.000e-03, eta: 6:34:40, time: 0.722, data_time: 0.006, memory: 4833, top1_acc: 0.7029, top5_acc: 0.8875, loss_cls: 1.1892, loss: 1.1892, grad_norm: 4.7983 2020-08-14 22:30:05,052 - mmaction - INFO - Epoch [73][980/1253] lr: 3.000e-03, eta: 6:34:26, time: 0.691, data_time: 0.008, memory: 4833, top1_acc: 0.6951, top5_acc: 0.8766, loss_cls: 1.2035, loss: 1.2035, grad_norm: 4.9248 2020-08-14 22:30:19,864 - mmaction - INFO - Epoch [73][1000/1253] lr: 3.000e-03, eta: 6:34:13, time: 0.741, data_time: 0.003, memory: 4833, top1_acc: 0.6922, top5_acc: 0.8755, loss_cls: 1.2491, loss: 1.2491, grad_norm: 4.8901 2020-08-14 22:30:33,419 - mmaction - INFO - Epoch [73][1020/1253] lr: 3.000e-03, eta: 6:33:59, time: 0.674, data_time: 0.006, memory: 4833, top1_acc: 0.6984, top5_acc: 0.8779, loss_cls: 1.2283, loss: 1.2283, grad_norm: 4.8088 2020-08-14 22:30:47,731 - mmaction - INFO - Epoch [73][1040/1253] lr: 3.000e-03, eta: 6:33:45, time: 0.718, data_time: 0.007, memory: 4833, top1_acc: 0.6961, top5_acc: 0.8818, loss_cls: 1.2274, loss: 1.2274, grad_norm: 4.8525 2020-08-14 22:31:01,588 - mmaction - INFO - Epoch [73][1060/1253] lr: 3.000e-03, eta: 6:33:31, time: 0.691, data_time: 0.007, memory: 4833, top1_acc: 0.6846, top5_acc: 0.8750, loss_cls: 1.2481, loss: 1.2481, grad_norm: 4.9520 2020-08-14 22:31:16,593 - mmaction - INFO - Epoch [73][1080/1253] lr: 3.000e-03, eta: 6:33:18, time: 0.754, data_time: 0.008, memory: 4833, top1_acc: 0.6953, top5_acc: 0.8747, loss_cls: 1.2261, loss: 1.2261, grad_norm: 4.8044 2020-08-14 22:31:32,896 - mmaction - INFO - Epoch [73][1100/1253] lr: 3.000e-03, eta: 6:33:05, time: 0.814, data_time: 0.005, memory: 4833, top1_acc: 0.6878, top5_acc: 0.8721, loss_cls: 1.2736, loss: 1.2736, grad_norm: 4.7943 2020-08-14 22:31:45,983 - mmaction - INFO - Epoch [73][1120/1253] lr: 3.000e-03, eta: 6:32:51, time: 0.655, data_time: 0.005, memory: 4833, top1_acc: 0.6945, top5_acc: 0.8755, loss_cls: 1.2353, loss: 1.2353, grad_norm: 4.8155 2020-08-14 22:32:00,188 - mmaction - INFO - Epoch [73][1140/1253] lr: 3.000e-03, eta: 6:32:37, time: 0.709, data_time: 0.006, memory: 4833, top1_acc: 0.6945, top5_acc: 0.8711, loss_cls: 1.2472, loss: 1.2472, grad_norm: 4.7604 2020-08-14 22:32:15,602 - mmaction - INFO - Epoch [73][1160/1253] lr: 3.000e-03, eta: 6:32:23, time: 0.773, data_time: 0.007, memory: 4833, top1_acc: 0.6971, top5_acc: 0.8872, loss_cls: 1.1939, loss: 1.1939, grad_norm: 4.8932 2020-08-14 22:32:29,747 - mmaction - INFO - Epoch [73][1180/1253] lr: 3.000e-03, eta: 6:32:10, time: 0.704, data_time: 0.006, memory: 4833, top1_acc: 0.6977, top5_acc: 0.8724, loss_cls: 1.2511, loss: 1.2511, grad_norm: 4.8964 2020-08-14 22:32:43,638 - mmaction - INFO - Epoch [73][1200/1253] lr: 3.000e-03, eta: 6:31:56, time: 0.698, data_time: 0.008, memory: 4833, top1_acc: 0.6945, top5_acc: 0.8766, loss_cls: 1.2464, loss: 1.2464, grad_norm: 4.7287 2020-08-14 22:32:58,230 - mmaction - INFO - Epoch [73][1220/1253] lr: 3.000e-03, eta: 6:31:42, time: 0.725, data_time: 0.004, memory: 4833, top1_acc: 0.6867, top5_acc: 0.8667, loss_cls: 1.3054, loss: 1.3054, grad_norm: 4.9386 2020-08-14 22:33:12,513 - mmaction - INFO - Epoch [73][1240/1253] lr: 3.000e-03, eta: 6:31:28, time: 0.715, data_time: 0.006, memory: 4833, top1_acc: 0.6867, top5_acc: 0.8698, loss_cls: 1.2718, loss: 1.2718, grad_norm: 4.8247 2020-08-14 22:33:22,256 - mmaction - INFO - Saving checkpoint at 73 epochs 2020-08-14 22:33:45,283 - mmaction - INFO - Epoch [74][20/1253] lr: 3.000e-03, eta: 6:31:05, time: 1.119, data_time: 0.435, memory: 4833, top1_acc: 0.6969, top5_acc: 0.8797, loss_cls: 1.2157, loss: 1.2157, grad_norm: 4.7932 2020-08-14 22:33:57,725 - mmaction - INFO - Epoch [74][40/1253] lr: 3.000e-03, eta: 6:30:51, time: 0.625, data_time: 0.008, memory: 4833, top1_acc: 0.7010, top5_acc: 0.8805, loss_cls: 1.2137, loss: 1.2137, grad_norm: 4.8330 2020-08-14 22:34:10,817 - mmaction - INFO - Epoch [74][60/1253] lr: 3.000e-03, eta: 6:30:37, time: 0.652, data_time: 0.010, memory: 4833, top1_acc: 0.6857, top5_acc: 0.8724, loss_cls: 1.2751, loss: 1.2751, grad_norm: 4.9372 2020-08-14 22:34:24,801 - mmaction - INFO - Epoch [74][80/1253] lr: 3.000e-03, eta: 6:30:23, time: 0.699, data_time: 0.007, memory: 4833, top1_acc: 0.7008, top5_acc: 0.8776, loss_cls: 1.1914, loss: 1.1914, grad_norm: 4.8574 2020-08-14 22:34:38,911 - mmaction - INFO - Epoch [74][100/1253] lr: 3.000e-03, eta: 6:30:09, time: 0.707, data_time: 0.009, memory: 4833, top1_acc: 0.6997, top5_acc: 0.8807, loss_cls: 1.2112, loss: 1.2112, grad_norm: 4.8777 2020-08-14 22:34:52,967 - mmaction - INFO - Epoch [74][120/1253] lr: 3.000e-03, eta: 6:29:55, time: 0.703, data_time: 0.006, memory: 4833, top1_acc: 0.7076, top5_acc: 0.8859, loss_cls: 1.1512, loss: 1.1512, grad_norm: 4.6168 2020-08-14 22:35:07,667 - mmaction - INFO - Epoch [74][140/1253] lr: 3.000e-03, eta: 6:29:42, time: 0.735, data_time: 0.007, memory: 4833, top1_acc: 0.7026, top5_acc: 0.8846, loss_cls: 1.1962, loss: 1.1962, grad_norm: 4.7015 2020-08-14 22:35:21,258 - mmaction - INFO - Epoch [74][160/1253] lr: 3.000e-03, eta: 6:29:28, time: 0.680, data_time: 0.005, memory: 4833, top1_acc: 0.7115, top5_acc: 0.8885, loss_cls: 1.1544, loss: 1.1544, grad_norm: 4.6446 2020-08-14 22:35:34,548 - mmaction - INFO - Epoch [74][180/1253] lr: 3.000e-03, eta: 6:29:14, time: 0.662, data_time: 0.005, memory: 4833, top1_acc: 0.7049, top5_acc: 0.8810, loss_cls: 1.2112, loss: 1.2112, grad_norm: 4.8438 2020-08-14 22:35:49,700 - mmaction - INFO - Epoch [74][200/1253] lr: 3.000e-03, eta: 6:29:00, time: 0.755, data_time: 0.007, memory: 4833, top1_acc: 0.6997, top5_acc: 0.8784, loss_cls: 1.2257, loss: 1.2257, grad_norm: 4.8531 2020-08-14 22:36:02,451 - mmaction - INFO - Epoch [74][220/1253] lr: 3.000e-03, eta: 6:28:46, time: 0.641, data_time: 0.008, memory: 4833, top1_acc: 0.7060, top5_acc: 0.8846, loss_cls: 1.1842, loss: 1.1842, grad_norm: 4.8189 2020-08-14 22:36:17,320 - mmaction - INFO - Epoch [74][240/1253] lr: 3.000e-03, eta: 6:28:32, time: 0.742, data_time: 0.007, memory: 4833, top1_acc: 0.6891, top5_acc: 0.8688, loss_cls: 1.2571, loss: 1.2571, grad_norm: 4.8891 2020-08-14 22:36:31,817 - mmaction - INFO - Epoch [74][260/1253] lr: 3.000e-03, eta: 6:28:19, time: 0.728, data_time: 0.007, memory: 4833, top1_acc: 0.7013, top5_acc: 0.8771, loss_cls: 1.2172, loss: 1.2172, grad_norm: 4.8195 2020-08-14 22:36:45,460 - mmaction - INFO - Epoch [74][280/1253] lr: 3.000e-03, eta: 6:28:05, time: 0.680, data_time: 0.005, memory: 4833, top1_acc: 0.6987, top5_acc: 0.8776, loss_cls: 1.2238, loss: 1.2238, grad_norm: 4.8332 2020-08-14 22:37:00,753 - mmaction - INFO - Epoch [74][300/1253] lr: 3.000e-03, eta: 6:27:51, time: 0.765, data_time: 0.006, memory: 4833, top1_acc: 0.6966, top5_acc: 0.8805, loss_cls: 1.2430, loss: 1.2430, grad_norm: 4.8911 2020-08-14 22:37:13,227 - mmaction - INFO - Epoch [74][320/1253] lr: 3.000e-03, eta: 6:27:37, time: 0.623, data_time: 0.006, memory: 4833, top1_acc: 0.6906, top5_acc: 0.8745, loss_cls: 1.2245, loss: 1.2245, grad_norm: 4.8841 2020-08-14 22:37:28,011 - mmaction - INFO - Epoch [74][340/1253] lr: 3.000e-03, eta: 6:27:24, time: 0.740, data_time: 0.007, memory: 4833, top1_acc: 0.6911, top5_acc: 0.8727, loss_cls: 1.2266, loss: 1.2266, grad_norm: 4.8654 2020-08-14 22:37:41,887 - mmaction - INFO - Epoch [74][360/1253] lr: 3.000e-03, eta: 6:27:10, time: 0.692, data_time: 0.006, memory: 4833, top1_acc: 0.7154, top5_acc: 0.8865, loss_cls: 1.1598, loss: 1.1598, grad_norm: 4.6495 2020-08-14 22:37:55,684 - mmaction - INFO - Epoch [74][380/1253] lr: 3.000e-03, eta: 6:26:56, time: 0.691, data_time: 0.007, memory: 4833, top1_acc: 0.6922, top5_acc: 0.8799, loss_cls: 1.2333, loss: 1.2333, grad_norm: 4.8715 2020-08-14 22:38:10,328 - mmaction - INFO - Epoch [74][400/1253] lr: 3.000e-03, eta: 6:26:42, time: 0.733, data_time: 0.004, memory: 4833, top1_acc: 0.7042, top5_acc: 0.8823, loss_cls: 1.2001, loss: 1.2001, grad_norm: 4.8649 2020-08-14 22:38:24,706 - mmaction - INFO - Epoch [74][420/1253] lr: 3.000e-03, eta: 6:26:28, time: 0.716, data_time: 0.005, memory: 4833, top1_acc: 0.7021, top5_acc: 0.8724, loss_cls: 1.2068, loss: 1.2068, grad_norm: 4.7125 2020-08-14 22:38:38,148 - mmaction - INFO - Epoch [74][440/1253] lr: 3.000e-03, eta: 6:26:14, time: 0.673, data_time: 0.006, memory: 4833, top1_acc: 0.7023, top5_acc: 0.8742, loss_cls: 1.2176, loss: 1.2176, grad_norm: 4.8384 2020-08-14 22:38:52,444 - mmaction - INFO - Epoch [74][460/1253] lr: 3.000e-03, eta: 6:26:01, time: 0.715, data_time: 0.007, memory: 4833, top1_acc: 0.6992, top5_acc: 0.8737, loss_cls: 1.2271, loss: 1.2271, grad_norm: 4.7802 2020-08-14 22:39:06,663 - mmaction - INFO - Epoch [74][480/1253] lr: 3.000e-03, eta: 6:25:47, time: 0.712, data_time: 0.005, memory: 4833, top1_acc: 0.6901, top5_acc: 0.8776, loss_cls: 1.2576, loss: 1.2576, grad_norm: 4.8663 2020-08-14 22:39:20,724 - mmaction - INFO - Epoch [74][500/1253] lr: 3.000e-03, eta: 6:25:33, time: 0.700, data_time: 0.006, memory: 4833, top1_acc: 0.7044, top5_acc: 0.8729, loss_cls: 1.2449, loss: 1.2449, grad_norm: 4.8232 2020-08-14 22:39:34,441 - mmaction - INFO - Epoch [74][520/1253] lr: 3.000e-03, eta: 6:25:19, time: 0.688, data_time: 0.007, memory: 4833, top1_acc: 0.6953, top5_acc: 0.8724, loss_cls: 1.2339, loss: 1.2339, grad_norm: 4.9184 2020-08-14 22:39:47,877 - mmaction - INFO - Epoch [74][540/1253] lr: 3.000e-03, eta: 6:25:05, time: 0.670, data_time: 0.005, memory: 4833, top1_acc: 0.6953, top5_acc: 0.8810, loss_cls: 1.2279, loss: 1.2279, grad_norm: 4.8818 2020-08-14 22:40:02,220 - mmaction - INFO - Epoch [74][560/1253] lr: 3.000e-03, eta: 6:24:51, time: 0.718, data_time: 0.006, memory: 4833, top1_acc: 0.6924, top5_acc: 0.8758, loss_cls: 1.2679, loss: 1.2679, grad_norm: 4.9182 2020-08-14 22:40:16,389 - mmaction - INFO - Epoch [74][580/1253] lr: 3.000e-03, eta: 6:24:38, time: 0.709, data_time: 0.009, memory: 4833, top1_acc: 0.6914, top5_acc: 0.8724, loss_cls: 1.2444, loss: 1.2444, grad_norm: 4.9203 2020-08-14 22:40:30,660 - mmaction - INFO - Epoch [74][600/1253] lr: 3.000e-03, eta: 6:24:24, time: 0.711, data_time: 0.005, memory: 4833, top1_acc: 0.6974, top5_acc: 0.8732, loss_cls: 1.2626, loss: 1.2626, grad_norm: 4.8693 2020-08-14 22:40:44,091 - mmaction - INFO - Epoch [74][620/1253] lr: 3.000e-03, eta: 6:24:10, time: 0.673, data_time: 0.007, memory: 4833, top1_acc: 0.6833, top5_acc: 0.8763, loss_cls: 1.2624, loss: 1.2624, grad_norm: 4.9562 2020-08-14 22:40:57,907 - mmaction - INFO - Epoch [74][640/1253] lr: 3.000e-03, eta: 6:23:56, time: 0.691, data_time: 0.007, memory: 4833, top1_acc: 0.6909, top5_acc: 0.8734, loss_cls: 1.2340, loss: 1.2340, grad_norm: 4.8821 2020-08-14 22:41:10,993 - mmaction - INFO - Epoch [74][660/1253] lr: 3.000e-03, eta: 6:23:42, time: 0.655, data_time: 0.006, memory: 4833, top1_acc: 0.6781, top5_acc: 0.8701, loss_cls: 1.2664, loss: 1.2664, grad_norm: 4.8694 2020-08-14 22:41:25,095 - mmaction - INFO - Epoch [74][680/1253] lr: 3.000e-03, eta: 6:23:28, time: 0.704, data_time: 0.007, memory: 4833, top1_acc: 0.7086, top5_acc: 0.8807, loss_cls: 1.1852, loss: 1.1852, grad_norm: 4.6871 2020-08-14 22:41:38,940 - mmaction - INFO - Epoch [74][700/1253] lr: 3.000e-03, eta: 6:23:14, time: 0.694, data_time: 0.006, memory: 4833, top1_acc: 0.7036, top5_acc: 0.8776, loss_cls: 1.2138, loss: 1.2138, grad_norm: 4.9318 2020-08-14 22:41:53,705 - mmaction - INFO - Epoch [74][720/1253] lr: 3.000e-03, eta: 6:23:00, time: 0.736, data_time: 0.006, memory: 4833, top1_acc: 0.6956, top5_acc: 0.8839, loss_cls: 1.2243, loss: 1.2243, grad_norm: 4.9219 2020-08-14 22:42:07,431 - mmaction - INFO - Epoch [74][740/1253] lr: 3.000e-03, eta: 6:22:47, time: 0.688, data_time: 0.007, memory: 4833, top1_acc: 0.6997, top5_acc: 0.8865, loss_cls: 1.2135, loss: 1.2135, grad_norm: 4.8208 2020-08-14 22:42:22,388 - mmaction - INFO - Epoch [74][760/1253] lr: 3.000e-03, eta: 6:22:33, time: 0.748, data_time: 0.007, memory: 4833, top1_acc: 0.7034, top5_acc: 0.8786, loss_cls: 1.1907, loss: 1.1907, grad_norm: 4.7502 2020-08-14 22:42:36,466 - mmaction - INFO - Epoch [74][780/1253] lr: 3.000e-03, eta: 6:22:19, time: 0.705, data_time: 0.007, memory: 4833, top1_acc: 0.6794, top5_acc: 0.8667, loss_cls: 1.2863, loss: 1.2863, grad_norm: 4.9046 2020-08-14 22:42:50,885 - mmaction - INFO - Epoch [74][800/1253] lr: 3.000e-03, eta: 6:22:06, time: 0.719, data_time: 0.007, memory: 4833, top1_acc: 0.7076, top5_acc: 0.8844, loss_cls: 1.1976, loss: 1.1976, grad_norm: 4.7763 2020-08-14 22:43:04,173 - mmaction - INFO - Epoch [74][820/1253] lr: 3.000e-03, eta: 6:21:51, time: 0.665, data_time: 0.006, memory: 4833, top1_acc: 0.6938, top5_acc: 0.8753, loss_cls: 1.2301, loss: 1.2301, grad_norm: 4.8685 2020-08-14 22:43:19,534 - mmaction - INFO - Epoch [74][840/1253] lr: 3.000e-03, eta: 6:21:38, time: 0.769, data_time: 0.010, memory: 4833, top1_acc: 0.6937, top5_acc: 0.8828, loss_cls: 1.2257, loss: 1.2257, grad_norm: 4.8514 2020-08-14 22:43:33,313 - mmaction - INFO - Epoch [74][860/1253] lr: 3.000e-03, eta: 6:21:24, time: 0.687, data_time: 0.006, memory: 4833, top1_acc: 0.6852, top5_acc: 0.8721, loss_cls: 1.2640, loss: 1.2640, grad_norm: 4.8456 2020-08-14 22:43:47,001 - mmaction - INFO - Epoch [74][880/1253] lr: 3.000e-03, eta: 6:21:10, time: 0.687, data_time: 0.007, memory: 4833, top1_acc: 0.7008, top5_acc: 0.8760, loss_cls: 1.2100, loss: 1.2100, grad_norm: 4.7560 2020-08-14 22:44:01,176 - mmaction - INFO - Epoch [74][900/1253] lr: 3.000e-03, eta: 6:20:56, time: 0.706, data_time: 0.005, memory: 4833, top1_acc: 0.6896, top5_acc: 0.8703, loss_cls: 1.2487, loss: 1.2487, grad_norm: 4.9800 2020-08-14 22:44:14,861 - mmaction - INFO - Epoch [74][920/1253] lr: 3.000e-03, eta: 6:20:43, time: 0.686, data_time: 0.007, memory: 4833, top1_acc: 0.6961, top5_acc: 0.8823, loss_cls: 1.2473, loss: 1.2473, grad_norm: 4.9745 2020-08-14 22:44:28,858 - mmaction - INFO - Epoch [74][940/1253] lr: 3.000e-03, eta: 6:20:29, time: 0.698, data_time: 0.006, memory: 4833, top1_acc: 0.6977, top5_acc: 0.8701, loss_cls: 1.2252, loss: 1.2252, grad_norm: 4.9079 2020-08-14 22:44:42,519 - mmaction - INFO - Epoch [74][960/1253] lr: 3.000e-03, eta: 6:20:15, time: 0.685, data_time: 0.006, memory: 4833, top1_acc: 0.6940, top5_acc: 0.8729, loss_cls: 1.2388, loss: 1.2388, grad_norm: 4.8828 2020-08-14 22:44:56,613 - mmaction - INFO - Epoch [74][980/1253] lr: 3.000e-03, eta: 6:20:01, time: 0.704, data_time: 0.006, memory: 4833, top1_acc: 0.7010, top5_acc: 0.8818, loss_cls: 1.2135, loss: 1.2135, grad_norm: 4.8100 2020-08-14 22:45:11,210 - mmaction - INFO - Epoch [74][1000/1253] lr: 3.000e-03, eta: 6:19:47, time: 0.731, data_time: 0.005, memory: 4833, top1_acc: 0.7076, top5_acc: 0.8852, loss_cls: 1.1832, loss: 1.1832, grad_norm: 4.7987 2020-08-14 22:45:24,903 - mmaction - INFO - Epoch [74][1020/1253] lr: 3.000e-03, eta: 6:19:33, time: 0.683, data_time: 0.007, memory: 4833, top1_acc: 0.6956, top5_acc: 0.8747, loss_cls: 1.2596, loss: 1.2596, grad_norm: 4.9377 2020-08-14 22:45:38,019 - mmaction - INFO - Epoch [74][1040/1253] lr: 3.000e-03, eta: 6:19:19, time: 0.656, data_time: 0.006, memory: 4833, top1_acc: 0.7076, top5_acc: 0.8755, loss_cls: 1.2102, loss: 1.2102, grad_norm: 4.6407 2020-08-14 22:45:52,208 - mmaction - INFO - Epoch [74][1060/1253] lr: 3.000e-03, eta: 6:19:05, time: 0.709, data_time: 0.008, memory: 4833, top1_acc: 0.7031, top5_acc: 0.8753, loss_cls: 1.2294, loss: 1.2294, grad_norm: 4.9130 2020-08-14 22:46:06,249 - mmaction - INFO - Epoch [74][1080/1253] lr: 3.000e-03, eta: 6:18:52, time: 0.704, data_time: 0.007, memory: 4833, top1_acc: 0.6930, top5_acc: 0.8794, loss_cls: 1.2114, loss: 1.2114, grad_norm: 4.8694 2020-08-14 22:46:20,791 - mmaction - INFO - Epoch [74][1100/1253] lr: 3.000e-03, eta: 6:18:38, time: 0.725, data_time: 0.007, memory: 4833, top1_acc: 0.6826, top5_acc: 0.8740, loss_cls: 1.2860, loss: 1.2860, grad_norm: 4.9397 2020-08-14 22:46:35,112 - mmaction - INFO - Epoch [74][1120/1253] lr: 3.000e-03, eta: 6:18:24, time: 0.718, data_time: 0.007, memory: 4833, top1_acc: 0.7047, top5_acc: 0.8799, loss_cls: 1.2142, loss: 1.2142, grad_norm: 4.8404 2020-08-14 22:46:49,201 - mmaction - INFO - Epoch [74][1140/1253] lr: 3.000e-03, eta: 6:18:10, time: 0.703, data_time: 0.006, memory: 4833, top1_acc: 0.6917, top5_acc: 0.8732, loss_cls: 1.2348, loss: 1.2348, grad_norm: 4.8936 2020-08-14 22:47:03,878 - mmaction - INFO - Epoch [74][1160/1253] lr: 3.000e-03, eta: 6:17:57, time: 0.736, data_time: 0.007, memory: 4833, top1_acc: 0.6948, top5_acc: 0.8693, loss_cls: 1.2609, loss: 1.2609, grad_norm: 5.0184 2020-08-14 22:47:17,175 - mmaction - INFO - Epoch [74][1180/1253] lr: 3.000e-03, eta: 6:17:43, time: 0.661, data_time: 0.007, memory: 4833, top1_acc: 0.7198, top5_acc: 0.8898, loss_cls: 1.1588, loss: 1.1588, grad_norm: 4.8545 2020-08-14 22:47:30,876 - mmaction - INFO - Epoch [74][1200/1253] lr: 3.000e-03, eta: 6:17:29, time: 0.688, data_time: 0.007, memory: 4833, top1_acc: 0.6922, top5_acc: 0.8807, loss_cls: 1.2325, loss: 1.2325, grad_norm: 5.0221 2020-08-14 22:47:45,894 - mmaction - INFO - Epoch [74][1220/1253] lr: 3.000e-03, eta: 6:17:15, time: 0.751, data_time: 0.008, memory: 4833, top1_acc: 0.6831, top5_acc: 0.8651, loss_cls: 1.2934, loss: 1.2934, grad_norm: 5.0151 2020-08-14 22:47:59,659 - mmaction - INFO - Epoch [74][1240/1253] lr: 3.000e-03, eta: 6:17:01, time: 0.688, data_time: 0.005, memory: 4833, top1_acc: 0.6974, top5_acc: 0.8807, loss_cls: 1.2239, loss: 1.2239, grad_norm: 4.8895 2020-08-14 22:48:09,381 - mmaction - INFO - Saving checkpoint at 74 epochs 2020-08-14 22:48:31,336 - mmaction - INFO - Epoch [75][20/1253] lr: 3.000e-03, eta: 6:16:37, time: 0.992, data_time: 0.359, memory: 4833, top1_acc: 0.6943, top5_acc: 0.8763, loss_cls: 1.2438, loss: 1.2438, grad_norm: 4.9806 2020-08-14 22:48:43,968 - mmaction - INFO - Epoch [75][40/1253] lr: 3.000e-03, eta: 6:16:23, time: 0.634, data_time: 0.007, memory: 4833, top1_acc: 0.6997, top5_acc: 0.8805, loss_cls: 1.2128, loss: 1.2128, grad_norm: 4.8893 2020-08-14 22:48:57,261 - mmaction - INFO - Epoch [75][60/1253] lr: 3.000e-03, eta: 6:16:09, time: 0.660, data_time: 0.006, memory: 4833, top1_acc: 0.7029, top5_acc: 0.8844, loss_cls: 1.1929, loss: 1.1929, grad_norm: 4.8663 2020-08-14 22:49:10,819 - mmaction - INFO - Epoch [75][80/1253] lr: 3.000e-03, eta: 6:15:55, time: 0.683, data_time: 0.007, memory: 4833, top1_acc: 0.6990, top5_acc: 0.8779, loss_cls: 1.2206, loss: 1.2206, grad_norm: 4.7985 2020-08-14 22:49:23,633 - mmaction - INFO - Epoch [75][100/1253] lr: 3.000e-03, eta: 6:15:41, time: 0.638, data_time: 0.005, memory: 4833, top1_acc: 0.6969, top5_acc: 0.8784, loss_cls: 1.2181, loss: 1.2181, grad_norm: 4.8509 2020-08-14 22:49:38,943 - mmaction - INFO - Epoch [75][120/1253] lr: 3.000e-03, eta: 6:15:27, time: 0.767, data_time: 0.006, memory: 4833, top1_acc: 0.7021, top5_acc: 0.8826, loss_cls: 1.2150, loss: 1.2150, grad_norm: 4.8660 2020-08-14 22:49:52,995 - mmaction - INFO - Epoch [75][140/1253] lr: 3.000e-03, eta: 6:15:13, time: 0.698, data_time: 0.007, memory: 4833, top1_acc: 0.7086, top5_acc: 0.8880, loss_cls: 1.1812, loss: 1.1812, grad_norm: 4.8186 2020-08-14 22:50:06,147 - mmaction - INFO - Epoch [75][160/1253] lr: 3.000e-03, eta: 6:14:59, time: 0.662, data_time: 0.008, memory: 4833, top1_acc: 0.6953, top5_acc: 0.8833, loss_cls: 1.2177, loss: 1.2177, grad_norm: 4.9009 2020-08-14 22:50:20,211 - mmaction - INFO - Epoch [75][180/1253] lr: 3.000e-03, eta: 6:14:46, time: 0.699, data_time: 0.007, memory: 4833, top1_acc: 0.6997, top5_acc: 0.8883, loss_cls: 1.1873, loss: 1.1873, grad_norm: 4.9845 2020-08-14 22:50:34,686 - mmaction - INFO - Epoch [75][200/1253] lr: 3.000e-03, eta: 6:14:32, time: 0.729, data_time: 0.007, memory: 4833, top1_acc: 0.7055, top5_acc: 0.8747, loss_cls: 1.2073, loss: 1.2073, grad_norm: 4.9186 2020-08-14 22:50:49,229 - mmaction - INFO - Epoch [75][220/1253] lr: 3.000e-03, eta: 6:14:18, time: 0.723, data_time: 0.005, memory: 4833, top1_acc: 0.6992, top5_acc: 0.8818, loss_cls: 1.1830, loss: 1.1830, grad_norm: 4.9456 2020-08-14 22:51:03,623 - mmaction - INFO - Epoch [75][240/1253] lr: 3.000e-03, eta: 6:14:05, time: 0.723, data_time: 0.007, memory: 4833, top1_acc: 0.7076, top5_acc: 0.8820, loss_cls: 1.1808, loss: 1.1808, grad_norm: 4.9323 2020-08-14 22:51:18,097 - mmaction - INFO - Epoch [75][260/1253] lr: 3.000e-03, eta: 6:13:51, time: 0.718, data_time: 0.006, memory: 4833, top1_acc: 0.6977, top5_acc: 0.8807, loss_cls: 1.2082, loss: 1.2082, grad_norm: 4.9007 2020-08-14 22:51:31,951 - mmaction - INFO - Epoch [75][280/1253] lr: 3.000e-03, eta: 6:13:37, time: 0.697, data_time: 0.008, memory: 4833, top1_acc: 0.6982, top5_acc: 0.8766, loss_cls: 1.2074, loss: 1.2074, grad_norm: 4.9888 2020-08-14 22:51:45,880 - mmaction - INFO - Epoch [75][300/1253] lr: 3.000e-03, eta: 6:13:23, time: 0.696, data_time: 0.006, memory: 4833, top1_acc: 0.7044, top5_acc: 0.8784, loss_cls: 1.2206, loss: 1.2206, grad_norm: 4.9669 2020-08-14 22:52:01,049 - mmaction - INFO - Epoch [75][320/1253] lr: 3.000e-03, eta: 6:13:10, time: 0.761, data_time: 0.005, memory: 4833, top1_acc: 0.6922, top5_acc: 0.8844, loss_cls: 1.2005, loss: 1.2005, grad_norm: 4.9438 2020-08-14 22:52:14,650 - mmaction - INFO - Epoch [75][340/1253] lr: 3.000e-03, eta: 6:12:56, time: 0.679, data_time: 0.005, memory: 4833, top1_acc: 0.6956, top5_acc: 0.8792, loss_cls: 1.2191, loss: 1.2191, grad_norm: 4.8946 2020-08-14 22:52:28,066 - mmaction - INFO - Epoch [75][360/1253] lr: 3.000e-03, eta: 6:12:42, time: 0.672, data_time: 0.007, memory: 4833, top1_acc: 0.6911, top5_acc: 0.8716, loss_cls: 1.2693, loss: 1.2693, grad_norm: 4.9956 2020-08-14 22:52:42,508 - mmaction - INFO - Epoch [75][380/1253] lr: 3.000e-03, eta: 6:12:28, time: 0.718, data_time: 0.006, memory: 4833, top1_acc: 0.7172, top5_acc: 0.8872, loss_cls: 1.1553, loss: 1.1553, grad_norm: 4.7582 2020-08-14 22:52:55,825 - mmaction - INFO - Epoch [75][400/1253] lr: 3.000e-03, eta: 6:12:14, time: 0.671, data_time: 0.007, memory: 4833, top1_acc: 0.7049, top5_acc: 0.8766, loss_cls: 1.2078, loss: 1.2078, grad_norm: 4.9114 2020-08-14 22:53:09,730 - mmaction - INFO - Epoch [75][420/1253] lr: 3.000e-03, eta: 6:12:00, time: 0.690, data_time: 0.006, memory: 4833, top1_acc: 0.6909, top5_acc: 0.8703, loss_cls: 1.2614, loss: 1.2614, grad_norm: 4.8741 2020-08-14 22:53:23,107 - mmaction - INFO - Epoch [75][440/1253] lr: 3.000e-03, eta: 6:11:46, time: 0.673, data_time: 0.008, memory: 4833, top1_acc: 0.6987, top5_acc: 0.8836, loss_cls: 1.1964, loss: 1.1964, grad_norm: 4.8721 2020-08-14 22:53:37,689 - mmaction - INFO - Epoch [75][460/1253] lr: 3.000e-03, eta: 6:11:32, time: 0.726, data_time: 0.008, memory: 4833, top1_acc: 0.6977, top5_acc: 0.8784, loss_cls: 1.2262, loss: 1.2262, grad_norm: 4.9316 2020-08-14 22:53:50,914 - mmaction - INFO - Epoch [75][480/1253] lr: 3.000e-03, eta: 6:11:18, time: 0.665, data_time: 0.007, memory: 4833, top1_acc: 0.7065, top5_acc: 0.8857, loss_cls: 1.1965, loss: 1.1965, grad_norm: 4.7515 2020-08-14 22:54:05,102 - mmaction - INFO - Epoch [75][500/1253] lr: 3.000e-03, eta: 6:11:04, time: 0.705, data_time: 0.007, memory: 4833, top1_acc: 0.7104, top5_acc: 0.8711, loss_cls: 1.2170, loss: 1.2170, grad_norm: 4.8321 2020-08-14 22:54:17,716 - mmaction - INFO - Epoch [75][520/1253] lr: 3.000e-03, eta: 6:10:50, time: 0.634, data_time: 0.007, memory: 4833, top1_acc: 0.6995, top5_acc: 0.8773, loss_cls: 1.2081, loss: 1.2081, grad_norm: 4.7663 2020-08-14 22:54:31,573 - mmaction - INFO - Epoch [75][540/1253] lr: 3.000e-03, eta: 6:10:36, time: 0.690, data_time: 0.006, memory: 4833, top1_acc: 0.7005, top5_acc: 0.8779, loss_cls: 1.2136, loss: 1.2136, grad_norm: 4.9199 2020-08-14 22:54:46,278 - mmaction - INFO - Epoch [75][560/1253] lr: 3.000e-03, eta: 6:10:23, time: 0.739, data_time: 0.008, memory: 4833, top1_acc: 0.7016, top5_acc: 0.8875, loss_cls: 1.1696, loss: 1.1696, grad_norm: 4.7721 2020-08-14 22:54:59,868 - mmaction - INFO - Epoch [75][580/1253] lr: 3.000e-03, eta: 6:10:09, time: 0.677, data_time: 0.006, memory: 4833, top1_acc: 0.6919, top5_acc: 0.8755, loss_cls: 1.2333, loss: 1.2333, grad_norm: 4.9935 2020-08-14 22:55:13,763 - mmaction - INFO - Epoch [75][600/1253] lr: 3.000e-03, eta: 6:09:55, time: 0.697, data_time: 0.007, memory: 4833, top1_acc: 0.6867, top5_acc: 0.8792, loss_cls: 1.2422, loss: 1.2422, grad_norm: 4.9290 2020-08-14 22:55:27,240 - mmaction - INFO - Epoch [75][620/1253] lr: 3.000e-03, eta: 6:09:41, time: 0.675, data_time: 0.007, memory: 4833, top1_acc: 0.7016, top5_acc: 0.8763, loss_cls: 1.2217, loss: 1.2217, grad_norm: 4.8878 2020-08-14 22:55:41,293 - mmaction - INFO - Epoch [75][640/1253] lr: 3.000e-03, eta: 6:09:27, time: 0.701, data_time: 0.004, memory: 4833, top1_acc: 0.7026, top5_acc: 0.8857, loss_cls: 1.2009, loss: 1.2009, grad_norm: 4.9646 2020-08-14 22:55:55,073 - mmaction - INFO - Epoch [75][660/1253] lr: 3.000e-03, eta: 6:09:13, time: 0.687, data_time: 0.008, memory: 4833, top1_acc: 0.6893, top5_acc: 0.8755, loss_cls: 1.2469, loss: 1.2469, grad_norm: 4.9249 2020-08-14 22:56:08,861 - mmaction - INFO - Epoch [75][680/1253] lr: 3.000e-03, eta: 6:08:59, time: 0.691, data_time: 0.008, memory: 4833, top1_acc: 0.6966, top5_acc: 0.8805, loss_cls: 1.2167, loss: 1.2167, grad_norm: 4.9488 2020-08-14 22:56:23,654 - mmaction - INFO - Epoch [75][700/1253] lr: 3.000e-03, eta: 6:08:46, time: 0.740, data_time: 0.006, memory: 4833, top1_acc: 0.6826, top5_acc: 0.8745, loss_cls: 1.2670, loss: 1.2670, grad_norm: 5.0424 2020-08-14 22:56:38,155 - mmaction - INFO - Epoch [75][720/1253] lr: 3.000e-03, eta: 6:08:32, time: 0.723, data_time: 0.008, memory: 4833, top1_acc: 0.6951, top5_acc: 0.8753, loss_cls: 1.2322, loss: 1.2322, grad_norm: 4.8200 2020-08-14 22:56:51,523 - mmaction - INFO - Epoch [75][740/1253] lr: 3.000e-03, eta: 6:08:18, time: 0.671, data_time: 0.007, memory: 4833, top1_acc: 0.6990, top5_acc: 0.8862, loss_cls: 1.1961, loss: 1.1961, grad_norm: 4.9547 2020-08-14 22:57:06,979 - mmaction - INFO - Epoch [75][760/1253] lr: 3.000e-03, eta: 6:08:04, time: 0.772, data_time: 0.006, memory: 4833, top1_acc: 0.6826, top5_acc: 0.8698, loss_cls: 1.2729, loss: 1.2729, grad_norm: 4.8624 2020-08-14 22:57:20,235 - mmaction - INFO - Epoch [75][780/1253] lr: 3.000e-03, eta: 6:07:50, time: 0.662, data_time: 0.005, memory: 4833, top1_acc: 0.6893, top5_acc: 0.8729, loss_cls: 1.2676, loss: 1.2676, grad_norm: 4.8997 2020-08-14 22:57:33,990 - mmaction - INFO - Epoch [75][800/1253] lr: 3.000e-03, eta: 6:07:36, time: 0.688, data_time: 0.007, memory: 4833, top1_acc: 0.6917, top5_acc: 0.8768, loss_cls: 1.2409, loss: 1.2409, grad_norm: 4.8234 2020-08-14 22:57:47,501 - mmaction - INFO - Epoch [75][820/1253] lr: 3.000e-03, eta: 6:07:22, time: 0.676, data_time: 0.006, memory: 4833, top1_acc: 0.6937, top5_acc: 0.8799, loss_cls: 1.2322, loss: 1.2322, grad_norm: 4.9925 2020-08-14 22:58:02,022 - mmaction - INFO - Epoch [75][840/1253] lr: 3.000e-03, eta: 6:07:09, time: 0.726, data_time: 0.007, memory: 4833, top1_acc: 0.7063, top5_acc: 0.8768, loss_cls: 1.2011, loss: 1.2011, grad_norm: 4.9079 2020-08-14 22:58:16,441 - mmaction - INFO - Epoch [75][860/1253] lr: 3.000e-03, eta: 6:06:55, time: 0.722, data_time: 0.005, memory: 4833, top1_acc: 0.7122, top5_acc: 0.8862, loss_cls: 1.1717, loss: 1.1717, grad_norm: 4.8121 2020-08-14 22:58:30,666 - mmaction - INFO - Epoch [75][880/1253] lr: 3.000e-03, eta: 6:06:41, time: 0.709, data_time: 0.006, memory: 4833, top1_acc: 0.6945, top5_acc: 0.8674, loss_cls: 1.2518, loss: 1.2518, grad_norm: 4.8614 2020-08-14 22:58:45,231 - mmaction - INFO - Epoch [75][900/1253] lr: 3.000e-03, eta: 6:06:28, time: 0.730, data_time: 0.007, memory: 4833, top1_acc: 0.6969, top5_acc: 0.8750, loss_cls: 1.2478, loss: 1.2478, grad_norm: 5.0355 2020-08-14 22:58:58,279 - mmaction - INFO - Epoch [75][920/1253] lr: 3.000e-03, eta: 6:06:13, time: 0.650, data_time: 0.007, memory: 4833, top1_acc: 0.6974, top5_acc: 0.8750, loss_cls: 1.2321, loss: 1.2321, grad_norm: 4.9307 2020-08-14 22:59:12,965 - mmaction - INFO - Epoch [75][940/1253] lr: 3.000e-03, eta: 6:06:00, time: 0.738, data_time: 0.007, memory: 4833, top1_acc: 0.6865, top5_acc: 0.8721, loss_cls: 1.2763, loss: 1.2763, grad_norm: 4.9958 2020-08-14 22:59:26,006 - mmaction - INFO - Epoch [75][960/1253] lr: 3.000e-03, eta: 6:05:46, time: 0.650, data_time: 0.006, memory: 4833, top1_acc: 0.7039, top5_acc: 0.8729, loss_cls: 1.2245, loss: 1.2245, grad_norm: 4.9585 2020-08-14 22:59:39,323 - mmaction - INFO - Epoch [75][980/1253] lr: 3.000e-03, eta: 6:05:32, time: 0.666, data_time: 0.006, memory: 4833, top1_acc: 0.6969, top5_acc: 0.8721, loss_cls: 1.2453, loss: 1.2453, grad_norm: 4.9876 2020-08-14 22:59:52,747 - mmaction - INFO - Epoch [75][1000/1253] lr: 3.000e-03, eta: 6:05:18, time: 0.669, data_time: 0.007, memory: 4833, top1_acc: 0.7023, top5_acc: 0.8810, loss_cls: 1.2099, loss: 1.2099, grad_norm: 4.8201 2020-08-14 23:00:10,182 - mmaction - INFO - Epoch [75][1020/1253] lr: 3.000e-03, eta: 6:05:05, time: 0.874, data_time: 0.007, memory: 4833, top1_acc: 0.6888, top5_acc: 0.8719, loss_cls: 1.2348, loss: 1.2348, grad_norm: 4.8506 2020-08-14 23:00:24,222 - mmaction - INFO - Epoch [75][1040/1253] lr: 3.000e-03, eta: 6:04:51, time: 0.699, data_time: 0.015, memory: 4833, top1_acc: 0.6867, top5_acc: 0.8656, loss_cls: 1.2840, loss: 1.2840, grad_norm: 4.9743 2020-08-14 23:00:37,480 - mmaction - INFO - Epoch [75][1060/1253] lr: 3.000e-03, eta: 6:04:37, time: 0.666, data_time: 0.007, memory: 4833, top1_acc: 0.6919, top5_acc: 0.8727, loss_cls: 1.2334, loss: 1.2334, grad_norm: 4.9464 2020-08-14 23:00:50,663 - mmaction - INFO - Epoch [75][1080/1253] lr: 3.000e-03, eta: 6:04:23, time: 0.660, data_time: 0.007, memory: 4833, top1_acc: 0.6875, top5_acc: 0.8693, loss_cls: 1.2826, loss: 1.2826, grad_norm: 4.9061 2020-08-14 23:01:04,886 - mmaction - INFO - Epoch [75][1100/1253] lr: 3.000e-03, eta: 6:04:09, time: 0.711, data_time: 0.004, memory: 4833, top1_acc: 0.6943, top5_acc: 0.8781, loss_cls: 1.2306, loss: 1.2306, grad_norm: 4.8683 2020-08-14 23:01:19,084 - mmaction - INFO - Epoch [75][1120/1253] lr: 3.000e-03, eta: 6:03:55, time: 0.707, data_time: 0.008, memory: 4833, top1_acc: 0.6953, top5_acc: 0.8815, loss_cls: 1.2167, loss: 1.2167, grad_norm: 4.9320 2020-08-14 23:01:32,530 - mmaction - INFO - Epoch [75][1140/1253] lr: 3.000e-03, eta: 6:03:41, time: 0.674, data_time: 0.008, memory: 4833, top1_acc: 0.7010, top5_acc: 0.8773, loss_cls: 1.2349, loss: 1.2349, grad_norm: 4.9781 2020-08-14 23:01:47,152 - mmaction - INFO - Epoch [75][1160/1253] lr: 3.000e-03, eta: 6:03:28, time: 0.730, data_time: 0.009, memory: 4833, top1_acc: 0.6909, top5_acc: 0.8810, loss_cls: 1.2211, loss: 1.2211, grad_norm: 4.9617 2020-08-14 23:02:00,689 - mmaction - INFO - Epoch [75][1180/1253] lr: 3.000e-03, eta: 6:03:14, time: 0.678, data_time: 0.008, memory: 4833, top1_acc: 0.6977, top5_acc: 0.8737, loss_cls: 1.2324, loss: 1.2324, grad_norm: 5.0083 2020-08-14 23:02:15,219 - mmaction - INFO - Epoch [75][1200/1253] lr: 3.000e-03, eta: 6:03:00, time: 0.723, data_time: 0.008, memory: 4833, top1_acc: 0.7076, top5_acc: 0.8839, loss_cls: 1.1988, loss: 1.1988, grad_norm: 4.8707 2020-08-14 23:02:28,356 - mmaction - INFO - Epoch [75][1220/1253] lr: 3.000e-03, eta: 6:02:46, time: 0.659, data_time: 0.008, memory: 4833, top1_acc: 0.6948, top5_acc: 0.8789, loss_cls: 1.2319, loss: 1.2319, grad_norm: 5.0027 2020-08-14 23:02:41,777 - mmaction - INFO - Epoch [75][1240/1253] lr: 3.000e-03, eta: 6:02:32, time: 0.671, data_time: 0.009, memory: 4833, top1_acc: 0.6990, top5_acc: 0.8695, loss_cls: 1.2455, loss: 1.2455, grad_norm: 4.9703 2020-08-14 23:02:50,643 - mmaction - INFO - Saving checkpoint at 75 epochs 2020-08-14 23:03:17,755 - mmaction - INFO - Epoch [76][20/1253] lr: 3.000e-03, eta: 6:02:10, time: 1.312, data_time: 0.683, memory: 4833, top1_acc: 0.6901, top5_acc: 0.8672, loss_cls: 1.2667, loss: 1.2667, grad_norm: 5.0992 2020-08-14 23:03:30,975 - mmaction - INFO - Epoch [76][40/1253] lr: 3.000e-03, eta: 6:01:56, time: 0.664, data_time: 0.006, memory: 4833, top1_acc: 0.7076, top5_acc: 0.8836, loss_cls: 1.1607, loss: 1.1607, grad_norm: 4.9187 2020-08-14 23:03:44,536 - mmaction - INFO - Epoch [76][60/1253] lr: 3.000e-03, eta: 6:01:42, time: 0.678, data_time: 0.007, memory: 4833, top1_acc: 0.7133, top5_acc: 0.8794, loss_cls: 1.1728, loss: 1.1728, grad_norm: 5.0034 2020-08-14 23:03:57,219 - mmaction - INFO - Epoch [76][80/1253] lr: 3.000e-03, eta: 6:01:28, time: 0.633, data_time: 0.009, memory: 4833, top1_acc: 0.7026, top5_acc: 0.8857, loss_cls: 1.1987, loss: 1.1987, grad_norm: 5.0598 2020-08-14 23:04:10,635 - mmaction - INFO - Epoch [76][100/1253] lr: 3.000e-03, eta: 6:01:14, time: 0.673, data_time: 0.006, memory: 4833, top1_acc: 0.6979, top5_acc: 0.8734, loss_cls: 1.2552, loss: 1.2552, grad_norm: 4.9777 2020-08-14 23:04:26,170 - mmaction - INFO - Epoch [76][120/1253] lr: 3.000e-03, eta: 6:01:00, time: 0.775, data_time: 0.008, memory: 4833, top1_acc: 0.6969, top5_acc: 0.8831, loss_cls: 1.2180, loss: 1.2180, grad_norm: 4.9617 2020-08-14 23:04:39,238 - mmaction - INFO - Epoch [76][140/1253] lr: 3.000e-03, eta: 6:00:46, time: 0.654, data_time: 0.007, memory: 4833, top1_acc: 0.7078, top5_acc: 0.8818, loss_cls: 1.2017, loss: 1.2017, grad_norm: 4.8247 2020-08-14 23:04:52,454 - mmaction - INFO - Epoch [76][160/1253] lr: 3.000e-03, eta: 6:00:32, time: 0.660, data_time: 0.009, memory: 4833, top1_acc: 0.6911, top5_acc: 0.8786, loss_cls: 1.2280, loss: 1.2280, grad_norm: 4.9248 2020-08-14 23:05:05,764 - mmaction - INFO - Epoch [76][180/1253] lr: 3.000e-03, eta: 6:00:18, time: 0.665, data_time: 0.007, memory: 4833, top1_acc: 0.7130, top5_acc: 0.8875, loss_cls: 1.1618, loss: 1.1618, grad_norm: 4.7821 2020-08-14 23:05:20,753 - mmaction - INFO - Epoch [76][200/1253] lr: 3.000e-03, eta: 6:00:04, time: 0.749, data_time: 0.006, memory: 4833, top1_acc: 0.6919, top5_acc: 0.8737, loss_cls: 1.2396, loss: 1.2396, grad_norm: 4.8343 2020-08-14 23:05:34,491 - mmaction - INFO - Epoch [76][220/1253] lr: 3.000e-03, eta: 5:59:51, time: 0.688, data_time: 0.007, memory: 4833, top1_acc: 0.7036, top5_acc: 0.8766, loss_cls: 1.2144, loss: 1.2144, grad_norm: 4.8693 2020-08-14 23:05:48,844 - mmaction - INFO - Epoch [76][240/1253] lr: 3.000e-03, eta: 5:59:37, time: 0.715, data_time: 0.003, memory: 4833, top1_acc: 0.6964, top5_acc: 0.8737, loss_cls: 1.2315, loss: 1.2315, grad_norm: 4.9896 2020-08-14 23:06:02,324 - mmaction - INFO - Epoch [76][260/1253] lr: 3.000e-03, eta: 5:59:23, time: 0.677, data_time: 0.006, memory: 4833, top1_acc: 0.6964, top5_acc: 0.8786, loss_cls: 1.2248, loss: 1.2248, grad_norm: 4.9024 2020-08-14 23:06:16,136 - mmaction - INFO - Epoch [76][280/1253] lr: 3.000e-03, eta: 5:59:09, time: 0.688, data_time: 0.005, memory: 4833, top1_acc: 0.7023, top5_acc: 0.8805, loss_cls: 1.1851, loss: 1.1851, grad_norm: 4.9892 2020-08-14 23:06:29,604 - mmaction - INFO - Epoch [76][300/1253] lr: 3.000e-03, eta: 5:58:55, time: 0.676, data_time: 0.005, memory: 4833, top1_acc: 0.7047, top5_acc: 0.8826, loss_cls: 1.2092, loss: 1.2092, grad_norm: 4.9782 2020-08-14 23:06:44,980 - mmaction - INFO - Epoch [76][320/1253] lr: 3.000e-03, eta: 5:58:41, time: 0.767, data_time: 0.006, memory: 4833, top1_acc: 0.7036, top5_acc: 0.8781, loss_cls: 1.2086, loss: 1.2086, grad_norm: 5.0279 2020-08-14 23:06:58,127 - mmaction - INFO - Epoch [76][340/1253] lr: 3.000e-03, eta: 5:58:27, time: 0.659, data_time: 0.008, memory: 4833, top1_acc: 0.7052, top5_acc: 0.8891, loss_cls: 1.1644, loss: 1.1644, grad_norm: 4.9033 2020-08-14 23:07:11,367 - mmaction - INFO - Epoch [76][360/1253] lr: 3.000e-03, eta: 5:58:13, time: 0.661, data_time: 0.006, memory: 4833, top1_acc: 0.7021, top5_acc: 0.8854, loss_cls: 1.1796, loss: 1.1796, grad_norm: 4.9341 2020-08-14 23:07:25,564 - mmaction - INFO - Epoch [76][380/1253] lr: 3.000e-03, eta: 5:57:59, time: 0.712, data_time: 0.007, memory: 4833, top1_acc: 0.7115, top5_acc: 0.8872, loss_cls: 1.1736, loss: 1.1736, grad_norm: 4.8064 2020-08-14 23:07:38,414 - mmaction - INFO - Epoch [76][400/1253] lr: 3.000e-03, eta: 5:57:45, time: 0.640, data_time: 0.007, memory: 4833, top1_acc: 0.7156, top5_acc: 0.8911, loss_cls: 1.1290, loss: 1.1290, grad_norm: 4.8750 2020-08-14 23:07:52,862 - mmaction - INFO - Epoch [76][420/1253] lr: 3.000e-03, eta: 5:57:32, time: 0.724, data_time: 0.007, memory: 4833, top1_acc: 0.6956, top5_acc: 0.8758, loss_cls: 1.2201, loss: 1.2201, grad_norm: 4.9461 2020-08-14 23:08:07,211 - mmaction - INFO - Epoch [76][440/1253] lr: 3.000e-03, eta: 5:57:18, time: 0.714, data_time: 0.007, memory: 4833, top1_acc: 0.7029, top5_acc: 0.8776, loss_cls: 1.1932, loss: 1.1932, grad_norm: 4.9416 2020-08-14 23:08:20,824 - mmaction - INFO - Epoch [76][460/1253] lr: 3.000e-03, eta: 5:57:04, time: 0.683, data_time: 0.006, memory: 4833, top1_acc: 0.7029, top5_acc: 0.8776, loss_cls: 1.2150, loss: 1.2150, grad_norm: 4.9254 2020-08-14 23:08:35,148 - mmaction - INFO - Epoch [76][480/1253] lr: 3.000e-03, eta: 5:56:50, time: 0.715, data_time: 0.007, memory: 4833, top1_acc: 0.7083, top5_acc: 0.8813, loss_cls: 1.1986, loss: 1.1986, grad_norm: 4.8585 2020-08-14 23:08:49,108 - mmaction - INFO - Epoch [76][500/1253] lr: 3.000e-03, eta: 5:56:36, time: 0.699, data_time: 0.007, memory: 4833, top1_acc: 0.7089, top5_acc: 0.8883, loss_cls: 1.1567, loss: 1.1567, grad_norm: 4.9217 2020-08-14 23:09:04,625 - mmaction - INFO - Epoch [76][520/1253] lr: 3.000e-03, eta: 5:56:23, time: 0.775, data_time: 0.009, memory: 4833, top1_acc: 0.6971, top5_acc: 0.8742, loss_cls: 1.2522, loss: 1.2522, grad_norm: 4.9844 2020-08-14 23:09:18,570 - mmaction - INFO - Epoch [76][540/1253] lr: 3.000e-03, eta: 5:56:09, time: 0.699, data_time: 0.005, memory: 4833, top1_acc: 0.6862, top5_acc: 0.8755, loss_cls: 1.2754, loss: 1.2754, grad_norm: 5.0760 2020-08-14 23:09:32,137 - mmaction - INFO - Epoch [76][560/1253] lr: 3.000e-03, eta: 5:55:55, time: 0.676, data_time: 0.006, memory: 4833, top1_acc: 0.6956, top5_acc: 0.8742, loss_cls: 1.2349, loss: 1.2349, grad_norm: 4.8599 2020-08-14 23:09:45,907 - mmaction - INFO - Epoch [76][580/1253] lr: 3.000e-03, eta: 5:55:41, time: 0.690, data_time: 0.006, memory: 4833, top1_acc: 0.6885, top5_acc: 0.8716, loss_cls: 1.2744, loss: 1.2744, grad_norm: 5.0376 2020-08-14 23:10:00,142 - mmaction - INFO - Epoch [76][600/1253] lr: 3.000e-03, eta: 5:55:27, time: 0.710, data_time: 0.007, memory: 4833, top1_acc: 0.7016, top5_acc: 0.8789, loss_cls: 1.2309, loss: 1.2309, grad_norm: 4.9226 2020-08-14 23:10:14,016 - mmaction - INFO - Epoch [76][620/1253] lr: 3.000e-03, eta: 5:55:13, time: 0.696, data_time: 0.007, memory: 4833, top1_acc: 0.7081, top5_acc: 0.8893, loss_cls: 1.1641, loss: 1.1641, grad_norm: 4.9084 2020-08-14 23:10:27,823 - mmaction - INFO - Epoch [76][640/1253] lr: 3.000e-03, eta: 5:55:00, time: 0.689, data_time: 0.007, memory: 4833, top1_acc: 0.6982, top5_acc: 0.8766, loss_cls: 1.2123, loss: 1.2123, grad_norm: 4.8836 2020-08-14 23:10:42,839 - mmaction - INFO - Epoch [76][660/1253] lr: 3.000e-03, eta: 5:54:46, time: 0.752, data_time: 0.006, memory: 4833, top1_acc: 0.7008, top5_acc: 0.8815, loss_cls: 1.2134, loss: 1.2134, grad_norm: 4.9509 2020-08-14 23:10:57,418 - mmaction - INFO - Epoch [76][680/1253] lr: 3.000e-03, eta: 5:54:32, time: 0.727, data_time: 0.006, memory: 4833, top1_acc: 0.7073, top5_acc: 0.8786, loss_cls: 1.1974, loss: 1.1974, grad_norm: 4.7769 2020-08-14 23:11:11,945 - mmaction - INFO - Epoch [76][700/1253] lr: 3.000e-03, eta: 5:54:19, time: 0.729, data_time: 0.007, memory: 4833, top1_acc: 0.7018, top5_acc: 0.8852, loss_cls: 1.2039, loss: 1.2039, grad_norm: 4.9685 2020-08-14 23:11:26,168 - mmaction - INFO - Epoch [76][720/1253] lr: 3.000e-03, eta: 5:54:05, time: 0.707, data_time: 0.006, memory: 4833, top1_acc: 0.6935, top5_acc: 0.8747, loss_cls: 1.2378, loss: 1.2378, grad_norm: 5.0779 2020-08-14 23:11:40,309 - mmaction - INFO - Epoch [76][740/1253] lr: 3.000e-03, eta: 5:53:51, time: 0.711, data_time: 0.008, memory: 4833, top1_acc: 0.7023, top5_acc: 0.8826, loss_cls: 1.1991, loss: 1.1991, grad_norm: 4.9881 2020-08-14 23:11:54,167 - mmaction - INFO - Epoch [76][760/1253] lr: 3.000e-03, eta: 5:53:37, time: 0.691, data_time: 0.005, memory: 4833, top1_acc: 0.7049, top5_acc: 0.8818, loss_cls: 1.2136, loss: 1.2136, grad_norm: 4.9954 2020-08-14 23:12:08,183 - mmaction - INFO - Epoch [76][780/1253] lr: 3.000e-03, eta: 5:53:23, time: 0.703, data_time: 0.006, memory: 4833, top1_acc: 0.6995, top5_acc: 0.8773, loss_cls: 1.2331, loss: 1.2331, grad_norm: 5.0607 2020-08-14 23:12:22,066 - mmaction - INFO - Epoch [76][800/1253] lr: 3.000e-03, eta: 5:53:10, time: 0.691, data_time: 0.007, memory: 4833, top1_acc: 0.6880, top5_acc: 0.8737, loss_cls: 1.2572, loss: 1.2572, grad_norm: 4.9399 2020-08-14 23:12:35,966 - mmaction - INFO - Epoch [76][820/1253] lr: 3.000e-03, eta: 5:52:56, time: 0.697, data_time: 0.006, memory: 4833, top1_acc: 0.7018, top5_acc: 0.8820, loss_cls: 1.2199, loss: 1.2199, grad_norm: 4.9631 2020-08-14 23:12:49,947 - mmaction - INFO - Epoch [76][840/1253] lr: 3.000e-03, eta: 5:52:42, time: 0.697, data_time: 0.007, memory: 4833, top1_acc: 0.6872, top5_acc: 0.8672, loss_cls: 1.2832, loss: 1.2832, grad_norm: 5.1116 2020-08-14 23:13:04,604 - mmaction - INFO - Epoch [76][860/1253] lr: 3.000e-03, eta: 5:52:28, time: 0.735, data_time: 0.007, memory: 4833, top1_acc: 0.7094, top5_acc: 0.8815, loss_cls: 1.2118, loss: 1.2118, grad_norm: 4.8922 2020-08-14 23:13:18,080 - mmaction - INFO - Epoch [76][880/1253] lr: 3.000e-03, eta: 5:52:14, time: 0.672, data_time: 0.003, memory: 4833, top1_acc: 0.6974, top5_acc: 0.8734, loss_cls: 1.2350, loss: 1.2350, grad_norm: 4.9111 2020-08-14 23:13:32,084 - mmaction - INFO - Epoch [76][900/1253] lr: 3.000e-03, eta: 5:52:00, time: 0.703, data_time: 0.008, memory: 4833, top1_acc: 0.7034, top5_acc: 0.8781, loss_cls: 1.2154, loss: 1.2154, grad_norm: 5.0242 2020-08-14 23:13:46,034 - mmaction - INFO - Epoch [76][920/1253] lr: 3.000e-03, eta: 5:51:46, time: 0.696, data_time: 0.003, memory: 4833, top1_acc: 0.6992, top5_acc: 0.8753, loss_cls: 1.2279, loss: 1.2279, grad_norm: 4.9657 2020-08-14 23:14:00,169 - mmaction - INFO - Epoch [76][940/1253] lr: 3.000e-03, eta: 5:51:33, time: 0.705, data_time: 0.009, memory: 4833, top1_acc: 0.6885, top5_acc: 0.8789, loss_cls: 1.2409, loss: 1.2409, grad_norm: 4.9803 2020-08-14 23:14:13,238 - mmaction - INFO - Epoch [76][960/1253] lr: 3.000e-03, eta: 5:51:18, time: 0.656, data_time: 0.007, memory: 4833, top1_acc: 0.6974, top5_acc: 0.8820, loss_cls: 1.2142, loss: 1.2142, grad_norm: 5.0848 2020-08-14 23:14:27,166 - mmaction - INFO - Epoch [76][980/1253] lr: 3.000e-03, eta: 5:51:05, time: 0.694, data_time: 0.006, memory: 4833, top1_acc: 0.6958, top5_acc: 0.8758, loss_cls: 1.2372, loss: 1.2372, grad_norm: 5.0038 2020-08-14 23:14:41,790 - mmaction - INFO - Epoch [76][1000/1253] lr: 3.000e-03, eta: 5:50:51, time: 0.734, data_time: 0.006, memory: 4833, top1_acc: 0.7062, top5_acc: 0.8797, loss_cls: 1.2122, loss: 1.2122, grad_norm: 4.8793 2020-08-14 23:14:55,459 - mmaction - INFO - Epoch [76][1020/1253] lr: 3.000e-03, eta: 5:50:37, time: 0.680, data_time: 0.005, memory: 4833, top1_acc: 0.7000, top5_acc: 0.8779, loss_cls: 1.2209, loss: 1.2209, grad_norm: 4.9432 2020-08-14 23:15:10,824 - mmaction - INFO - Epoch [76][1040/1253] lr: 3.000e-03, eta: 5:50:24, time: 0.771, data_time: 0.007, memory: 4833, top1_acc: 0.7016, top5_acc: 0.8776, loss_cls: 1.2166, loss: 1.2166, grad_norm: 4.9775 2020-08-14 23:15:24,351 - mmaction - INFO - Epoch [76][1060/1253] lr: 3.000e-03, eta: 5:50:10, time: 0.674, data_time: 0.008, memory: 4833, top1_acc: 0.6872, top5_acc: 0.8781, loss_cls: 1.2355, loss: 1.2355, grad_norm: 5.1282 2020-08-14 23:15:37,289 - mmaction - INFO - Epoch [76][1080/1253] lr: 3.000e-03, eta: 5:49:55, time: 0.648, data_time: 0.007, memory: 4833, top1_acc: 0.7042, top5_acc: 0.8760, loss_cls: 1.2125, loss: 1.2125, grad_norm: 4.9975 2020-08-14 23:15:50,554 - mmaction - INFO - Epoch [76][1100/1253] lr: 3.000e-03, eta: 5:49:41, time: 0.661, data_time: 0.006, memory: 4833, top1_acc: 0.7005, top5_acc: 0.8773, loss_cls: 1.2248, loss: 1.2248, grad_norm: 4.8875 2020-08-14 23:16:04,118 - mmaction - INFO - Epoch [76][1120/1253] lr: 3.000e-03, eta: 5:49:27, time: 0.680, data_time: 0.007, memory: 4833, top1_acc: 0.7023, top5_acc: 0.8755, loss_cls: 1.2411, loss: 1.2411, grad_norm: 4.9747 2020-08-14 23:16:18,928 - mmaction - INFO - Epoch [76][1140/1253] lr: 3.000e-03, eta: 5:49:14, time: 0.739, data_time: 0.006, memory: 4833, top1_acc: 0.7063, top5_acc: 0.8758, loss_cls: 1.2054, loss: 1.2054, grad_norm: 4.8567 2020-08-14 23:16:32,099 - mmaction - INFO - Epoch [76][1160/1253] lr: 3.000e-03, eta: 5:49:00, time: 0.659, data_time: 0.006, memory: 4833, top1_acc: 0.6956, top5_acc: 0.8661, loss_cls: 1.2294, loss: 1.2294, grad_norm: 4.9882 2020-08-14 23:16:46,388 - mmaction - INFO - Epoch [76][1180/1253] lr: 3.000e-03, eta: 5:48:46, time: 0.714, data_time: 0.008, memory: 4833, top1_acc: 0.6987, top5_acc: 0.8786, loss_cls: 1.2346, loss: 1.2346, grad_norm: 5.0503 2020-08-14 23:16:59,714 - mmaction - INFO - Epoch [76][1200/1253] lr: 3.000e-03, eta: 5:48:32, time: 0.667, data_time: 0.008, memory: 4833, top1_acc: 0.7047, top5_acc: 0.8844, loss_cls: 1.1993, loss: 1.1993, grad_norm: 4.9667 2020-08-14 23:17:14,858 - mmaction - INFO - Epoch [76][1220/1253] lr: 3.000e-03, eta: 5:48:18, time: 0.756, data_time: 0.007, memory: 4833, top1_acc: 0.6891, top5_acc: 0.8716, loss_cls: 1.2547, loss: 1.2547, grad_norm: 4.9397 2020-08-14 23:17:28,862 - mmaction - INFO - Epoch [76][1240/1253] lr: 3.000e-03, eta: 5:48:05, time: 0.702, data_time: 0.008, memory: 4833, top1_acc: 0.7034, top5_acc: 0.8828, loss_cls: 1.2146, loss: 1.2146, grad_norm: 4.8083 2020-08-14 23:17:37,153 - mmaction - INFO - Saving checkpoint at 76 epochs 2020-08-14 23:18:00,128 - mmaction - INFO - Epoch [77][20/1253] lr: 3.000e-03, eta: 5:47:41, time: 1.068, data_time: 0.415, memory: 4833, top1_acc: 0.6943, top5_acc: 0.8745, loss_cls: 1.2546, loss: 1.2546, grad_norm: 5.0074 2020-08-14 23:18:13,001 - mmaction - INFO - Epoch [77][40/1253] lr: 3.000e-03, eta: 5:47:27, time: 0.644, data_time: 0.003, memory: 4833, top1_acc: 0.6987, top5_acc: 0.8786, loss_cls: 1.2123, loss: 1.2123, grad_norm: 4.8451 2020-08-14 23:18:26,260 - mmaction - INFO - Epoch [77][60/1253] lr: 3.000e-03, eta: 5:47:13, time: 0.661, data_time: 0.006, memory: 4833, top1_acc: 0.7034, top5_acc: 0.8818, loss_cls: 1.1771, loss: 1.1771, grad_norm: 4.8480 2020-08-14 23:18:39,863 - mmaction - INFO - Epoch [77][80/1253] lr: 3.000e-03, eta: 5:46:59, time: 0.681, data_time: 0.007, memory: 4833, top1_acc: 0.7018, top5_acc: 0.8812, loss_cls: 1.1884, loss: 1.1884, grad_norm: 4.9273 2020-08-14 23:18:52,967 - mmaction - INFO - Epoch [77][100/1253] lr: 3.000e-03, eta: 5:46:45, time: 0.654, data_time: 0.008, memory: 4833, top1_acc: 0.7232, top5_acc: 0.8984, loss_cls: 1.1017, loss: 1.1017, grad_norm: 4.9426 2020-08-14 23:19:07,635 - mmaction - INFO - Epoch [77][120/1253] lr: 3.000e-03, eta: 5:46:31, time: 0.735, data_time: 0.007, memory: 4833, top1_acc: 0.7060, top5_acc: 0.8859, loss_cls: 1.1641, loss: 1.1641, grad_norm: 4.9463 2020-08-14 23:19:21,071 - mmaction - INFO - Epoch [77][140/1253] lr: 3.000e-03, eta: 5:46:17, time: 0.672, data_time: 0.008, memory: 4833, top1_acc: 0.6992, top5_acc: 0.8844, loss_cls: 1.2004, loss: 1.2004, grad_norm: 5.1232 2020-08-14 23:19:35,352 - mmaction - INFO - Epoch [77][160/1253] lr: 3.000e-03, eta: 5:46:03, time: 0.714, data_time: 0.005, memory: 4833, top1_acc: 0.6992, top5_acc: 0.8867, loss_cls: 1.1833, loss: 1.1833, grad_norm: 5.0482 2020-08-14 23:19:49,834 - mmaction - INFO - Epoch [77][180/1253] lr: 3.000e-03, eta: 5:45:50, time: 0.724, data_time: 0.008, memory: 4833, top1_acc: 0.6977, top5_acc: 0.8810, loss_cls: 1.2257, loss: 1.2257, grad_norm: 5.0326 2020-08-14 23:20:02,476 - mmaction - INFO - Epoch [77][200/1253] lr: 3.000e-03, eta: 5:45:35, time: 0.629, data_time: 0.004, memory: 4833, top1_acc: 0.6995, top5_acc: 0.8742, loss_cls: 1.2236, loss: 1.2236, grad_norm: 5.0210 2020-08-14 23:20:16,771 - mmaction - INFO - Epoch [77][220/1253] lr: 3.000e-03, eta: 5:45:22, time: 0.719, data_time: 0.010, memory: 4833, top1_acc: 0.7068, top5_acc: 0.8773, loss_cls: 1.1900, loss: 1.1900, grad_norm: 4.9060 2020-08-14 23:20:32,054 - mmaction - INFO - Epoch [77][240/1253] lr: 3.000e-03, eta: 5:45:08, time: 0.762, data_time: 0.005, memory: 4833, top1_acc: 0.7081, top5_acc: 0.8854, loss_cls: 1.2015, loss: 1.2015, grad_norm: 5.0186 2020-08-14 23:20:46,428 - mmaction - INFO - Epoch [77][260/1253] lr: 3.000e-03, eta: 5:44:54, time: 0.719, data_time: 0.007, memory: 4833, top1_acc: 0.7049, top5_acc: 0.8781, loss_cls: 1.1958, loss: 1.1958, grad_norm: 4.8743 2020-08-14 23:21:00,943 - mmaction - INFO - Epoch [77][280/1253] lr: 3.000e-03, eta: 5:44:41, time: 0.725, data_time: 0.007, memory: 4833, top1_acc: 0.7021, top5_acc: 0.8862, loss_cls: 1.1763, loss: 1.1763, grad_norm: 4.9580 2020-08-14 23:21:13,852 - mmaction - INFO - Epoch [77][300/1253] lr: 3.000e-03, eta: 5:44:27, time: 0.648, data_time: 0.005, memory: 4833, top1_acc: 0.7115, top5_acc: 0.8828, loss_cls: 1.1584, loss: 1.1584, grad_norm: 4.9764 2020-08-14 23:21:27,491 - mmaction - INFO - Epoch [77][320/1253] lr: 3.000e-03, eta: 5:44:13, time: 0.678, data_time: 0.005, memory: 4833, top1_acc: 0.7065, top5_acc: 0.8797, loss_cls: 1.2011, loss: 1.2011, grad_norm: 4.9452 2020-08-14 23:21:41,554 - mmaction - INFO - Epoch [77][340/1253] lr: 3.000e-03, eta: 5:43:59, time: 0.705, data_time: 0.007, memory: 4833, top1_acc: 0.7036, top5_acc: 0.8820, loss_cls: 1.1691, loss: 1.1691, grad_norm: 5.0433 2020-08-14 23:21:56,476 - mmaction - INFO - Epoch [77][360/1253] lr: 3.000e-03, eta: 5:43:45, time: 0.747, data_time: 0.006, memory: 4833, top1_acc: 0.6961, top5_acc: 0.8771, loss_cls: 1.2243, loss: 1.2243, grad_norm: 5.0119 2020-08-14 23:22:10,337 - mmaction - INFO - Epoch [77][380/1253] lr: 3.000e-03, eta: 5:43:31, time: 0.693, data_time: 0.005, memory: 4833, top1_acc: 0.7068, top5_acc: 0.8831, loss_cls: 1.1932, loss: 1.1932, grad_norm: 4.9976 2020-08-14 23:22:24,286 - mmaction - INFO - Epoch [77][400/1253] lr: 3.000e-03, eta: 5:43:17, time: 0.697, data_time: 0.007, memory: 4833, top1_acc: 0.7117, top5_acc: 0.8828, loss_cls: 1.1753, loss: 1.1753, grad_norm: 5.0165 2020-08-14 23:22:38,221 - mmaction - INFO - Epoch [77][420/1253] lr: 3.000e-03, eta: 5:43:04, time: 0.697, data_time: 0.005, memory: 4833, top1_acc: 0.6885, top5_acc: 0.8776, loss_cls: 1.2495, loss: 1.2495, grad_norm: 5.0912 2020-08-14 23:22:52,315 - mmaction - INFO - Epoch [77][440/1253] lr: 3.000e-03, eta: 5:42:50, time: 0.703, data_time: 0.007, memory: 4833, top1_acc: 0.7008, top5_acc: 0.8802, loss_cls: 1.2075, loss: 1.2075, grad_norm: 5.0376 2020-08-14 23:23:05,307 - mmaction - INFO - Epoch [77][460/1253] lr: 3.000e-03, eta: 5:42:36, time: 0.651, data_time: 0.006, memory: 4833, top1_acc: 0.7078, top5_acc: 0.8885, loss_cls: 1.1672, loss: 1.1672, grad_norm: 5.1045 2020-08-14 23:23:18,923 - mmaction - INFO - Epoch [77][480/1253] lr: 3.000e-03, eta: 5:42:22, time: 0.682, data_time: 0.008, memory: 4833, top1_acc: 0.6984, top5_acc: 0.8789, loss_cls: 1.2439, loss: 1.2439, grad_norm: 5.1325 2020-08-14 23:23:33,147 - mmaction - INFO - Epoch [77][500/1253] lr: 3.000e-03, eta: 5:42:08, time: 0.710, data_time: 0.005, memory: 4833, top1_acc: 0.6974, top5_acc: 0.8721, loss_cls: 1.2450, loss: 1.2450, grad_norm: 5.1769 2020-08-14 23:23:47,405 - mmaction - INFO - Epoch [77][520/1253] lr: 3.000e-03, eta: 5:41:54, time: 0.711, data_time: 0.010, memory: 4833, top1_acc: 0.7029, top5_acc: 0.8826, loss_cls: 1.1953, loss: 1.1953, grad_norm: 4.9856 2020-08-14 23:24:01,321 - mmaction - INFO - Epoch [77][540/1253] lr: 3.000e-03, eta: 5:41:40, time: 0.698, data_time: 0.007, memory: 4833, top1_acc: 0.6914, top5_acc: 0.8747, loss_cls: 1.2516, loss: 1.2516, grad_norm: 5.0395 2020-08-14 23:24:15,890 - mmaction - INFO - Epoch [77][560/1253] lr: 3.000e-03, eta: 5:41:27, time: 0.727, data_time: 0.007, memory: 4833, top1_acc: 0.7057, top5_acc: 0.8805, loss_cls: 1.1963, loss: 1.1963, grad_norm: 4.9497 2020-08-14 23:24:29,742 - mmaction - INFO - Epoch [77][580/1253] lr: 3.000e-03, eta: 5:41:13, time: 0.696, data_time: 0.007, memory: 4833, top1_acc: 0.7029, top5_acc: 0.8935, loss_cls: 1.1767, loss: 1.1767, grad_norm: 5.0035 2020-08-14 23:24:44,258 - mmaction - INFO - Epoch [77][600/1253] lr: 3.000e-03, eta: 5:40:59, time: 0.724, data_time: 0.005, memory: 4833, top1_acc: 0.7049, top5_acc: 0.8831, loss_cls: 1.1769, loss: 1.1769, grad_norm: 5.0441 2020-08-14 23:24:58,343 - mmaction - INFO - Epoch [77][620/1253] lr: 3.000e-03, eta: 5:40:45, time: 0.706, data_time: 0.005, memory: 4833, top1_acc: 0.7057, top5_acc: 0.8786, loss_cls: 1.1982, loss: 1.1982, grad_norm: 5.0816 2020-08-14 23:25:11,726 - mmaction - INFO - Epoch [77][640/1253] lr: 3.000e-03, eta: 5:40:31, time: 0.667, data_time: 0.006, memory: 4833, top1_acc: 0.6977, top5_acc: 0.8799, loss_cls: 1.2370, loss: 1.2370, grad_norm: 5.0687 2020-08-14 23:25:24,940 - mmaction - INFO - Epoch [77][660/1253] lr: 3.000e-03, eta: 5:40:17, time: 0.663, data_time: 0.007, memory: 4833, top1_acc: 0.7000, top5_acc: 0.8823, loss_cls: 1.2000, loss: 1.2000, grad_norm: 5.0256 2020-08-14 23:25:40,188 - mmaction - INFO - Epoch [77][680/1253] lr: 3.000e-03, eta: 5:40:04, time: 0.759, data_time: 0.006, memory: 4833, top1_acc: 0.6979, top5_acc: 0.8807, loss_cls: 1.2279, loss: 1.2279, grad_norm: 5.1287 2020-08-14 23:25:53,907 - mmaction - INFO - Epoch [77][700/1253] lr: 3.000e-03, eta: 5:39:50, time: 0.688, data_time: 0.007, memory: 4833, top1_acc: 0.7120, top5_acc: 0.8805, loss_cls: 1.1965, loss: 1.1965, grad_norm: 5.0475 2020-08-14 23:26:08,172 - mmaction - INFO - Epoch [77][720/1253] lr: 3.000e-03, eta: 5:39:36, time: 0.713, data_time: 0.006, memory: 4833, top1_acc: 0.7104, top5_acc: 0.8695, loss_cls: 1.2166, loss: 1.2166, grad_norm: 4.8870 2020-08-14 23:26:22,282 - mmaction - INFO - Epoch [77][740/1253] lr: 3.000e-03, eta: 5:39:22, time: 0.706, data_time: 0.006, memory: 4833, top1_acc: 0.6984, top5_acc: 0.8747, loss_cls: 1.2256, loss: 1.2256, grad_norm: 5.0244 2020-08-14 23:26:37,305 - mmaction - INFO - Epoch [77][760/1253] lr: 3.000e-03, eta: 5:39:08, time: 0.749, data_time: 0.007, memory: 4833, top1_acc: 0.7023, top5_acc: 0.8802, loss_cls: 1.2060, loss: 1.2060, grad_norm: 4.9249 2020-08-14 23:26:51,173 - mmaction - INFO - Epoch [77][780/1253] lr: 3.000e-03, eta: 5:38:55, time: 0.696, data_time: 0.007, memory: 4833, top1_acc: 0.6857, top5_acc: 0.8758, loss_cls: 1.2424, loss: 1.2424, grad_norm: 5.2659 2020-08-14 23:27:04,663 - mmaction - INFO - Epoch [77][800/1253] lr: 3.000e-03, eta: 5:38:41, time: 0.675, data_time: 0.006, memory: 4833, top1_acc: 0.7042, top5_acc: 0.8771, loss_cls: 1.2360, loss: 1.2360, grad_norm: 5.0826 2020-08-14 23:27:18,866 - mmaction - INFO - Epoch [77][820/1253] lr: 3.000e-03, eta: 5:38:27, time: 0.710, data_time: 0.004, memory: 4833, top1_acc: 0.7029, top5_acc: 0.8836, loss_cls: 1.2170, loss: 1.2170, grad_norm: 5.0557 2020-08-14 23:27:32,974 - mmaction - INFO - Epoch [77][840/1253] lr: 3.000e-03, eta: 5:38:13, time: 0.705, data_time: 0.006, memory: 4833, top1_acc: 0.7073, top5_acc: 0.8836, loss_cls: 1.2063, loss: 1.2063, grad_norm: 4.9732 2020-08-14 23:27:47,505 - mmaction - INFO - Epoch [77][860/1253] lr: 3.000e-03, eta: 5:37:59, time: 0.727, data_time: 0.005, memory: 4833, top1_acc: 0.6885, top5_acc: 0.8784, loss_cls: 1.2230, loss: 1.2230, grad_norm: 5.0229 2020-08-14 23:28:01,911 - mmaction - INFO - Epoch [77][880/1253] lr: 3.000e-03, eta: 5:37:46, time: 0.719, data_time: 0.007, memory: 4833, top1_acc: 0.6891, top5_acc: 0.8729, loss_cls: 1.2588, loss: 1.2588, grad_norm: 5.0609 2020-08-14 23:28:15,590 - mmaction - INFO - Epoch [77][900/1253] lr: 3.000e-03, eta: 5:37:32, time: 0.685, data_time: 0.006, memory: 4833, top1_acc: 0.6987, top5_acc: 0.8745, loss_cls: 1.1956, loss: 1.1956, grad_norm: 4.9755 2020-08-14 23:28:30,057 - mmaction - INFO - Epoch [77][920/1253] lr: 3.000e-03, eta: 5:37:18, time: 0.722, data_time: 0.009, memory: 4833, top1_acc: 0.6919, top5_acc: 0.8773, loss_cls: 1.2276, loss: 1.2276, grad_norm: 5.0910 2020-08-14 23:28:43,905 - mmaction - INFO - Epoch [77][940/1253] lr: 3.000e-03, eta: 5:37:04, time: 0.694, data_time: 0.007, memory: 4833, top1_acc: 0.6964, top5_acc: 0.8716, loss_cls: 1.2480, loss: 1.2480, grad_norm: 5.0211 2020-08-14 23:28:57,188 - mmaction - INFO - Epoch [77][960/1253] lr: 3.000e-03, eta: 5:36:50, time: 0.662, data_time: 0.007, memory: 4833, top1_acc: 0.7029, top5_acc: 0.8747, loss_cls: 1.2220, loss: 1.2220, grad_norm: 4.9346 2020-08-14 23:29:11,665 - mmaction - INFO - Epoch [77][980/1253] lr: 3.000e-03, eta: 5:36:36, time: 0.728, data_time: 0.007, memory: 4833, top1_acc: 0.6943, top5_acc: 0.8794, loss_cls: 1.2337, loss: 1.2337, grad_norm: 5.0829 2020-08-14 23:29:26,890 - mmaction - INFO - Epoch [77][1000/1253] lr: 3.000e-03, eta: 5:36:23, time: 0.761, data_time: 0.005, memory: 4833, top1_acc: 0.7107, top5_acc: 0.8841, loss_cls: 1.1800, loss: 1.1800, grad_norm: 5.0479 2020-08-14 23:29:41,385 - mmaction - INFO - Epoch [77][1020/1253] lr: 3.000e-03, eta: 5:36:09, time: 0.725, data_time: 0.004, memory: 4833, top1_acc: 0.6953, top5_acc: 0.8760, loss_cls: 1.2435, loss: 1.2435, grad_norm: 5.1298 2020-08-14 23:29:55,711 - mmaction - INFO - Epoch [77][1040/1253] lr: 3.000e-03, eta: 5:35:55, time: 0.713, data_time: 0.006, memory: 4833, top1_acc: 0.7044, top5_acc: 0.8784, loss_cls: 1.2172, loss: 1.2172, grad_norm: 4.8903 2020-08-14 23:30:10,510 - mmaction - INFO - Epoch [77][1060/1253] lr: 3.000e-03, eta: 5:35:42, time: 0.743, data_time: 0.006, memory: 4833, top1_acc: 0.6982, top5_acc: 0.8698, loss_cls: 1.2566, loss: 1.2566, grad_norm: 5.1042 2020-08-14 23:30:23,887 - mmaction - INFO - Epoch [77][1080/1253] lr: 3.000e-03, eta: 5:35:28, time: 0.668, data_time: 0.003, memory: 4833, top1_acc: 0.7065, top5_acc: 0.8794, loss_cls: 1.2019, loss: 1.2019, grad_norm: 5.0089 2020-08-14 23:30:37,368 - mmaction - INFO - Epoch [77][1100/1253] lr: 3.000e-03, eta: 5:35:14, time: 0.673, data_time: 0.006, memory: 4833, top1_acc: 0.7021, top5_acc: 0.8747, loss_cls: 1.2408, loss: 1.2408, grad_norm: 5.1247 2020-08-14 23:30:52,130 - mmaction - INFO - Epoch [77][1120/1253] lr: 3.000e-03, eta: 5:35:00, time: 0.740, data_time: 0.007, memory: 4833, top1_acc: 0.6924, top5_acc: 0.8828, loss_cls: 1.2441, loss: 1.2441, grad_norm: 5.0555 2020-08-14 23:31:07,250 - mmaction - INFO - Epoch [77][1140/1253] lr: 3.000e-03, eta: 5:34:46, time: 0.752, data_time: 0.007, memory: 4833, top1_acc: 0.6896, top5_acc: 0.8753, loss_cls: 1.2716, loss: 1.2716, grad_norm: 5.3017 2020-08-14 23:31:21,891 - mmaction - INFO - Epoch [77][1160/1253] lr: 3.000e-03, eta: 5:34:33, time: 0.736, data_time: 0.008, memory: 4833, top1_acc: 0.6992, top5_acc: 0.8740, loss_cls: 1.2365, loss: 1.2365, grad_norm: 5.1077 2020-08-14 23:31:36,169 - mmaction - INFO - Epoch [77][1180/1253] lr: 3.000e-03, eta: 5:34:19, time: 0.713, data_time: 0.009, memory: 4833, top1_acc: 0.6974, top5_acc: 0.8703, loss_cls: 1.2683, loss: 1.2683, grad_norm: 5.0773 2020-08-14 23:31:51,148 - mmaction - INFO - Epoch [77][1200/1253] lr: 3.000e-03, eta: 5:34:06, time: 0.752, data_time: 0.006, memory: 4833, top1_acc: 0.7099, top5_acc: 0.8805, loss_cls: 1.1880, loss: 1.1880, grad_norm: 4.9491 2020-08-14 23:32:05,112 - mmaction - INFO - Epoch [77][1220/1253] lr: 3.000e-03, eta: 5:33:52, time: 0.697, data_time: 0.002, memory: 4833, top1_acc: 0.7044, top5_acc: 0.8789, loss_cls: 1.2004, loss: 1.2004, grad_norm: 4.9691 2020-08-14 23:32:18,576 - mmaction - INFO - Epoch [77][1240/1253] lr: 3.000e-03, eta: 5:33:38, time: 0.671, data_time: 0.006, memory: 4833, top1_acc: 0.6953, top5_acc: 0.8786, loss_cls: 1.2288, loss: 1.2288, grad_norm: 5.0460 2020-08-14 23:32:27,920 - mmaction - INFO - Saving checkpoint at 77 epochs 2020-08-14 23:32:50,536 - mmaction - INFO - Epoch [78][20/1253] lr: 3.000e-03, eta: 5:33:14, time: 1.025, data_time: 0.382, memory: 4833, top1_acc: 0.7086, top5_acc: 0.8823, loss_cls: 1.1832, loss: 1.1832, grad_norm: 5.0170 2020-08-14 23:33:03,264 - mmaction - INFO - Epoch [78][40/1253] lr: 3.000e-03, eta: 5:33:00, time: 0.637, data_time: 0.007, memory: 4833, top1_acc: 0.7034, top5_acc: 0.8766, loss_cls: 1.2085, loss: 1.2085, grad_norm: 5.0708 2020-08-14 23:33:16,487 - mmaction - INFO - Epoch [78][60/1253] lr: 3.000e-03, eta: 5:32:46, time: 0.659, data_time: 0.007, memory: 4833, top1_acc: 0.7039, top5_acc: 0.8753, loss_cls: 1.2117, loss: 1.2117, grad_norm: 5.0141 2020-08-14 23:33:30,357 - mmaction - INFO - Epoch [78][80/1253] lr: 3.000e-03, eta: 5:32:32, time: 0.696, data_time: 0.006, memory: 4833, top1_acc: 0.7039, top5_acc: 0.8794, loss_cls: 1.2073, loss: 1.2073, grad_norm: 5.0821 2020-08-14 23:33:43,954 - mmaction - INFO - Epoch [78][100/1253] lr: 3.000e-03, eta: 5:32:18, time: 0.678, data_time: 0.007, memory: 4833, top1_acc: 0.7010, top5_acc: 0.8810, loss_cls: 1.1995, loss: 1.1995, grad_norm: 4.9812 2020-08-14 23:33:57,624 - mmaction - INFO - Epoch [78][120/1253] lr: 3.000e-03, eta: 5:32:04, time: 0.684, data_time: 0.008, memory: 4833, top1_acc: 0.7180, top5_acc: 0.8951, loss_cls: 1.1135, loss: 1.1135, grad_norm: 4.9081 2020-08-14 23:34:12,235 - mmaction - INFO - Epoch [78][140/1253] lr: 3.000e-03, eta: 5:31:50, time: 0.729, data_time: 0.007, memory: 4833, top1_acc: 0.6984, top5_acc: 0.8784, loss_cls: 1.2082, loss: 1.2082, grad_norm: 5.1217 2020-08-14 23:34:25,607 - mmaction - INFO - Epoch [78][160/1253] lr: 3.000e-03, eta: 5:31:36, time: 0.670, data_time: 0.007, memory: 4833, top1_acc: 0.7036, top5_acc: 0.8896, loss_cls: 1.1785, loss: 1.1785, grad_norm: 4.9510 2020-08-14 23:34:40,231 - mmaction - INFO - Epoch [78][180/1253] lr: 3.000e-03, eta: 5:31:23, time: 0.729, data_time: 0.007, memory: 4833, top1_acc: 0.6966, top5_acc: 0.8753, loss_cls: 1.2496, loss: 1.2496, grad_norm: 5.1395 2020-08-14 23:34:53,967 - mmaction - INFO - Epoch [78][200/1253] lr: 3.000e-03, eta: 5:31:09, time: 0.685, data_time: 0.007, memory: 4833, top1_acc: 0.6951, top5_acc: 0.8677, loss_cls: 1.2645, loss: 1.2645, grad_norm: 5.0324 2020-08-14 23:35:07,120 - mmaction - INFO - Epoch [78][220/1253] lr: 3.000e-03, eta: 5:30:54, time: 0.662, data_time: 0.009, memory: 4833, top1_acc: 0.7122, top5_acc: 0.8854, loss_cls: 1.1657, loss: 1.1657, grad_norm: 4.9653 2020-08-14 23:35:21,221 - mmaction - INFO - Epoch [78][240/1253] lr: 3.000e-03, eta: 5:30:41, time: 0.703, data_time: 0.006, memory: 4833, top1_acc: 0.7010, top5_acc: 0.8857, loss_cls: 1.1801, loss: 1.1801, grad_norm: 5.0451 2020-08-14 23:35:35,778 - mmaction - INFO - Epoch [78][260/1253] lr: 3.000e-03, eta: 5:30:27, time: 0.729, data_time: 0.007, memory: 4833, top1_acc: 0.6984, top5_acc: 0.8813, loss_cls: 1.2080, loss: 1.2080, grad_norm: 5.0657 2020-08-14 23:35:49,555 - mmaction - INFO - Epoch [78][280/1253] lr: 3.000e-03, eta: 5:30:13, time: 0.687, data_time: 0.006, memory: 4833, top1_acc: 0.7039, top5_acc: 0.8792, loss_cls: 1.1716, loss: 1.1716, grad_norm: 5.0669 2020-08-14 23:36:04,686 - mmaction - INFO - Epoch [78][300/1253] lr: 3.000e-03, eta: 5:30:00, time: 0.758, data_time: 0.007, memory: 4833, top1_acc: 0.7036, top5_acc: 0.8768, loss_cls: 1.2185, loss: 1.2185, grad_norm: 5.1025 2020-08-14 23:36:18,094 - mmaction - INFO - Epoch [78][320/1253] lr: 3.000e-03, eta: 5:29:46, time: 0.670, data_time: 0.007, memory: 4833, top1_acc: 0.7076, top5_acc: 0.8799, loss_cls: 1.1896, loss: 1.1896, grad_norm: 4.8767 2020-08-14 23:36:31,469 - mmaction - INFO - Epoch [78][340/1253] lr: 3.000e-03, eta: 5:29:31, time: 0.671, data_time: 0.007, memory: 4833, top1_acc: 0.7099, top5_acc: 0.8799, loss_cls: 1.1744, loss: 1.1744, grad_norm: 4.9161 2020-08-14 23:36:45,595 - mmaction - INFO - Epoch [78][360/1253] lr: 3.000e-03, eta: 5:29:18, time: 0.701, data_time: 0.006, memory: 4833, top1_acc: 0.6846, top5_acc: 0.8719, loss_cls: 1.2657, loss: 1.2657, grad_norm: 5.1762 2020-08-14 23:37:01,737 - mmaction - INFO - Epoch [78][380/1253] lr: 3.000e-03, eta: 5:29:04, time: 0.813, data_time: 0.008, memory: 4833, top1_acc: 0.7099, top5_acc: 0.8888, loss_cls: 1.1589, loss: 1.1589, grad_norm: 4.9939 2020-08-14 23:37:16,538 - mmaction - INFO - Epoch [78][400/1253] lr: 3.000e-03, eta: 5:28:51, time: 0.737, data_time: 0.004, memory: 4833, top1_acc: 0.7063, top5_acc: 0.8797, loss_cls: 1.1929, loss: 1.1929, grad_norm: 5.0716 2020-08-14 23:37:29,681 - mmaction - INFO - Epoch [78][420/1253] lr: 3.000e-03, eta: 5:28:37, time: 0.659, data_time: 0.007, memory: 4833, top1_acc: 0.6971, top5_acc: 0.8862, loss_cls: 1.1817, loss: 1.1817, grad_norm: 5.0218 2020-08-14 23:37:43,007 - mmaction - INFO - Epoch [78][440/1253] lr: 3.000e-03, eta: 5:28:23, time: 0.663, data_time: 0.007, memory: 4833, top1_acc: 0.7029, top5_acc: 0.8773, loss_cls: 1.2092, loss: 1.2092, grad_norm: 5.0644 2020-08-14 23:37:57,538 - mmaction - INFO - Epoch [78][460/1253] lr: 3.000e-03, eta: 5:28:09, time: 0.729, data_time: 0.008, memory: 4833, top1_acc: 0.7021, top5_acc: 0.8807, loss_cls: 1.2055, loss: 1.2055, grad_norm: 5.0520 2020-08-14 23:38:12,934 - mmaction - INFO - Epoch [78][480/1253] lr: 3.000e-03, eta: 5:27:56, time: 0.772, data_time: 0.004, memory: 4833, top1_acc: 0.7039, top5_acc: 0.8844, loss_cls: 1.1825, loss: 1.1825, grad_norm: 5.0412 2020-08-14 23:38:25,758 - mmaction - INFO - Epoch [78][500/1253] lr: 3.000e-03, eta: 5:27:41, time: 0.639, data_time: 0.005, memory: 4833, top1_acc: 0.7112, top5_acc: 0.8766, loss_cls: 1.2195, loss: 1.2195, grad_norm: 5.0614 2020-08-14 23:38:40,413 - mmaction - INFO - Epoch [78][520/1253] lr: 3.000e-03, eta: 5:27:28, time: 0.734, data_time: 0.007, memory: 4833, top1_acc: 0.7026, top5_acc: 0.8758, loss_cls: 1.2050, loss: 1.2050, grad_norm: 5.0268 2020-08-14 23:38:53,660 - mmaction - INFO - Epoch [78][540/1253] lr: 3.000e-03, eta: 5:27:14, time: 0.661, data_time: 0.007, memory: 4833, top1_acc: 0.6997, top5_acc: 0.8701, loss_cls: 1.2321, loss: 1.2321, grad_norm: 5.0071 2020-08-14 23:39:08,332 - mmaction - INFO - Epoch [78][560/1253] lr: 3.000e-03, eta: 5:27:00, time: 0.735, data_time: 0.007, memory: 4833, top1_acc: 0.7221, top5_acc: 0.8880, loss_cls: 1.1341, loss: 1.1341, grad_norm: 4.8537 2020-08-14 23:39:22,701 - mmaction - INFO - Epoch [78][580/1253] lr: 3.000e-03, eta: 5:26:46, time: 0.717, data_time: 0.009, memory: 4833, top1_acc: 0.6883, top5_acc: 0.8695, loss_cls: 1.2490, loss: 1.2490, grad_norm: 5.0417 2020-08-14 23:39:35,962 - mmaction - INFO - Epoch [78][600/1253] lr: 3.000e-03, eta: 5:26:32, time: 0.665, data_time: 0.007, memory: 4833, top1_acc: 0.7141, top5_acc: 0.8799, loss_cls: 1.1625, loss: 1.1625, grad_norm: 4.9080 2020-08-14 23:39:49,096 - mmaction - INFO - Epoch [78][620/1253] lr: 3.000e-03, eta: 5:26:18, time: 0.655, data_time: 0.006, memory: 4833, top1_acc: 0.7060, top5_acc: 0.8823, loss_cls: 1.1892, loss: 1.1892, grad_norm: 5.1060 2020-08-14 23:40:04,282 - mmaction - INFO - Epoch [78][640/1253] lr: 3.000e-03, eta: 5:26:05, time: 0.762, data_time: 0.007, memory: 4833, top1_acc: 0.7029, top5_acc: 0.8820, loss_cls: 1.1924, loss: 1.1924, grad_norm: 5.0604 2020-08-14 23:40:18,474 - mmaction - INFO - Epoch [78][660/1253] lr: 3.000e-03, eta: 5:25:51, time: 0.710, data_time: 0.003, memory: 4833, top1_acc: 0.7076, top5_acc: 0.8818, loss_cls: 1.1866, loss: 1.1866, grad_norm: 5.0253 2020-08-14 23:40:32,685 - mmaction - INFO - Epoch [78][680/1253] lr: 3.000e-03, eta: 5:25:37, time: 0.709, data_time: 0.005, memory: 4833, top1_acc: 0.7008, top5_acc: 0.8862, loss_cls: 1.1905, loss: 1.1905, grad_norm: 5.0875 2020-08-14 23:40:46,570 - mmaction - INFO - Epoch [78][700/1253] lr: 3.000e-03, eta: 5:25:23, time: 0.696, data_time: 0.006, memory: 4833, top1_acc: 0.6992, top5_acc: 0.8812, loss_cls: 1.2092, loss: 1.2092, grad_norm: 5.0446 2020-08-14 23:41:00,419 - mmaction - INFO - Epoch [78][720/1253] lr: 3.000e-03, eta: 5:25:09, time: 0.689, data_time: 0.004, memory: 4833, top1_acc: 0.7102, top5_acc: 0.8818, loss_cls: 1.2022, loss: 1.2022, grad_norm: 5.0241 2020-08-14 23:41:14,695 - mmaction - INFO - Epoch [78][740/1253] lr: 3.000e-03, eta: 5:24:55, time: 0.715, data_time: 0.007, memory: 4833, top1_acc: 0.7185, top5_acc: 0.8799, loss_cls: 1.1623, loss: 1.1623, grad_norm: 4.8639 2020-08-14 23:41:29,762 - mmaction - INFO - Epoch [78][760/1253] lr: 3.000e-03, eta: 5:24:42, time: 0.752, data_time: 0.007, memory: 4833, top1_acc: 0.7044, top5_acc: 0.8896, loss_cls: 1.1749, loss: 1.1749, grad_norm: 5.1268 2020-08-14 23:41:43,110 - mmaction - INFO - Epoch [78][780/1253] lr: 3.000e-03, eta: 5:24:28, time: 0.668, data_time: 0.007, memory: 4833, top1_acc: 0.7083, top5_acc: 0.8750, loss_cls: 1.2242, loss: 1.2242, grad_norm: 5.0695 2020-08-14 23:41:56,633 - mmaction - INFO - Epoch [78][800/1253] lr: 3.000e-03, eta: 5:24:14, time: 0.674, data_time: 0.007, memory: 4833, top1_acc: 0.7112, top5_acc: 0.8789, loss_cls: 1.1957, loss: 1.1957, grad_norm: 5.0001 2020-08-14 23:42:10,200 - mmaction - INFO - Epoch [78][820/1253] lr: 3.000e-03, eta: 5:24:00, time: 0.681, data_time: 0.007, memory: 4833, top1_acc: 0.7133, top5_acc: 0.8820, loss_cls: 1.1799, loss: 1.1799, grad_norm: 4.9343 2020-08-14 23:42:24,516 - mmaction - INFO - Epoch [78][840/1253] lr: 3.000e-03, eta: 5:23:46, time: 0.714, data_time: 0.008, memory: 4833, top1_acc: 0.7068, top5_acc: 0.8794, loss_cls: 1.1913, loss: 1.1913, grad_norm: 5.0638 2020-08-14 23:42:38,191 - mmaction - INFO - Epoch [78][860/1253] lr: 3.000e-03, eta: 5:23:32, time: 0.686, data_time: 0.007, memory: 4833, top1_acc: 0.7063, top5_acc: 0.8841, loss_cls: 1.1835, loss: 1.1835, grad_norm: 5.0398 2020-08-14 23:42:53,851 - mmaction - INFO - Epoch [78][880/1253] lr: 3.000e-03, eta: 5:23:19, time: 0.779, data_time: 0.006, memory: 4833, top1_acc: 0.6956, top5_acc: 0.8721, loss_cls: 1.2473, loss: 1.2473, grad_norm: 5.1560 2020-08-14 23:43:08,425 - mmaction - INFO - Epoch [78][900/1253] lr: 3.000e-03, eta: 5:23:05, time: 0.731, data_time: 0.007, memory: 4833, top1_acc: 0.7164, top5_acc: 0.8924, loss_cls: 1.1463, loss: 1.1463, grad_norm: 5.0236 2020-08-14 23:43:21,311 - mmaction - INFO - Epoch [78][920/1253] lr: 3.000e-03, eta: 5:22:51, time: 0.644, data_time: 0.007, memory: 4833, top1_acc: 0.7096, top5_acc: 0.8823, loss_cls: 1.1786, loss: 1.1786, grad_norm: 4.9431 2020-08-14 23:43:36,232 - mmaction - INFO - Epoch [78][940/1253] lr: 3.000e-03, eta: 5:22:37, time: 0.747, data_time: 0.007, memory: 4833, top1_acc: 0.6979, top5_acc: 0.8815, loss_cls: 1.2111, loss: 1.2111, grad_norm: 5.0710 2020-08-14 23:43:49,962 - mmaction - INFO - Epoch [78][960/1253] lr: 3.000e-03, eta: 5:22:23, time: 0.685, data_time: 0.007, memory: 4833, top1_acc: 0.6982, top5_acc: 0.8745, loss_cls: 1.2298, loss: 1.2298, grad_norm: 5.0371 2020-08-14 23:44:03,587 - mmaction - INFO - Epoch [78][980/1253] lr: 3.000e-03, eta: 5:22:09, time: 0.683, data_time: 0.007, memory: 4833, top1_acc: 0.6885, top5_acc: 0.8745, loss_cls: 1.2557, loss: 1.2557, grad_norm: 5.0360 2020-08-14 23:44:18,625 - mmaction - INFO - Epoch [78][1000/1253] lr: 3.000e-03, eta: 5:21:56, time: 0.751, data_time: 0.006, memory: 4833, top1_acc: 0.7104, top5_acc: 0.8839, loss_cls: 1.1733, loss: 1.1733, grad_norm: 4.9847 2020-08-14 23:44:33,079 - mmaction - INFO - Epoch [78][1020/1253] lr: 3.000e-03, eta: 5:21:42, time: 0.724, data_time: 0.006, memory: 4833, top1_acc: 0.6995, top5_acc: 0.8792, loss_cls: 1.2129, loss: 1.2129, grad_norm: 5.0884 2020-08-14 23:44:47,150 - mmaction - INFO - Epoch [78][1040/1253] lr: 3.000e-03, eta: 5:21:28, time: 0.702, data_time: 0.007, memory: 4833, top1_acc: 0.7003, top5_acc: 0.8768, loss_cls: 1.2255, loss: 1.2255, grad_norm: 5.0301 2020-08-14 23:45:01,431 - mmaction - INFO - Epoch [78][1060/1253] lr: 3.000e-03, eta: 5:21:14, time: 0.712, data_time: 0.005, memory: 4833, top1_acc: 0.7104, top5_acc: 0.8815, loss_cls: 1.1957, loss: 1.1957, grad_norm: 5.0267 2020-08-14 23:45:15,601 - mmaction - INFO - Epoch [78][1080/1253] lr: 3.000e-03, eta: 5:21:01, time: 0.709, data_time: 0.010, memory: 4833, top1_acc: 0.6997, top5_acc: 0.8833, loss_cls: 1.2067, loss: 1.2067, grad_norm: 5.0663 2020-08-14 23:45:30,032 - mmaction - INFO - Epoch [78][1100/1253] lr: 3.000e-03, eta: 5:20:47, time: 0.724, data_time: 0.007, memory: 4833, top1_acc: 0.7065, top5_acc: 0.8695, loss_cls: 1.2458, loss: 1.2458, grad_norm: 5.1694 2020-08-14 23:45:45,445 - mmaction - INFO - Epoch [78][1120/1253] lr: 3.000e-03, eta: 5:20:33, time: 0.771, data_time: 0.006, memory: 4833, top1_acc: 0.6891, top5_acc: 0.8807, loss_cls: 1.2367, loss: 1.2367, grad_norm: 5.1404 2020-08-14 23:45:59,348 - mmaction - INFO - Epoch [78][1140/1253] lr: 3.000e-03, eta: 5:20:20, time: 0.696, data_time: 0.004, memory: 4833, top1_acc: 0.6971, top5_acc: 0.8813, loss_cls: 1.2240, loss: 1.2240, grad_norm: 5.0829 2020-08-14 23:46:13,056 - mmaction - INFO - Epoch [78][1160/1253] lr: 3.000e-03, eta: 5:20:06, time: 0.681, data_time: 0.006, memory: 4833, top1_acc: 0.6880, top5_acc: 0.8690, loss_cls: 1.2631, loss: 1.2631, grad_norm: 5.0785 2020-08-14 23:46:26,463 - mmaction - INFO - Epoch [78][1180/1253] lr: 3.000e-03, eta: 5:19:52, time: 0.675, data_time: 0.009, memory: 4833, top1_acc: 0.7005, top5_acc: 0.8833, loss_cls: 1.2100, loss: 1.2100, grad_norm: 5.0051 2020-08-14 23:46:41,008 - mmaction - INFO - Epoch [78][1200/1253] lr: 3.000e-03, eta: 5:19:38, time: 0.725, data_time: 0.008, memory: 4833, top1_acc: 0.7000, top5_acc: 0.8773, loss_cls: 1.2151, loss: 1.2151, grad_norm: 5.0536 2020-08-14 23:46:54,648 - mmaction - INFO - Epoch [78][1220/1253] lr: 3.000e-03, eta: 5:19:24, time: 0.683, data_time: 0.007, memory: 4833, top1_acc: 0.7029, top5_acc: 0.8810, loss_cls: 1.2084, loss: 1.2084, grad_norm: 5.1914 2020-08-14 23:47:08,263 - mmaction - INFO - Epoch [78][1240/1253] lr: 3.000e-03, eta: 5:19:10, time: 0.681, data_time: 0.007, memory: 4833, top1_acc: 0.7143, top5_acc: 0.8862, loss_cls: 1.1521, loss: 1.1521, grad_norm: 4.8582 2020-08-14 23:47:17,888 - mmaction - INFO - Saving checkpoint at 78 epochs 2020-08-14 23:47:40,017 - mmaction - INFO - Epoch [79][20/1253] lr: 3.000e-03, eta: 5:18:46, time: 1.008, data_time: 0.365, memory: 4833, top1_acc: 0.7107, top5_acc: 0.8763, loss_cls: 1.1958, loss: 1.1958, grad_norm: 5.0135 2020-08-14 23:47:53,218 - mmaction - INFO - Epoch [79][40/1253] lr: 3.000e-03, eta: 5:18:32, time: 0.663, data_time: 0.007, memory: 4833, top1_acc: 0.7211, top5_acc: 0.8961, loss_cls: 1.1160, loss: 1.1160, grad_norm: 4.9391 2020-08-14 23:48:08,059 - mmaction - INFO - Epoch [79][60/1253] lr: 3.000e-03, eta: 5:18:19, time: 0.742, data_time: 0.003, memory: 4833, top1_acc: 0.6966, top5_acc: 0.8779, loss_cls: 1.2490, loss: 1.2490, grad_norm: 5.2082 2020-08-14 23:48:21,365 - mmaction - INFO - Epoch [79][80/1253] lr: 3.000e-03, eta: 5:18:05, time: 0.662, data_time: 0.006, memory: 4833, top1_acc: 0.7042, top5_acc: 0.8760, loss_cls: 1.2100, loss: 1.2100, grad_norm: 4.9315 2020-08-14 23:48:34,451 - mmaction - INFO - Epoch [79][100/1253] lr: 3.000e-03, eta: 5:17:50, time: 0.657, data_time: 0.006, memory: 4833, top1_acc: 0.7055, top5_acc: 0.8867, loss_cls: 1.1895, loss: 1.1895, grad_norm: 5.1462 2020-08-14 23:48:47,846 - mmaction - INFO - Epoch [79][120/1253] lr: 3.000e-03, eta: 5:17:36, time: 0.668, data_time: 0.006, memory: 4833, top1_acc: 0.7073, top5_acc: 0.8828, loss_cls: 1.1855, loss: 1.1855, grad_norm: 4.9628 2020-08-14 23:49:01,525 - mmaction - INFO - Epoch [79][140/1253] lr: 3.000e-03, eta: 5:17:22, time: 0.686, data_time: 0.007, memory: 4833, top1_acc: 0.7089, top5_acc: 0.8844, loss_cls: 1.1840, loss: 1.1840, grad_norm: 5.0372 2020-08-14 23:49:16,124 - mmaction - INFO - Epoch [79][160/1253] lr: 3.000e-03, eta: 5:17:09, time: 0.728, data_time: 0.007, memory: 4833, top1_acc: 0.7081, top5_acc: 0.8810, loss_cls: 1.1946, loss: 1.1946, grad_norm: 5.1034 2020-08-14 23:49:29,900 - mmaction - INFO - Epoch [79][180/1253] lr: 3.000e-03, eta: 5:16:55, time: 0.690, data_time: 0.007, memory: 4833, top1_acc: 0.7104, top5_acc: 0.8846, loss_cls: 1.1871, loss: 1.1871, grad_norm: 4.9989 2020-08-14 23:49:44,393 - mmaction - INFO - Epoch [79][200/1253] lr: 3.000e-03, eta: 5:16:41, time: 0.725, data_time: 0.008, memory: 4833, top1_acc: 0.7104, top5_acc: 0.8867, loss_cls: 1.1677, loss: 1.1677, grad_norm: 5.0611 2020-08-14 23:49:57,988 - mmaction - INFO - Epoch [79][220/1253] lr: 3.000e-03, eta: 5:16:27, time: 0.678, data_time: 0.007, memory: 4833, top1_acc: 0.7073, top5_acc: 0.8805, loss_cls: 1.1761, loss: 1.1761, grad_norm: 5.1031 2020-08-14 23:50:12,089 - mmaction - INFO - Epoch [79][240/1253] lr: 3.000e-03, eta: 5:16:13, time: 0.704, data_time: 0.010, memory: 4833, top1_acc: 0.7052, top5_acc: 0.8786, loss_cls: 1.2314, loss: 1.2314, grad_norm: 5.0921 2020-08-14 23:50:27,445 - mmaction - INFO - Epoch [79][260/1253] lr: 3.000e-03, eta: 5:16:00, time: 0.771, data_time: 0.007, memory: 4833, top1_acc: 0.7062, top5_acc: 0.8852, loss_cls: 1.1718, loss: 1.1718, grad_norm: 5.0310 2020-08-14 23:50:40,227 - mmaction - INFO - Epoch [79][280/1253] lr: 3.000e-03, eta: 5:15:46, time: 0.640, data_time: 0.006, memory: 4833, top1_acc: 0.6990, top5_acc: 0.8758, loss_cls: 1.2360, loss: 1.2360, grad_norm: 5.1276 2020-08-14 23:50:53,779 - mmaction - INFO - Epoch [79][300/1253] lr: 3.000e-03, eta: 5:15:32, time: 0.678, data_time: 0.004, memory: 4833, top1_acc: 0.6987, top5_acc: 0.8786, loss_cls: 1.2004, loss: 1.2004, grad_norm: 5.0651 2020-08-14 23:51:07,619 - mmaction - INFO - Epoch [79][320/1253] lr: 3.000e-03, eta: 5:15:18, time: 0.687, data_time: 0.005, memory: 4833, top1_acc: 0.7076, top5_acc: 0.8901, loss_cls: 1.1573, loss: 1.1573, grad_norm: 5.1019 2020-08-14 23:51:21,186 - mmaction - INFO - Epoch [79][340/1253] lr: 3.000e-03, eta: 5:15:04, time: 0.682, data_time: 0.007, memory: 4833, top1_acc: 0.7138, top5_acc: 0.8818, loss_cls: 1.1610, loss: 1.1610, grad_norm: 5.1060 2020-08-14 23:51:35,367 - mmaction - INFO - Epoch [79][360/1253] lr: 3.000e-03, eta: 5:14:50, time: 0.709, data_time: 0.006, memory: 4833, top1_acc: 0.6964, top5_acc: 0.8786, loss_cls: 1.2303, loss: 1.2303, grad_norm: 5.1258 2020-08-14 23:51:48,941 - mmaction - INFO - Epoch [79][380/1253] lr: 3.000e-03, eta: 5:14:36, time: 0.680, data_time: 0.005, memory: 4833, top1_acc: 0.7128, top5_acc: 0.8826, loss_cls: 1.1889, loss: 1.1889, grad_norm: 5.0224 2020-08-14 23:52:02,678 - mmaction - INFO - Epoch [79][400/1253] lr: 3.000e-03, eta: 5:14:22, time: 0.684, data_time: 0.006, memory: 4833, top1_acc: 0.7107, top5_acc: 0.8823, loss_cls: 1.1768, loss: 1.1768, grad_norm: 5.1428 2020-08-14 23:52:15,810 - mmaction - INFO - Epoch [79][420/1253] lr: 3.000e-03, eta: 5:14:08, time: 0.659, data_time: 0.007, memory: 4833, top1_acc: 0.7003, top5_acc: 0.8747, loss_cls: 1.2030, loss: 1.2030, grad_norm: 4.9799 2020-08-14 23:52:30,091 - mmaction - INFO - Epoch [79][440/1253] lr: 3.000e-03, eta: 5:13:54, time: 0.711, data_time: 0.007, memory: 4833, top1_acc: 0.6951, top5_acc: 0.8750, loss_cls: 1.2503, loss: 1.2503, grad_norm: 5.2445 2020-08-14 23:52:43,983 - mmaction - INFO - Epoch [79][460/1253] lr: 3.000e-03, eta: 5:13:40, time: 0.698, data_time: 0.006, memory: 4833, top1_acc: 0.7016, top5_acc: 0.8807, loss_cls: 1.2094, loss: 1.2094, grad_norm: 5.0714 2020-08-14 23:52:58,280 - mmaction - INFO - Epoch [79][480/1253] lr: 3.000e-03, eta: 5:13:27, time: 0.713, data_time: 0.007, memory: 4833, top1_acc: 0.7109, top5_acc: 0.8875, loss_cls: 1.1594, loss: 1.1594, grad_norm: 5.0332 2020-08-14 23:53:12,158 - mmaction - INFO - Epoch [79][500/1253] lr: 3.000e-03, eta: 5:13:13, time: 0.695, data_time: 0.007, memory: 4833, top1_acc: 0.7049, top5_acc: 0.8758, loss_cls: 1.2206, loss: 1.2206, grad_norm: 5.1541 2020-08-14 23:53:24,987 - mmaction - INFO - Epoch [79][520/1253] lr: 3.000e-03, eta: 5:12:59, time: 0.643, data_time: 0.007, memory: 4833, top1_acc: 0.7102, top5_acc: 0.8792, loss_cls: 1.1887, loss: 1.1887, grad_norm: 4.9501 2020-08-14 23:53:38,696 - mmaction - INFO - Epoch [79][540/1253] lr: 3.000e-03, eta: 5:12:45, time: 0.684, data_time: 0.007, memory: 4833, top1_acc: 0.7128, top5_acc: 0.8857, loss_cls: 1.1565, loss: 1.1565, grad_norm: 5.0243 2020-08-14 23:53:53,145 - mmaction - INFO - Epoch [79][560/1253] lr: 3.000e-03, eta: 5:12:31, time: 0.725, data_time: 0.007, memory: 4833, top1_acc: 0.6914, top5_acc: 0.8753, loss_cls: 1.2218, loss: 1.2218, grad_norm: 5.1283 2020-08-14 23:54:07,260 - mmaction - INFO - Epoch [79][580/1253] lr: 3.000e-03, eta: 5:12:17, time: 0.701, data_time: 0.006, memory: 4833, top1_acc: 0.7089, top5_acc: 0.8872, loss_cls: 1.1749, loss: 1.1749, grad_norm: 5.0051 2020-08-14 23:54:20,681 - mmaction - INFO - Epoch [79][600/1253] lr: 3.000e-03, eta: 5:12:03, time: 0.676, data_time: 0.007, memory: 4833, top1_acc: 0.7060, top5_acc: 0.8815, loss_cls: 1.1800, loss: 1.1800, grad_norm: 5.1487 2020-08-14 23:54:35,652 - mmaction - INFO - Epoch [79][620/1253] lr: 3.000e-03, eta: 5:11:49, time: 0.745, data_time: 0.005, memory: 4833, top1_acc: 0.6979, top5_acc: 0.8781, loss_cls: 1.2215, loss: 1.2215, grad_norm: 5.1490 2020-08-14 23:54:49,629 - mmaction - INFO - Epoch [79][640/1253] lr: 3.000e-03, eta: 5:11:36, time: 0.700, data_time: 0.007, memory: 4833, top1_acc: 0.7096, top5_acc: 0.8799, loss_cls: 1.2007, loss: 1.2007, grad_norm: 5.1339 2020-08-14 23:55:03,834 - mmaction - INFO - Epoch [79][660/1253] lr: 3.000e-03, eta: 5:11:22, time: 0.711, data_time: 0.008, memory: 4833, top1_acc: 0.7180, top5_acc: 0.8865, loss_cls: 1.1504, loss: 1.1504, grad_norm: 4.9486 2020-08-14 23:55:16,833 - mmaction - INFO - Epoch [79][680/1253] lr: 3.000e-03, eta: 5:11:08, time: 0.650, data_time: 0.004, memory: 4833, top1_acc: 0.6911, top5_acc: 0.8729, loss_cls: 1.2578, loss: 1.2578, grad_norm: 5.2006 2020-08-14 23:55:30,846 - mmaction - INFO - Epoch [79][700/1253] lr: 3.000e-03, eta: 5:10:54, time: 0.699, data_time: 0.007, memory: 4833, top1_acc: 0.7083, top5_acc: 0.8852, loss_cls: 1.1804, loss: 1.1804, grad_norm: 5.1873 2020-08-14 23:55:44,975 - mmaction - INFO - Epoch [79][720/1253] lr: 3.000e-03, eta: 5:10:40, time: 0.708, data_time: 0.007, memory: 4833, top1_acc: 0.6974, top5_acc: 0.8753, loss_cls: 1.2181, loss: 1.2181, grad_norm: 5.0805 2020-08-14 23:55:58,853 - mmaction - INFO - Epoch [79][740/1253] lr: 3.000e-03, eta: 5:10:26, time: 0.692, data_time: 0.008, memory: 4833, top1_acc: 0.6990, top5_acc: 0.8826, loss_cls: 1.1944, loss: 1.1944, grad_norm: 5.0718 2020-08-14 23:56:12,943 - mmaction - INFO - Epoch [79][760/1253] lr: 3.000e-03, eta: 5:10:12, time: 0.706, data_time: 0.007, memory: 4833, top1_acc: 0.7141, top5_acc: 0.8880, loss_cls: 1.1563, loss: 1.1563, grad_norm: 4.9681 2020-08-14 23:56:26,476 - mmaction - INFO - Epoch [79][780/1253] lr: 3.000e-03, eta: 5:09:58, time: 0.678, data_time: 0.008, memory: 4833, top1_acc: 0.7104, top5_acc: 0.8865, loss_cls: 1.1533, loss: 1.1533, grad_norm: 4.9979 2020-08-14 23:56:40,853 - mmaction - INFO - Epoch [79][800/1253] lr: 3.000e-03, eta: 5:09:45, time: 0.717, data_time: 0.004, memory: 4833, top1_acc: 0.7102, top5_acc: 0.8805, loss_cls: 1.1786, loss: 1.1786, grad_norm: 5.0442 2020-08-14 23:56:54,136 - mmaction - INFO - Epoch [79][820/1253] lr: 3.000e-03, eta: 5:09:30, time: 0.665, data_time: 0.007, memory: 4833, top1_acc: 0.6883, top5_acc: 0.8810, loss_cls: 1.2311, loss: 1.2311, grad_norm: 5.1925 2020-08-14 23:57:07,644 - mmaction - INFO - Epoch [79][840/1253] lr: 3.000e-03, eta: 5:09:16, time: 0.673, data_time: 0.008, memory: 4833, top1_acc: 0.7013, top5_acc: 0.8792, loss_cls: 1.2052, loss: 1.2052, grad_norm: 4.9960 2020-08-14 23:57:22,894 - mmaction - INFO - Epoch [79][860/1253] lr: 3.000e-03, eta: 5:09:03, time: 0.764, data_time: 0.007, memory: 4833, top1_acc: 0.6870, top5_acc: 0.8768, loss_cls: 1.2434, loss: 1.2434, grad_norm: 5.2094 2020-08-14 23:57:36,386 - mmaction - INFO - Epoch [79][880/1253] lr: 3.000e-03, eta: 5:08:49, time: 0.675, data_time: 0.004, memory: 4833, top1_acc: 0.6948, top5_acc: 0.8862, loss_cls: 1.1965, loss: 1.1965, grad_norm: 5.1988 2020-08-14 23:57:49,942 - mmaction - INFO - Epoch [79][900/1253] lr: 3.000e-03, eta: 5:08:35, time: 0.676, data_time: 0.008, memory: 4833, top1_acc: 0.6990, top5_acc: 0.8820, loss_cls: 1.1982, loss: 1.1982, grad_norm: 5.1259 2020-08-14 23:58:03,688 - mmaction - INFO - Epoch [79][920/1253] lr: 3.000e-03, eta: 5:08:21, time: 0.689, data_time: 0.007, memory: 4833, top1_acc: 0.6896, top5_acc: 0.8698, loss_cls: 1.2565, loss: 1.2565, grad_norm: 5.1013 2020-08-14 23:58:16,828 - mmaction - INFO - Epoch [79][940/1253] lr: 3.000e-03, eta: 5:08:07, time: 0.657, data_time: 0.007, memory: 4833, top1_acc: 0.7148, top5_acc: 0.8919, loss_cls: 1.1426, loss: 1.1426, grad_norm: 5.1411 2020-08-14 23:58:31,426 - mmaction - INFO - Epoch [79][960/1253] lr: 3.000e-03, eta: 5:07:53, time: 0.731, data_time: 0.005, memory: 4833, top1_acc: 0.7130, top5_acc: 0.8823, loss_cls: 1.1846, loss: 1.1846, grad_norm: 5.1774 2020-08-14 23:58:47,470 - mmaction - INFO - Epoch [79][980/1253] lr: 3.000e-03, eta: 5:07:40, time: 0.799, data_time: 0.008, memory: 4833, top1_acc: 0.7091, top5_acc: 0.8852, loss_cls: 1.1929, loss: 1.1929, grad_norm: 5.1777 2020-08-14 23:59:00,435 - mmaction - INFO - Epoch [79][1000/1253] lr: 3.000e-03, eta: 5:07:26, time: 0.651, data_time: 0.007, memory: 4833, top1_acc: 0.7112, top5_acc: 0.8938, loss_cls: 1.1335, loss: 1.1335, grad_norm: 5.0105 2020-08-14 23:59:14,123 - mmaction - INFO - Epoch [79][1020/1253] lr: 3.000e-03, eta: 5:07:12, time: 0.680, data_time: 0.007, memory: 4833, top1_acc: 0.6909, top5_acc: 0.8763, loss_cls: 1.2341, loss: 1.2341, grad_norm: 5.2530 2020-08-14 23:59:29,172 - mmaction - INFO - Epoch [79][1040/1253] lr: 3.000e-03, eta: 5:06:58, time: 0.756, data_time: 0.008, memory: 4833, top1_acc: 0.7115, top5_acc: 0.8737, loss_cls: 1.2244, loss: 1.2244, grad_norm: 5.1875 2020-08-14 23:59:42,550 - mmaction - INFO - Epoch [79][1060/1253] lr: 3.000e-03, eta: 5:06:44, time: 0.668, data_time: 0.009, memory: 4833, top1_acc: 0.7094, top5_acc: 0.8844, loss_cls: 1.1746, loss: 1.1746, grad_norm: 5.0794 2020-08-14 23:59:56,140 - mmaction - INFO - Epoch [79][1080/1253] lr: 3.000e-03, eta: 5:06:30, time: 0.681, data_time: 0.007, memory: 4833, top1_acc: 0.7065, top5_acc: 0.8792, loss_cls: 1.1895, loss: 1.1895, grad_norm: 5.1433 2020-08-15 00:00:13,304 - mmaction - INFO - Epoch [79][1100/1253] lr: 3.000e-03, eta: 5:06:17, time: 0.851, data_time: 0.007, memory: 4833, top1_acc: 0.7016, top5_acc: 0.8698, loss_cls: 1.2438, loss: 1.2438, grad_norm: 5.2024 2020-08-15 00:00:27,325 - mmaction - INFO - Epoch [79][1120/1253] lr: 3.000e-03, eta: 5:06:03, time: 0.708, data_time: 0.024, memory: 4833, top1_acc: 0.7070, top5_acc: 0.8779, loss_cls: 1.2228, loss: 1.2228, grad_norm: 5.0438 2020-08-15 00:00:40,642 - mmaction - INFO - Epoch [79][1140/1253] lr: 3.000e-03, eta: 5:05:49, time: 0.668, data_time: 0.008, memory: 4833, top1_acc: 0.7013, top5_acc: 0.8760, loss_cls: 1.2194, loss: 1.2194, grad_norm: 5.0536 2020-08-15 00:00:55,227 - mmaction - INFO - Epoch [79][1160/1253] lr: 3.000e-03, eta: 5:05:36, time: 0.729, data_time: 0.003, memory: 4833, top1_acc: 0.6932, top5_acc: 0.8661, loss_cls: 1.2602, loss: 1.2602, grad_norm: 5.1714 2020-08-15 00:01:09,274 - mmaction - INFO - Epoch [79][1180/1253] lr: 3.000e-03, eta: 5:05:22, time: 0.699, data_time: 0.006, memory: 4833, top1_acc: 0.7021, top5_acc: 0.8786, loss_cls: 1.2186, loss: 1.2186, grad_norm: 5.0190 2020-08-15 00:01:22,414 - mmaction - INFO - Epoch [79][1200/1253] lr: 3.000e-03, eta: 5:05:08, time: 0.660, data_time: 0.008, memory: 4833, top1_acc: 0.6951, top5_acc: 0.8802, loss_cls: 1.2367, loss: 1.2367, grad_norm: 5.1149 2020-08-15 00:01:36,601 - mmaction - INFO - Epoch [79][1220/1253] lr: 3.000e-03, eta: 5:04:54, time: 0.709, data_time: 0.006, memory: 4833, top1_acc: 0.6979, top5_acc: 0.8763, loss_cls: 1.2315, loss: 1.2315, grad_norm: 5.1600 2020-08-15 00:01:51,126 - mmaction - INFO - Epoch [79][1240/1253] lr: 3.000e-03, eta: 5:04:40, time: 0.726, data_time: 0.005, memory: 4833, top1_acc: 0.7021, top5_acc: 0.8828, loss_cls: 1.2121, loss: 1.2121, grad_norm: 5.1287 2020-08-15 00:01:59,488 - mmaction - INFO - Saving checkpoint at 79 epochs 2020-08-15 00:02:24,234 - mmaction - INFO - Epoch [80][20/1253] lr: 3.000e-03, eta: 5:04:17, time: 1.172, data_time: 0.517, memory: 4833, top1_acc: 0.7076, top5_acc: 0.8849, loss_cls: 1.1764, loss: 1.1764, grad_norm: 5.1287 2020-08-15 00:02:37,873 - mmaction - INFO - Epoch [80][40/1253] lr: 3.000e-03, eta: 5:04:04, time: 0.683, data_time: 0.003, memory: 4833, top1_acc: 0.7060, top5_acc: 0.8745, loss_cls: 1.2130, loss: 1.2130, grad_norm: 5.1099 2020-08-15 00:02:50,430 - mmaction - INFO - Epoch [80][60/1253] lr: 3.000e-03, eta: 5:03:49, time: 0.627, data_time: 0.002, memory: 4833, top1_acc: 0.6958, top5_acc: 0.8727, loss_cls: 1.2312, loss: 1.2312, grad_norm: 5.2571 2020-08-15 00:03:04,007 - mmaction - INFO - Epoch [80][80/1253] lr: 3.000e-03, eta: 5:03:35, time: 0.680, data_time: 0.003, memory: 4833, top1_acc: 0.7156, top5_acc: 0.8885, loss_cls: 1.1554, loss: 1.1554, grad_norm: 4.9625 2020-08-15 00:03:16,551 - mmaction - INFO - Epoch [80][100/1253] lr: 3.000e-03, eta: 5:03:21, time: 0.624, data_time: 0.005, memory: 4833, top1_acc: 0.6992, top5_acc: 0.8820, loss_cls: 1.2141, loss: 1.2141, grad_norm: 5.2063 2020-08-15 00:03:30,976 - mmaction - INFO - Epoch [80][120/1253] lr: 3.000e-03, eta: 5:03:07, time: 0.723, data_time: 0.007, memory: 4833, top1_acc: 0.6935, top5_acc: 0.8773, loss_cls: 1.2197, loss: 1.2197, grad_norm: 5.0355 2020-08-15 00:03:45,013 - mmaction - INFO - Epoch [80][140/1253] lr: 3.000e-03, eta: 5:02:53, time: 0.701, data_time: 0.008, memory: 4833, top1_acc: 0.7008, top5_acc: 0.8763, loss_cls: 1.2235, loss: 1.2235, grad_norm: 5.0683 2020-08-15 00:03:59,235 - mmaction - INFO - Epoch [80][160/1253] lr: 3.000e-03, eta: 5:02:40, time: 0.711, data_time: 0.006, memory: 4833, top1_acc: 0.7099, top5_acc: 0.8857, loss_cls: 1.1781, loss: 1.1781, grad_norm: 5.0977 2020-08-15 00:04:15,028 - mmaction - INFO - Epoch [80][180/1253] lr: 3.000e-03, eta: 5:02:26, time: 0.790, data_time: 0.009, memory: 4833, top1_acc: 0.7049, top5_acc: 0.8805, loss_cls: 1.1848, loss: 1.1848, grad_norm: 5.1253 2020-08-15 00:04:28,639 - mmaction - INFO - Epoch [80][200/1253] lr: 3.000e-03, eta: 5:02:12, time: 0.677, data_time: 0.005, memory: 4833, top1_acc: 0.7049, top5_acc: 0.8883, loss_cls: 1.2069, loss: 1.2069, grad_norm: 5.1624 2020-08-15 00:04:43,541 - mmaction - INFO - Epoch [80][220/1253] lr: 3.000e-03, eta: 5:01:59, time: 0.746, data_time: 0.009, memory: 4833, top1_acc: 0.7130, top5_acc: 0.8854, loss_cls: 1.1646, loss: 1.1646, grad_norm: 5.0458 2020-08-15 00:04:57,687 - mmaction - INFO - Epoch [80][240/1253] lr: 3.000e-03, eta: 5:01:45, time: 0.709, data_time: 0.010, memory: 4833, top1_acc: 0.7086, top5_acc: 0.8891, loss_cls: 1.1669, loss: 1.1669, grad_norm: 5.1208 2020-08-15 00:05:10,771 - mmaction - INFO - Epoch [80][260/1253] lr: 3.000e-03, eta: 5:01:31, time: 0.655, data_time: 0.006, memory: 4833, top1_acc: 0.7099, top5_acc: 0.8854, loss_cls: 1.1845, loss: 1.1845, grad_norm: 5.1328 2020-08-15 00:05:25,817 - mmaction - INFO - Epoch [80][280/1253] lr: 3.000e-03, eta: 5:01:17, time: 0.754, data_time: 0.008, memory: 4833, top1_acc: 0.7018, top5_acc: 0.8802, loss_cls: 1.2173, loss: 1.2173, grad_norm: 5.0709 2020-08-15 00:05:39,403 - mmaction - INFO - Epoch [80][300/1253] lr: 3.000e-03, eta: 5:01:03, time: 0.676, data_time: 0.006, memory: 4833, top1_acc: 0.7039, top5_acc: 0.8799, loss_cls: 1.2007, loss: 1.2007, grad_norm: 5.0772 2020-08-15 00:05:53,206 - mmaction - INFO - Epoch [80][320/1253] lr: 3.000e-03, eta: 5:00:49, time: 0.691, data_time: 0.007, memory: 4833, top1_acc: 0.7026, top5_acc: 0.8820, loss_cls: 1.1958, loss: 1.1958, grad_norm: 5.0900 2020-08-15 00:06:07,786 - mmaction - INFO - Epoch [80][340/1253] lr: 3.000e-03, eta: 5:00:36, time: 0.726, data_time: 0.007, memory: 4833, top1_acc: 0.7146, top5_acc: 0.8906, loss_cls: 1.1708, loss: 1.1708, grad_norm: 5.1117 2020-08-15 00:06:21,460 - mmaction - INFO - Epoch [80][360/1253] lr: 3.000e-03, eta: 5:00:22, time: 0.689, data_time: 0.008, memory: 4833, top1_acc: 0.7057, top5_acc: 0.8805, loss_cls: 1.1924, loss: 1.1924, grad_norm: 5.1431 2020-08-15 00:06:34,428 - mmaction - INFO - Epoch [80][380/1253] lr: 3.000e-03, eta: 5:00:08, time: 0.647, data_time: 0.006, memory: 4833, top1_acc: 0.7018, top5_acc: 0.8807, loss_cls: 1.2045, loss: 1.2045, grad_norm: 5.1980 2020-08-15 00:06:48,079 - mmaction - INFO - Epoch [80][400/1253] lr: 3.000e-03, eta: 4:59:54, time: 0.682, data_time: 0.005, memory: 4833, top1_acc: 0.6943, top5_acc: 0.8789, loss_cls: 1.2216, loss: 1.2216, grad_norm: 5.1537 2020-08-15 00:07:01,306 - mmaction - INFO - Epoch [80][420/1253] lr: 3.000e-03, eta: 4:59:40, time: 0.660, data_time: 0.008, memory: 4833, top1_acc: 0.7102, top5_acc: 0.8818, loss_cls: 1.1645, loss: 1.1645, grad_norm: 5.0293 2020-08-15 00:07:14,447 - mmaction - INFO - Epoch [80][440/1253] lr: 3.000e-03, eta: 4:59:25, time: 0.659, data_time: 0.008, memory: 4833, top1_acc: 0.7083, top5_acc: 0.8813, loss_cls: 1.1832, loss: 1.1832, grad_norm: 5.1330 2020-08-15 00:07:29,052 - mmaction - INFO - Epoch [80][460/1253] lr: 3.000e-03, eta: 4:59:12, time: 0.729, data_time: 0.007, memory: 4833, top1_acc: 0.7096, top5_acc: 0.8833, loss_cls: 1.1642, loss: 1.1642, grad_norm: 4.9880 2020-08-15 00:07:42,108 - mmaction - INFO - Epoch [80][480/1253] lr: 3.000e-03, eta: 4:58:58, time: 0.655, data_time: 0.006, memory: 4833, top1_acc: 0.7029, top5_acc: 0.8820, loss_cls: 1.1760, loss: 1.1760, grad_norm: 5.0913 2020-08-15 00:07:56,107 - mmaction - INFO - Epoch [80][500/1253] lr: 3.000e-03, eta: 4:58:44, time: 0.700, data_time: 0.006, memory: 4833, top1_acc: 0.7096, top5_acc: 0.8849, loss_cls: 1.1878, loss: 1.1878, grad_norm: 4.9565 2020-08-15 00:08:10,393 - mmaction - INFO - Epoch [80][520/1253] lr: 3.000e-03, eta: 4:58:30, time: 0.713, data_time: 0.002, memory: 4833, top1_acc: 0.6974, top5_acc: 0.8747, loss_cls: 1.2274, loss: 1.2274, grad_norm: 5.2252 2020-08-15 00:08:24,176 - mmaction - INFO - Epoch [80][540/1253] lr: 3.000e-03, eta: 4:58:16, time: 0.687, data_time: 0.007, memory: 4833, top1_acc: 0.7065, top5_acc: 0.8776, loss_cls: 1.1908, loss: 1.1908, grad_norm: 5.0749 2020-08-15 00:08:37,981 - mmaction - INFO - Epoch [80][560/1253] lr: 3.000e-03, eta: 4:58:02, time: 0.694, data_time: 0.007, memory: 4833, top1_acc: 0.7112, top5_acc: 0.8862, loss_cls: 1.1865, loss: 1.1865, grad_norm: 5.1193 2020-08-15 00:08:52,150 - mmaction - INFO - Epoch [80][580/1253] lr: 3.000e-03, eta: 4:57:48, time: 0.706, data_time: 0.006, memory: 4833, top1_acc: 0.6927, top5_acc: 0.8768, loss_cls: 1.2347, loss: 1.2347, grad_norm: 5.1360 2020-08-15 00:09:05,955 - mmaction - INFO - Epoch [80][600/1253] lr: 3.000e-03, eta: 4:57:34, time: 0.692, data_time: 0.008, memory: 4833, top1_acc: 0.7102, top5_acc: 0.8938, loss_cls: 1.1356, loss: 1.1356, grad_norm: 5.0424 2020-08-15 00:09:19,910 - mmaction - INFO - Epoch [80][620/1253] lr: 3.000e-03, eta: 4:57:21, time: 0.695, data_time: 0.007, memory: 4833, top1_acc: 0.7148, top5_acc: 0.8846, loss_cls: 1.1871, loss: 1.1871, grad_norm: 5.0011 2020-08-15 00:09:34,361 - mmaction - INFO - Epoch [80][640/1253] lr: 3.000e-03, eta: 4:57:07, time: 0.726, data_time: 0.008, memory: 4833, top1_acc: 0.6987, top5_acc: 0.8768, loss_cls: 1.2337, loss: 1.2337, grad_norm: 5.1348 2020-08-15 00:09:47,707 - mmaction - INFO - Epoch [80][660/1253] lr: 3.000e-03, eta: 4:56:53, time: 0.666, data_time: 0.006, memory: 4833, top1_acc: 0.7049, top5_acc: 0.8784, loss_cls: 1.1913, loss: 1.1913, grad_norm: 5.1135 2020-08-15 00:10:01,079 - mmaction - INFO - Epoch [80][680/1253] lr: 3.000e-03, eta: 4:56:39, time: 0.669, data_time: 0.007, memory: 4833, top1_acc: 0.6924, top5_acc: 0.8729, loss_cls: 1.2539, loss: 1.2539, grad_norm: 5.2533 2020-08-15 00:10:13,760 - mmaction - INFO - Epoch [80][700/1253] lr: 3.000e-03, eta: 4:56:25, time: 0.632, data_time: 0.007, memory: 4833, top1_acc: 0.6977, top5_acc: 0.8768, loss_cls: 1.2312, loss: 1.2312, grad_norm: 5.2653 2020-08-15 00:10:26,788 - mmaction - INFO - Epoch [80][720/1253] lr: 3.000e-03, eta: 4:56:10, time: 0.654, data_time: 0.007, memory: 4833, top1_acc: 0.7065, top5_acc: 0.8852, loss_cls: 1.1815, loss: 1.1815, grad_norm: 5.0586 2020-08-15 00:10:41,068 - mmaction - INFO - Epoch [80][740/1253] lr: 3.000e-03, eta: 4:55:57, time: 0.713, data_time: 0.008, memory: 4833, top1_acc: 0.7094, top5_acc: 0.8813, loss_cls: 1.1878, loss: 1.1878, grad_norm: 5.2416 2020-08-15 00:10:54,741 - mmaction - INFO - Epoch [80][760/1253] lr: 3.000e-03, eta: 4:55:43, time: 0.684, data_time: 0.005, memory: 4833, top1_acc: 0.7000, top5_acc: 0.8839, loss_cls: 1.1903, loss: 1.1903, grad_norm: 5.2735 2020-08-15 00:11:09,336 - mmaction - INFO - Epoch [80][780/1253] lr: 3.000e-03, eta: 4:55:29, time: 0.729, data_time: 0.007, memory: 4833, top1_acc: 0.7070, top5_acc: 0.8875, loss_cls: 1.1632, loss: 1.1632, grad_norm: 5.0020 2020-08-15 00:11:23,304 - mmaction - INFO - Epoch [80][800/1253] lr: 3.000e-03, eta: 4:55:15, time: 0.699, data_time: 0.007, memory: 4833, top1_acc: 0.6987, top5_acc: 0.8810, loss_cls: 1.1929, loss: 1.1929, grad_norm: 5.1266 2020-08-15 00:11:37,631 - mmaction - INFO - Epoch [80][820/1253] lr: 3.000e-03, eta: 4:55:01, time: 0.714, data_time: 0.007, memory: 4833, top1_acc: 0.6937, top5_acc: 0.8711, loss_cls: 1.2231, loss: 1.2231, grad_norm: 5.1209 2020-08-15 00:11:51,276 - mmaction - INFO - Epoch [80][840/1253] lr: 3.000e-03, eta: 4:54:47, time: 0.683, data_time: 0.009, memory: 4833, top1_acc: 0.6974, top5_acc: 0.8826, loss_cls: 1.2115, loss: 1.2115, grad_norm: 5.1994 2020-08-15 00:12:05,203 - mmaction - INFO - Epoch [80][860/1253] lr: 3.000e-03, eta: 4:54:34, time: 0.695, data_time: 0.007, memory: 4833, top1_acc: 0.7039, top5_acc: 0.8820, loss_cls: 1.1815, loss: 1.1815, grad_norm: 5.1563 2020-08-15 00:12:18,941 - mmaction - INFO - Epoch [80][880/1253] lr: 3.000e-03, eta: 4:54:20, time: 0.689, data_time: 0.008, memory: 4833, top1_acc: 0.7062, top5_acc: 0.8841, loss_cls: 1.1967, loss: 1.1967, grad_norm: 5.0812 2020-08-15 00:12:32,895 - mmaction - INFO - Epoch [80][900/1253] lr: 3.000e-03, eta: 4:54:06, time: 0.696, data_time: 0.003, memory: 4833, top1_acc: 0.6951, top5_acc: 0.8760, loss_cls: 1.2392, loss: 1.2392, grad_norm: 5.1516 2020-08-15 00:12:46,601 - mmaction - INFO - Epoch [80][920/1253] lr: 3.000e-03, eta: 4:53:52, time: 0.687, data_time: 0.008, memory: 4833, top1_acc: 0.7083, top5_acc: 0.8859, loss_cls: 1.1934, loss: 1.1934, grad_norm: 5.0520 2020-08-15 00:12:59,847 - mmaction - INFO - Epoch [80][940/1253] lr: 3.000e-03, eta: 4:53:38, time: 0.661, data_time: 0.007, memory: 4833, top1_acc: 0.6958, top5_acc: 0.8753, loss_cls: 1.2247, loss: 1.2247, grad_norm: 5.1628 2020-08-15 00:13:13,737 - mmaction - INFO - Epoch [80][960/1253] lr: 3.000e-03, eta: 4:53:24, time: 0.695, data_time: 0.006, memory: 4833, top1_acc: 0.6995, top5_acc: 0.8805, loss_cls: 1.1959, loss: 1.1959, grad_norm: 5.0892 2020-08-15 00:13:27,908 - mmaction - INFO - Epoch [80][980/1253] lr: 3.000e-03, eta: 4:53:10, time: 0.709, data_time: 0.008, memory: 4833, top1_acc: 0.7013, top5_acc: 0.8844, loss_cls: 1.2092, loss: 1.2092, grad_norm: 5.2020 2020-08-15 00:13:41,559 - mmaction - INFO - Epoch [80][1000/1253] lr: 3.000e-03, eta: 4:52:56, time: 0.683, data_time: 0.005, memory: 4833, top1_acc: 0.7036, top5_acc: 0.8781, loss_cls: 1.2224, loss: 1.2224, grad_norm: 5.0998 2020-08-15 00:13:55,170 - mmaction - INFO - Epoch [80][1020/1253] lr: 3.000e-03, eta: 4:52:42, time: 0.678, data_time: 0.007, memory: 4833, top1_acc: 0.6969, top5_acc: 0.8747, loss_cls: 1.2440, loss: 1.2440, grad_norm: 5.1062 2020-08-15 00:14:09,030 - mmaction - INFO - Epoch [80][1040/1253] lr: 3.000e-03, eta: 4:52:28, time: 0.696, data_time: 0.008, memory: 4833, top1_acc: 0.7047, top5_acc: 0.8854, loss_cls: 1.1706, loss: 1.1706, grad_norm: 5.2321 2020-08-15 00:14:22,578 - mmaction - INFO - Epoch [80][1060/1253] lr: 3.000e-03, eta: 4:52:14, time: 0.676, data_time: 0.007, memory: 4833, top1_acc: 0.7010, top5_acc: 0.8786, loss_cls: 1.2193, loss: 1.2193, grad_norm: 5.2483 2020-08-15 00:14:36,187 - mmaction - INFO - Epoch [80][1080/1253] lr: 3.000e-03, eta: 4:52:00, time: 0.683, data_time: 0.006, memory: 4833, top1_acc: 0.7005, top5_acc: 0.8760, loss_cls: 1.2122, loss: 1.2122, grad_norm: 5.1029 2020-08-15 00:14:49,353 - mmaction - INFO - Epoch [80][1100/1253] lr: 3.000e-03, eta: 4:51:46, time: 0.656, data_time: 0.005, memory: 4833, top1_acc: 0.6987, top5_acc: 0.8758, loss_cls: 1.2129, loss: 1.2129, grad_norm: 5.1729 2020-08-15 00:15:02,603 - mmaction - INFO - Epoch [80][1120/1253] lr: 3.000e-03, eta: 4:51:32, time: 0.664, data_time: 0.008, memory: 4833, top1_acc: 0.7242, top5_acc: 0.8836, loss_cls: 1.1462, loss: 1.1462, grad_norm: 5.0077 2020-08-15 00:15:15,783 - mmaction - INFO - Epoch [80][1140/1253] lr: 3.000e-03, eta: 4:51:18, time: 0.659, data_time: 0.003, memory: 4833, top1_acc: 0.7240, top5_acc: 0.8880, loss_cls: 1.1386, loss: 1.1386, grad_norm: 5.0984 2020-08-15 00:15:30,085 - mmaction - INFO - Epoch [80][1160/1253] lr: 3.000e-03, eta: 4:51:04, time: 0.715, data_time: 0.006, memory: 4833, top1_acc: 0.7023, top5_acc: 0.8768, loss_cls: 1.2024, loss: 1.2024, grad_norm: 5.2159 2020-08-15 00:15:43,410 - mmaction - INFO - Epoch [80][1180/1253] lr: 3.000e-03, eta: 4:50:50, time: 0.668, data_time: 0.003, memory: 4833, top1_acc: 0.6953, top5_acc: 0.8763, loss_cls: 1.2324, loss: 1.2324, grad_norm: 5.0849 2020-08-15 00:15:57,955 - mmaction - INFO - Epoch [80][1200/1253] lr: 3.000e-03, eta: 4:50:37, time: 0.721, data_time: 0.007, memory: 4833, top1_acc: 0.7042, top5_acc: 0.8815, loss_cls: 1.1948, loss: 1.1948, grad_norm: 5.2444 2020-08-15 00:16:11,943 - mmaction - INFO - Epoch [80][1220/1253] lr: 3.000e-03, eta: 4:50:23, time: 0.704, data_time: 0.008, memory: 4833, top1_acc: 0.7026, top5_acc: 0.8820, loss_cls: 1.2197, loss: 1.2197, grad_norm: 5.0926 2020-08-15 00:16:26,424 - mmaction - INFO - Epoch [80][1240/1253] lr: 3.000e-03, eta: 4:50:09, time: 0.724, data_time: 0.008, memory: 4833, top1_acc: 0.6917, top5_acc: 0.8727, loss_cls: 1.2408, loss: 1.2408, grad_norm: 5.2817 2020-08-15 00:16:35,103 - mmaction - INFO - Saving checkpoint at 80 epochs 2020-08-15 00:16:57,689 - mmaction - INFO - Epoch [81][20/1253] lr: 3.000e-04, eta: 4:49:46, time: 1.033, data_time: 0.409, memory: 4833, top1_acc: 0.7055, top5_acc: 0.8755, loss_cls: 1.2136, loss: 1.2136, grad_norm: 5.0827 2020-08-15 00:17:10,060 - mmaction - INFO - Epoch [81][40/1253] lr: 3.000e-04, eta: 4:49:31, time: 0.622, data_time: 0.007, memory: 4833, top1_acc: 0.7122, top5_acc: 0.8875, loss_cls: 1.1634, loss: 1.1634, grad_norm: 5.0898 2020-08-15 00:17:23,017 - mmaction - INFO - Epoch [81][60/1253] lr: 3.000e-04, eta: 4:49:17, time: 0.646, data_time: 0.008, memory: 4833, top1_acc: 0.7107, top5_acc: 0.8938, loss_cls: 1.1370, loss: 1.1370, grad_norm: 5.0552 2020-08-15 00:17:36,784 - mmaction - INFO - Epoch [81][80/1253] lr: 3.000e-04, eta: 4:49:03, time: 0.690, data_time: 0.007, memory: 4833, top1_acc: 0.7161, top5_acc: 0.8831, loss_cls: 1.1498, loss: 1.1498, grad_norm: 5.0859 2020-08-15 00:17:49,650 - mmaction - INFO - Epoch [81][100/1253] lr: 3.000e-04, eta: 4:48:49, time: 0.640, data_time: 0.007, memory: 4833, top1_acc: 0.7208, top5_acc: 0.8919, loss_cls: 1.1271, loss: 1.1271, grad_norm: 5.0077 2020-08-15 00:18:03,516 - mmaction - INFO - Epoch [81][120/1253] lr: 3.000e-04, eta: 4:48:35, time: 0.698, data_time: 0.008, memory: 4833, top1_acc: 0.7148, top5_acc: 0.8867, loss_cls: 1.1718, loss: 1.1718, grad_norm: 5.1031 2020-08-15 00:18:17,905 - mmaction - INFO - Epoch [81][140/1253] lr: 3.000e-04, eta: 4:48:21, time: 0.714, data_time: 0.009, memory: 4833, top1_acc: 0.7057, top5_acc: 0.8854, loss_cls: 1.1556, loss: 1.1556, grad_norm: 5.0819 2020-08-15 00:18:31,830 - mmaction - INFO - Epoch [81][160/1253] lr: 3.000e-04, eta: 4:48:08, time: 0.700, data_time: 0.008, memory: 4833, top1_acc: 0.7128, top5_acc: 0.8859, loss_cls: 1.1620, loss: 1.1620, grad_norm: 5.1546 2020-08-15 00:18:46,097 - mmaction - INFO - Epoch [81][180/1253] lr: 3.000e-04, eta: 4:47:54, time: 0.713, data_time: 0.007, memory: 4833, top1_acc: 0.7065, top5_acc: 0.8852, loss_cls: 1.1709, loss: 1.1709, grad_norm: 5.1763 2020-08-15 00:19:00,208 - mmaction - INFO - Epoch [81][200/1253] lr: 3.000e-04, eta: 4:47:40, time: 0.702, data_time: 0.005, memory: 4833, top1_acc: 0.7247, top5_acc: 0.8927, loss_cls: 1.1006, loss: 1.1006, grad_norm: 4.9890 2020-08-15 00:19:13,865 - mmaction - INFO - Epoch [81][220/1253] lr: 3.000e-04, eta: 4:47:26, time: 0.687, data_time: 0.009, memory: 4833, top1_acc: 0.7154, top5_acc: 0.8927, loss_cls: 1.1288, loss: 1.1288, grad_norm: 5.0865 2020-08-15 00:19:27,163 - mmaction - INFO - Epoch [81][240/1253] lr: 3.000e-04, eta: 4:47:12, time: 0.664, data_time: 0.006, memory: 4833, top1_acc: 0.7133, top5_acc: 0.8831, loss_cls: 1.1569, loss: 1.1569, grad_norm: 5.1019 2020-08-15 00:19:39,692 - mmaction - INFO - Epoch [81][260/1253] lr: 3.000e-04, eta: 4:46:58, time: 0.628, data_time: 0.008, memory: 4833, top1_acc: 0.7109, top5_acc: 0.8878, loss_cls: 1.1412, loss: 1.1412, grad_norm: 5.0541 2020-08-15 00:19:53,227 - mmaction - INFO - Epoch [81][280/1253] lr: 3.000e-04, eta: 4:46:44, time: 0.674, data_time: 0.006, memory: 4833, top1_acc: 0.7242, top5_acc: 0.8938, loss_cls: 1.0951, loss: 1.0951, grad_norm: 5.0341 2020-08-15 00:20:07,422 - mmaction - INFO - Epoch [81][300/1253] lr: 3.000e-04, eta: 4:46:30, time: 0.711, data_time: 0.007, memory: 4833, top1_acc: 0.7076, top5_acc: 0.8763, loss_cls: 1.2129, loss: 1.2129, grad_norm: 5.0364 2020-08-15 00:20:21,218 - mmaction - INFO - Epoch [81][320/1253] lr: 3.000e-04, eta: 4:46:16, time: 0.689, data_time: 0.009, memory: 4833, top1_acc: 0.7120, top5_acc: 0.8852, loss_cls: 1.1704, loss: 1.1704, grad_norm: 5.2252 2020-08-15 00:20:34,783 - mmaction - INFO - Epoch [81][340/1253] lr: 3.000e-04, eta: 4:46:02, time: 0.680, data_time: 0.007, memory: 4833, top1_acc: 0.7284, top5_acc: 0.8914, loss_cls: 1.1139, loss: 1.1139, grad_norm: 5.0174 2020-08-15 00:20:48,821 - mmaction - INFO - Epoch [81][360/1253] lr: 3.000e-04, eta: 4:45:48, time: 0.700, data_time: 0.006, memory: 4833, top1_acc: 0.7146, top5_acc: 0.8901, loss_cls: 1.1416, loss: 1.1416, grad_norm: 5.0641 2020-08-15 00:21:02,965 - mmaction - INFO - Epoch [81][380/1253] lr: 3.000e-04, eta: 4:45:34, time: 0.709, data_time: 0.007, memory: 4833, top1_acc: 0.7193, top5_acc: 0.8896, loss_cls: 1.1299, loss: 1.1299, grad_norm: 5.0623 2020-08-15 00:21:16,523 - mmaction - INFO - Epoch [81][400/1253] lr: 3.000e-04, eta: 4:45:21, time: 0.676, data_time: 0.009, memory: 4833, top1_acc: 0.7214, top5_acc: 0.8909, loss_cls: 1.1188, loss: 1.1188, grad_norm: 5.0060 2020-08-15 00:21:29,878 - mmaction - INFO - Epoch [81][420/1253] lr: 3.000e-04, eta: 4:45:07, time: 0.670, data_time: 0.007, memory: 4833, top1_acc: 0.7172, top5_acc: 0.8773, loss_cls: 1.1746, loss: 1.1746, grad_norm: 5.1065 2020-08-15 00:21:43,139 - mmaction - INFO - Epoch [81][440/1253] lr: 3.000e-04, eta: 4:44:52, time: 0.662, data_time: 0.007, memory: 4833, top1_acc: 0.7299, top5_acc: 0.8917, loss_cls: 1.0980, loss: 1.0980, grad_norm: 5.0562 2020-08-15 00:21:57,311 - mmaction - INFO - Epoch [81][460/1253] lr: 3.000e-04, eta: 4:44:39, time: 0.709, data_time: 0.005, memory: 4833, top1_acc: 0.7354, top5_acc: 0.8964, loss_cls: 1.0777, loss: 1.0777, grad_norm: 5.0144 2020-08-15 00:22:12,211 - mmaction - INFO - Epoch [81][480/1253] lr: 3.000e-04, eta: 4:44:25, time: 0.746, data_time: 0.004, memory: 4833, top1_acc: 0.7133, top5_acc: 0.8909, loss_cls: 1.1367, loss: 1.1367, grad_norm: 5.1005 2020-08-15 00:22:26,756 - mmaction - INFO - Epoch [81][500/1253] lr: 3.000e-04, eta: 4:44:11, time: 0.726, data_time: 0.006, memory: 4833, top1_acc: 0.7193, top5_acc: 0.8904, loss_cls: 1.1431, loss: 1.1431, grad_norm: 5.2007 2020-08-15 00:22:39,689 - mmaction - INFO - Epoch [81][520/1253] lr: 3.000e-04, eta: 4:43:57, time: 0.645, data_time: 0.005, memory: 4833, top1_acc: 0.7099, top5_acc: 0.8833, loss_cls: 1.1625, loss: 1.1625, grad_norm: 5.0929 2020-08-15 00:22:53,184 - mmaction - INFO - Epoch [81][540/1253] lr: 3.000e-04, eta: 4:43:43, time: 0.675, data_time: 0.009, memory: 4833, top1_acc: 0.7281, top5_acc: 0.8870, loss_cls: 1.1134, loss: 1.1134, grad_norm: 5.0238 2020-08-15 00:23:07,162 - mmaction - INFO - Epoch [81][560/1253] lr: 3.000e-04, eta: 4:43:29, time: 0.702, data_time: 0.007, memory: 4833, top1_acc: 0.7177, top5_acc: 0.8906, loss_cls: 1.1261, loss: 1.1261, grad_norm: 5.0538 2020-08-15 00:23:21,123 - mmaction - INFO - Epoch [81][580/1253] lr: 3.000e-04, eta: 4:43:15, time: 0.694, data_time: 0.006, memory: 4833, top1_acc: 0.7229, top5_acc: 0.8883, loss_cls: 1.1177, loss: 1.1177, grad_norm: 4.9685 2020-08-15 00:23:35,688 - mmaction - INFO - Epoch [81][600/1253] lr: 3.000e-04, eta: 4:43:02, time: 0.731, data_time: 0.007, memory: 4833, top1_acc: 0.7237, top5_acc: 0.8904, loss_cls: 1.1233, loss: 1.1233, grad_norm: 5.0374 2020-08-15 00:23:49,079 - mmaction - INFO - Epoch [81][620/1253] lr: 3.000e-04, eta: 4:42:48, time: 0.668, data_time: 0.010, memory: 4833, top1_acc: 0.7229, top5_acc: 0.8823, loss_cls: 1.1298, loss: 1.1298, grad_norm: 5.0585 2020-08-15 00:24:03,018 - mmaction - INFO - Epoch [81][640/1253] lr: 3.000e-04, eta: 4:42:34, time: 0.700, data_time: 0.008, memory: 4833, top1_acc: 0.7146, top5_acc: 0.8867, loss_cls: 1.1221, loss: 1.1221, grad_norm: 5.0427 2020-08-15 00:24:16,925 - mmaction - INFO - Epoch [81][660/1253] lr: 3.000e-04, eta: 4:42:20, time: 0.692, data_time: 0.006, memory: 4833, top1_acc: 0.7128, top5_acc: 0.8880, loss_cls: 1.1620, loss: 1.1620, grad_norm: 5.1368 2020-08-15 00:24:31,458 - mmaction - INFO - Epoch [81][680/1253] lr: 3.000e-04, eta: 4:42:06, time: 0.730, data_time: 0.007, memory: 4833, top1_acc: 0.7253, top5_acc: 0.8932, loss_cls: 1.0819, loss: 1.0819, grad_norm: 4.9677 2020-08-15 00:24:45,898 - mmaction - INFO - Epoch [81][700/1253] lr: 3.000e-04, eta: 4:41:52, time: 0.720, data_time: 0.005, memory: 4833, top1_acc: 0.7258, top5_acc: 0.8945, loss_cls: 1.1067, loss: 1.1067, grad_norm: 4.9996 2020-08-15 00:24:58,900 - mmaction - INFO - Epoch [81][720/1253] lr: 3.000e-04, eta: 4:41:38, time: 0.652, data_time: 0.006, memory: 4833, top1_acc: 0.7195, top5_acc: 0.8852, loss_cls: 1.1387, loss: 1.1387, grad_norm: 5.0467 2020-08-15 00:25:13,162 - mmaction - INFO - Epoch [81][740/1253] lr: 3.000e-04, eta: 4:41:25, time: 0.711, data_time: 0.007, memory: 4833, top1_acc: 0.7339, top5_acc: 0.8885, loss_cls: 1.0934, loss: 1.0934, grad_norm: 4.9962 2020-08-15 00:25:26,378 - mmaction - INFO - Epoch [81][760/1253] lr: 3.000e-04, eta: 4:41:11, time: 0.663, data_time: 0.007, memory: 4833, top1_acc: 0.7323, top5_acc: 0.8948, loss_cls: 1.1091, loss: 1.1091, grad_norm: 5.1233 2020-08-15 00:25:40,062 - mmaction - INFO - Epoch [81][780/1253] lr: 3.000e-04, eta: 4:40:57, time: 0.680, data_time: 0.007, memory: 4833, top1_acc: 0.7091, top5_acc: 0.8815, loss_cls: 1.1608, loss: 1.1608, grad_norm: 5.0516 2020-08-15 00:25:54,418 - mmaction - INFO - Epoch [81][800/1253] lr: 3.000e-04, eta: 4:40:43, time: 0.722, data_time: 0.008, memory: 4833, top1_acc: 0.7177, top5_acc: 0.8875, loss_cls: 1.1454, loss: 1.1454, grad_norm: 5.1914 2020-08-15 00:26:07,261 - mmaction - INFO - Epoch [81][820/1253] lr: 3.000e-04, eta: 4:40:29, time: 0.641, data_time: 0.006, memory: 4833, top1_acc: 0.7255, top5_acc: 0.8927, loss_cls: 1.1176, loss: 1.1176, grad_norm: 5.1104 2020-08-15 00:26:21,120 - mmaction - INFO - Epoch [81][840/1253] lr: 3.000e-04, eta: 4:40:15, time: 0.694, data_time: 0.006, memory: 4833, top1_acc: 0.7253, top5_acc: 0.8891, loss_cls: 1.1324, loss: 1.1324, grad_norm: 5.0393 2020-08-15 00:26:34,584 - mmaction - INFO - Epoch [81][860/1253] lr: 3.000e-04, eta: 4:40:01, time: 0.671, data_time: 0.008, memory: 4833, top1_acc: 0.7164, top5_acc: 0.8789, loss_cls: 1.1608, loss: 1.1608, grad_norm: 5.0958 2020-08-15 00:26:48,179 - mmaction - INFO - Epoch [81][880/1253] lr: 3.000e-04, eta: 4:39:47, time: 0.683, data_time: 0.007, memory: 4833, top1_acc: 0.7187, top5_acc: 0.8865, loss_cls: 1.1595, loss: 1.1595, grad_norm: 5.1144 2020-08-15 00:27:01,572 - mmaction - INFO - Epoch [81][900/1253] lr: 3.000e-04, eta: 4:39:33, time: 0.665, data_time: 0.005, memory: 4833, top1_acc: 0.7156, top5_acc: 0.8867, loss_cls: 1.1378, loss: 1.1378, grad_norm: 5.2033 2020-08-15 00:27:16,020 - mmaction - INFO - Epoch [81][920/1253] lr: 3.000e-04, eta: 4:39:19, time: 0.725, data_time: 0.008, memory: 4833, top1_acc: 0.7133, top5_acc: 0.8891, loss_cls: 1.1548, loss: 1.1548, grad_norm: 5.1401 2020-08-15 00:27:29,320 - mmaction - INFO - Epoch [81][940/1253] lr: 3.000e-04, eta: 4:39:05, time: 0.665, data_time: 0.008, memory: 4833, top1_acc: 0.7062, top5_acc: 0.8826, loss_cls: 1.1947, loss: 1.1947, grad_norm: 5.1085 2020-08-15 00:27:42,108 - mmaction - INFO - Epoch [81][960/1253] lr: 3.000e-04, eta: 4:38:51, time: 0.640, data_time: 0.009, memory: 4833, top1_acc: 0.7268, top5_acc: 0.8909, loss_cls: 1.1260, loss: 1.1260, grad_norm: 5.1025 2020-08-15 00:27:56,203 - mmaction - INFO - Epoch [81][980/1253] lr: 3.000e-04, eta: 4:38:37, time: 0.705, data_time: 0.007, memory: 4833, top1_acc: 0.7237, top5_acc: 0.8984, loss_cls: 1.0930, loss: 1.0930, grad_norm: 5.1298 2020-08-15 00:28:09,648 - mmaction - INFO - Epoch [81][1000/1253] lr: 3.000e-04, eta: 4:38:23, time: 0.672, data_time: 0.003, memory: 4833, top1_acc: 0.7198, top5_acc: 0.8865, loss_cls: 1.1324, loss: 1.1324, grad_norm: 5.0941 2020-08-15 00:28:23,301 - mmaction - INFO - Epoch [81][1020/1253] lr: 3.000e-04, eta: 4:38:09, time: 0.682, data_time: 0.006, memory: 4833, top1_acc: 0.7185, top5_acc: 0.8844, loss_cls: 1.1480, loss: 1.1480, grad_norm: 5.1132 2020-08-15 00:28:36,574 - mmaction - INFO - Epoch [81][1040/1253] lr: 3.000e-04, eta: 4:37:55, time: 0.662, data_time: 0.008, memory: 4833, top1_acc: 0.7276, top5_acc: 0.8932, loss_cls: 1.1042, loss: 1.1042, grad_norm: 5.0644 2020-08-15 00:28:50,136 - mmaction - INFO - Epoch [81][1060/1253] lr: 3.000e-04, eta: 4:37:41, time: 0.682, data_time: 0.007, memory: 4833, top1_acc: 0.7310, top5_acc: 0.8852, loss_cls: 1.1279, loss: 1.1279, grad_norm: 5.0676 2020-08-15 00:29:04,055 - mmaction - INFO - Epoch [81][1080/1253] lr: 3.000e-04, eta: 4:37:27, time: 0.690, data_time: 0.004, memory: 4833, top1_acc: 0.7339, top5_acc: 0.8987, loss_cls: 1.0764, loss: 1.0764, grad_norm: 4.9797 2020-08-15 00:29:18,175 - mmaction - INFO - Epoch [81][1100/1253] lr: 3.000e-04, eta: 4:37:13, time: 0.710, data_time: 0.007, memory: 4833, top1_acc: 0.7255, top5_acc: 0.8943, loss_cls: 1.0953, loss: 1.0953, grad_norm: 5.0835 2020-08-15 00:29:32,767 - mmaction - INFO - Epoch [81][1120/1253] lr: 3.000e-04, eta: 4:37:00, time: 0.728, data_time: 0.006, memory: 4833, top1_acc: 0.7404, top5_acc: 0.8987, loss_cls: 1.0741, loss: 1.0741, grad_norm: 5.0301 2020-08-15 00:29:46,193 - mmaction - INFO - Epoch [81][1140/1253] lr: 3.000e-04, eta: 4:36:46, time: 0.674, data_time: 0.007, memory: 4833, top1_acc: 0.7201, top5_acc: 0.8924, loss_cls: 1.1147, loss: 1.1147, grad_norm: 5.0727 2020-08-15 00:29:59,514 - mmaction - INFO - Epoch [81][1160/1253] lr: 3.000e-04, eta: 4:36:32, time: 0.664, data_time: 0.005, memory: 4833, top1_acc: 0.7096, top5_acc: 0.8854, loss_cls: 1.1489, loss: 1.1489, grad_norm: 5.1672 2020-08-15 00:30:12,897 - mmaction - INFO - Epoch [81][1180/1253] lr: 3.000e-04, eta: 4:36:18, time: 0.670, data_time: 0.007, memory: 4833, top1_acc: 0.7263, top5_acc: 0.8948, loss_cls: 1.0797, loss: 1.0797, grad_norm: 5.0272 2020-08-15 00:30:27,218 - mmaction - INFO - Epoch [81][1200/1253] lr: 3.000e-04, eta: 4:36:04, time: 0.715, data_time: 0.008, memory: 4833, top1_acc: 0.7253, top5_acc: 0.8828, loss_cls: 1.1385, loss: 1.1385, grad_norm: 5.0769 2020-08-15 00:30:40,679 - mmaction - INFO - Epoch [81][1220/1253] lr: 3.000e-04, eta: 4:35:50, time: 0.675, data_time: 0.007, memory: 4833, top1_acc: 0.7250, top5_acc: 0.8909, loss_cls: 1.1287, loss: 1.1287, grad_norm: 5.1041 2020-08-15 00:30:54,500 - mmaction - INFO - Epoch [81][1240/1253] lr: 3.000e-04, eta: 4:35:36, time: 0.690, data_time: 0.007, memory: 4833, top1_acc: 0.7339, top5_acc: 0.8938, loss_cls: 1.0883, loss: 1.0883, grad_norm: 4.9491 2020-08-15 00:31:04,221 - mmaction - INFO - Saving checkpoint at 81 epochs 2020-08-15 00:31:26,495 - mmaction - INFO - Epoch [82][20/1253] lr: 3.000e-04, eta: 4:35:12, time: 0.986, data_time: 0.362, memory: 4833, top1_acc: 0.7245, top5_acc: 0.8951, loss_cls: 1.1181, loss: 1.1181, grad_norm: 5.1043 2020-08-15 00:31:40,009 - mmaction - INFO - Epoch [82][40/1253] lr: 3.000e-04, eta: 4:34:58, time: 0.677, data_time: 0.007, memory: 4833, top1_acc: 0.7206, top5_acc: 0.8872, loss_cls: 1.1350, loss: 1.1350, grad_norm: 5.0741 2020-08-15 00:31:53,374 - mmaction - INFO - Epoch [82][60/1253] lr: 3.000e-04, eta: 4:34:44, time: 0.665, data_time: 0.006, memory: 4833, top1_acc: 0.7214, top5_acc: 0.8901, loss_cls: 1.1089, loss: 1.1089, grad_norm: 5.0514 2020-08-15 00:32:06,543 - mmaction - INFO - Epoch [82][80/1253] lr: 3.000e-04, eta: 4:34:30, time: 0.661, data_time: 0.007, memory: 4833, top1_acc: 0.7341, top5_acc: 0.8896, loss_cls: 1.0918, loss: 1.0918, grad_norm: 5.0004 2020-08-15 00:32:20,420 - mmaction - INFO - Epoch [82][100/1253] lr: 3.000e-04, eta: 4:34:17, time: 0.692, data_time: 0.006, memory: 4833, top1_acc: 0.7128, top5_acc: 0.8945, loss_cls: 1.1423, loss: 1.1423, grad_norm: 5.1659 2020-08-15 00:32:33,458 - mmaction - INFO - Epoch [82][120/1253] lr: 3.000e-04, eta: 4:34:02, time: 0.653, data_time: 0.007, memory: 4833, top1_acc: 0.7109, top5_acc: 0.8974, loss_cls: 1.1260, loss: 1.1260, grad_norm: 5.1496 2020-08-15 00:32:47,430 - mmaction - INFO - Epoch [82][140/1253] lr: 3.000e-04, eta: 4:33:49, time: 0.697, data_time: 0.006, memory: 4833, top1_acc: 0.7052, top5_acc: 0.8805, loss_cls: 1.1767, loss: 1.1767, grad_norm: 5.3155 2020-08-15 00:33:02,230 - mmaction - INFO - Epoch [82][160/1253] lr: 3.000e-04, eta: 4:33:35, time: 0.740, data_time: 0.010, memory: 4833, top1_acc: 0.7396, top5_acc: 0.8914, loss_cls: 1.0809, loss: 1.0809, grad_norm: 4.9107 2020-08-15 00:33:16,344 - mmaction - INFO - Epoch [82][180/1253] lr: 3.000e-04, eta: 4:33:21, time: 0.707, data_time: 0.007, memory: 4833, top1_acc: 0.7245, top5_acc: 0.8839, loss_cls: 1.1194, loss: 1.1194, grad_norm: 5.0423 2020-08-15 00:33:31,175 - mmaction - INFO - Epoch [82][200/1253] lr: 3.000e-04, eta: 4:33:07, time: 0.740, data_time: 0.006, memory: 4833, top1_acc: 0.7378, top5_acc: 0.8943, loss_cls: 1.0618, loss: 1.0618, grad_norm: 4.9452 2020-08-15 00:33:44,315 - mmaction - INFO - Epoch [82][220/1253] lr: 3.000e-04, eta: 4:32:53, time: 0.659, data_time: 0.007, memory: 4833, top1_acc: 0.7294, top5_acc: 0.8956, loss_cls: 1.0823, loss: 1.0823, grad_norm: 5.0784 2020-08-15 00:33:57,939 - mmaction - INFO - Epoch [82][240/1253] lr: 3.000e-04, eta: 4:32:39, time: 0.679, data_time: 0.007, memory: 4833, top1_acc: 0.7255, top5_acc: 0.8977, loss_cls: 1.1060, loss: 1.1060, grad_norm: 5.1019 2020-08-15 00:34:12,155 - mmaction - INFO - Epoch [82][260/1253] lr: 3.000e-04, eta: 4:32:26, time: 0.712, data_time: 0.007, memory: 4833, top1_acc: 0.7216, top5_acc: 0.8906, loss_cls: 1.1225, loss: 1.1225, grad_norm: 5.1184 2020-08-15 00:34:25,571 - mmaction - INFO - Epoch [82][280/1253] lr: 3.000e-04, eta: 4:32:12, time: 0.668, data_time: 0.007, memory: 4833, top1_acc: 0.7240, top5_acc: 0.8880, loss_cls: 1.1116, loss: 1.1116, grad_norm: 5.0409 2020-08-15 00:34:39,747 - mmaction - INFO - Epoch [82][300/1253] lr: 3.000e-04, eta: 4:31:58, time: 0.712, data_time: 0.007, memory: 4833, top1_acc: 0.7185, top5_acc: 0.8919, loss_cls: 1.1298, loss: 1.1298, grad_norm: 5.1098 2020-08-15 00:34:54,083 - mmaction - INFO - Epoch [82][320/1253] lr: 3.000e-04, eta: 4:31:44, time: 0.716, data_time: 0.008, memory: 4833, top1_acc: 0.7195, top5_acc: 0.8914, loss_cls: 1.1245, loss: 1.1245, grad_norm: 5.0913 2020-08-15 00:35:08,217 - mmaction - INFO - Epoch [82][340/1253] lr: 3.000e-04, eta: 4:31:30, time: 0.707, data_time: 0.005, memory: 4833, top1_acc: 0.7161, top5_acc: 0.8911, loss_cls: 1.1505, loss: 1.1505, grad_norm: 5.1247 2020-08-15 00:35:21,786 - mmaction - INFO - Epoch [82][360/1253] lr: 3.000e-04, eta: 4:31:16, time: 0.676, data_time: 0.006, memory: 4833, top1_acc: 0.7117, top5_acc: 0.8875, loss_cls: 1.1462, loss: 1.1462, grad_norm: 5.1167 2020-08-15 00:35:35,513 - mmaction - INFO - Epoch [82][380/1253] lr: 3.000e-04, eta: 4:31:02, time: 0.687, data_time: 0.007, memory: 4833, top1_acc: 0.7312, top5_acc: 0.8919, loss_cls: 1.0837, loss: 1.0837, grad_norm: 5.0103 2020-08-15 00:35:49,388 - mmaction - INFO - Epoch [82][400/1253] lr: 3.000e-04, eta: 4:30:48, time: 0.694, data_time: 0.009, memory: 4833, top1_acc: 0.7174, top5_acc: 0.8852, loss_cls: 1.1385, loss: 1.1385, grad_norm: 5.2162 2020-08-15 00:36:03,676 - mmaction - INFO - Epoch [82][420/1253] lr: 3.000e-04, eta: 4:30:35, time: 0.715, data_time: 0.005, memory: 4833, top1_acc: 0.7258, top5_acc: 0.8917, loss_cls: 1.0996, loss: 1.0996, grad_norm: 5.0923 2020-08-15 00:36:17,816 - mmaction - INFO - Epoch [82][440/1253] lr: 3.000e-04, eta: 4:30:21, time: 0.706, data_time: 0.006, memory: 4833, top1_acc: 0.7331, top5_acc: 0.8984, loss_cls: 1.0777, loss: 1.0777, grad_norm: 5.0481 2020-08-15 00:36:31,088 - mmaction - INFO - Epoch [82][460/1253] lr: 3.000e-04, eta: 4:30:07, time: 0.666, data_time: 0.005, memory: 4833, top1_acc: 0.7263, top5_acc: 0.8823, loss_cls: 1.1240, loss: 1.1240, grad_norm: 5.1123 2020-08-15 00:36:44,675 - mmaction - INFO - Epoch [82][480/1253] lr: 3.000e-04, eta: 4:29:53, time: 0.677, data_time: 0.005, memory: 4833, top1_acc: 0.7279, top5_acc: 0.8896, loss_cls: 1.1052, loss: 1.1052, grad_norm: 5.0440 2020-08-15 00:36:57,937 - mmaction - INFO - Epoch [82][500/1253] lr: 3.000e-04, eta: 4:29:39, time: 0.664, data_time: 0.005, memory: 4833, top1_acc: 0.7148, top5_acc: 0.8810, loss_cls: 1.1664, loss: 1.1664, grad_norm: 5.1477 2020-08-15 00:37:11,329 - mmaction - INFO - Epoch [82][520/1253] lr: 3.000e-04, eta: 4:29:25, time: 0.667, data_time: 0.006, memory: 4833, top1_acc: 0.7281, top5_acc: 0.8945, loss_cls: 1.1049, loss: 1.1049, grad_norm: 5.1160 2020-08-15 00:37:25,659 - mmaction - INFO - Epoch [82][540/1253] lr: 3.000e-04, eta: 4:29:11, time: 0.719, data_time: 0.006, memory: 4833, top1_acc: 0.7305, top5_acc: 0.8930, loss_cls: 1.1135, loss: 1.1135, grad_norm: 5.1471 2020-08-15 00:37:39,682 - mmaction - INFO - Epoch [82][560/1253] lr: 3.000e-04, eta: 4:28:57, time: 0.696, data_time: 0.006, memory: 4833, top1_acc: 0.7102, top5_acc: 0.8854, loss_cls: 1.1477, loss: 1.1477, grad_norm: 5.1329 2020-08-15 00:37:53,242 - mmaction - INFO - Epoch [82][580/1253] lr: 3.000e-04, eta: 4:28:43, time: 0.682, data_time: 0.008, memory: 4833, top1_acc: 0.7266, top5_acc: 0.8867, loss_cls: 1.1093, loss: 1.1093, grad_norm: 5.0670 2020-08-15 00:38:05,834 - mmaction - INFO - Epoch [82][600/1253] lr: 3.000e-04, eta: 4:28:29, time: 0.630, data_time: 0.003, memory: 4833, top1_acc: 0.7260, top5_acc: 0.9005, loss_cls: 1.0724, loss: 1.0724, grad_norm: 4.9898 2020-08-15 00:38:19,384 - mmaction - INFO - Epoch [82][620/1253] lr: 3.000e-04, eta: 4:28:15, time: 0.675, data_time: 0.006, memory: 4833, top1_acc: 0.7167, top5_acc: 0.8880, loss_cls: 1.1533, loss: 1.1533, grad_norm: 5.3428 2020-08-15 00:38:33,951 - mmaction - INFO - Epoch [82][640/1253] lr: 3.000e-04, eta: 4:28:01, time: 0.731, data_time: 0.007, memory: 4833, top1_acc: 0.7284, top5_acc: 0.8917, loss_cls: 1.0864, loss: 1.0864, grad_norm: 5.1046 2020-08-15 00:38:46,600 - mmaction - INFO - Epoch [82][660/1253] lr: 3.000e-04, eta: 4:27:47, time: 0.628, data_time: 0.006, memory: 4833, top1_acc: 0.7169, top5_acc: 0.8891, loss_cls: 1.1435, loss: 1.1435, grad_norm: 5.1912 2020-08-15 00:39:01,180 - mmaction - INFO - Epoch [82][680/1253] lr: 3.000e-04, eta: 4:27:33, time: 0.731, data_time: 0.007, memory: 4833, top1_acc: 0.7102, top5_acc: 0.8846, loss_cls: 1.1564, loss: 1.1564, grad_norm: 5.1932 2020-08-15 00:39:14,069 - mmaction - INFO - Epoch [82][700/1253] lr: 3.000e-04, eta: 4:27:19, time: 0.645, data_time: 0.008, memory: 4833, top1_acc: 0.7203, top5_acc: 0.8922, loss_cls: 1.1161, loss: 1.1161, grad_norm: 5.1334 2020-08-15 00:39:29,412 - mmaction - INFO - Epoch [82][720/1253] lr: 3.000e-04, eta: 4:27:06, time: 0.764, data_time: 0.010, memory: 4833, top1_acc: 0.7292, top5_acc: 0.8969, loss_cls: 1.0869, loss: 1.0869, grad_norm: 5.0981 2020-08-15 00:39:43,425 - mmaction - INFO - Epoch [82][740/1253] lr: 3.000e-04, eta: 4:26:52, time: 0.705, data_time: 0.008, memory: 4833, top1_acc: 0.7154, top5_acc: 0.8831, loss_cls: 1.1543, loss: 1.1543, grad_norm: 5.1915 2020-08-15 00:39:56,452 - mmaction - INFO - Epoch [82][760/1253] lr: 3.000e-04, eta: 4:26:38, time: 0.649, data_time: 0.006, memory: 4833, top1_acc: 0.7260, top5_acc: 0.8893, loss_cls: 1.0921, loss: 1.0921, grad_norm: 5.0855 2020-08-15 00:40:11,476 - mmaction - INFO - Epoch [82][780/1253] lr: 3.000e-04, eta: 4:26:24, time: 0.751, data_time: 0.007, memory: 4833, top1_acc: 0.7281, top5_acc: 0.8885, loss_cls: 1.1226, loss: 1.1226, grad_norm: 5.0732 2020-08-15 00:40:25,947 - mmaction - INFO - Epoch [82][800/1253] lr: 3.000e-04, eta: 4:26:11, time: 0.725, data_time: 0.010, memory: 4833, top1_acc: 0.7190, top5_acc: 0.8919, loss_cls: 1.1201, loss: 1.1201, grad_norm: 5.1505 2020-08-15 00:40:39,497 - mmaction - INFO - Epoch [82][820/1253] lr: 3.000e-04, eta: 4:25:57, time: 0.677, data_time: 0.005, memory: 4833, top1_acc: 0.7198, top5_acc: 0.8893, loss_cls: 1.1233, loss: 1.1233, grad_norm: 5.1355 2020-08-15 00:40:53,218 - mmaction - INFO - Epoch [82][840/1253] lr: 3.000e-04, eta: 4:25:43, time: 0.686, data_time: 0.009, memory: 4833, top1_acc: 0.7273, top5_acc: 0.8945, loss_cls: 1.0715, loss: 1.0715, grad_norm: 5.0006 2020-08-15 00:41:07,914 - mmaction - INFO - Epoch [82][860/1253] lr: 3.000e-04, eta: 4:25:29, time: 0.735, data_time: 0.008, memory: 4833, top1_acc: 0.7315, top5_acc: 0.8896, loss_cls: 1.1109, loss: 1.1109, grad_norm: 5.0900 2020-08-15 00:41:20,768 - mmaction - INFO - Epoch [82][880/1253] lr: 3.000e-04, eta: 4:25:15, time: 0.642, data_time: 0.007, memory: 4833, top1_acc: 0.7203, top5_acc: 0.8932, loss_cls: 1.1092, loss: 1.1092, grad_norm: 5.2018 2020-08-15 00:41:36,087 - mmaction - INFO - Epoch [82][900/1253] lr: 3.000e-04, eta: 4:25:01, time: 0.768, data_time: 0.009, memory: 4833, top1_acc: 0.7286, top5_acc: 0.8891, loss_cls: 1.1283, loss: 1.1283, grad_norm: 5.1591 2020-08-15 00:41:49,390 - mmaction - INFO - Epoch [82][920/1253] lr: 3.000e-04, eta: 4:24:47, time: 0.662, data_time: 0.005, memory: 4833, top1_acc: 0.7260, top5_acc: 0.8891, loss_cls: 1.1079, loss: 1.1079, grad_norm: 5.1925 2020-08-15 00:42:03,282 - mmaction - INFO - Epoch [82][940/1253] lr: 3.000e-04, eta: 4:24:33, time: 0.696, data_time: 0.007, memory: 4833, top1_acc: 0.7216, top5_acc: 0.8906, loss_cls: 1.1149, loss: 1.1149, grad_norm: 5.1236 2020-08-15 00:42:17,975 - mmaction - INFO - Epoch [82][960/1253] lr: 3.000e-04, eta: 4:24:20, time: 0.735, data_time: 0.004, memory: 4833, top1_acc: 0.7260, top5_acc: 0.8917, loss_cls: 1.0955, loss: 1.0955, grad_norm: 5.1719 2020-08-15 00:42:32,266 - mmaction - INFO - Epoch [82][980/1253] lr: 3.000e-04, eta: 4:24:06, time: 0.713, data_time: 0.007, memory: 4833, top1_acc: 0.7187, top5_acc: 0.8914, loss_cls: 1.1385, loss: 1.1385, grad_norm: 5.3151 2020-08-15 00:42:45,960 - mmaction - INFO - Epoch [82][1000/1253] lr: 3.000e-04, eta: 4:23:52, time: 0.686, data_time: 0.008, memory: 4833, top1_acc: 0.7315, top5_acc: 0.8901, loss_cls: 1.0828, loss: 1.0828, grad_norm: 5.0274 2020-08-15 00:43:00,691 - mmaction - INFO - Epoch [82][1020/1253] lr: 3.000e-04, eta: 4:23:38, time: 0.736, data_time: 0.009, memory: 4833, top1_acc: 0.7286, top5_acc: 0.8971, loss_cls: 1.1068, loss: 1.1068, grad_norm: 5.1554 2020-08-15 00:43:13,621 - mmaction - INFO - Epoch [82][1040/1253] lr: 3.000e-04, eta: 4:23:24, time: 0.647, data_time: 0.006, memory: 4833, top1_acc: 0.7167, top5_acc: 0.8849, loss_cls: 1.1543, loss: 1.1543, grad_norm: 5.2155 2020-08-15 00:43:28,214 - mmaction - INFO - Epoch [82][1060/1253] lr: 3.000e-04, eta: 4:23:10, time: 0.729, data_time: 0.008, memory: 4833, top1_acc: 0.7401, top5_acc: 0.8977, loss_cls: 1.0662, loss: 1.0662, grad_norm: 5.0518 2020-08-15 00:43:41,485 - mmaction - INFO - Epoch [82][1080/1253] lr: 3.000e-04, eta: 4:22:56, time: 0.664, data_time: 0.006, memory: 4833, top1_acc: 0.7216, top5_acc: 0.8844, loss_cls: 1.1588, loss: 1.1588, grad_norm: 5.1466 2020-08-15 00:43:54,780 - mmaction - INFO - Epoch [82][1100/1253] lr: 3.000e-04, eta: 4:22:42, time: 0.664, data_time: 0.007, memory: 4833, top1_acc: 0.7172, top5_acc: 0.8865, loss_cls: 1.1352, loss: 1.1352, grad_norm: 5.1684 2020-08-15 00:44:08,114 - mmaction - INFO - Epoch [82][1120/1253] lr: 3.000e-04, eta: 4:22:28, time: 0.669, data_time: 0.007, memory: 4833, top1_acc: 0.7206, top5_acc: 0.8799, loss_cls: 1.1668, loss: 1.1668, grad_norm: 5.2663 2020-08-15 00:44:21,792 - mmaction - INFO - Epoch [82][1140/1253] lr: 3.000e-04, eta: 4:22:14, time: 0.681, data_time: 0.008, memory: 4833, top1_acc: 0.7276, top5_acc: 0.8979, loss_cls: 1.0938, loss: 1.0938, grad_norm: 5.1179 2020-08-15 00:44:36,452 - mmaction - INFO - Epoch [82][1160/1253] lr: 3.000e-04, eta: 4:22:01, time: 0.734, data_time: 0.007, memory: 4833, top1_acc: 0.7224, top5_acc: 0.8948, loss_cls: 1.0927, loss: 1.0927, grad_norm: 5.0823 2020-08-15 00:44:49,710 - mmaction - INFO - Epoch [82][1180/1253] lr: 3.000e-04, eta: 4:21:47, time: 0.662, data_time: 0.008, memory: 4833, top1_acc: 0.7281, top5_acc: 0.8971, loss_cls: 1.0873, loss: 1.0873, grad_norm: 5.2462 2020-08-15 00:45:03,795 - mmaction - INFO - Epoch [82][1200/1253] lr: 3.000e-04, eta: 4:21:33, time: 0.707, data_time: 0.007, memory: 4833, top1_acc: 0.7284, top5_acc: 0.8984, loss_cls: 1.0934, loss: 1.0934, grad_norm: 5.1209 2020-08-15 00:45:17,782 - mmaction - INFO - Epoch [82][1220/1253] lr: 3.000e-04, eta: 4:21:19, time: 0.698, data_time: 0.002, memory: 4833, top1_acc: 0.7206, top5_acc: 0.8880, loss_cls: 1.1220, loss: 1.1220, grad_norm: 5.2037 2020-08-15 00:45:32,226 - mmaction - INFO - Epoch [82][1240/1253] lr: 3.000e-04, eta: 4:21:05, time: 0.720, data_time: 0.007, memory: 4833, top1_acc: 0.7310, top5_acc: 0.9023, loss_cls: 1.0481, loss: 1.0481, grad_norm: 5.0190 2020-08-15 00:45:40,187 - mmaction - INFO - Saving checkpoint at 82 epochs 2020-08-15 00:46:02,876 - mmaction - INFO - Epoch [83][20/1253] lr: 3.000e-04, eta: 4:20:42, time: 1.059, data_time: 0.419, memory: 4833, top1_acc: 0.7154, top5_acc: 0.8880, loss_cls: 1.1208, loss: 1.1208, grad_norm: 5.2204 2020-08-15 00:46:15,225 - mmaction - INFO - Epoch [83][40/1253] lr: 3.000e-04, eta: 4:20:28, time: 0.618, data_time: 0.007, memory: 4833, top1_acc: 0.7102, top5_acc: 0.8854, loss_cls: 1.1495, loss: 1.1495, grad_norm: 5.1427 2020-08-15 00:46:29,154 - mmaction - INFO - Epoch [83][60/1253] lr: 3.000e-04, eta: 4:20:14, time: 0.698, data_time: 0.007, memory: 4833, top1_acc: 0.7289, top5_acc: 0.8958, loss_cls: 1.0893, loss: 1.0893, grad_norm: 5.0427 2020-08-15 00:46:42,578 - mmaction - INFO - Epoch [83][80/1253] lr: 3.000e-04, eta: 4:20:00, time: 0.669, data_time: 0.007, memory: 4833, top1_acc: 0.7263, top5_acc: 0.8956, loss_cls: 1.1144, loss: 1.1144, grad_norm: 5.1905 2020-08-15 00:46:55,778 - mmaction - INFO - Epoch [83][100/1253] lr: 3.000e-04, eta: 4:19:46, time: 0.661, data_time: 0.008, memory: 4833, top1_acc: 0.7219, top5_acc: 0.8930, loss_cls: 1.1117, loss: 1.1117, grad_norm: 5.1188 2020-08-15 00:47:09,211 - mmaction - INFO - Epoch [83][120/1253] lr: 3.000e-04, eta: 4:19:32, time: 0.672, data_time: 0.007, memory: 4833, top1_acc: 0.7391, top5_acc: 0.8977, loss_cls: 1.0405, loss: 1.0405, grad_norm: 4.9164 2020-08-15 00:47:23,782 - mmaction - INFO - Epoch [83][140/1253] lr: 3.000e-04, eta: 4:19:18, time: 0.729, data_time: 0.005, memory: 4833, top1_acc: 0.7456, top5_acc: 0.8982, loss_cls: 1.0479, loss: 1.0479, grad_norm: 4.9893 2020-08-15 00:47:38,421 - mmaction - INFO - Epoch [83][160/1253] lr: 3.000e-04, eta: 4:19:04, time: 0.731, data_time: 0.007, memory: 4833, top1_acc: 0.7182, top5_acc: 0.8878, loss_cls: 1.1352, loss: 1.1352, grad_norm: 5.1399 2020-08-15 00:47:51,968 - mmaction - INFO - Epoch [83][180/1253] lr: 3.000e-04, eta: 4:18:50, time: 0.678, data_time: 0.006, memory: 4833, top1_acc: 0.7227, top5_acc: 0.8932, loss_cls: 1.1278, loss: 1.1278, grad_norm: 5.1635 2020-08-15 00:48:06,284 - mmaction - INFO - Epoch [83][200/1253] lr: 3.000e-04, eta: 4:18:37, time: 0.715, data_time: 0.007, memory: 4833, top1_acc: 0.7359, top5_acc: 0.8943, loss_cls: 1.0912, loss: 1.0912, grad_norm: 5.0232 2020-08-15 00:48:20,808 - mmaction - INFO - Epoch [83][220/1253] lr: 3.000e-04, eta: 4:18:23, time: 0.727, data_time: 0.006, memory: 4833, top1_acc: 0.7159, top5_acc: 0.8953, loss_cls: 1.1102, loss: 1.1102, grad_norm: 5.1713 2020-08-15 00:48:33,996 - mmaction - INFO - Epoch [83][240/1253] lr: 3.000e-04, eta: 4:18:09, time: 0.657, data_time: 0.006, memory: 4833, top1_acc: 0.7182, top5_acc: 0.8914, loss_cls: 1.1339, loss: 1.1339, grad_norm: 5.2745 2020-08-15 00:48:48,728 - mmaction - INFO - Epoch [83][260/1253] lr: 3.000e-04, eta: 4:17:55, time: 0.741, data_time: 0.007, memory: 4833, top1_acc: 0.7081, top5_acc: 0.8839, loss_cls: 1.1825, loss: 1.1825, grad_norm: 5.3313 2020-08-15 00:49:03,450 - mmaction - INFO - Epoch [83][280/1253] lr: 3.000e-04, eta: 4:17:41, time: 0.733, data_time: 0.005, memory: 4833, top1_acc: 0.7302, top5_acc: 0.8909, loss_cls: 1.0906, loss: 1.0906, grad_norm: 5.1321 2020-08-15 00:49:16,613 - mmaction - INFO - Epoch [83][300/1253] lr: 3.000e-04, eta: 4:17:27, time: 0.660, data_time: 0.006, memory: 4833, top1_acc: 0.7281, top5_acc: 0.8924, loss_cls: 1.1074, loss: 1.1074, grad_norm: 5.1152 2020-08-15 00:49:30,998 - mmaction - INFO - Epoch [83][320/1253] lr: 3.000e-04, eta: 4:17:14, time: 0.716, data_time: 0.007, memory: 4833, top1_acc: 0.7250, top5_acc: 0.8966, loss_cls: 1.0738, loss: 1.0738, grad_norm: 5.0965 2020-08-15 00:49:44,638 - mmaction - INFO - Epoch [83][340/1253] lr: 3.000e-04, eta: 4:17:00, time: 0.685, data_time: 0.007, memory: 4833, top1_acc: 0.7237, top5_acc: 0.8935, loss_cls: 1.1118, loss: 1.1118, grad_norm: 5.1200 2020-08-15 00:49:57,989 - mmaction - INFO - Epoch [83][360/1253] lr: 3.000e-04, eta: 4:16:46, time: 0.669, data_time: 0.007, memory: 4833, top1_acc: 0.7289, top5_acc: 0.8958, loss_cls: 1.0891, loss: 1.0891, grad_norm: 5.1302 2020-08-15 00:50:12,873 - mmaction - INFO - Epoch [83][380/1253] lr: 3.000e-04, eta: 4:16:32, time: 0.744, data_time: 0.002, memory: 4833, top1_acc: 0.7266, top5_acc: 0.8911, loss_cls: 1.1323, loss: 1.1323, grad_norm: 5.1009 2020-08-15 00:50:27,196 - mmaction - INFO - Epoch [83][400/1253] lr: 3.000e-04, eta: 4:16:18, time: 0.712, data_time: 0.006, memory: 4833, top1_acc: 0.7430, top5_acc: 0.9031, loss_cls: 1.0385, loss: 1.0385, grad_norm: 5.0251 2020-08-15 00:50:41,062 - mmaction - INFO - Epoch [83][420/1253] lr: 3.000e-04, eta: 4:16:04, time: 0.696, data_time: 0.007, memory: 4833, top1_acc: 0.7219, top5_acc: 0.8875, loss_cls: 1.1526, loss: 1.1526, grad_norm: 5.2015 2020-08-15 00:50:56,374 - mmaction - INFO - Epoch [83][440/1253] lr: 3.000e-04, eta: 4:15:51, time: 0.766, data_time: 0.007, memory: 4833, top1_acc: 0.7263, top5_acc: 0.8974, loss_cls: 1.1040, loss: 1.1040, grad_norm: 5.0614 2020-08-15 00:51:10,715 - mmaction - INFO - Epoch [83][460/1253] lr: 3.000e-04, eta: 4:15:37, time: 0.718, data_time: 0.005, memory: 4833, top1_acc: 0.7336, top5_acc: 0.9016, loss_cls: 1.0631, loss: 1.0631, grad_norm: 5.0184 2020-08-15 00:51:24,804 - mmaction - INFO - Epoch [83][480/1253] lr: 3.000e-04, eta: 4:15:23, time: 0.701, data_time: 0.006, memory: 4833, top1_acc: 0.7302, top5_acc: 0.8904, loss_cls: 1.1137, loss: 1.1137, grad_norm: 5.2413 2020-08-15 00:51:38,248 - mmaction - INFO - Epoch [83][500/1253] lr: 3.000e-04, eta: 4:15:09, time: 0.675, data_time: 0.007, memory: 4833, top1_acc: 0.7232, top5_acc: 0.8865, loss_cls: 1.1263, loss: 1.1263, grad_norm: 5.3094 2020-08-15 00:51:51,722 - mmaction - INFO - Epoch [83][520/1253] lr: 3.000e-04, eta: 4:14:55, time: 0.672, data_time: 0.008, memory: 4833, top1_acc: 0.7211, top5_acc: 0.8872, loss_cls: 1.1356, loss: 1.1356, grad_norm: 5.2500 2020-08-15 00:52:06,033 - mmaction - INFO - Epoch [83][540/1253] lr: 3.000e-04, eta: 4:14:41, time: 0.718, data_time: 0.006, memory: 4833, top1_acc: 0.7214, top5_acc: 0.8849, loss_cls: 1.1488, loss: 1.1488, grad_norm: 5.2499 2020-08-15 00:52:19,828 - mmaction - INFO - Epoch [83][560/1253] lr: 3.000e-04, eta: 4:14:28, time: 0.688, data_time: 0.007, memory: 4833, top1_acc: 0.7169, top5_acc: 0.8924, loss_cls: 1.1226, loss: 1.1226, grad_norm: 5.1850 2020-08-15 00:52:34,029 - mmaction - INFO - Epoch [83][580/1253] lr: 3.000e-04, eta: 4:14:14, time: 0.710, data_time: 0.005, memory: 4833, top1_acc: 0.7367, top5_acc: 0.8974, loss_cls: 1.0814, loss: 1.0814, grad_norm: 5.1575 2020-08-15 00:52:48,741 - mmaction - INFO - Epoch [83][600/1253] lr: 3.000e-04, eta: 4:14:00, time: 0.737, data_time: 0.004, memory: 4833, top1_acc: 0.7385, top5_acc: 0.8987, loss_cls: 1.0603, loss: 1.0603, grad_norm: 5.1327 2020-08-15 00:53:02,011 - mmaction - INFO - Epoch [83][620/1253] lr: 3.000e-04, eta: 4:13:46, time: 0.663, data_time: 0.007, memory: 4833, top1_acc: 0.7383, top5_acc: 0.9003, loss_cls: 1.0455, loss: 1.0455, grad_norm: 4.9687 2020-08-15 00:53:16,651 - mmaction - INFO - Epoch [83][640/1253] lr: 3.000e-04, eta: 4:13:32, time: 0.730, data_time: 0.008, memory: 4833, top1_acc: 0.7302, top5_acc: 0.8940, loss_cls: 1.0791, loss: 1.0791, grad_norm: 5.1034 2020-08-15 00:53:29,699 - mmaction - INFO - Epoch [83][660/1253] lr: 3.000e-04, eta: 4:13:18, time: 0.655, data_time: 0.007, memory: 4833, top1_acc: 0.7349, top5_acc: 0.8964, loss_cls: 1.0782, loss: 1.0782, grad_norm: 4.9813 2020-08-15 00:53:44,298 - mmaction - INFO - Epoch [83][680/1253] lr: 3.000e-04, eta: 4:13:04, time: 0.727, data_time: 0.006, memory: 4833, top1_acc: 0.7302, top5_acc: 0.8898, loss_cls: 1.1028, loss: 1.1028, grad_norm: 5.1390 2020-08-15 00:53:58,967 - mmaction - INFO - Epoch [83][700/1253] lr: 3.000e-04, eta: 4:12:51, time: 0.736, data_time: 0.006, memory: 4833, top1_acc: 0.7336, top5_acc: 0.8958, loss_cls: 1.0960, loss: 1.0960, grad_norm: 5.0949 2020-08-15 00:54:12,702 - mmaction - INFO - Epoch [83][720/1253] lr: 3.000e-04, eta: 4:12:37, time: 0.684, data_time: 0.007, memory: 4833, top1_acc: 0.7328, top5_acc: 0.8990, loss_cls: 1.0672, loss: 1.0672, grad_norm: 5.1017 2020-08-15 00:54:26,460 - mmaction - INFO - Epoch [83][740/1253] lr: 3.000e-04, eta: 4:12:23, time: 0.688, data_time: 0.009, memory: 4833, top1_acc: 0.7125, top5_acc: 0.8859, loss_cls: 1.1682, loss: 1.1682, grad_norm: 5.2361 2020-08-15 00:54:39,427 - mmaction - INFO - Epoch [83][760/1253] lr: 3.000e-04, eta: 4:12:09, time: 0.651, data_time: 0.009, memory: 4833, top1_acc: 0.7232, top5_acc: 0.8875, loss_cls: 1.1129, loss: 1.1129, grad_norm: 5.2142 2020-08-15 00:54:53,735 - mmaction - INFO - Epoch [83][780/1253] lr: 3.000e-04, eta: 4:11:55, time: 0.710, data_time: 0.006, memory: 4833, top1_acc: 0.7313, top5_acc: 0.8927, loss_cls: 1.1081, loss: 1.1081, grad_norm: 5.1236 2020-08-15 00:55:08,226 - mmaction - INFO - Epoch [83][800/1253] lr: 3.000e-04, eta: 4:11:41, time: 0.728, data_time: 0.008, memory: 4833, top1_acc: 0.7378, top5_acc: 0.8935, loss_cls: 1.0609, loss: 1.0609, grad_norm: 4.9706 2020-08-15 00:55:22,111 - mmaction - INFO - Epoch [83][820/1253] lr: 3.000e-04, eta: 4:11:27, time: 0.692, data_time: 0.009, memory: 4833, top1_acc: 0.7323, top5_acc: 0.9000, loss_cls: 1.0797, loss: 1.0797, grad_norm: 5.0644 2020-08-15 00:55:34,927 - mmaction - INFO - Epoch [83][840/1253] lr: 3.000e-04, eta: 4:11:13, time: 0.644, data_time: 0.007, memory: 4833, top1_acc: 0.7224, top5_acc: 0.8951, loss_cls: 1.1009, loss: 1.1009, grad_norm: 5.1794 2020-08-15 00:55:49,093 - mmaction - INFO - Epoch [83][860/1253] lr: 3.000e-04, eta: 4:10:59, time: 0.704, data_time: 0.006, memory: 4833, top1_acc: 0.7211, top5_acc: 0.8859, loss_cls: 1.1320, loss: 1.1320, grad_norm: 5.1580 2020-08-15 00:56:02,403 - mmaction - INFO - Epoch [83][880/1253] lr: 3.000e-04, eta: 4:10:46, time: 0.668, data_time: 0.007, memory: 4833, top1_acc: 0.7154, top5_acc: 0.8802, loss_cls: 1.1692, loss: 1.1692, grad_norm: 5.3366 2020-08-15 00:56:16,444 - mmaction - INFO - Epoch [83][900/1253] lr: 3.000e-04, eta: 4:10:32, time: 0.701, data_time: 0.008, memory: 4833, top1_acc: 0.7260, top5_acc: 0.8839, loss_cls: 1.1371, loss: 1.1371, grad_norm: 5.1659 2020-08-15 00:56:30,024 - mmaction - INFO - Epoch [83][920/1253] lr: 3.000e-04, eta: 4:10:18, time: 0.681, data_time: 0.007, memory: 4833, top1_acc: 0.7432, top5_acc: 0.8984, loss_cls: 1.0406, loss: 1.0406, grad_norm: 4.9118 2020-08-15 00:56:44,863 - mmaction - INFO - Epoch [83][940/1253] lr: 3.000e-04, eta: 4:10:04, time: 0.740, data_time: 0.008, memory: 4833, top1_acc: 0.7154, top5_acc: 0.8792, loss_cls: 1.1742, loss: 1.1742, grad_norm: 5.1896 2020-08-15 00:56:58,129 - mmaction - INFO - Epoch [83][960/1253] lr: 3.000e-04, eta: 4:09:50, time: 0.665, data_time: 0.007, memory: 4833, top1_acc: 0.7279, top5_acc: 0.8904, loss_cls: 1.1000, loss: 1.1000, grad_norm: 5.1122 2020-08-15 00:57:13,785 - mmaction - INFO - Epoch [83][980/1253] lr: 3.000e-04, eta: 4:09:36, time: 0.782, data_time: 0.007, memory: 4833, top1_acc: 0.7234, top5_acc: 0.8901, loss_cls: 1.1334, loss: 1.1334, grad_norm: 5.2651 2020-08-15 00:57:26,298 - mmaction - INFO - Epoch [83][1000/1253] lr: 3.000e-04, eta: 4:09:22, time: 0.627, data_time: 0.007, memory: 4833, top1_acc: 0.7232, top5_acc: 0.9008, loss_cls: 1.0705, loss: 1.0705, grad_norm: 5.1241 2020-08-15 00:57:39,968 - mmaction - INFO - Epoch [83][1020/1253] lr: 3.000e-04, eta: 4:09:08, time: 0.682, data_time: 0.008, memory: 4833, top1_acc: 0.7190, top5_acc: 0.8839, loss_cls: 1.1263, loss: 1.1263, grad_norm: 5.1026 2020-08-15 00:57:54,314 - mmaction - INFO - Epoch [83][1040/1253] lr: 3.000e-04, eta: 4:08:55, time: 0.718, data_time: 0.007, memory: 4833, top1_acc: 0.7242, top5_acc: 0.8927, loss_cls: 1.0993, loss: 1.0993, grad_norm: 5.1785 2020-08-15 00:58:08,310 - mmaction - INFO - Epoch [83][1060/1253] lr: 3.000e-04, eta: 4:08:41, time: 0.702, data_time: 0.004, memory: 4833, top1_acc: 0.7188, top5_acc: 0.8883, loss_cls: 1.1256, loss: 1.1256, grad_norm: 5.1521 2020-08-15 00:58:21,538 - mmaction - INFO - Epoch [83][1080/1253] lr: 3.000e-04, eta: 4:08:27, time: 0.657, data_time: 0.005, memory: 4833, top1_acc: 0.7362, top5_acc: 0.8943, loss_cls: 1.0795, loss: 1.0795, grad_norm: 5.1274 2020-08-15 00:58:36,238 - mmaction - INFO - Epoch [83][1100/1253] lr: 3.000e-04, eta: 4:08:13, time: 0.739, data_time: 0.007, memory: 4833, top1_acc: 0.7268, top5_acc: 0.8940, loss_cls: 1.1058, loss: 1.1058, grad_norm: 5.0807 2020-08-15 00:58:49,289 - mmaction - INFO - Epoch [83][1120/1253] lr: 3.000e-04, eta: 4:07:59, time: 0.647, data_time: 0.006, memory: 4833, top1_acc: 0.7297, top5_acc: 0.8885, loss_cls: 1.1018, loss: 1.1018, grad_norm: 5.2392 2020-08-15 00:59:03,166 - mmaction - INFO - Epoch [83][1140/1253] lr: 3.000e-04, eta: 4:07:45, time: 0.699, data_time: 0.009, memory: 4833, top1_acc: 0.7456, top5_acc: 0.8956, loss_cls: 1.0558, loss: 1.0558, grad_norm: 5.0957 2020-08-15 00:59:17,088 - mmaction - INFO - Epoch [83][1160/1253] lr: 3.000e-04, eta: 4:07:31, time: 0.693, data_time: 0.005, memory: 4833, top1_acc: 0.7276, top5_acc: 0.8893, loss_cls: 1.1332, loss: 1.1332, grad_norm: 5.1388 2020-08-15 00:59:31,491 - mmaction - INFO - Epoch [83][1180/1253] lr: 3.000e-04, eta: 4:07:17, time: 0.722, data_time: 0.008, memory: 4833, top1_acc: 0.7250, top5_acc: 0.8930, loss_cls: 1.1057, loss: 1.1057, grad_norm: 5.2669 2020-08-15 00:59:45,701 - mmaction - INFO - Epoch [83][1200/1253] lr: 3.000e-04, eta: 4:07:04, time: 0.707, data_time: 0.008, memory: 4833, top1_acc: 0.7323, top5_acc: 0.8859, loss_cls: 1.1230, loss: 1.1230, grad_norm: 5.1465 2020-08-15 00:59:59,030 - mmaction - INFO - Epoch [83][1220/1253] lr: 3.000e-04, eta: 4:06:50, time: 0.669, data_time: 0.007, memory: 4833, top1_acc: 0.7344, top5_acc: 0.8924, loss_cls: 1.0916, loss: 1.0916, grad_norm: 5.1731 2020-08-15 01:00:17,684 - mmaction - INFO - Epoch [83][1240/1253] lr: 3.000e-04, eta: 4:06:37, time: 0.920, data_time: 0.006, memory: 4833, top1_acc: 0.7206, top5_acc: 0.8870, loss_cls: 1.1329, loss: 1.1329, grad_norm: 5.1206 2020-08-15 01:00:26,228 - mmaction - INFO - Saving checkpoint at 83 epochs 2020-08-15 01:00:50,945 - mmaction - INFO - Epoch [84][20/1253] lr: 3.000e-04, eta: 4:06:14, time: 1.155, data_time: 0.504, memory: 4833, top1_acc: 0.7297, top5_acc: 0.8977, loss_cls: 1.0881, loss: 1.0881, grad_norm: 5.1249 2020-08-15 01:01:03,942 - mmaction - INFO - Epoch [84][40/1253] lr: 3.000e-04, eta: 4:06:00, time: 0.653, data_time: 0.006, memory: 4833, top1_acc: 0.7211, top5_acc: 0.8937, loss_cls: 1.1107, loss: 1.1107, grad_norm: 5.2433 2020-08-15 01:01:16,187 - mmaction - INFO - Epoch [84][60/1253] lr: 3.000e-04, eta: 4:05:45, time: 0.612, data_time: 0.007, memory: 4833, top1_acc: 0.7422, top5_acc: 0.9008, loss_cls: 1.0391, loss: 1.0391, grad_norm: 5.0886 2020-08-15 01:01:29,300 - mmaction - INFO - Epoch [84][80/1253] lr: 3.000e-04, eta: 4:05:31, time: 0.656, data_time: 0.003, memory: 4833, top1_acc: 0.7354, top5_acc: 0.8953, loss_cls: 1.0536, loss: 1.0536, grad_norm: 5.1230 2020-08-15 01:01:42,875 - mmaction - INFO - Epoch [84][100/1253] lr: 3.000e-04, eta: 4:05:17, time: 0.677, data_time: 0.007, memory: 4833, top1_acc: 0.7255, top5_acc: 0.8924, loss_cls: 1.0917, loss: 1.0917, grad_norm: 5.1430 2020-08-15 01:01:56,413 - mmaction - INFO - Epoch [84][120/1253] lr: 3.000e-04, eta: 4:05:04, time: 0.679, data_time: 0.007, memory: 4833, top1_acc: 0.7349, top5_acc: 0.8938, loss_cls: 1.1135, loss: 1.1135, grad_norm: 5.2247 2020-08-15 01:02:09,891 - mmaction - INFO - Epoch [84][140/1253] lr: 3.000e-04, eta: 4:04:50, time: 0.670, data_time: 0.007, memory: 4833, top1_acc: 0.7250, top5_acc: 0.8917, loss_cls: 1.1336, loss: 1.1336, grad_norm: 5.2327 2020-08-15 01:02:23,080 - mmaction - INFO - Epoch [84][160/1253] lr: 3.000e-04, eta: 4:04:36, time: 0.663, data_time: 0.007, memory: 4833, top1_acc: 0.7237, top5_acc: 0.8875, loss_cls: 1.1467, loss: 1.1467, grad_norm: 5.2099 2020-08-15 01:02:36,019 - mmaction - INFO - Epoch [84][180/1253] lr: 3.000e-04, eta: 4:04:21, time: 0.646, data_time: 0.009, memory: 4833, top1_acc: 0.7393, top5_acc: 0.9070, loss_cls: 1.0341, loss: 1.0341, grad_norm: 5.0413 2020-08-15 01:02:49,422 - mmaction - INFO - Epoch [84][200/1253] lr: 3.000e-04, eta: 4:04:08, time: 0.672, data_time: 0.006, memory: 4833, top1_acc: 0.7359, top5_acc: 0.8971, loss_cls: 1.0703, loss: 1.0703, grad_norm: 5.1473 2020-08-15 01:03:02,620 - mmaction - INFO - Epoch [84][220/1253] lr: 3.000e-04, eta: 4:03:53, time: 0.660, data_time: 0.006, memory: 4833, top1_acc: 0.7214, top5_acc: 0.8924, loss_cls: 1.1147, loss: 1.1147, grad_norm: 5.1269 2020-08-15 01:03:16,541 - mmaction - INFO - Epoch [84][240/1253] lr: 3.000e-04, eta: 4:03:40, time: 0.693, data_time: 0.005, memory: 4833, top1_acc: 0.7247, top5_acc: 0.8935, loss_cls: 1.0866, loss: 1.0866, grad_norm: 5.1424 2020-08-15 01:03:29,987 - mmaction - INFO - Epoch [84][260/1253] lr: 3.000e-04, eta: 4:03:26, time: 0.674, data_time: 0.009, memory: 4833, top1_acc: 0.7227, top5_acc: 0.8956, loss_cls: 1.1057, loss: 1.1057, grad_norm: 5.2808 2020-08-15 01:03:44,806 - mmaction - INFO - Epoch [84][280/1253] lr: 3.000e-04, eta: 4:03:12, time: 0.742, data_time: 0.005, memory: 4833, top1_acc: 0.7276, top5_acc: 0.8969, loss_cls: 1.1100, loss: 1.1100, grad_norm: 5.1906 2020-08-15 01:03:57,204 - mmaction - INFO - Epoch [84][300/1253] lr: 3.000e-04, eta: 4:02:58, time: 0.619, data_time: 0.007, memory: 4833, top1_acc: 0.7276, top5_acc: 0.8917, loss_cls: 1.0899, loss: 1.0899, grad_norm: 5.1801 2020-08-15 01:04:11,375 - mmaction - INFO - Epoch [84][320/1253] lr: 3.000e-04, eta: 4:02:44, time: 0.711, data_time: 0.005, memory: 4833, top1_acc: 0.7258, top5_acc: 0.8945, loss_cls: 1.0818, loss: 1.0818, grad_norm: 5.1292 2020-08-15 01:04:24,341 - mmaction - INFO - Epoch [84][340/1253] lr: 3.000e-04, eta: 4:02:30, time: 0.646, data_time: 0.006, memory: 4833, top1_acc: 0.7255, top5_acc: 0.8865, loss_cls: 1.1324, loss: 1.1324, grad_norm: 5.0718 2020-08-15 01:04:38,097 - mmaction - INFO - Epoch [84][360/1253] lr: 3.000e-04, eta: 4:02:16, time: 0.689, data_time: 0.006, memory: 4833, top1_acc: 0.7299, top5_acc: 0.8927, loss_cls: 1.1167, loss: 1.1167, grad_norm: 5.1589 2020-08-15 01:04:51,620 - mmaction - INFO - Epoch [84][380/1253] lr: 3.000e-04, eta: 4:02:02, time: 0.672, data_time: 0.008, memory: 4833, top1_acc: 0.7305, top5_acc: 0.8911, loss_cls: 1.1073, loss: 1.1073, grad_norm: 5.1783 2020-08-15 01:05:05,933 - mmaction - INFO - Epoch [84][400/1253] lr: 3.000e-04, eta: 4:01:48, time: 0.720, data_time: 0.007, memory: 4833, top1_acc: 0.7299, top5_acc: 0.8940, loss_cls: 1.0917, loss: 1.0917, grad_norm: 5.2234 2020-08-15 01:05:18,332 - mmaction - INFO - Epoch [84][420/1253] lr: 3.000e-04, eta: 4:01:34, time: 0.620, data_time: 0.003, memory: 4833, top1_acc: 0.7182, top5_acc: 0.8951, loss_cls: 1.1023, loss: 1.1023, grad_norm: 5.2394 2020-08-15 01:05:32,309 - mmaction - INFO - Epoch [84][440/1253] lr: 3.000e-04, eta: 4:01:20, time: 0.697, data_time: 0.006, memory: 4833, top1_acc: 0.7292, top5_acc: 0.8927, loss_cls: 1.0850, loss: 1.0850, grad_norm: 5.1105 2020-08-15 01:05:45,936 - mmaction - INFO - Epoch [84][460/1253] lr: 3.000e-04, eta: 4:01:06, time: 0.683, data_time: 0.007, memory: 4833, top1_acc: 0.7180, top5_acc: 0.8896, loss_cls: 1.1264, loss: 1.1264, grad_norm: 5.1607 2020-08-15 01:06:00,552 - mmaction - INFO - Epoch [84][480/1253] lr: 3.000e-04, eta: 4:00:52, time: 0.730, data_time: 0.009, memory: 4833, top1_acc: 0.7299, top5_acc: 0.9008, loss_cls: 1.0741, loss: 1.0741, grad_norm: 5.2074 2020-08-15 01:06:14,036 - mmaction - INFO - Epoch [84][500/1253] lr: 3.000e-04, eta: 4:00:39, time: 0.676, data_time: 0.006, memory: 4833, top1_acc: 0.7286, top5_acc: 0.8956, loss_cls: 1.1087, loss: 1.1087, grad_norm: 5.1664 2020-08-15 01:06:28,453 - mmaction - INFO - Epoch [84][520/1253] lr: 3.000e-04, eta: 4:00:25, time: 0.718, data_time: 0.006, memory: 4833, top1_acc: 0.7367, top5_acc: 0.8906, loss_cls: 1.0897, loss: 1.0897, grad_norm: 5.1044 2020-08-15 01:06:41,918 - mmaction - INFO - Epoch [84][540/1253] lr: 3.000e-04, eta: 4:00:11, time: 0.677, data_time: 0.007, memory: 4833, top1_acc: 0.7276, top5_acc: 0.8878, loss_cls: 1.1230, loss: 1.1230, grad_norm: 5.1701 2020-08-15 01:06:55,194 - mmaction - INFO - Epoch [84][560/1253] lr: 3.000e-04, eta: 3:59:57, time: 0.661, data_time: 0.005, memory: 4833, top1_acc: 0.7359, top5_acc: 0.8940, loss_cls: 1.0719, loss: 1.0719, grad_norm: 5.0429 2020-08-15 01:07:09,397 - mmaction - INFO - Epoch [84][580/1253] lr: 3.000e-04, eta: 3:59:43, time: 0.711, data_time: 0.007, memory: 4833, top1_acc: 0.7305, top5_acc: 0.8940, loss_cls: 1.0949, loss: 1.0949, grad_norm: 5.1511 2020-08-15 01:07:22,858 - mmaction - INFO - Epoch [84][600/1253] lr: 3.000e-04, eta: 3:59:29, time: 0.672, data_time: 0.007, memory: 4833, top1_acc: 0.7313, top5_acc: 0.9016, loss_cls: 1.0814, loss: 1.0814, grad_norm: 5.3096 2020-08-15 01:07:36,367 - mmaction - INFO - Epoch [84][620/1253] lr: 3.000e-04, eta: 3:59:15, time: 0.676, data_time: 0.005, memory: 4833, top1_acc: 0.7346, top5_acc: 0.8997, loss_cls: 1.0648, loss: 1.0648, grad_norm: 5.1214 2020-08-15 01:07:50,878 - mmaction - INFO - Epoch [84][640/1253] lr: 3.000e-04, eta: 3:59:01, time: 0.723, data_time: 0.006, memory: 4833, top1_acc: 0.7310, top5_acc: 0.8919, loss_cls: 1.0975, loss: 1.0975, grad_norm: 5.0987 2020-08-15 01:08:04,247 - mmaction - INFO - Epoch [84][660/1253] lr: 3.000e-04, eta: 3:58:47, time: 0.670, data_time: 0.007, memory: 4833, top1_acc: 0.7312, top5_acc: 0.9049, loss_cls: 1.0567, loss: 1.0567, grad_norm: 5.0763 2020-08-15 01:08:18,440 - mmaction - INFO - Epoch [84][680/1253] lr: 3.000e-04, eta: 3:58:33, time: 0.710, data_time: 0.007, memory: 4833, top1_acc: 0.7362, top5_acc: 0.8943, loss_cls: 1.0628, loss: 1.0628, grad_norm: 5.0841 2020-08-15 01:08:32,184 - mmaction - INFO - Epoch [84][700/1253] lr: 3.000e-04, eta: 3:58:20, time: 0.686, data_time: 0.009, memory: 4833, top1_acc: 0.7312, top5_acc: 0.8943, loss_cls: 1.0946, loss: 1.0946, grad_norm: 5.2198 2020-08-15 01:08:46,414 - mmaction - INFO - Epoch [84][720/1253] lr: 3.000e-04, eta: 3:58:06, time: 0.714, data_time: 0.006, memory: 4833, top1_acc: 0.7268, top5_acc: 0.8911, loss_cls: 1.0930, loss: 1.0930, grad_norm: 5.1547 2020-08-15 01:08:59,662 - mmaction - INFO - Epoch [84][740/1253] lr: 3.000e-04, eta: 3:57:52, time: 0.660, data_time: 0.006, memory: 4833, top1_acc: 0.7406, top5_acc: 0.8992, loss_cls: 1.0676, loss: 1.0676, grad_norm: 5.0600 2020-08-15 01:09:14,506 - mmaction - INFO - Epoch [84][760/1253] lr: 3.000e-04, eta: 3:57:38, time: 0.746, data_time: 0.007, memory: 4833, top1_acc: 0.7227, top5_acc: 0.8924, loss_cls: 1.1059, loss: 1.1059, grad_norm: 5.2639 2020-08-15 01:09:28,378 - mmaction - INFO - Epoch [84][780/1253] lr: 3.000e-04, eta: 3:57:24, time: 0.691, data_time: 0.005, memory: 4833, top1_acc: 0.7255, top5_acc: 0.8935, loss_cls: 1.1165, loss: 1.1165, grad_norm: 5.1840 2020-08-15 01:09:41,442 - mmaction - INFO - Epoch [84][800/1253] lr: 3.000e-04, eta: 3:57:10, time: 0.654, data_time: 0.006, memory: 4833, top1_acc: 0.7289, top5_acc: 0.8969, loss_cls: 1.0981, loss: 1.0981, grad_norm: 5.1837 2020-08-15 01:09:57,059 - mmaction - INFO - Epoch [84][820/1253] lr: 3.000e-04, eta: 3:56:57, time: 0.783, data_time: 0.008, memory: 4833, top1_acc: 0.7164, top5_acc: 0.8844, loss_cls: 1.1508, loss: 1.1508, grad_norm: 5.3555 2020-08-15 01:10:10,913 - mmaction - INFO - Epoch [84][840/1253] lr: 3.000e-04, eta: 3:56:43, time: 0.691, data_time: 0.002, memory: 4833, top1_acc: 0.7281, top5_acc: 0.8898, loss_cls: 1.1188, loss: 1.1188, grad_norm: 5.1909 2020-08-15 01:10:23,327 - mmaction - INFO - Epoch [84][860/1253] lr: 3.000e-04, eta: 3:56:28, time: 0.617, data_time: 0.006, memory: 4833, top1_acc: 0.7198, top5_acc: 0.8893, loss_cls: 1.1324, loss: 1.1324, grad_norm: 5.2088 2020-08-15 01:10:37,378 - mmaction - INFO - Epoch [84][880/1253] lr: 3.000e-04, eta: 3:56:15, time: 0.707, data_time: 0.008, memory: 4833, top1_acc: 0.7286, top5_acc: 0.8859, loss_cls: 1.0875, loss: 1.0875, grad_norm: 5.2779 2020-08-15 01:10:51,464 - mmaction - INFO - Epoch [84][900/1253] lr: 3.000e-04, eta: 3:56:01, time: 0.701, data_time: 0.006, memory: 4833, top1_acc: 0.7359, top5_acc: 0.8927, loss_cls: 1.0858, loss: 1.0858, grad_norm: 5.0715 2020-08-15 01:11:05,254 - mmaction - INFO - Epoch [84][920/1253] lr: 3.000e-04, eta: 3:55:47, time: 0.692, data_time: 0.008, memory: 4833, top1_acc: 0.7315, top5_acc: 0.8974, loss_cls: 1.0934, loss: 1.0934, grad_norm: 5.1355 2020-08-15 01:11:18,751 - mmaction - INFO - Epoch [84][940/1253] lr: 3.000e-04, eta: 3:55:33, time: 0.675, data_time: 0.003, memory: 4833, top1_acc: 0.7219, top5_acc: 0.8992, loss_cls: 1.1000, loss: 1.1000, grad_norm: 5.1630 2020-08-15 01:11:34,146 - mmaction - INFO - Epoch [84][960/1253] lr: 3.000e-04, eta: 3:55:19, time: 0.768, data_time: 0.006, memory: 4833, top1_acc: 0.7362, top5_acc: 0.8966, loss_cls: 1.0863, loss: 1.0863, grad_norm: 5.1477 2020-08-15 01:11:47,030 - mmaction - INFO - Epoch [84][980/1253] lr: 3.000e-04, eta: 3:55:05, time: 0.645, data_time: 0.006, memory: 4833, top1_acc: 0.7258, top5_acc: 0.8867, loss_cls: 1.1168, loss: 1.1168, grad_norm: 5.2617 2020-08-15 01:11:59,961 - mmaction - INFO - Epoch [84][1000/1253] lr: 3.000e-04, eta: 3:54:51, time: 0.643, data_time: 0.008, memory: 4833, top1_acc: 0.7240, top5_acc: 0.8880, loss_cls: 1.1011, loss: 1.1011, grad_norm: 5.1292 2020-08-15 01:12:13,235 - mmaction - INFO - Epoch [84][1020/1253] lr: 3.000e-04, eta: 3:54:37, time: 0.667, data_time: 0.007, memory: 4833, top1_acc: 0.7281, top5_acc: 0.8966, loss_cls: 1.1119, loss: 1.1119, grad_norm: 5.1905 2020-08-15 01:12:27,883 - mmaction - INFO - Epoch [84][1040/1253] lr: 3.000e-04, eta: 3:54:23, time: 0.731, data_time: 0.008, memory: 4833, top1_acc: 0.7182, top5_acc: 0.8930, loss_cls: 1.1146, loss: 1.1146, grad_norm: 5.2889 2020-08-15 01:12:42,355 - mmaction - INFO - Epoch [84][1060/1253] lr: 3.000e-04, eta: 3:54:10, time: 0.726, data_time: 0.007, memory: 4833, top1_acc: 0.7193, top5_acc: 0.8898, loss_cls: 1.1108, loss: 1.1108, grad_norm: 5.1992 2020-08-15 01:12:55,405 - mmaction - INFO - Epoch [84][1080/1253] lr: 3.000e-04, eta: 3:53:56, time: 0.650, data_time: 0.006, memory: 4833, top1_acc: 0.7315, top5_acc: 0.8904, loss_cls: 1.1027, loss: 1.1027, grad_norm: 5.1212 2020-08-15 01:13:10,111 - mmaction - INFO - Epoch [84][1100/1253] lr: 3.000e-04, eta: 3:53:42, time: 0.733, data_time: 0.006, memory: 4833, top1_acc: 0.7253, top5_acc: 0.8883, loss_cls: 1.0947, loss: 1.0947, grad_norm: 5.2603 2020-08-15 01:13:23,442 - mmaction - INFO - Epoch [84][1120/1253] lr: 3.000e-04, eta: 3:53:28, time: 0.668, data_time: 0.011, memory: 4833, top1_acc: 0.7388, top5_acc: 0.9005, loss_cls: 1.0621, loss: 1.0621, grad_norm: 5.1658 2020-08-15 01:13:37,134 - mmaction - INFO - Epoch [84][1140/1253] lr: 3.000e-04, eta: 3:53:14, time: 0.686, data_time: 0.007, memory: 4833, top1_acc: 0.7255, top5_acc: 0.8964, loss_cls: 1.0897, loss: 1.0897, grad_norm: 5.1799 2020-08-15 01:13:50,737 - mmaction - INFO - Epoch [84][1160/1253] lr: 3.000e-04, eta: 3:53:00, time: 0.678, data_time: 0.008, memory: 4833, top1_acc: 0.7167, top5_acc: 0.8888, loss_cls: 1.1176, loss: 1.1176, grad_norm: 5.1719 2020-08-15 01:14:04,773 - mmaction - INFO - Epoch [84][1180/1253] lr: 3.000e-04, eta: 3:52:46, time: 0.705, data_time: 0.007, memory: 4833, top1_acc: 0.7286, top5_acc: 0.8883, loss_cls: 1.1161, loss: 1.1161, grad_norm: 5.0834 2020-08-15 01:14:18,223 - mmaction - INFO - Epoch [84][1200/1253] lr: 3.000e-04, eta: 3:52:32, time: 0.667, data_time: 0.005, memory: 4833, top1_acc: 0.7193, top5_acc: 0.8911, loss_cls: 1.1336, loss: 1.1336, grad_norm: 5.2431 2020-08-15 01:14:31,910 - mmaction - INFO - Epoch [84][1220/1253] lr: 3.000e-04, eta: 3:52:18, time: 0.689, data_time: 0.008, memory: 4833, top1_acc: 0.7258, top5_acc: 0.8865, loss_cls: 1.1159, loss: 1.1159, grad_norm: 5.1470 2020-08-15 01:14:47,818 - mmaction - INFO - Epoch [84][1240/1253] lr: 3.000e-04, eta: 3:52:05, time: 0.794, data_time: 0.006, memory: 4833, top1_acc: 0.7331, top5_acc: 0.8896, loss_cls: 1.0785, loss: 1.0785, grad_norm: 5.0288 2020-08-15 01:14:55,619 - mmaction - INFO - Saving checkpoint at 84 epochs 2020-08-15 01:15:18,189 - mmaction - INFO - Epoch [85][20/1253] lr: 3.000e-04, eta: 3:51:41, time: 1.011, data_time: 0.372, memory: 4833, top1_acc: 0.7383, top5_acc: 0.8956, loss_cls: 1.0787, loss: 1.0787, grad_norm: 5.1460 2020-08-15 01:15:30,677 - mmaction - INFO - Epoch [85][40/1253] lr: 3.000e-04, eta: 3:51:27, time: 0.627, data_time: 0.008, memory: 4833, top1_acc: 0.7367, top5_acc: 0.9000, loss_cls: 1.0722, loss: 1.0722, grad_norm: 5.1539 2020-08-15 01:15:44,454 - mmaction - INFO - Epoch [85][60/1253] lr: 3.000e-04, eta: 3:51:13, time: 0.687, data_time: 0.006, memory: 4833, top1_acc: 0.7331, top5_acc: 0.8971, loss_cls: 1.0803, loss: 1.0803, grad_norm: 5.1212 2020-08-15 01:15:57,983 - mmaction - INFO - Epoch [85][80/1253] lr: 3.000e-04, eta: 3:50:59, time: 0.679, data_time: 0.008, memory: 4833, top1_acc: 0.7346, top5_acc: 0.8966, loss_cls: 1.0707, loss: 1.0707, grad_norm: 5.0527 2020-08-15 01:16:11,493 - mmaction - INFO - Epoch [85][100/1253] lr: 3.000e-04, eta: 3:50:45, time: 0.671, data_time: 0.007, memory: 4833, top1_acc: 0.7221, top5_acc: 0.8914, loss_cls: 1.1159, loss: 1.1159, grad_norm: 5.2254 2020-08-15 01:16:25,731 - mmaction - INFO - Epoch [85][120/1253] lr: 3.000e-04, eta: 3:50:32, time: 0.716, data_time: 0.007, memory: 4833, top1_acc: 0.7302, top5_acc: 0.8992, loss_cls: 1.0730, loss: 1.0730, grad_norm: 5.1919 2020-08-15 01:16:39,498 - mmaction - INFO - Epoch [85][140/1253] lr: 3.000e-04, eta: 3:50:18, time: 0.686, data_time: 0.007, memory: 4833, top1_acc: 0.7232, top5_acc: 0.8945, loss_cls: 1.1056, loss: 1.1056, grad_norm: 5.3002 2020-08-15 01:16:53,419 - mmaction - INFO - Epoch [85][160/1253] lr: 3.000e-04, eta: 3:50:04, time: 0.698, data_time: 0.007, memory: 4833, top1_acc: 0.7286, top5_acc: 0.8938, loss_cls: 1.0858, loss: 1.0858, grad_norm: 5.1773 2020-08-15 01:17:07,814 - mmaction - INFO - Epoch [85][180/1253] lr: 3.000e-04, eta: 3:49:50, time: 0.718, data_time: 0.007, memory: 4833, top1_acc: 0.7185, top5_acc: 0.8836, loss_cls: 1.1457, loss: 1.1457, grad_norm: 5.3053 2020-08-15 01:17:22,067 - mmaction - INFO - Epoch [85][200/1253] lr: 3.000e-04, eta: 3:49:36, time: 0.711, data_time: 0.007, memory: 4833, top1_acc: 0.7180, top5_acc: 0.8896, loss_cls: 1.1443, loss: 1.1443, grad_norm: 5.2047 2020-08-15 01:17:35,977 - mmaction - INFO - Epoch [85][220/1253] lr: 3.000e-04, eta: 3:49:22, time: 0.699, data_time: 0.010, memory: 4833, top1_acc: 0.7156, top5_acc: 0.8815, loss_cls: 1.1497, loss: 1.1497, grad_norm: 5.1676 2020-08-15 01:17:49,618 - mmaction - INFO - Epoch [85][240/1253] lr: 3.000e-04, eta: 3:49:08, time: 0.678, data_time: 0.006, memory: 4833, top1_acc: 0.7216, top5_acc: 0.8904, loss_cls: 1.0960, loss: 1.0960, grad_norm: 5.1844 2020-08-15 01:18:04,192 - mmaction - INFO - Epoch [85][260/1253] lr: 3.000e-04, eta: 3:48:55, time: 0.731, data_time: 0.007, memory: 4833, top1_acc: 0.7284, top5_acc: 0.8932, loss_cls: 1.1039, loss: 1.1039, grad_norm: 5.1157 2020-08-15 01:18:17,594 - mmaction - INFO - Epoch [85][280/1253] lr: 3.000e-04, eta: 3:48:41, time: 0.671, data_time: 0.009, memory: 4833, top1_acc: 0.7388, top5_acc: 0.8940, loss_cls: 1.0755, loss: 1.0755, grad_norm: 5.1104 2020-08-15 01:18:32,348 - mmaction - INFO - Epoch [85][300/1253] lr: 3.000e-04, eta: 3:48:27, time: 0.737, data_time: 0.008, memory: 4833, top1_acc: 0.7247, top5_acc: 0.8924, loss_cls: 1.1096, loss: 1.1096, grad_norm: 5.2090 2020-08-15 01:18:45,661 - mmaction - INFO - Epoch [85][320/1253] lr: 3.000e-04, eta: 3:48:13, time: 0.666, data_time: 0.005, memory: 4833, top1_acc: 0.7214, top5_acc: 0.8927, loss_cls: 1.1139, loss: 1.1139, grad_norm: 5.2444 2020-08-15 01:18:59,510 - mmaction - INFO - Epoch [85][340/1253] lr: 3.000e-04, eta: 3:47:59, time: 0.693, data_time: 0.007, memory: 4833, top1_acc: 0.7318, top5_acc: 0.8875, loss_cls: 1.1103, loss: 1.1103, grad_norm: 5.1137 2020-08-15 01:19:13,949 - mmaction - INFO - Epoch [85][360/1253] lr: 3.000e-04, eta: 3:47:45, time: 0.722, data_time: 0.003, memory: 4833, top1_acc: 0.7315, top5_acc: 0.8945, loss_cls: 1.0992, loss: 1.0992, grad_norm: 5.1086 2020-08-15 01:19:27,146 - mmaction - INFO - Epoch [85][380/1253] lr: 3.000e-04, eta: 3:47:31, time: 0.658, data_time: 0.006, memory: 4833, top1_acc: 0.7148, top5_acc: 0.8917, loss_cls: 1.1241, loss: 1.1241, grad_norm: 5.1808 2020-08-15 01:19:41,527 - mmaction - INFO - Epoch [85][400/1253] lr: 3.000e-04, eta: 3:47:18, time: 0.720, data_time: 0.007, memory: 4833, top1_acc: 0.7148, top5_acc: 0.8940, loss_cls: 1.1070, loss: 1.1070, grad_norm: 5.3078 2020-08-15 01:19:56,885 - mmaction - INFO - Epoch [85][420/1253] lr: 3.000e-04, eta: 3:47:04, time: 0.768, data_time: 0.007, memory: 4833, top1_acc: 0.7279, top5_acc: 0.8909, loss_cls: 1.0915, loss: 1.0915, grad_norm: 5.1762 2020-08-15 01:20:09,681 - mmaction - INFO - Epoch [85][440/1253] lr: 3.000e-04, eta: 3:46:50, time: 0.636, data_time: 0.008, memory: 4833, top1_acc: 0.7271, top5_acc: 0.8883, loss_cls: 1.1102, loss: 1.1102, grad_norm: 5.1330 2020-08-15 01:20:23,786 - mmaction - INFO - Epoch [85][460/1253] lr: 3.000e-04, eta: 3:46:36, time: 0.710, data_time: 0.008, memory: 4833, top1_acc: 0.7328, top5_acc: 0.8984, loss_cls: 1.0616, loss: 1.0616, grad_norm: 5.1507 2020-08-15 01:20:37,957 - mmaction - INFO - Epoch [85][480/1253] lr: 3.000e-04, eta: 3:46:22, time: 0.708, data_time: 0.007, memory: 4833, top1_acc: 0.7227, top5_acc: 0.9010, loss_cls: 1.1007, loss: 1.1007, grad_norm: 5.3378 2020-08-15 01:20:52,044 - mmaction - INFO - Epoch [85][500/1253] lr: 3.000e-04, eta: 3:46:08, time: 0.706, data_time: 0.005, memory: 4833, top1_acc: 0.7203, top5_acc: 0.8906, loss_cls: 1.1202, loss: 1.1202, grad_norm: 5.2797 2020-08-15 01:21:05,278 - mmaction - INFO - Epoch [85][520/1253] lr: 3.000e-04, eta: 3:45:54, time: 0.659, data_time: 0.005, memory: 4833, top1_acc: 0.7221, top5_acc: 0.8846, loss_cls: 1.1199, loss: 1.1199, grad_norm: 5.2184 2020-08-15 01:21:18,563 - mmaction - INFO - Epoch [85][540/1253] lr: 3.000e-04, eta: 3:45:40, time: 0.666, data_time: 0.006, memory: 4833, top1_acc: 0.7240, top5_acc: 0.8932, loss_cls: 1.1155, loss: 1.1155, grad_norm: 5.2116 2020-08-15 01:21:31,667 - mmaction - INFO - Epoch [85][560/1253] lr: 3.000e-04, eta: 3:45:26, time: 0.653, data_time: 0.007, memory: 4833, top1_acc: 0.7216, top5_acc: 0.8930, loss_cls: 1.1195, loss: 1.1195, grad_norm: 5.3284 2020-08-15 01:21:45,500 - mmaction - INFO - Epoch [85][580/1253] lr: 3.000e-04, eta: 3:45:12, time: 0.694, data_time: 0.007, memory: 4833, top1_acc: 0.7318, top5_acc: 0.9042, loss_cls: 1.0663, loss: 1.0663, grad_norm: 5.1635 2020-08-15 01:22:00,519 - mmaction - INFO - Epoch [85][600/1253] lr: 3.000e-04, eta: 3:44:59, time: 0.750, data_time: 0.007, memory: 4833, top1_acc: 0.7206, top5_acc: 0.8909, loss_cls: 1.1086, loss: 1.1086, grad_norm: 5.3463 2020-08-15 01:22:13,632 - mmaction - INFO - Epoch [85][620/1253] lr: 3.000e-04, eta: 3:44:45, time: 0.656, data_time: 0.006, memory: 4833, top1_acc: 0.7305, top5_acc: 0.8883, loss_cls: 1.0880, loss: 1.0880, grad_norm: 5.1771 2020-08-15 01:22:28,124 - mmaction - INFO - Epoch [85][640/1253] lr: 3.000e-04, eta: 3:44:31, time: 0.724, data_time: 0.008, memory: 4833, top1_acc: 0.7292, top5_acc: 0.8898, loss_cls: 1.0913, loss: 1.0913, grad_norm: 5.1835 2020-08-15 01:22:41,713 - mmaction - INFO - Epoch [85][660/1253] lr: 3.000e-04, eta: 3:44:17, time: 0.681, data_time: 0.006, memory: 4833, top1_acc: 0.7339, top5_acc: 0.9003, loss_cls: 1.0553, loss: 1.0553, grad_norm: 5.1396 2020-08-15 01:22:56,157 - mmaction - INFO - Epoch [85][680/1253] lr: 3.000e-04, eta: 3:44:03, time: 0.721, data_time: 0.007, memory: 4833, top1_acc: 0.7211, top5_acc: 0.8880, loss_cls: 1.1048, loss: 1.1048, grad_norm: 5.0395 2020-08-15 01:23:09,786 - mmaction - INFO - Epoch [85][700/1253] lr: 3.000e-04, eta: 3:43:49, time: 0.681, data_time: 0.007, memory: 4833, top1_acc: 0.7247, top5_acc: 0.8930, loss_cls: 1.1159, loss: 1.1159, grad_norm: 5.2503 2020-08-15 01:23:23,846 - mmaction - INFO - Epoch [85][720/1253] lr: 3.000e-04, eta: 3:43:36, time: 0.704, data_time: 0.009, memory: 4833, top1_acc: 0.7346, top5_acc: 0.9034, loss_cls: 1.0430, loss: 1.0430, grad_norm: 5.1648 2020-08-15 01:23:36,946 - mmaction - INFO - Epoch [85][740/1253] lr: 3.000e-04, eta: 3:43:21, time: 0.657, data_time: 0.005, memory: 4833, top1_acc: 0.7333, top5_acc: 0.8906, loss_cls: 1.0690, loss: 1.0690, grad_norm: 5.1764 2020-08-15 01:23:52,123 - mmaction - INFO - Epoch [85][760/1253] lr: 3.000e-04, eta: 3:43:08, time: 0.757, data_time: 0.006, memory: 4833, top1_acc: 0.7240, top5_acc: 0.8904, loss_cls: 1.1233, loss: 1.1233, grad_norm: 5.3286 2020-08-15 01:24:05,349 - mmaction - INFO - Epoch [85][780/1253] lr: 3.000e-04, eta: 3:42:54, time: 0.662, data_time: 0.007, memory: 4833, top1_acc: 0.7305, top5_acc: 0.8948, loss_cls: 1.0974, loss: 1.0974, grad_norm: 5.2395 2020-08-15 01:24:19,121 - mmaction - INFO - Epoch [85][800/1253] lr: 3.000e-04, eta: 3:42:40, time: 0.689, data_time: 0.007, memory: 4833, top1_acc: 0.7271, top5_acc: 0.8961, loss_cls: 1.0814, loss: 1.0814, grad_norm: 5.1482 2020-08-15 01:24:32,654 - mmaction - INFO - Epoch [85][820/1253] lr: 3.000e-04, eta: 3:42:26, time: 0.676, data_time: 0.005, memory: 4833, top1_acc: 0.7299, top5_acc: 0.9005, loss_cls: 1.0763, loss: 1.0763, grad_norm: 5.1819 2020-08-15 01:24:46,987 - mmaction - INFO - Epoch [85][840/1253] lr: 3.000e-04, eta: 3:42:12, time: 0.715, data_time: 0.008, memory: 4833, top1_acc: 0.7232, top5_acc: 0.8857, loss_cls: 1.1465, loss: 1.1465, grad_norm: 5.3384 2020-08-15 01:25:01,263 - mmaction - INFO - Epoch [85][860/1253] lr: 3.000e-04, eta: 3:41:58, time: 0.715, data_time: 0.006, memory: 4833, top1_acc: 0.7271, top5_acc: 0.8956, loss_cls: 1.0936, loss: 1.0936, grad_norm: 5.1670 2020-08-15 01:25:15,074 - mmaction - INFO - Epoch [85][880/1253] lr: 3.000e-04, eta: 3:41:44, time: 0.689, data_time: 0.007, memory: 4833, top1_acc: 0.7187, top5_acc: 0.8852, loss_cls: 1.1509, loss: 1.1509, grad_norm: 5.2927 2020-08-15 01:25:29,391 - mmaction - INFO - Epoch [85][900/1253] lr: 3.000e-04, eta: 3:41:31, time: 0.717, data_time: 0.010, memory: 4833, top1_acc: 0.7357, top5_acc: 0.9052, loss_cls: 1.0259, loss: 1.0259, grad_norm: 5.0364 2020-08-15 01:25:43,462 - mmaction - INFO - Epoch [85][920/1253] lr: 3.000e-04, eta: 3:41:17, time: 0.704, data_time: 0.007, memory: 4833, top1_acc: 0.7279, top5_acc: 0.8982, loss_cls: 1.0668, loss: 1.0668, grad_norm: 5.1729 2020-08-15 01:25:57,984 - mmaction - INFO - Epoch [85][940/1253] lr: 3.000e-04, eta: 3:41:03, time: 0.724, data_time: 0.008, memory: 4833, top1_acc: 0.7344, top5_acc: 0.8958, loss_cls: 1.0709, loss: 1.0709, grad_norm: 5.1327 2020-08-15 01:26:11,456 - mmaction - INFO - Epoch [85][960/1253] lr: 3.000e-04, eta: 3:40:49, time: 0.674, data_time: 0.007, memory: 4833, top1_acc: 0.7339, top5_acc: 0.8922, loss_cls: 1.0869, loss: 1.0869, grad_norm: 5.1476 2020-08-15 01:26:26,022 - mmaction - INFO - Epoch [85][980/1253] lr: 3.000e-04, eta: 3:40:35, time: 0.729, data_time: 0.008, memory: 4833, top1_acc: 0.7393, top5_acc: 0.8958, loss_cls: 1.0598, loss: 1.0598, grad_norm: 5.1462 2020-08-15 01:26:40,017 - mmaction - INFO - Epoch [85][1000/1253] lr: 3.000e-04, eta: 3:40:21, time: 0.701, data_time: 0.005, memory: 4833, top1_acc: 0.7349, top5_acc: 0.8951, loss_cls: 1.0985, loss: 1.0985, grad_norm: 5.2319 2020-08-15 01:26:54,033 - mmaction - INFO - Epoch [85][1020/1253] lr: 3.000e-04, eta: 3:40:08, time: 0.701, data_time: 0.007, memory: 4833, top1_acc: 0.7266, top5_acc: 0.8935, loss_cls: 1.0957, loss: 1.0957, grad_norm: 5.1367 2020-08-15 01:27:07,888 - mmaction - INFO - Epoch [85][1040/1253] lr: 3.000e-04, eta: 3:39:54, time: 0.693, data_time: 0.005, memory: 4833, top1_acc: 0.7326, top5_acc: 0.8958, loss_cls: 1.0901, loss: 1.0901, grad_norm: 5.2546 2020-08-15 01:27:21,427 - mmaction - INFO - Epoch [85][1060/1253] lr: 3.000e-04, eta: 3:39:40, time: 0.676, data_time: 0.007, memory: 4833, top1_acc: 0.7318, top5_acc: 0.8917, loss_cls: 1.1226, loss: 1.1226, grad_norm: 5.2171 2020-08-15 01:27:34,839 - mmaction - INFO - Epoch [85][1080/1253] lr: 3.000e-04, eta: 3:39:26, time: 0.672, data_time: 0.006, memory: 4833, top1_acc: 0.7299, top5_acc: 0.8969, loss_cls: 1.0817, loss: 1.0817, grad_norm: 5.2743 2020-08-15 01:27:48,006 - mmaction - INFO - Epoch [85][1100/1253] lr: 3.000e-04, eta: 3:39:12, time: 0.656, data_time: 0.006, memory: 4833, top1_acc: 0.7219, top5_acc: 0.8854, loss_cls: 1.1358, loss: 1.1358, grad_norm: 5.2920 2020-08-15 01:28:03,012 - mmaction - INFO - Epoch [85][1120/1253] lr: 3.000e-04, eta: 3:38:58, time: 0.752, data_time: 0.007, memory: 4833, top1_acc: 0.7310, top5_acc: 0.8922, loss_cls: 1.0883, loss: 1.0883, grad_norm: 5.1259 2020-08-15 01:28:16,007 - mmaction - INFO - Epoch [85][1140/1253] lr: 3.000e-04, eta: 3:38:44, time: 0.650, data_time: 0.003, memory: 4833, top1_acc: 0.7307, top5_acc: 0.9000, loss_cls: 1.0866, loss: 1.0866, grad_norm: 5.1810 2020-08-15 01:28:29,671 - mmaction - INFO - Epoch [85][1160/1253] lr: 3.000e-04, eta: 3:38:30, time: 0.682, data_time: 0.007, memory: 4833, top1_acc: 0.7195, top5_acc: 0.8909, loss_cls: 1.1431, loss: 1.1431, grad_norm: 5.2275 2020-08-15 01:28:43,947 - mmaction - INFO - Epoch [85][1180/1253] lr: 3.000e-04, eta: 3:38:16, time: 0.716, data_time: 0.008, memory: 4833, top1_acc: 0.7333, top5_acc: 0.9003, loss_cls: 1.0662, loss: 1.0662, grad_norm: 5.1839 2020-08-15 01:28:57,584 - mmaction - INFO - Epoch [85][1200/1253] lr: 3.000e-04, eta: 3:38:02, time: 0.679, data_time: 0.006, memory: 4833, top1_acc: 0.7284, top5_acc: 0.8997, loss_cls: 1.0798, loss: 1.0798, grad_norm: 5.2218 2020-08-15 01:29:11,489 - mmaction - INFO - Epoch [85][1220/1253] lr: 3.000e-04, eta: 3:37:49, time: 0.697, data_time: 0.007, memory: 4833, top1_acc: 0.7221, top5_acc: 0.8958, loss_cls: 1.0906, loss: 1.0906, grad_norm: 5.2383 2020-08-15 01:29:25,458 - mmaction - INFO - Epoch [85][1240/1253] lr: 3.000e-04, eta: 3:37:35, time: 0.700, data_time: 0.007, memory: 4833, top1_acc: 0.7328, top5_acc: 0.8917, loss_cls: 1.1115, loss: 1.1115, grad_norm: 5.2284 2020-08-15 01:29:33,881 - mmaction - INFO - Saving checkpoint at 85 epochs 2020-08-15 01:29:56,111 - mmaction - INFO - Epoch [86][20/1253] lr: 3.000e-04, eta: 3:37:11, time: 1.021, data_time: 0.401, memory: 4833, top1_acc: 0.7260, top5_acc: 0.8875, loss_cls: 1.1055, loss: 1.1055, grad_norm: 5.0885 2020-08-15 01:30:09,399 - mmaction - INFO - Epoch [86][40/1253] lr: 3.000e-04, eta: 3:36:57, time: 0.665, data_time: 0.007, memory: 4833, top1_acc: 0.7221, top5_acc: 0.8948, loss_cls: 1.1206, loss: 1.1206, grad_norm: 5.1981 2020-08-15 01:30:22,061 - mmaction - INFO - Epoch [86][60/1253] lr: 3.000e-04, eta: 3:36:43, time: 0.634, data_time: 0.007, memory: 4833, top1_acc: 0.7276, top5_acc: 0.8956, loss_cls: 1.0789, loss: 1.0789, grad_norm: 5.2543 2020-08-15 01:30:36,550 - mmaction - INFO - Epoch [86][80/1253] lr: 3.000e-04, eta: 3:36:29, time: 0.724, data_time: 0.009, memory: 4833, top1_acc: 0.7331, top5_acc: 0.8927, loss_cls: 1.0960, loss: 1.0960, grad_norm: 5.1960 2020-08-15 01:30:50,696 - mmaction - INFO - Epoch [86][100/1253] lr: 3.000e-04, eta: 3:36:16, time: 0.708, data_time: 0.006, memory: 4833, top1_acc: 0.7146, top5_acc: 0.8885, loss_cls: 1.1454, loss: 1.1454, grad_norm: 5.4308 2020-08-15 01:31:05,750 - mmaction - INFO - Epoch [86][120/1253] lr: 3.000e-04, eta: 3:36:02, time: 0.752, data_time: 0.006, memory: 4833, top1_acc: 0.7206, top5_acc: 0.8906, loss_cls: 1.1181, loss: 1.1181, grad_norm: 5.1548 2020-08-15 01:31:18,938 - mmaction - INFO - Epoch [86][140/1253] lr: 3.000e-04, eta: 3:35:48, time: 0.660, data_time: 0.006, memory: 4833, top1_acc: 0.7260, top5_acc: 0.9016, loss_cls: 1.0812, loss: 1.0812, grad_norm: 5.2259 2020-08-15 01:31:31,431 - mmaction - INFO - Epoch [86][160/1253] lr: 3.000e-04, eta: 3:35:34, time: 0.622, data_time: 0.006, memory: 4833, top1_acc: 0.7281, top5_acc: 0.8977, loss_cls: 1.0854, loss: 1.0854, grad_norm: 5.2081 2020-08-15 01:31:46,029 - mmaction - INFO - Epoch [86][180/1253] lr: 3.000e-04, eta: 3:35:20, time: 0.731, data_time: 0.007, memory: 4833, top1_acc: 0.7268, top5_acc: 0.8911, loss_cls: 1.0843, loss: 1.0843, grad_norm: 5.2391 2020-08-15 01:31:59,518 - mmaction - INFO - Epoch [86][200/1253] lr: 3.000e-04, eta: 3:35:06, time: 0.673, data_time: 0.007, memory: 4833, top1_acc: 0.7328, top5_acc: 0.8992, loss_cls: 1.0801, loss: 1.0801, grad_norm: 5.2086 2020-08-15 01:32:15,004 - mmaction - INFO - Epoch [86][220/1253] lr: 3.000e-04, eta: 3:34:53, time: 0.777, data_time: 0.007, memory: 4833, top1_acc: 0.7250, top5_acc: 0.8984, loss_cls: 1.0749, loss: 1.0749, grad_norm: 5.2655 2020-08-15 01:32:29,550 - mmaction - INFO - Epoch [86][240/1253] lr: 3.000e-04, eta: 3:34:39, time: 0.724, data_time: 0.005, memory: 4833, top1_acc: 0.7359, top5_acc: 0.9005, loss_cls: 1.0737, loss: 1.0737, grad_norm: 5.2469 2020-08-15 01:32:43,285 - mmaction - INFO - Epoch [86][260/1253] lr: 3.000e-04, eta: 3:34:25, time: 0.689, data_time: 0.007, memory: 4833, top1_acc: 0.7346, top5_acc: 0.8917, loss_cls: 1.1043, loss: 1.1043, grad_norm: 5.1965 2020-08-15 01:32:58,031 - mmaction - INFO - Epoch [86][280/1253] lr: 3.000e-04, eta: 3:34:11, time: 0.736, data_time: 0.007, memory: 4833, top1_acc: 0.7221, top5_acc: 0.8930, loss_cls: 1.1132, loss: 1.1132, grad_norm: 5.3076 2020-08-15 01:33:12,152 - mmaction - INFO - Epoch [86][300/1253] lr: 3.000e-04, eta: 3:33:57, time: 0.706, data_time: 0.007, memory: 4833, top1_acc: 0.7354, top5_acc: 0.8938, loss_cls: 1.0699, loss: 1.0699, grad_norm: 5.1747 2020-08-15 01:33:26,827 - mmaction - INFO - Epoch [86][320/1253] lr: 3.000e-04, eta: 3:33:44, time: 0.733, data_time: 0.007, memory: 4833, top1_acc: 0.7260, top5_acc: 0.8885, loss_cls: 1.1120, loss: 1.1120, grad_norm: 5.2832 2020-08-15 01:33:40,146 - mmaction - INFO - Epoch [86][340/1253] lr: 3.000e-04, eta: 3:33:30, time: 0.667, data_time: 0.006, memory: 4833, top1_acc: 0.7365, top5_acc: 0.9016, loss_cls: 1.0823, loss: 1.0823, grad_norm: 5.2403 2020-08-15 01:33:54,683 - mmaction - INFO - Epoch [86][360/1253] lr: 3.000e-04, eta: 3:33:16, time: 0.727, data_time: 0.007, memory: 4833, top1_acc: 0.7286, top5_acc: 0.8979, loss_cls: 1.0660, loss: 1.0660, grad_norm: 5.2631 2020-08-15 01:34:07,827 - mmaction - INFO - Epoch [86][380/1253] lr: 3.000e-04, eta: 3:33:02, time: 0.656, data_time: 0.009, memory: 4833, top1_acc: 0.7260, top5_acc: 0.8919, loss_cls: 1.0975, loss: 1.0975, grad_norm: 5.3100 2020-08-15 01:34:22,687 - mmaction - INFO - Epoch [86][400/1253] lr: 3.000e-04, eta: 3:32:48, time: 0.745, data_time: 0.007, memory: 4833, top1_acc: 0.7344, top5_acc: 0.8992, loss_cls: 1.0563, loss: 1.0563, grad_norm: 5.1625 2020-08-15 01:34:36,073 - mmaction - INFO - Epoch [86][420/1253] lr: 3.000e-04, eta: 3:32:34, time: 0.667, data_time: 0.008, memory: 4833, top1_acc: 0.7310, top5_acc: 0.8958, loss_cls: 1.0788, loss: 1.0788, grad_norm: 5.3175 2020-08-15 01:34:50,260 - mmaction - INFO - Epoch [86][440/1253] lr: 3.000e-04, eta: 3:32:20, time: 0.712, data_time: 0.007, memory: 4833, top1_acc: 0.7299, top5_acc: 0.8924, loss_cls: 1.1032, loss: 1.1032, grad_norm: 5.2809 2020-08-15 01:35:03,795 - mmaction - INFO - Epoch [86][460/1253] lr: 3.000e-04, eta: 3:32:06, time: 0.677, data_time: 0.007, memory: 4833, top1_acc: 0.7305, top5_acc: 0.8872, loss_cls: 1.0962, loss: 1.0962, grad_norm: 5.1838 2020-08-15 01:35:17,905 - mmaction - INFO - Epoch [86][480/1253] lr: 3.000e-04, eta: 3:31:52, time: 0.704, data_time: 0.003, memory: 4833, top1_acc: 0.7232, top5_acc: 0.8909, loss_cls: 1.0979, loss: 1.0979, grad_norm: 5.3291 2020-08-15 01:35:32,316 - mmaction - INFO - Epoch [86][500/1253] lr: 3.000e-04, eta: 3:31:39, time: 0.720, data_time: 0.008, memory: 4833, top1_acc: 0.7430, top5_acc: 0.9021, loss_cls: 1.0613, loss: 1.0613, grad_norm: 5.2868 2020-08-15 01:35:46,098 - mmaction - INFO - Epoch [86][520/1253] lr: 3.000e-04, eta: 3:31:25, time: 0.691, data_time: 0.006, memory: 4833, top1_acc: 0.7273, top5_acc: 0.8917, loss_cls: 1.1123, loss: 1.1123, grad_norm: 5.2291 2020-08-15 01:35:59,683 - mmaction - INFO - Epoch [86][540/1253] lr: 3.000e-04, eta: 3:31:11, time: 0.677, data_time: 0.007, memory: 4833, top1_acc: 0.7208, top5_acc: 0.8951, loss_cls: 1.1361, loss: 1.1361, grad_norm: 5.4980 2020-08-15 01:36:13,956 - mmaction - INFO - Epoch [86][560/1253] lr: 3.000e-04, eta: 3:30:57, time: 0.717, data_time: 0.008, memory: 4833, top1_acc: 0.7357, top5_acc: 0.8846, loss_cls: 1.1155, loss: 1.1155, grad_norm: 5.1843 2020-08-15 01:36:28,391 - mmaction - INFO - Epoch [86][580/1253] lr: 3.000e-04, eta: 3:30:43, time: 0.721, data_time: 0.006, memory: 4833, top1_acc: 0.7174, top5_acc: 0.8906, loss_cls: 1.1144, loss: 1.1144, grad_norm: 5.3211 2020-08-15 01:36:42,929 - mmaction - INFO - Epoch [86][600/1253] lr: 3.000e-04, eta: 3:30:29, time: 0.727, data_time: 0.005, memory: 4833, top1_acc: 0.7305, top5_acc: 0.8901, loss_cls: 1.1004, loss: 1.1004, grad_norm: 5.1839 2020-08-15 01:36:57,569 - mmaction - INFO - Epoch [86][620/1253] lr: 3.000e-04, eta: 3:30:16, time: 0.729, data_time: 0.007, memory: 4833, top1_acc: 0.7255, top5_acc: 0.8930, loss_cls: 1.0949, loss: 1.0949, grad_norm: 5.2437 2020-08-15 01:37:10,264 - mmaction - INFO - Epoch [86][640/1253] lr: 3.000e-04, eta: 3:30:02, time: 0.636, data_time: 0.007, memory: 4833, top1_acc: 0.7456, top5_acc: 0.9034, loss_cls: 1.0393, loss: 1.0393, grad_norm: 5.1629 2020-08-15 01:37:24,359 - mmaction - INFO - Epoch [86][660/1253] lr: 3.000e-04, eta: 3:29:48, time: 0.706, data_time: 0.008, memory: 4833, top1_acc: 0.7312, top5_acc: 0.8990, loss_cls: 1.0686, loss: 1.0686, grad_norm: 5.2094 2020-08-15 01:37:38,689 - mmaction - INFO - Epoch [86][680/1253] lr: 3.000e-04, eta: 3:29:34, time: 0.715, data_time: 0.003, memory: 4833, top1_acc: 0.7289, top5_acc: 0.8987, loss_cls: 1.0946, loss: 1.0946, grad_norm: 5.2215 2020-08-15 01:37:53,151 - mmaction - INFO - Epoch [86][700/1253] lr: 3.000e-04, eta: 3:29:20, time: 0.724, data_time: 0.007, memory: 4833, top1_acc: 0.7250, top5_acc: 0.8974, loss_cls: 1.1109, loss: 1.1109, grad_norm: 5.3255 2020-08-15 01:38:06,604 - mmaction - INFO - Epoch [86][720/1253] lr: 3.000e-04, eta: 3:29:06, time: 0.671, data_time: 0.003, memory: 4833, top1_acc: 0.7417, top5_acc: 0.9016, loss_cls: 1.0353, loss: 1.0353, grad_norm: 5.1145 2020-08-15 01:38:20,621 - mmaction - INFO - Epoch [86][740/1253] lr: 3.000e-04, eta: 3:28:52, time: 0.701, data_time: 0.007, memory: 4833, top1_acc: 0.7427, top5_acc: 0.8909, loss_cls: 1.0464, loss: 1.0464, grad_norm: 5.1852 2020-08-15 01:38:35,281 - mmaction - INFO - Epoch [86][760/1253] lr: 3.000e-04, eta: 3:28:39, time: 0.733, data_time: 0.005, memory: 4833, top1_acc: 0.7164, top5_acc: 0.8865, loss_cls: 1.1389, loss: 1.1389, grad_norm: 5.2969 2020-08-15 01:38:49,573 - mmaction - INFO - Epoch [86][780/1253] lr: 3.000e-04, eta: 3:28:25, time: 0.713, data_time: 0.008, memory: 4833, top1_acc: 0.7339, top5_acc: 0.8909, loss_cls: 1.0933, loss: 1.0933, grad_norm: 5.2498 2020-08-15 01:39:03,069 - mmaction - INFO - Epoch [86][800/1253] lr: 3.000e-04, eta: 3:28:11, time: 0.677, data_time: 0.007, memory: 4833, top1_acc: 0.7313, top5_acc: 0.8974, loss_cls: 1.0731, loss: 1.0731, grad_norm: 5.2387 2020-08-15 01:39:18,025 - mmaction - INFO - Epoch [86][820/1253] lr: 3.000e-04, eta: 3:27:57, time: 0.746, data_time: 0.008, memory: 4833, top1_acc: 0.7076, top5_acc: 0.8898, loss_cls: 1.1446, loss: 1.1446, grad_norm: 5.4379 2020-08-15 01:39:31,474 - mmaction - INFO - Epoch [86][840/1253] lr: 3.000e-04, eta: 3:27:43, time: 0.675, data_time: 0.007, memory: 4833, top1_acc: 0.7305, top5_acc: 0.8896, loss_cls: 1.0955, loss: 1.0955, grad_norm: 5.2169 2020-08-15 01:39:45,196 - mmaction - INFO - Epoch [86][860/1253] lr: 3.000e-04, eta: 3:27:29, time: 0.684, data_time: 0.006, memory: 4833, top1_acc: 0.7187, top5_acc: 0.8839, loss_cls: 1.1503, loss: 1.1503, grad_norm: 5.4036 2020-08-15 01:39:59,749 - mmaction - INFO - Epoch [86][880/1253] lr: 3.000e-04, eta: 3:27:16, time: 0.729, data_time: 0.007, memory: 4833, top1_acc: 0.7198, top5_acc: 0.8904, loss_cls: 1.1160, loss: 1.1160, grad_norm: 5.3467 2020-08-15 01:40:14,469 - mmaction - INFO - Epoch [86][900/1253] lr: 3.000e-04, eta: 3:27:02, time: 0.738, data_time: 0.007, memory: 4833, top1_acc: 0.7247, top5_acc: 0.8945, loss_cls: 1.1007, loss: 1.1007, grad_norm: 5.2697 2020-08-15 01:40:27,663 - mmaction - INFO - Epoch [86][920/1253] lr: 3.000e-04, eta: 3:26:48, time: 0.656, data_time: 0.005, memory: 4833, top1_acc: 0.7302, top5_acc: 0.8927, loss_cls: 1.0833, loss: 1.0833, grad_norm: 5.2054 2020-08-15 01:40:42,414 - mmaction - INFO - Epoch [86][940/1253] lr: 3.000e-04, eta: 3:26:34, time: 0.739, data_time: 0.007, memory: 4833, top1_acc: 0.7346, top5_acc: 0.8938, loss_cls: 1.0750, loss: 1.0750, grad_norm: 5.1505 2020-08-15 01:40:56,803 - mmaction - INFO - Epoch [86][960/1253] lr: 3.000e-04, eta: 3:26:20, time: 0.718, data_time: 0.007, memory: 4833, top1_acc: 0.7294, top5_acc: 0.8888, loss_cls: 1.1090, loss: 1.1090, grad_norm: 5.2073 2020-08-15 01:41:11,040 - mmaction - INFO - Epoch [86][980/1253] lr: 3.000e-04, eta: 3:26:06, time: 0.713, data_time: 0.007, memory: 4833, top1_acc: 0.7339, top5_acc: 0.8945, loss_cls: 1.0753, loss: 1.0753, grad_norm: 5.1300 2020-08-15 01:41:24,657 - mmaction - INFO - Epoch [86][1000/1253] lr: 3.000e-04, eta: 3:25:53, time: 0.680, data_time: 0.010, memory: 4833, top1_acc: 0.7357, top5_acc: 0.8945, loss_cls: 1.0933, loss: 1.0933, grad_norm: 5.2045 2020-08-15 01:41:38,489 - mmaction - INFO - Epoch [86][1020/1253] lr: 3.000e-04, eta: 3:25:39, time: 0.693, data_time: 0.007, memory: 4833, top1_acc: 0.7219, top5_acc: 0.8940, loss_cls: 1.1123, loss: 1.1123, grad_norm: 5.3291 2020-08-15 01:41:54,065 - mmaction - INFO - Epoch [86][1040/1253] lr: 3.000e-04, eta: 3:25:25, time: 0.778, data_time: 0.007, memory: 4833, top1_acc: 0.7284, top5_acc: 0.8958, loss_cls: 1.0786, loss: 1.0786, grad_norm: 5.2847 2020-08-15 01:42:07,418 - mmaction - INFO - Epoch [86][1060/1253] lr: 3.000e-04, eta: 3:25:11, time: 0.669, data_time: 0.006, memory: 4833, top1_acc: 0.7237, top5_acc: 0.8927, loss_cls: 1.1075, loss: 1.1075, grad_norm: 5.3510 2020-08-15 01:42:22,240 - mmaction - INFO - Epoch [86][1080/1253] lr: 3.000e-04, eta: 3:24:57, time: 0.738, data_time: 0.006, memory: 4833, top1_acc: 0.7299, top5_acc: 0.8943, loss_cls: 1.1036, loss: 1.1036, grad_norm: 5.1992 2020-08-15 01:42:37,057 - mmaction - INFO - Epoch [86][1100/1253] lr: 3.000e-04, eta: 3:24:44, time: 0.744, data_time: 0.007, memory: 4833, top1_acc: 0.7185, top5_acc: 0.8875, loss_cls: 1.1369, loss: 1.1369, grad_norm: 5.3080 2020-08-15 01:42:50,899 - mmaction - INFO - Epoch [86][1120/1253] lr: 3.000e-04, eta: 3:24:30, time: 0.690, data_time: 0.006, memory: 4833, top1_acc: 0.7255, top5_acc: 0.8940, loss_cls: 1.0896, loss: 1.0896, grad_norm: 5.1485 2020-08-15 01:43:06,745 - mmaction - INFO - Epoch [86][1140/1253] lr: 3.000e-04, eta: 3:24:16, time: 0.795, data_time: 0.007, memory: 4833, top1_acc: 0.7331, top5_acc: 0.8969, loss_cls: 1.0670, loss: 1.0670, grad_norm: 5.1301 2020-08-15 01:43:19,586 - mmaction - INFO - Epoch [86][1160/1253] lr: 3.000e-04, eta: 3:24:02, time: 0.640, data_time: 0.006, memory: 4833, top1_acc: 0.7318, top5_acc: 0.8958, loss_cls: 1.0728, loss: 1.0728, grad_norm: 5.1978 2020-08-15 01:43:32,883 - mmaction - INFO - Epoch [86][1180/1253] lr: 3.000e-04, eta: 3:23:48, time: 0.665, data_time: 0.006, memory: 4833, top1_acc: 0.7255, top5_acc: 0.8958, loss_cls: 1.1033, loss: 1.1033, grad_norm: 5.1716 2020-08-15 01:43:46,995 - mmaction - INFO - Epoch [86][1200/1253] lr: 3.000e-04, eta: 3:23:34, time: 0.704, data_time: 0.007, memory: 4833, top1_acc: 0.7341, top5_acc: 0.8891, loss_cls: 1.0932, loss: 1.0932, grad_norm: 5.2635 2020-08-15 01:44:01,701 - mmaction - INFO - Epoch [86][1220/1253] lr: 3.000e-04, eta: 3:23:20, time: 0.737, data_time: 0.007, memory: 4833, top1_acc: 0.7292, top5_acc: 0.8974, loss_cls: 1.0895, loss: 1.0895, grad_norm: 5.2505 2020-08-15 01:44:15,142 - mmaction - INFO - Epoch [86][1240/1253] lr: 3.000e-04, eta: 3:23:07, time: 0.670, data_time: 0.006, memory: 4833, top1_acc: 0.7320, top5_acc: 0.8964, loss_cls: 1.0734, loss: 1.0734, grad_norm: 5.3311 2020-08-15 01:44:24,337 - mmaction - INFO - Saving checkpoint at 86 epochs 2020-08-15 01:44:47,145 - mmaction - INFO - Epoch [87][20/1253] lr: 3.000e-04, eta: 3:22:43, time: 1.072, data_time: 0.393, memory: 4833, top1_acc: 0.7310, top5_acc: 0.8987, loss_cls: 1.0635, loss: 1.0635, grad_norm: 5.2749 2020-08-15 01:44:59,535 - mmaction - INFO - Epoch [87][40/1253] lr: 3.000e-04, eta: 3:22:29, time: 0.624, data_time: 0.008, memory: 4833, top1_acc: 0.7102, top5_acc: 0.8883, loss_cls: 1.1517, loss: 1.1517, grad_norm: 5.4068 2020-08-15 01:45:12,529 - mmaction - INFO - Epoch [87][60/1253] lr: 3.000e-04, eta: 3:22:15, time: 0.647, data_time: 0.006, memory: 4833, top1_acc: 0.7367, top5_acc: 0.8870, loss_cls: 1.0855, loss: 1.0855, grad_norm: 5.2097 2020-08-15 01:45:26,697 - mmaction - INFO - Epoch [87][80/1253] lr: 3.000e-04, eta: 3:22:01, time: 0.710, data_time: 0.007, memory: 4833, top1_acc: 0.7169, top5_acc: 0.8914, loss_cls: 1.1302, loss: 1.1302, grad_norm: 5.3541 2020-08-15 01:45:40,651 - mmaction - INFO - Epoch [87][100/1253] lr: 3.000e-04, eta: 3:21:48, time: 0.694, data_time: 0.006, memory: 4833, top1_acc: 0.7146, top5_acc: 0.8826, loss_cls: 1.1564, loss: 1.1564, grad_norm: 5.4462 2020-08-15 01:45:54,575 - mmaction - INFO - Epoch [87][120/1253] lr: 3.000e-04, eta: 3:21:34, time: 0.699, data_time: 0.007, memory: 4833, top1_acc: 0.7247, top5_acc: 0.8888, loss_cls: 1.1006, loss: 1.1006, grad_norm: 5.3014 2020-08-15 01:46:08,802 - mmaction - INFO - Epoch [87][140/1253] lr: 3.000e-04, eta: 3:21:20, time: 0.713, data_time: 0.008, memory: 4833, top1_acc: 0.7372, top5_acc: 0.8969, loss_cls: 1.0658, loss: 1.0658, grad_norm: 5.1858 2020-08-15 01:46:23,553 - mmaction - INFO - Epoch [87][160/1253] lr: 3.000e-04, eta: 3:21:06, time: 0.736, data_time: 0.003, memory: 4833, top1_acc: 0.7247, top5_acc: 0.8945, loss_cls: 1.1039, loss: 1.1039, grad_norm: 5.3015 2020-08-15 01:46:37,470 - mmaction - INFO - Epoch [87][180/1253] lr: 3.000e-04, eta: 3:20:52, time: 0.693, data_time: 0.007, memory: 4833, top1_acc: 0.7346, top5_acc: 0.8992, loss_cls: 1.0680, loss: 1.0680, grad_norm: 5.2292 2020-08-15 01:46:52,952 - mmaction - INFO - Epoch [87][200/1253] lr: 3.000e-04, eta: 3:20:39, time: 0.774, data_time: 0.007, memory: 4833, top1_acc: 0.7234, top5_acc: 0.8922, loss_cls: 1.1120, loss: 1.1120, grad_norm: 5.2029 2020-08-15 01:47:06,752 - mmaction - INFO - Epoch [87][220/1253] lr: 3.000e-04, eta: 3:20:25, time: 0.695, data_time: 0.009, memory: 4833, top1_acc: 0.7237, top5_acc: 0.8896, loss_cls: 1.1221, loss: 1.1221, grad_norm: 5.2833 2020-08-15 01:47:21,832 - mmaction - INFO - Epoch [87][240/1253] lr: 3.000e-04, eta: 3:20:11, time: 0.750, data_time: 0.004, memory: 4833, top1_acc: 0.7315, top5_acc: 0.8924, loss_cls: 1.1020, loss: 1.1020, grad_norm: 5.3224 2020-08-15 01:47:35,310 - mmaction - INFO - Epoch [87][260/1253] lr: 3.000e-04, eta: 3:19:57, time: 0.676, data_time: 0.008, memory: 4833, top1_acc: 0.7375, top5_acc: 0.9068, loss_cls: 1.0296, loss: 1.0296, grad_norm: 5.1816 2020-08-15 01:47:49,153 - mmaction - INFO - Epoch [87][280/1253] lr: 3.000e-04, eta: 3:19:43, time: 0.690, data_time: 0.006, memory: 4833, top1_acc: 0.7211, top5_acc: 0.8888, loss_cls: 1.1181, loss: 1.1181, grad_norm: 5.3747 2020-08-15 01:48:03,665 - mmaction - INFO - Epoch [87][300/1253] lr: 3.000e-04, eta: 3:19:29, time: 0.729, data_time: 0.007, memory: 4833, top1_acc: 0.7281, top5_acc: 0.8875, loss_cls: 1.1342, loss: 1.1342, grad_norm: 5.3565 2020-08-15 01:48:17,370 - mmaction - INFO - Epoch [87][320/1253] lr: 3.000e-04, eta: 3:19:15, time: 0.681, data_time: 0.006, memory: 4833, top1_acc: 0.7359, top5_acc: 0.9031, loss_cls: 1.0572, loss: 1.0572, grad_norm: 5.1701 2020-08-15 01:48:31,855 - mmaction - INFO - Epoch [87][340/1253] lr: 3.000e-04, eta: 3:19:02, time: 0.727, data_time: 0.008, memory: 4833, top1_acc: 0.7372, top5_acc: 0.9008, loss_cls: 1.0414, loss: 1.0414, grad_norm: 5.2188 2020-08-15 01:48:45,709 - mmaction - INFO - Epoch [87][360/1253] lr: 3.000e-04, eta: 3:18:48, time: 0.691, data_time: 0.007, memory: 4833, top1_acc: 0.7380, top5_acc: 0.8995, loss_cls: 1.0863, loss: 1.0863, grad_norm: 5.2297 2020-08-15 01:48:59,696 - mmaction - INFO - Epoch [87][380/1253] lr: 3.000e-04, eta: 3:18:34, time: 0.701, data_time: 0.006, memory: 4833, top1_acc: 0.7253, top5_acc: 0.8964, loss_cls: 1.1111, loss: 1.1111, grad_norm: 5.2213 2020-08-15 01:49:14,740 - mmaction - INFO - Epoch [87][400/1253] lr: 3.000e-04, eta: 3:18:20, time: 0.752, data_time: 0.006, memory: 4833, top1_acc: 0.7286, top5_acc: 0.9018, loss_cls: 1.0570, loss: 1.0570, grad_norm: 5.2597 2020-08-15 01:49:28,679 - mmaction - INFO - Epoch [87][420/1253] lr: 3.000e-04, eta: 3:18:06, time: 0.697, data_time: 0.005, memory: 4833, top1_acc: 0.7310, top5_acc: 0.8961, loss_cls: 1.0721, loss: 1.0721, grad_norm: 5.1947 2020-08-15 01:49:41,703 - mmaction - INFO - Epoch [87][440/1253] lr: 3.000e-04, eta: 3:17:52, time: 0.649, data_time: 0.006, memory: 4833, top1_acc: 0.7346, top5_acc: 0.8984, loss_cls: 1.0636, loss: 1.0636, grad_norm: 5.1250 2020-08-15 01:49:55,151 - mmaction - INFO - Epoch [87][460/1253] lr: 3.000e-04, eta: 3:17:38, time: 0.674, data_time: 0.007, memory: 4833, top1_acc: 0.7307, top5_acc: 0.8940, loss_cls: 1.0957, loss: 1.0957, grad_norm: 5.2441 2020-08-15 01:50:08,759 - mmaction - INFO - Epoch [87][480/1253] lr: 3.000e-04, eta: 3:17:24, time: 0.678, data_time: 0.008, memory: 4833, top1_acc: 0.7208, top5_acc: 0.8966, loss_cls: 1.1245, loss: 1.1245, grad_norm: 5.3347 2020-08-15 01:50:23,295 - mmaction - INFO - Epoch [87][500/1253] lr: 3.000e-04, eta: 3:17:11, time: 0.730, data_time: 0.007, memory: 4833, top1_acc: 0.7169, top5_acc: 0.8841, loss_cls: 1.1705, loss: 1.1705, grad_norm: 5.3789 2020-08-15 01:50:37,291 - mmaction - INFO - Epoch [87][520/1253] lr: 3.000e-04, eta: 3:16:57, time: 0.698, data_time: 0.007, memory: 4833, top1_acc: 0.7427, top5_acc: 0.8966, loss_cls: 1.0579, loss: 1.0579, grad_norm: 5.1879 2020-08-15 01:50:51,479 - mmaction - INFO - Epoch [87][540/1253] lr: 3.000e-04, eta: 3:16:43, time: 0.712, data_time: 0.006, memory: 4833, top1_acc: 0.7375, top5_acc: 0.8977, loss_cls: 1.0603, loss: 1.0603, grad_norm: 5.1357 2020-08-15 01:51:04,521 - mmaction - INFO - Epoch [87][560/1253] lr: 3.000e-04, eta: 3:16:29, time: 0.649, data_time: 0.006, memory: 4833, top1_acc: 0.7320, top5_acc: 0.8964, loss_cls: 1.0877, loss: 1.0877, grad_norm: 5.2486 2020-08-15 01:51:17,779 - mmaction - INFO - Epoch [87][580/1253] lr: 3.000e-04, eta: 3:16:15, time: 0.666, data_time: 0.007, memory: 4833, top1_acc: 0.7276, top5_acc: 0.9047, loss_cls: 1.0649, loss: 1.0649, grad_norm: 5.2650 2020-08-15 01:51:31,960 - mmaction - INFO - Epoch [87][600/1253] lr: 3.000e-04, eta: 3:16:01, time: 0.706, data_time: 0.006, memory: 4833, top1_acc: 0.7297, top5_acc: 0.8990, loss_cls: 1.0865, loss: 1.0865, grad_norm: 5.2283 2020-08-15 01:51:46,706 - mmaction - INFO - Epoch [87][620/1253] lr: 3.000e-04, eta: 3:15:47, time: 0.741, data_time: 0.007, memory: 4833, top1_acc: 0.7135, top5_acc: 0.8862, loss_cls: 1.1371, loss: 1.1371, grad_norm: 5.3962 2020-08-15 01:52:00,920 - mmaction - INFO - Epoch [87][640/1253] lr: 3.000e-04, eta: 3:15:34, time: 0.709, data_time: 0.005, memory: 4833, top1_acc: 0.7333, top5_acc: 0.8953, loss_cls: 1.0861, loss: 1.0861, grad_norm: 5.2662 2020-08-15 01:52:14,114 - mmaction - INFO - Epoch [87][660/1253] lr: 3.000e-04, eta: 3:15:20, time: 0.660, data_time: 0.005, memory: 4833, top1_acc: 0.7372, top5_acc: 0.8961, loss_cls: 1.0695, loss: 1.0695, grad_norm: 5.2632 2020-08-15 01:52:27,185 - mmaction - INFO - Epoch [87][680/1253] lr: 3.000e-04, eta: 3:15:06, time: 0.652, data_time: 0.009, memory: 4833, top1_acc: 0.7279, top5_acc: 0.8982, loss_cls: 1.0829, loss: 1.0829, grad_norm: 5.2529 2020-08-15 01:52:41,469 - mmaction - INFO - Epoch [87][700/1253] lr: 3.000e-04, eta: 3:14:52, time: 0.714, data_time: 0.007, memory: 4833, top1_acc: 0.7255, top5_acc: 0.8956, loss_cls: 1.0870, loss: 1.0870, grad_norm: 5.1535 2020-08-15 01:52:55,984 - mmaction - INFO - Epoch [87][720/1253] lr: 3.000e-04, eta: 3:14:38, time: 0.727, data_time: 0.009, memory: 4833, top1_acc: 0.7221, top5_acc: 0.8878, loss_cls: 1.1222, loss: 1.1222, grad_norm: 5.3252 2020-08-15 01:53:10,137 - mmaction - INFO - Epoch [87][740/1253] lr: 3.000e-04, eta: 3:14:24, time: 0.709, data_time: 0.005, memory: 4833, top1_acc: 0.7174, top5_acc: 0.8893, loss_cls: 1.1271, loss: 1.1271, grad_norm: 5.3395 2020-08-15 01:53:24,241 - mmaction - INFO - Epoch [87][760/1253] lr: 3.000e-04, eta: 3:14:10, time: 0.704, data_time: 0.007, memory: 4833, top1_acc: 0.7299, top5_acc: 0.8862, loss_cls: 1.1246, loss: 1.1246, grad_norm: 5.2885 2020-08-15 01:53:37,426 - mmaction - INFO - Epoch [87][780/1253] lr: 3.000e-04, eta: 3:13:56, time: 0.660, data_time: 0.006, memory: 4833, top1_acc: 0.7302, top5_acc: 0.8956, loss_cls: 1.0877, loss: 1.0877, grad_norm: 5.1863 2020-08-15 01:53:50,385 - mmaction - INFO - Epoch [87][800/1253] lr: 3.000e-04, eta: 3:13:42, time: 0.647, data_time: 0.007, memory: 4833, top1_acc: 0.7336, top5_acc: 0.8958, loss_cls: 1.0866, loss: 1.0866, grad_norm: 5.1911 2020-08-15 01:54:05,643 - mmaction - INFO - Epoch [87][820/1253] lr: 3.000e-04, eta: 3:13:29, time: 0.763, data_time: 0.005, memory: 4833, top1_acc: 0.7258, top5_acc: 0.8984, loss_cls: 1.0727, loss: 1.0727, grad_norm: 5.2259 2020-08-15 01:54:19,710 - mmaction - INFO - Epoch [87][840/1253] lr: 3.000e-04, eta: 3:13:15, time: 0.704, data_time: 0.007, memory: 4833, top1_acc: 0.7393, top5_acc: 0.8964, loss_cls: 1.0593, loss: 1.0593, grad_norm: 5.1601 2020-08-15 01:54:33,243 - mmaction - INFO - Epoch [87][860/1253] lr: 3.000e-04, eta: 3:13:01, time: 0.677, data_time: 0.005, memory: 4833, top1_acc: 0.7208, top5_acc: 0.8919, loss_cls: 1.1239, loss: 1.1239, grad_norm: 5.4043 2020-08-15 01:54:47,609 - mmaction - INFO - Epoch [87][880/1253] lr: 3.000e-04, eta: 3:12:47, time: 0.717, data_time: 0.006, memory: 4833, top1_acc: 0.7284, top5_acc: 0.8940, loss_cls: 1.1014, loss: 1.1014, grad_norm: 5.2945 2020-08-15 01:55:01,037 - mmaction - INFO - Epoch [87][900/1253] lr: 3.000e-04, eta: 3:12:33, time: 0.672, data_time: 0.006, memory: 4833, top1_acc: 0.7362, top5_acc: 0.8982, loss_cls: 1.0767, loss: 1.0767, grad_norm: 5.2120 2020-08-15 01:55:15,105 - mmaction - INFO - Epoch [87][920/1253] lr: 3.000e-04, eta: 3:12:19, time: 0.701, data_time: 0.007, memory: 4833, top1_acc: 0.7268, top5_acc: 0.8969, loss_cls: 1.0977, loss: 1.0977, grad_norm: 5.2735 2020-08-15 01:55:28,792 - mmaction - INFO - Epoch [87][940/1253] lr: 3.000e-04, eta: 3:12:05, time: 0.686, data_time: 0.005, memory: 4833, top1_acc: 0.7273, top5_acc: 0.9023, loss_cls: 1.0736, loss: 1.0736, grad_norm: 5.1742 2020-08-15 01:55:42,524 - mmaction - INFO - Epoch [87][960/1253] lr: 3.000e-04, eta: 3:11:51, time: 0.688, data_time: 0.007, memory: 4833, top1_acc: 0.7258, top5_acc: 0.8935, loss_cls: 1.1142, loss: 1.1142, grad_norm: 5.3494 2020-08-15 01:55:56,525 - mmaction - INFO - Epoch [87][980/1253] lr: 3.000e-04, eta: 3:11:37, time: 0.697, data_time: 0.005, memory: 4833, top1_acc: 0.7383, top5_acc: 0.8977, loss_cls: 1.0623, loss: 1.0623, grad_norm: 5.1485 2020-08-15 01:56:10,798 - mmaction - INFO - Epoch [87][1000/1253] lr: 3.000e-04, eta: 3:11:24, time: 0.717, data_time: 0.007, memory: 4833, top1_acc: 0.7284, top5_acc: 0.8922, loss_cls: 1.0866, loss: 1.0866, grad_norm: 5.1767 2020-08-15 01:56:24,743 - mmaction - INFO - Epoch [87][1020/1253] lr: 3.000e-04, eta: 3:11:10, time: 0.695, data_time: 0.005, memory: 4833, top1_acc: 0.7240, top5_acc: 0.8849, loss_cls: 1.1302, loss: 1.1302, grad_norm: 5.2795 2020-08-15 01:56:39,035 - mmaction - INFO - Epoch [87][1040/1253] lr: 3.000e-04, eta: 3:10:56, time: 0.717, data_time: 0.007, memory: 4833, top1_acc: 0.7240, top5_acc: 0.8938, loss_cls: 1.0955, loss: 1.0955, grad_norm: 5.2633 2020-08-15 01:56:52,424 - mmaction - INFO - Epoch [87][1060/1253] lr: 3.000e-04, eta: 3:10:42, time: 0.667, data_time: 0.006, memory: 4833, top1_acc: 0.7255, top5_acc: 0.8982, loss_cls: 1.0835, loss: 1.0835, grad_norm: 5.3603 2020-08-15 01:57:06,029 - mmaction - INFO - Epoch [87][1080/1253] lr: 3.000e-04, eta: 3:10:28, time: 0.682, data_time: 0.007, memory: 4833, top1_acc: 0.7409, top5_acc: 0.9003, loss_cls: 1.0560, loss: 1.0560, grad_norm: 5.2099 2020-08-15 01:57:19,388 - mmaction - INFO - Epoch [87][1100/1253] lr: 3.000e-04, eta: 3:10:14, time: 0.666, data_time: 0.008, memory: 4833, top1_acc: 0.7289, top5_acc: 0.9047, loss_cls: 1.0696, loss: 1.0696, grad_norm: 5.3346 2020-08-15 01:57:33,435 - mmaction - INFO - Epoch [87][1120/1253] lr: 3.000e-04, eta: 3:10:00, time: 0.703, data_time: 0.008, memory: 4833, top1_acc: 0.7292, top5_acc: 0.8943, loss_cls: 1.0908, loss: 1.0908, grad_norm: 5.3145 2020-08-15 01:57:47,032 - mmaction - INFO - Epoch [87][1140/1253] lr: 3.000e-04, eta: 3:09:46, time: 0.679, data_time: 0.007, memory: 4833, top1_acc: 0.7326, top5_acc: 0.8987, loss_cls: 1.0691, loss: 1.0691, grad_norm: 5.2149 2020-08-15 01:58:01,927 - mmaction - INFO - Epoch [87][1160/1253] lr: 3.000e-04, eta: 3:09:33, time: 0.747, data_time: 0.005, memory: 4833, top1_acc: 0.7180, top5_acc: 0.8891, loss_cls: 1.1273, loss: 1.1273, grad_norm: 5.3307 2020-08-15 01:58:14,671 - mmaction - INFO - Epoch [87][1180/1253] lr: 3.000e-04, eta: 3:09:18, time: 0.632, data_time: 0.005, memory: 4833, top1_acc: 0.7255, top5_acc: 0.8953, loss_cls: 1.1103, loss: 1.1103, grad_norm: 5.2134 2020-08-15 01:58:27,782 - mmaction - INFO - Epoch [87][1200/1253] lr: 3.000e-04, eta: 3:09:04, time: 0.658, data_time: 0.008, memory: 4833, top1_acc: 0.7385, top5_acc: 0.8997, loss_cls: 1.0633, loss: 1.0633, grad_norm: 5.2825 2020-08-15 01:58:41,452 - mmaction - INFO - Epoch [87][1220/1253] lr: 3.000e-04, eta: 3:08:51, time: 0.683, data_time: 0.007, memory: 4833, top1_acc: 0.7328, top5_acc: 0.9023, loss_cls: 1.0375, loss: 1.0375, grad_norm: 5.2159 2020-08-15 01:58:55,339 - mmaction - INFO - Epoch [87][1240/1253] lr: 3.000e-04, eta: 3:08:37, time: 0.696, data_time: 0.007, memory: 4833, top1_acc: 0.7346, top5_acc: 0.8911, loss_cls: 1.0948, loss: 1.0948, grad_norm: 5.3266 2020-08-15 01:59:03,833 - mmaction - INFO - Saving checkpoint at 87 epochs 2020-08-15 01:59:26,223 - mmaction - INFO - Epoch [88][20/1253] lr: 3.000e-04, eta: 3:08:13, time: 0.991, data_time: 0.364, memory: 4833, top1_acc: 0.7190, top5_acc: 0.8909, loss_cls: 1.1123, loss: 1.1123, grad_norm: 5.4081 2020-08-15 01:59:39,083 - mmaction - INFO - Epoch [88][40/1253] lr: 3.000e-04, eta: 3:07:59, time: 0.646, data_time: 0.007, memory: 4833, top1_acc: 0.7409, top5_acc: 0.9039, loss_cls: 1.0491, loss: 1.0491, grad_norm: 5.1196 2020-08-15 01:59:53,200 - mmaction - INFO - Epoch [88][60/1253] lr: 3.000e-04, eta: 3:07:45, time: 0.704, data_time: 0.006, memory: 4833, top1_acc: 0.7276, top5_acc: 0.8893, loss_cls: 1.1121, loss: 1.1121, grad_norm: 5.2672 2020-08-15 02:00:16,897 - mmaction - INFO - Epoch [88][80/1253] lr: 3.000e-04, eta: 3:07:33, time: 1.180, data_time: 0.007, memory: 4833, top1_acc: 0.7242, top5_acc: 0.8961, loss_cls: 1.0741, loss: 1.0741, grad_norm: 5.2782 2020-08-15 02:00:29,911 - mmaction - INFO - Epoch [88][100/1253] lr: 3.000e-04, eta: 3:07:19, time: 0.656, data_time: 0.021, memory: 4833, top1_acc: 0.7299, top5_acc: 0.8974, loss_cls: 1.0774, loss: 1.0774, grad_norm: 5.2711 2020-08-15 02:00:42,612 - mmaction - INFO - Epoch [88][120/1253] lr: 3.000e-04, eta: 3:07:05, time: 0.636, data_time: 0.006, memory: 4833, top1_acc: 0.7378, top5_acc: 0.8964, loss_cls: 1.0618, loss: 1.0618, grad_norm: 5.1926 2020-08-15 02:00:57,258 - mmaction - INFO - Epoch [88][140/1253] lr: 3.000e-04, eta: 3:06:51, time: 0.730, data_time: 0.006, memory: 4833, top1_acc: 0.7344, top5_acc: 0.8961, loss_cls: 1.0599, loss: 1.0599, grad_norm: 5.2896 2020-08-15 02:01:10,973 - mmaction - INFO - Epoch [88][160/1253] lr: 3.000e-04, eta: 3:06:37, time: 0.688, data_time: 0.007, memory: 4833, top1_acc: 0.7266, top5_acc: 0.8932, loss_cls: 1.0861, loss: 1.0861, grad_norm: 5.2875 2020-08-15 02:01:23,760 - mmaction - INFO - Epoch [88][180/1253] lr: 3.000e-04, eta: 3:06:23, time: 0.638, data_time: 0.006, memory: 4833, top1_acc: 0.7292, top5_acc: 0.8909, loss_cls: 1.0852, loss: 1.0852, grad_norm: 5.3172 2020-08-15 02:01:38,033 - mmaction - INFO - Epoch [88][200/1253] lr: 3.000e-04, eta: 3:06:09, time: 0.714, data_time: 0.006, memory: 4833, top1_acc: 0.7294, top5_acc: 0.8938, loss_cls: 1.0845, loss: 1.0845, grad_norm: 5.2463 2020-08-15 02:01:51,818 - mmaction - INFO - Epoch [88][220/1253] lr: 3.000e-04, eta: 3:05:55, time: 0.686, data_time: 0.008, memory: 4833, top1_acc: 0.7323, top5_acc: 0.8987, loss_cls: 1.0821, loss: 1.0821, grad_norm: 5.1838 2020-08-15 02:02:05,488 - mmaction - INFO - Epoch [88][240/1253] lr: 3.000e-04, eta: 3:05:42, time: 0.689, data_time: 0.008, memory: 4833, top1_acc: 0.7315, top5_acc: 0.8919, loss_cls: 1.0965, loss: 1.0965, grad_norm: 5.2467 2020-08-15 02:02:19,994 - mmaction - INFO - Epoch [88][260/1253] lr: 3.000e-04, eta: 3:05:28, time: 0.723, data_time: 0.005, memory: 4833, top1_acc: 0.7318, top5_acc: 0.8987, loss_cls: 1.0747, loss: 1.0747, grad_norm: 5.3147 2020-08-15 02:02:34,517 - mmaction - INFO - Epoch [88][280/1253] lr: 3.000e-04, eta: 3:05:14, time: 0.727, data_time: 0.006, memory: 4833, top1_acc: 0.7297, top5_acc: 0.8935, loss_cls: 1.1017, loss: 1.1017, grad_norm: 5.3149 2020-08-15 02:02:47,998 - mmaction - INFO - Epoch [88][300/1253] lr: 3.000e-04, eta: 3:05:00, time: 0.675, data_time: 0.007, memory: 4833, top1_acc: 0.7198, top5_acc: 0.8875, loss_cls: 1.1413, loss: 1.1413, grad_norm: 5.3598 2020-08-15 02:03:02,724 - mmaction - INFO - Epoch [88][320/1253] lr: 3.000e-04, eta: 3:04:46, time: 0.736, data_time: 0.004, memory: 4833, top1_acc: 0.7271, top5_acc: 0.8888, loss_cls: 1.1108, loss: 1.1108, grad_norm: 5.3623 2020-08-15 02:03:15,611 - mmaction - INFO - Epoch [88][340/1253] lr: 3.000e-04, eta: 3:04:32, time: 0.641, data_time: 0.008, memory: 4833, top1_acc: 0.7292, top5_acc: 0.8979, loss_cls: 1.0651, loss: 1.0651, grad_norm: 5.2255 2020-08-15 02:03:28,949 - mmaction - INFO - Epoch [88][360/1253] lr: 3.000e-04, eta: 3:04:18, time: 0.670, data_time: 0.007, memory: 4833, top1_acc: 0.7380, top5_acc: 0.8969, loss_cls: 1.0447, loss: 1.0447, grad_norm: 5.1001 2020-08-15 02:03:43,128 - mmaction - INFO - Epoch [88][380/1253] lr: 3.000e-04, eta: 3:04:04, time: 0.707, data_time: 0.005, memory: 4833, top1_acc: 0.7297, top5_acc: 0.8984, loss_cls: 1.0791, loss: 1.0791, grad_norm: 5.2484 2020-08-15 02:03:57,006 - mmaction - INFO - Epoch [88][400/1253] lr: 3.000e-04, eta: 3:03:51, time: 0.693, data_time: 0.006, memory: 4833, top1_acc: 0.7297, top5_acc: 0.8904, loss_cls: 1.1017, loss: 1.1017, grad_norm: 5.3387 2020-08-15 02:04:10,213 - mmaction - INFO - Epoch [88][420/1253] lr: 3.000e-04, eta: 3:03:37, time: 0.664, data_time: 0.009, memory: 4833, top1_acc: 0.7284, top5_acc: 0.8945, loss_cls: 1.0896, loss: 1.0896, grad_norm: 5.3131 2020-08-15 02:04:24,227 - mmaction - INFO - Epoch [88][440/1253] lr: 3.000e-04, eta: 3:03:23, time: 0.701, data_time: 0.004, memory: 4833, top1_acc: 0.7245, top5_acc: 0.8859, loss_cls: 1.1289, loss: 1.1289, grad_norm: 5.2924 2020-08-15 02:04:38,443 - mmaction - INFO - Epoch [88][460/1253] lr: 3.000e-04, eta: 3:03:09, time: 0.708, data_time: 0.006, memory: 4833, top1_acc: 0.7445, top5_acc: 0.9003, loss_cls: 1.0423, loss: 1.0423, grad_norm: 5.1800 2020-08-15 02:04:52,224 - mmaction - INFO - Epoch [88][480/1253] lr: 3.000e-04, eta: 3:02:55, time: 0.691, data_time: 0.007, memory: 4833, top1_acc: 0.7307, top5_acc: 0.8906, loss_cls: 1.1197, loss: 1.1197, grad_norm: 5.3631 2020-08-15 02:05:06,110 - mmaction - INFO - Epoch [88][500/1253] lr: 3.000e-04, eta: 3:02:41, time: 0.694, data_time: 0.006, memory: 4833, top1_acc: 0.7375, top5_acc: 0.8927, loss_cls: 1.0822, loss: 1.0822, grad_norm: 5.1932 2020-08-15 02:05:18,837 - mmaction - INFO - Epoch [88][520/1253] lr: 3.000e-04, eta: 3:02:27, time: 0.636, data_time: 0.005, memory: 4833, top1_acc: 0.7286, top5_acc: 0.8904, loss_cls: 1.0994, loss: 1.0994, grad_norm: 5.3227 2020-08-15 02:05:32,759 - mmaction - INFO - Epoch [88][540/1253] lr: 3.000e-04, eta: 3:02:13, time: 0.696, data_time: 0.007, memory: 4833, top1_acc: 0.7307, top5_acc: 0.8948, loss_cls: 1.0778, loss: 1.0778, grad_norm: 5.2075 2020-08-15 02:05:46,104 - mmaction - INFO - Epoch [88][560/1253] lr: 3.000e-04, eta: 3:01:59, time: 0.663, data_time: 0.007, memory: 4833, top1_acc: 0.7292, top5_acc: 0.8914, loss_cls: 1.1132, loss: 1.1132, grad_norm: 5.3673 2020-08-15 02:06:01,069 - mmaction - INFO - Epoch [88][580/1253] lr: 3.000e-04, eta: 3:01:45, time: 0.754, data_time: 0.008, memory: 4833, top1_acc: 0.7372, top5_acc: 0.8987, loss_cls: 1.0559, loss: 1.0559, grad_norm: 5.1557 2020-08-15 02:06:14,866 - mmaction - INFO - Epoch [88][600/1253] lr: 3.000e-04, eta: 3:01:32, time: 0.687, data_time: 0.007, memory: 4833, top1_acc: 0.7148, top5_acc: 0.8826, loss_cls: 1.1573, loss: 1.1573, grad_norm: 5.4142 2020-08-15 02:06:28,897 - mmaction - INFO - Epoch [88][620/1253] lr: 3.000e-04, eta: 3:01:18, time: 0.704, data_time: 0.008, memory: 4833, top1_acc: 0.7263, top5_acc: 0.8948, loss_cls: 1.1006, loss: 1.1006, grad_norm: 5.3819 2020-08-15 02:06:43,232 - mmaction - INFO - Epoch [88][640/1253] lr: 3.000e-04, eta: 3:01:04, time: 0.715, data_time: 0.005, memory: 4833, top1_acc: 0.7341, top5_acc: 0.8922, loss_cls: 1.0824, loss: 1.0824, grad_norm: 5.2758 2020-08-15 02:06:56,967 - mmaction - INFO - Epoch [88][660/1253] lr: 3.000e-04, eta: 3:00:50, time: 0.686, data_time: 0.005, memory: 4833, top1_acc: 0.7198, top5_acc: 0.8896, loss_cls: 1.1145, loss: 1.1145, grad_norm: 5.3542 2020-08-15 02:07:10,986 - mmaction - INFO - Epoch [88][680/1253] lr: 3.000e-04, eta: 3:00:36, time: 0.700, data_time: 0.009, memory: 4833, top1_acc: 0.7221, top5_acc: 0.8870, loss_cls: 1.1165, loss: 1.1165, grad_norm: 5.3091 2020-08-15 02:07:25,339 - mmaction - INFO - Epoch [88][700/1253] lr: 3.000e-04, eta: 3:00:22, time: 0.719, data_time: 0.006, memory: 4833, top1_acc: 0.7359, top5_acc: 0.8956, loss_cls: 1.0686, loss: 1.0686, grad_norm: 5.1192 2020-08-15 02:07:39,915 - mmaction - INFO - Epoch [88][720/1253] lr: 3.000e-04, eta: 3:00:08, time: 0.727, data_time: 0.007, memory: 4833, top1_acc: 0.7474, top5_acc: 0.9026, loss_cls: 1.0352, loss: 1.0352, grad_norm: 5.1615 2020-08-15 02:07:54,310 - mmaction - INFO - Epoch [88][740/1253] lr: 3.000e-04, eta: 2:59:55, time: 0.722, data_time: 0.005, memory: 4833, top1_acc: 0.7227, top5_acc: 0.8917, loss_cls: 1.1077, loss: 1.1077, grad_norm: 5.3820 2020-08-15 02:08:07,039 - mmaction - INFO - Epoch [88][760/1253] lr: 3.000e-04, eta: 2:59:41, time: 0.635, data_time: 0.003, memory: 4833, top1_acc: 0.7328, top5_acc: 0.8893, loss_cls: 1.1023, loss: 1.1023, grad_norm: 5.3279 2020-08-15 02:08:21,783 - mmaction - INFO - Epoch [88][780/1253] lr: 3.000e-04, eta: 2:59:27, time: 0.737, data_time: 0.007, memory: 4833, top1_acc: 0.7336, top5_acc: 0.8990, loss_cls: 1.0669, loss: 1.0669, grad_norm: 5.1836 2020-08-15 02:08:36,051 - mmaction - INFO - Epoch [88][800/1253] lr: 3.000e-04, eta: 2:59:13, time: 0.714, data_time: 0.007, memory: 4833, top1_acc: 0.7388, top5_acc: 0.9049, loss_cls: 1.0463, loss: 1.0463, grad_norm: 5.3479 2020-08-15 02:08:50,281 - mmaction - INFO - Epoch [88][820/1253] lr: 3.000e-04, eta: 2:58:59, time: 0.713, data_time: 0.007, memory: 4833, top1_acc: 0.7273, top5_acc: 0.8911, loss_cls: 1.0937, loss: 1.0937, grad_norm: 5.2862 2020-08-15 02:09:04,202 - mmaction - INFO - Epoch [88][840/1253] lr: 3.000e-04, eta: 2:58:45, time: 0.694, data_time: 0.004, memory: 4833, top1_acc: 0.7245, top5_acc: 0.8930, loss_cls: 1.1023, loss: 1.1023, grad_norm: 5.3133 2020-08-15 02:09:18,613 - mmaction - INFO - Epoch [88][860/1253] lr: 3.000e-04, eta: 2:58:31, time: 0.721, data_time: 0.007, memory: 4833, top1_acc: 0.7250, top5_acc: 0.8880, loss_cls: 1.1165, loss: 1.1165, grad_norm: 5.3412 2020-08-15 02:09:32,010 - mmaction - INFO - Epoch [88][880/1253] lr: 3.000e-04, eta: 2:58:18, time: 0.669, data_time: 0.008, memory: 4833, top1_acc: 0.7224, top5_acc: 0.8961, loss_cls: 1.0937, loss: 1.0937, grad_norm: 5.3955 2020-08-15 02:09:46,095 - mmaction - INFO - Epoch [88][900/1253] lr: 3.000e-04, eta: 2:58:04, time: 0.705, data_time: 0.006, memory: 4833, top1_acc: 0.7307, top5_acc: 0.8898, loss_cls: 1.0984, loss: 1.0984, grad_norm: 5.2066 2020-08-15 02:09:59,792 - mmaction - INFO - Epoch [88][920/1253] lr: 3.000e-04, eta: 2:57:50, time: 0.683, data_time: 0.007, memory: 4833, top1_acc: 0.7297, top5_acc: 0.8922, loss_cls: 1.1137, loss: 1.1137, grad_norm: 5.3313 2020-08-15 02:10:13,502 - mmaction - INFO - Epoch [88][940/1253] lr: 3.000e-04, eta: 2:57:36, time: 0.686, data_time: 0.006, memory: 4833, top1_acc: 0.7224, top5_acc: 0.8917, loss_cls: 1.1306, loss: 1.1306, grad_norm: 5.4170 2020-08-15 02:10:28,001 - mmaction - INFO - Epoch [88][960/1253] lr: 3.000e-04, eta: 2:57:22, time: 0.726, data_time: 0.009, memory: 4833, top1_acc: 0.7333, top5_acc: 0.9034, loss_cls: 1.0700, loss: 1.0700, grad_norm: 5.2987 2020-08-15 02:10:42,509 - mmaction - INFO - Epoch [88][980/1253] lr: 3.000e-04, eta: 2:57:08, time: 0.725, data_time: 0.005, memory: 4833, top1_acc: 0.7289, top5_acc: 0.8948, loss_cls: 1.0895, loss: 1.0895, grad_norm: 5.3910 2020-08-15 02:10:55,967 - mmaction - INFO - Epoch [88][1000/1253] lr: 3.000e-04, eta: 2:56:54, time: 0.672, data_time: 0.008, memory: 4833, top1_acc: 0.7372, top5_acc: 0.8982, loss_cls: 1.0685, loss: 1.0685, grad_norm: 5.2309 2020-08-15 02:11:10,358 - mmaction - INFO - Epoch [88][1020/1253] lr: 3.000e-04, eta: 2:56:40, time: 0.720, data_time: 0.006, memory: 4833, top1_acc: 0.7216, top5_acc: 0.8904, loss_cls: 1.1100, loss: 1.1100, grad_norm: 5.2272 2020-08-15 02:11:23,793 - mmaction - INFO - Epoch [88][1040/1253] lr: 3.000e-04, eta: 2:56:27, time: 0.669, data_time: 0.008, memory: 4833, top1_acc: 0.7471, top5_acc: 0.8997, loss_cls: 1.0474, loss: 1.0474, grad_norm: 5.2563 2020-08-15 02:11:37,806 - mmaction - INFO - Epoch [88][1060/1253] lr: 3.000e-04, eta: 2:56:13, time: 0.704, data_time: 0.008, memory: 4833, top1_acc: 0.7284, top5_acc: 0.8982, loss_cls: 1.0560, loss: 1.0560, grad_norm: 5.3140 2020-08-15 02:11:51,926 - mmaction - INFO - Epoch [88][1080/1253] lr: 3.000e-04, eta: 2:55:59, time: 0.705, data_time: 0.008, memory: 4833, top1_acc: 0.7370, top5_acc: 0.9042, loss_cls: 1.0492, loss: 1.0492, grad_norm: 5.3029 2020-08-15 02:12:05,812 - mmaction - INFO - Epoch [88][1100/1253] lr: 3.000e-04, eta: 2:55:45, time: 0.696, data_time: 0.006, memory: 4833, top1_acc: 0.7174, top5_acc: 0.8880, loss_cls: 1.1243, loss: 1.1243, grad_norm: 5.3521 2020-08-15 02:12:18,761 - mmaction - INFO - Epoch [88][1120/1253] lr: 3.000e-04, eta: 2:55:31, time: 0.646, data_time: 0.006, memory: 4833, top1_acc: 0.7284, top5_acc: 0.8878, loss_cls: 1.1096, loss: 1.1096, grad_norm: 5.2298 2020-08-15 02:12:34,048 - mmaction - INFO - Epoch [88][1140/1253] lr: 3.000e-04, eta: 2:55:17, time: 0.766, data_time: 0.005, memory: 4833, top1_acc: 0.7401, top5_acc: 0.8956, loss_cls: 1.0844, loss: 1.0844, grad_norm: 5.1328 2020-08-15 02:12:48,568 - mmaction - INFO - Epoch [88][1160/1253] lr: 3.000e-04, eta: 2:55:03, time: 0.725, data_time: 0.007, memory: 4833, top1_acc: 0.7375, top5_acc: 0.8990, loss_cls: 1.0586, loss: 1.0586, grad_norm: 5.2160 2020-08-15 02:13:02,745 - mmaction - INFO - Epoch [88][1180/1253] lr: 3.000e-04, eta: 2:54:50, time: 0.710, data_time: 0.005, memory: 4833, top1_acc: 0.7161, top5_acc: 0.8919, loss_cls: 1.1236, loss: 1.1236, grad_norm: 5.3798 2020-08-15 02:13:16,494 - mmaction - INFO - Epoch [88][1200/1253] lr: 3.000e-04, eta: 2:54:36, time: 0.683, data_time: 0.006, memory: 4833, top1_acc: 0.7294, top5_acc: 0.8898, loss_cls: 1.0874, loss: 1.0874, grad_norm: 5.2285 2020-08-15 02:13:30,559 - mmaction - INFO - Epoch [88][1220/1253] lr: 3.000e-04, eta: 2:54:22, time: 0.705, data_time: 0.007, memory: 4833, top1_acc: 0.7292, top5_acc: 0.8935, loss_cls: 1.1007, loss: 1.1007, grad_norm: 5.1820 2020-08-15 02:13:44,167 - mmaction - INFO - Epoch [88][1240/1253] lr: 3.000e-04, eta: 2:54:08, time: 0.683, data_time: 0.007, memory: 4833, top1_acc: 0.7281, top5_acc: 0.8943, loss_cls: 1.0718, loss: 1.0718, grad_norm: 5.2790 2020-08-15 02:13:52,481 - mmaction - INFO - Saving checkpoint at 88 epochs 2020-08-15 02:14:17,757 - mmaction - INFO - Epoch [89][20/1253] lr: 3.000e-04, eta: 2:53:45, time: 1.153, data_time: 0.471, memory: 4833, top1_acc: 0.7219, top5_acc: 0.8940, loss_cls: 1.1193, loss: 1.1193, grad_norm: 5.3555 2020-08-15 02:14:31,295 - mmaction - INFO - Epoch [89][40/1253] lr: 3.000e-04, eta: 2:53:31, time: 0.678, data_time: 0.005, memory: 4833, top1_acc: 0.7310, top5_acc: 0.8932, loss_cls: 1.1131, loss: 1.1131, grad_norm: 5.2516 2020-08-15 02:14:44,182 - mmaction - INFO - Epoch [89][60/1253] lr: 3.000e-04, eta: 2:53:17, time: 0.643, data_time: 0.006, memory: 4833, top1_acc: 0.7328, top5_acc: 0.8953, loss_cls: 1.0631, loss: 1.0631, grad_norm: 5.2383 2020-08-15 02:14:57,552 - mmaction - INFO - Epoch [89][80/1253] lr: 3.000e-04, eta: 2:53:03, time: 0.671, data_time: 0.007, memory: 4833, top1_acc: 0.7370, top5_acc: 0.8987, loss_cls: 1.0821, loss: 1.0821, grad_norm: 5.2525 2020-08-15 02:15:10,785 - mmaction - INFO - Epoch [89][100/1253] lr: 3.000e-04, eta: 2:52:49, time: 0.660, data_time: 0.006, memory: 4833, top1_acc: 0.7396, top5_acc: 0.8958, loss_cls: 1.0597, loss: 1.0597, grad_norm: 5.2662 2020-08-15 02:15:25,795 - mmaction - INFO - Epoch [89][120/1253] lr: 3.000e-04, eta: 2:52:35, time: 0.751, data_time: 0.006, memory: 4833, top1_acc: 0.7323, top5_acc: 0.8956, loss_cls: 1.1240, loss: 1.1240, grad_norm: 5.3832 2020-08-15 02:15:39,612 - mmaction - INFO - Epoch [89][140/1253] lr: 3.000e-04, eta: 2:52:21, time: 0.690, data_time: 0.007, memory: 4833, top1_acc: 0.7286, top5_acc: 0.8901, loss_cls: 1.1207, loss: 1.1207, grad_norm: 5.2819 2020-08-15 02:15:52,154 - mmaction - INFO - Epoch [89][160/1253] lr: 3.000e-04, eta: 2:52:07, time: 0.629, data_time: 0.006, memory: 4833, top1_acc: 0.7432, top5_acc: 0.8987, loss_cls: 1.0453, loss: 1.0453, grad_norm: 5.1291 2020-08-15 02:16:06,383 - mmaction - INFO - Epoch [89][180/1253] lr: 3.000e-04, eta: 2:51:54, time: 0.709, data_time: 0.006, memory: 4833, top1_acc: 0.7328, top5_acc: 0.8974, loss_cls: 1.0645, loss: 1.0645, grad_norm: 5.2141 2020-08-15 02:16:21,589 - mmaction - INFO - Epoch [89][200/1253] lr: 3.000e-04, eta: 2:51:40, time: 0.758, data_time: 0.007, memory: 4833, top1_acc: 0.7245, top5_acc: 0.8987, loss_cls: 1.0873, loss: 1.0873, grad_norm: 5.3286 2020-08-15 02:16:35,072 - mmaction - INFO - Epoch [89][220/1253] lr: 3.000e-04, eta: 2:51:26, time: 0.679, data_time: 0.010, memory: 4833, top1_acc: 0.7221, top5_acc: 0.8906, loss_cls: 1.1039, loss: 1.1039, grad_norm: 5.3319 2020-08-15 02:16:49,377 - mmaction - INFO - Epoch [89][240/1253] lr: 3.000e-04, eta: 2:51:12, time: 0.712, data_time: 0.006, memory: 4833, top1_acc: 0.7401, top5_acc: 0.8995, loss_cls: 1.0408, loss: 1.0408, grad_norm: 5.1877 2020-08-15 02:17:02,624 - mmaction - INFO - Epoch [89][260/1253] lr: 3.000e-04, eta: 2:50:58, time: 0.666, data_time: 0.007, memory: 4833, top1_acc: 0.7333, top5_acc: 0.8945, loss_cls: 1.0829, loss: 1.0829, grad_norm: 5.3304 2020-08-15 02:17:17,088 - mmaction - INFO - Epoch [89][280/1253] lr: 3.000e-04, eta: 2:50:44, time: 0.720, data_time: 0.005, memory: 4833, top1_acc: 0.7227, top5_acc: 0.8924, loss_cls: 1.0955, loss: 1.0955, grad_norm: 5.3937 2020-08-15 02:17:30,619 - mmaction - INFO - Epoch [89][300/1253] lr: 3.000e-04, eta: 2:50:30, time: 0.680, data_time: 0.007, memory: 4833, top1_acc: 0.7240, top5_acc: 0.8896, loss_cls: 1.1142, loss: 1.1142, grad_norm: 5.4619 2020-08-15 02:17:44,188 - mmaction - INFO - Epoch [89][320/1253] lr: 3.000e-04, eta: 2:50:16, time: 0.675, data_time: 0.005, memory: 4833, top1_acc: 0.7357, top5_acc: 0.8984, loss_cls: 1.0551, loss: 1.0551, grad_norm: 5.2294 2020-08-15 02:17:58,148 - mmaction - INFO - Epoch [89][340/1253] lr: 3.000e-04, eta: 2:50:03, time: 0.700, data_time: 0.007, memory: 4833, top1_acc: 0.7180, top5_acc: 0.8893, loss_cls: 1.1250, loss: 1.1250, grad_norm: 5.4554 2020-08-15 02:18:12,624 - mmaction - INFO - Epoch [89][360/1253] lr: 3.000e-04, eta: 2:49:49, time: 0.725, data_time: 0.007, memory: 4833, top1_acc: 0.7294, top5_acc: 0.8979, loss_cls: 1.0963, loss: 1.0963, grad_norm: 5.3094 2020-08-15 02:18:26,369 - mmaction - INFO - Epoch [89][380/1253] lr: 3.000e-04, eta: 2:49:35, time: 0.685, data_time: 0.004, memory: 4833, top1_acc: 0.7396, top5_acc: 0.8922, loss_cls: 1.0812, loss: 1.0812, grad_norm: 5.2678 2020-08-15 02:18:40,137 - mmaction - INFO - Epoch [89][400/1253] lr: 3.000e-04, eta: 2:49:21, time: 0.689, data_time: 0.007, memory: 4833, top1_acc: 0.7414, top5_acc: 0.8979, loss_cls: 1.0649, loss: 1.0649, grad_norm: 5.2186 2020-08-15 02:18:54,080 - mmaction - INFO - Epoch [89][420/1253] lr: 3.000e-04, eta: 2:49:07, time: 0.697, data_time: 0.008, memory: 4833, top1_acc: 0.7299, top5_acc: 0.9026, loss_cls: 1.0525, loss: 1.0525, grad_norm: 5.2580 2020-08-15 02:19:08,388 - mmaction - INFO - Epoch [89][440/1253] lr: 3.000e-04, eta: 2:48:53, time: 0.715, data_time: 0.005, memory: 4833, top1_acc: 0.7245, top5_acc: 0.8904, loss_cls: 1.0997, loss: 1.0997, grad_norm: 5.2618 2020-08-15 02:19:21,798 - mmaction - INFO - Epoch [89][460/1253] lr: 3.000e-04, eta: 2:48:39, time: 0.669, data_time: 0.007, memory: 4833, top1_acc: 0.7388, top5_acc: 0.8977, loss_cls: 1.0463, loss: 1.0463, grad_norm: 5.1660 2020-08-15 02:19:35,955 - mmaction - INFO - Epoch [89][480/1253] lr: 3.000e-04, eta: 2:48:25, time: 0.710, data_time: 0.006, memory: 4833, top1_acc: 0.7359, top5_acc: 0.8990, loss_cls: 1.0577, loss: 1.0577, grad_norm: 5.2559 2020-08-15 02:19:49,917 - mmaction - INFO - Epoch [89][500/1253] lr: 3.000e-04, eta: 2:48:12, time: 0.697, data_time: 0.007, memory: 4833, top1_acc: 0.7310, top5_acc: 0.8930, loss_cls: 1.0806, loss: 1.0806, grad_norm: 5.3226 2020-08-15 02:20:03,716 - mmaction - INFO - Epoch [89][520/1253] lr: 3.000e-04, eta: 2:47:58, time: 0.691, data_time: 0.006, memory: 4833, top1_acc: 0.7260, top5_acc: 0.8914, loss_cls: 1.1015, loss: 1.1015, grad_norm: 5.3851 2020-08-15 02:20:17,805 - mmaction - INFO - Epoch [89][540/1253] lr: 3.000e-04, eta: 2:47:44, time: 0.705, data_time: 0.003, memory: 4833, top1_acc: 0.7279, top5_acc: 0.8984, loss_cls: 1.0737, loss: 1.0737, grad_norm: 5.2482 2020-08-15 02:20:31,666 - mmaction - INFO - Epoch [89][560/1253] lr: 3.000e-04, eta: 2:47:30, time: 0.691, data_time: 0.006, memory: 4833, top1_acc: 0.7237, top5_acc: 0.9031, loss_cls: 1.0657, loss: 1.0657, grad_norm: 5.3934 2020-08-15 02:20:46,362 - mmaction - INFO - Epoch [89][580/1253] lr: 3.000e-04, eta: 2:47:16, time: 0.735, data_time: 0.004, memory: 4833, top1_acc: 0.7229, top5_acc: 0.8979, loss_cls: 1.1144, loss: 1.1144, grad_norm: 5.4524 2020-08-15 02:21:00,340 - mmaction - INFO - Epoch [89][600/1253] lr: 3.000e-04, eta: 2:47:02, time: 0.698, data_time: 0.007, memory: 4833, top1_acc: 0.7242, top5_acc: 0.8906, loss_cls: 1.1021, loss: 1.1021, grad_norm: 5.3497 2020-08-15 02:21:15,363 - mmaction - INFO - Epoch [89][620/1253] lr: 3.000e-04, eta: 2:46:49, time: 0.752, data_time: 0.007, memory: 4833, top1_acc: 0.7318, top5_acc: 0.8896, loss_cls: 1.0966, loss: 1.0966, grad_norm: 5.3459 2020-08-15 02:21:28,522 - mmaction - INFO - Epoch [89][640/1253] lr: 3.000e-04, eta: 2:46:35, time: 0.654, data_time: 0.007, memory: 4833, top1_acc: 0.7245, top5_acc: 0.8924, loss_cls: 1.1086, loss: 1.1086, grad_norm: 5.3106 2020-08-15 02:21:42,562 - mmaction - INFO - Epoch [89][660/1253] lr: 3.000e-04, eta: 2:46:21, time: 0.704, data_time: 0.007, memory: 4833, top1_acc: 0.7354, top5_acc: 0.8945, loss_cls: 1.0606, loss: 1.0606, grad_norm: 5.2600 2020-08-15 02:21:56,786 - mmaction - INFO - Epoch [89][680/1253] lr: 3.000e-04, eta: 2:46:07, time: 0.713, data_time: 0.006, memory: 4833, top1_acc: 0.7326, top5_acc: 0.8984, loss_cls: 1.0502, loss: 1.0502, grad_norm: 5.2185 2020-08-15 02:22:11,218 - mmaction - INFO - Epoch [89][700/1253] lr: 3.000e-04, eta: 2:45:53, time: 0.721, data_time: 0.007, memory: 4833, top1_acc: 0.7273, top5_acc: 0.8922, loss_cls: 1.1062, loss: 1.1062, grad_norm: 5.3110 2020-08-15 02:22:25,064 - mmaction - INFO - Epoch [89][720/1253] lr: 3.000e-04, eta: 2:45:39, time: 0.694, data_time: 0.007, memory: 4833, top1_acc: 0.7273, top5_acc: 0.8943, loss_cls: 1.0941, loss: 1.0941, grad_norm: 5.2569 2020-08-15 02:22:38,331 - mmaction - INFO - Epoch [89][740/1253] lr: 3.000e-04, eta: 2:45:25, time: 0.662, data_time: 0.008, memory: 4833, top1_acc: 0.7461, top5_acc: 0.8992, loss_cls: 1.0361, loss: 1.0361, grad_norm: 5.2100 2020-08-15 02:22:52,837 - mmaction - INFO - Epoch [89][760/1253] lr: 3.000e-04, eta: 2:45:11, time: 0.727, data_time: 0.007, memory: 4833, top1_acc: 0.7253, top5_acc: 0.8896, loss_cls: 1.1075, loss: 1.1075, grad_norm: 5.2838 2020-08-15 02:23:06,752 - mmaction - INFO - Epoch [89][780/1253] lr: 3.000e-04, eta: 2:44:58, time: 0.696, data_time: 0.004, memory: 4833, top1_acc: 0.7424, top5_acc: 0.8938, loss_cls: 1.0384, loss: 1.0384, grad_norm: 5.2739 2020-08-15 02:23:20,714 - mmaction - INFO - Epoch [89][800/1253] lr: 3.000e-04, eta: 2:44:44, time: 0.696, data_time: 0.008, memory: 4833, top1_acc: 0.7297, top5_acc: 0.8867, loss_cls: 1.1075, loss: 1.1075, grad_norm: 5.3307 2020-08-15 02:23:34,577 - mmaction - INFO - Epoch [89][820/1253] lr: 3.000e-04, eta: 2:44:30, time: 0.694, data_time: 0.007, memory: 4833, top1_acc: 0.7258, top5_acc: 0.8956, loss_cls: 1.0936, loss: 1.0936, grad_norm: 5.4162 2020-08-15 02:23:48,049 - mmaction - INFO - Epoch [89][840/1253] lr: 3.000e-04, eta: 2:44:16, time: 0.671, data_time: 0.008, memory: 4833, top1_acc: 0.7211, top5_acc: 0.8875, loss_cls: 1.1354, loss: 1.1354, grad_norm: 5.3733 2020-08-15 02:24:02,134 - mmaction - INFO - Epoch [89][860/1253] lr: 3.000e-04, eta: 2:44:02, time: 0.708, data_time: 0.008, memory: 4833, top1_acc: 0.7336, top5_acc: 0.8914, loss_cls: 1.0909, loss: 1.0909, grad_norm: 5.2742 2020-08-15 02:24:15,980 - mmaction - INFO - Epoch [89][880/1253] lr: 3.000e-04, eta: 2:43:48, time: 0.690, data_time: 0.008, memory: 4833, top1_acc: 0.7312, top5_acc: 0.8911, loss_cls: 1.1133, loss: 1.1133, grad_norm: 5.3313 2020-08-15 02:24:29,509 - mmaction - INFO - Epoch [89][900/1253] lr: 3.000e-04, eta: 2:43:34, time: 0.677, data_time: 0.006, memory: 4833, top1_acc: 0.7247, top5_acc: 0.8945, loss_cls: 1.0841, loss: 1.0841, grad_norm: 5.4306 2020-08-15 02:24:43,925 - mmaction - INFO - Epoch [89][920/1253] lr: 3.000e-04, eta: 2:43:20, time: 0.719, data_time: 0.007, memory: 4833, top1_acc: 0.7273, top5_acc: 0.8961, loss_cls: 1.0886, loss: 1.0886, grad_norm: 5.3218 2020-08-15 02:24:57,367 - mmaction - INFO - Epoch [89][940/1253] lr: 3.000e-04, eta: 2:43:06, time: 0.675, data_time: 0.007, memory: 4833, top1_acc: 0.7273, top5_acc: 0.8857, loss_cls: 1.1221, loss: 1.1221, grad_norm: 5.3138 2020-08-15 02:25:11,675 - mmaction - INFO - Epoch [89][960/1253] lr: 3.000e-04, eta: 2:42:53, time: 0.713, data_time: 0.007, memory: 4833, top1_acc: 0.7352, top5_acc: 0.8958, loss_cls: 1.0681, loss: 1.0681, grad_norm: 5.2766 2020-08-15 02:25:25,118 - mmaction - INFO - Epoch [89][980/1253] lr: 3.000e-04, eta: 2:42:39, time: 0.674, data_time: 0.006, memory: 4833, top1_acc: 0.7331, top5_acc: 0.9042, loss_cls: 1.0528, loss: 1.0528, grad_norm: 5.2921 2020-08-15 02:25:38,656 - mmaction - INFO - Epoch [89][1000/1253] lr: 3.000e-04, eta: 2:42:25, time: 0.676, data_time: 0.007, memory: 4833, top1_acc: 0.7344, top5_acc: 0.8919, loss_cls: 1.0676, loss: 1.0676, grad_norm: 5.2621 2020-08-15 02:25:53,192 - mmaction - INFO - Epoch [89][1020/1253] lr: 3.000e-04, eta: 2:42:11, time: 0.729, data_time: 0.006, memory: 4833, top1_acc: 0.7346, top5_acc: 0.8904, loss_cls: 1.0921, loss: 1.0921, grad_norm: 5.3361 2020-08-15 02:26:07,160 - mmaction - INFO - Epoch [89][1040/1253] lr: 3.000e-04, eta: 2:41:57, time: 0.696, data_time: 0.006, memory: 4833, top1_acc: 0.7234, top5_acc: 0.8956, loss_cls: 1.0776, loss: 1.0776, grad_norm: 5.3575 2020-08-15 02:26:21,987 - mmaction - INFO - Epoch [89][1060/1253] lr: 3.000e-04, eta: 2:41:43, time: 0.744, data_time: 0.006, memory: 4833, top1_acc: 0.7474, top5_acc: 0.8948, loss_cls: 1.0670, loss: 1.0670, grad_norm: 5.2099 2020-08-15 02:26:35,983 - mmaction - INFO - Epoch [89][1080/1253] lr: 3.000e-04, eta: 2:41:29, time: 0.696, data_time: 0.005, memory: 4833, top1_acc: 0.7333, top5_acc: 0.8935, loss_cls: 1.0875, loss: 1.0875, grad_norm: 5.3803 2020-08-15 02:26:50,107 - mmaction - INFO - Epoch [89][1100/1253] lr: 3.000e-04, eta: 2:41:15, time: 0.709, data_time: 0.007, memory: 4833, top1_acc: 0.7258, top5_acc: 0.8862, loss_cls: 1.1021, loss: 1.1021, grad_norm: 5.3570 2020-08-15 02:27:04,256 - mmaction - INFO - Epoch [89][1120/1253] lr: 3.000e-04, eta: 2:41:02, time: 0.705, data_time: 0.005, memory: 4833, top1_acc: 0.7182, top5_acc: 0.8948, loss_cls: 1.0991, loss: 1.0991, grad_norm: 5.3119 2020-08-15 02:27:18,257 - mmaction - INFO - Epoch [89][1140/1253] lr: 3.000e-04, eta: 2:40:48, time: 0.700, data_time: 0.007, memory: 4833, top1_acc: 0.7388, top5_acc: 0.8990, loss_cls: 1.0504, loss: 1.0504, grad_norm: 5.2552 2020-08-15 02:27:32,231 - mmaction - INFO - Epoch [89][1160/1253] lr: 3.000e-04, eta: 2:40:34, time: 0.699, data_time: 0.007, memory: 4833, top1_acc: 0.7333, top5_acc: 0.8956, loss_cls: 1.0750, loss: 1.0750, grad_norm: 5.2877 2020-08-15 02:27:46,013 - mmaction - INFO - Epoch [89][1180/1253] lr: 3.000e-04, eta: 2:40:20, time: 0.689, data_time: 0.005, memory: 4833, top1_acc: 0.7315, top5_acc: 0.8979, loss_cls: 1.0862, loss: 1.0862, grad_norm: 5.3239 2020-08-15 02:28:01,306 - mmaction - INFO - Epoch [89][1200/1253] lr: 3.000e-04, eta: 2:40:06, time: 0.765, data_time: 0.007, memory: 4833, top1_acc: 0.7245, top5_acc: 0.8964, loss_cls: 1.0973, loss: 1.0973, grad_norm: 5.3617 2020-08-15 02:28:13,912 - mmaction - INFO - Epoch [89][1220/1253] lr: 3.000e-04, eta: 2:39:52, time: 0.631, data_time: 0.005, memory: 4833, top1_acc: 0.7289, top5_acc: 0.8924, loss_cls: 1.0915, loss: 1.0915, grad_norm: 5.2449 2020-08-15 02:28:28,544 - mmaction - INFO - Epoch [89][1240/1253] lr: 3.000e-04, eta: 2:39:38, time: 0.731, data_time: 0.007, memory: 4833, top1_acc: 0.7396, top5_acc: 0.8940, loss_cls: 1.0690, loss: 1.0690, grad_norm: 5.2013 2020-08-15 02:28:37,881 - mmaction - INFO - Saving checkpoint at 89 epochs 2020-08-15 02:28:59,939 - mmaction - INFO - Epoch [90][20/1253] lr: 3.000e-04, eta: 2:39:15, time: 1.059, data_time: 0.445, memory: 4833, top1_acc: 0.7286, top5_acc: 0.8943, loss_cls: 1.0837, loss: 1.0837, grad_norm: 5.3379 2020-08-15 02:29:13,169 - mmaction - INFO - Epoch [90][40/1253] lr: 3.000e-04, eta: 2:39:01, time: 0.661, data_time: 0.003, memory: 4833, top1_acc: 0.7328, top5_acc: 0.8896, loss_cls: 1.1077, loss: 1.1077, grad_norm: 5.3941 2020-08-15 02:29:26,324 - mmaction - INFO - Epoch [90][60/1253] lr: 3.000e-04, eta: 2:38:47, time: 0.654, data_time: 0.006, memory: 4833, top1_acc: 0.7286, top5_acc: 0.8932, loss_cls: 1.0937, loss: 1.0937, grad_norm: 5.3239 2020-08-15 02:29:41,217 - mmaction - INFO - Epoch [90][80/1253] lr: 3.000e-04, eta: 2:38:34, time: 0.748, data_time: 0.008, memory: 4833, top1_acc: 0.7359, top5_acc: 0.8966, loss_cls: 1.0643, loss: 1.0643, grad_norm: 5.3138 2020-08-15 02:29:54,398 - mmaction - INFO - Epoch [90][100/1253] lr: 3.000e-04, eta: 2:38:20, time: 0.659, data_time: 0.004, memory: 4833, top1_acc: 0.7237, top5_acc: 0.9018, loss_cls: 1.0807, loss: 1.0807, grad_norm: 5.3743 2020-08-15 02:30:09,563 - mmaction - INFO - Epoch [90][120/1253] lr: 3.000e-04, eta: 2:38:06, time: 0.757, data_time: 0.006, memory: 4833, top1_acc: 0.7315, top5_acc: 0.8961, loss_cls: 1.0814, loss: 1.0814, grad_norm: 5.3245 2020-08-15 02:30:23,546 - mmaction - INFO - Epoch [90][140/1253] lr: 3.000e-04, eta: 2:37:52, time: 0.700, data_time: 0.007, memory: 4833, top1_acc: 0.7211, top5_acc: 0.8974, loss_cls: 1.0858, loss: 1.0858, grad_norm: 5.4124 2020-08-15 02:30:37,094 - mmaction - INFO - Epoch [90][160/1253] lr: 3.000e-04, eta: 2:37:38, time: 0.677, data_time: 0.006, memory: 4833, top1_acc: 0.7372, top5_acc: 0.8977, loss_cls: 1.0647, loss: 1.0647, grad_norm: 5.3429 2020-08-15 02:30:51,627 - mmaction - INFO - Epoch [90][180/1253] lr: 3.000e-04, eta: 2:37:24, time: 0.728, data_time: 0.007, memory: 4833, top1_acc: 0.7273, top5_acc: 0.8984, loss_cls: 1.0893, loss: 1.0893, grad_norm: 5.4108 2020-08-15 02:31:04,663 - mmaction - INFO - Epoch [90][200/1253] lr: 3.000e-04, eta: 2:37:10, time: 0.650, data_time: 0.006, memory: 4833, top1_acc: 0.7315, top5_acc: 0.8945, loss_cls: 1.1005, loss: 1.1005, grad_norm: 5.3824 2020-08-15 02:31:18,231 - mmaction - INFO - Epoch [90][220/1253] lr: 3.000e-04, eta: 2:36:56, time: 0.680, data_time: 0.007, memory: 4833, top1_acc: 0.7151, top5_acc: 0.8961, loss_cls: 1.0932, loss: 1.0932, grad_norm: 5.4071 2020-08-15 02:31:31,309 - mmaction - INFO - Epoch [90][240/1253] lr: 3.000e-04, eta: 2:36:42, time: 0.651, data_time: 0.007, memory: 4833, top1_acc: 0.7378, top5_acc: 0.8953, loss_cls: 1.0781, loss: 1.0781, grad_norm: 5.2870 2020-08-15 02:31:46,827 - mmaction - INFO - Epoch [90][260/1253] lr: 3.000e-04, eta: 2:36:29, time: 0.779, data_time: 0.007, memory: 4833, top1_acc: 0.7310, top5_acc: 0.8964, loss_cls: 1.0768, loss: 1.0768, grad_norm: 5.2079 2020-08-15 02:32:00,756 - mmaction - INFO - Epoch [90][280/1253] lr: 3.000e-04, eta: 2:36:15, time: 0.697, data_time: 0.007, memory: 4833, top1_acc: 0.7279, top5_acc: 0.9000, loss_cls: 1.0854, loss: 1.0854, grad_norm: 5.3351 2020-08-15 02:32:15,092 - mmaction - INFO - Epoch [90][300/1253] lr: 3.000e-04, eta: 2:36:01, time: 0.715, data_time: 0.003, memory: 4833, top1_acc: 0.7323, top5_acc: 0.8958, loss_cls: 1.0580, loss: 1.0580, grad_norm: 5.2456 2020-08-15 02:32:29,475 - mmaction - INFO - Epoch [90][320/1253] lr: 3.000e-04, eta: 2:35:47, time: 0.719, data_time: 0.009, memory: 4833, top1_acc: 0.7331, top5_acc: 0.8971, loss_cls: 1.0580, loss: 1.0580, grad_norm: 5.3219 2020-08-15 02:32:43,773 - mmaction - INFO - Epoch [90][340/1253] lr: 3.000e-04, eta: 2:35:33, time: 0.718, data_time: 0.007, memory: 4833, top1_acc: 0.7266, top5_acc: 0.8922, loss_cls: 1.1092, loss: 1.1092, grad_norm: 5.3233 2020-08-15 02:32:57,547 - mmaction - INFO - Epoch [90][360/1253] lr: 3.000e-04, eta: 2:35:19, time: 0.685, data_time: 0.006, memory: 4833, top1_acc: 0.7279, top5_acc: 0.8893, loss_cls: 1.1086, loss: 1.1086, grad_norm: 5.4445 2020-08-15 02:33:11,166 - mmaction - INFO - Epoch [90][380/1253] lr: 3.000e-04, eta: 2:35:05, time: 0.680, data_time: 0.007, memory: 4833, top1_acc: 0.7359, top5_acc: 0.8997, loss_cls: 1.0611, loss: 1.0611, grad_norm: 5.2100 2020-08-15 02:33:24,954 - mmaction - INFO - Epoch [90][400/1253] lr: 3.000e-04, eta: 2:34:52, time: 0.692, data_time: 0.010, memory: 4833, top1_acc: 0.7279, top5_acc: 0.8987, loss_cls: 1.0769, loss: 1.0769, grad_norm: 5.3310 2020-08-15 02:33:38,831 - mmaction - INFO - Epoch [90][420/1253] lr: 3.000e-04, eta: 2:34:38, time: 0.695, data_time: 0.006, memory: 4833, top1_acc: 0.7268, top5_acc: 0.8984, loss_cls: 1.0892, loss: 1.0892, grad_norm: 5.3684 2020-08-15 02:33:52,678 - mmaction - INFO - Epoch [90][440/1253] lr: 3.000e-04, eta: 2:34:24, time: 0.691, data_time: 0.007, memory: 4833, top1_acc: 0.7440, top5_acc: 0.8969, loss_cls: 1.0515, loss: 1.0515, grad_norm: 5.2183 2020-08-15 02:34:06,008 - mmaction - INFO - Epoch [90][460/1253] lr: 3.000e-04, eta: 2:34:10, time: 0.668, data_time: 0.006, memory: 4833, top1_acc: 0.7375, top5_acc: 0.8984, loss_cls: 1.0675, loss: 1.0675, grad_norm: 5.1844 2020-08-15 02:34:20,924 - mmaction - INFO - Epoch [90][480/1253] lr: 3.000e-04, eta: 2:33:56, time: 0.744, data_time: 0.007, memory: 4833, top1_acc: 0.7323, top5_acc: 0.8995, loss_cls: 1.0633, loss: 1.0633, grad_norm: 5.2989 2020-08-15 02:34:34,160 - mmaction - INFO - Epoch [90][500/1253] lr: 3.000e-04, eta: 2:33:42, time: 0.663, data_time: 0.006, memory: 4833, top1_acc: 0.7273, top5_acc: 0.8956, loss_cls: 1.0781, loss: 1.0781, grad_norm: 5.2855 2020-08-15 02:34:48,909 - mmaction - INFO - Epoch [90][520/1253] lr: 3.000e-04, eta: 2:33:28, time: 0.735, data_time: 0.006, memory: 4833, top1_acc: 0.7201, top5_acc: 0.8961, loss_cls: 1.0862, loss: 1.0862, grad_norm: 5.3210 2020-08-15 02:35:02,124 - mmaction - INFO - Epoch [90][540/1253] lr: 3.000e-04, eta: 2:33:14, time: 0.663, data_time: 0.007, memory: 4833, top1_acc: 0.7404, top5_acc: 0.9003, loss_cls: 1.0567, loss: 1.0567, grad_norm: 5.3262 2020-08-15 02:35:17,413 - mmaction - INFO - Epoch [90][560/1253] lr: 3.000e-04, eta: 2:33:01, time: 0.763, data_time: 0.003, memory: 4833, top1_acc: 0.7242, top5_acc: 0.8958, loss_cls: 1.0915, loss: 1.0915, grad_norm: 5.4062 2020-08-15 02:35:31,808 - mmaction - INFO - Epoch [90][580/1253] lr: 3.000e-04, eta: 2:32:47, time: 0.720, data_time: 0.007, memory: 4833, top1_acc: 0.7299, top5_acc: 0.8953, loss_cls: 1.1005, loss: 1.1005, grad_norm: 5.2934 2020-08-15 02:35:45,983 - mmaction - INFO - Epoch [90][600/1253] lr: 3.000e-04, eta: 2:32:33, time: 0.708, data_time: 0.005, memory: 4833, top1_acc: 0.7352, top5_acc: 0.8984, loss_cls: 1.0747, loss: 1.0747, grad_norm: 5.4101 2020-08-15 02:36:00,221 - mmaction - INFO - Epoch [90][620/1253] lr: 3.000e-04, eta: 2:32:19, time: 0.713, data_time: 0.008, memory: 4833, top1_acc: 0.7490, top5_acc: 0.9003, loss_cls: 1.0174, loss: 1.0174, grad_norm: 5.0959 2020-08-15 02:36:14,804 - mmaction - INFO - Epoch [90][640/1253] lr: 3.000e-04, eta: 2:32:05, time: 0.730, data_time: 0.005, memory: 4833, top1_acc: 0.7427, top5_acc: 0.8984, loss_cls: 1.0399, loss: 1.0399, grad_norm: 5.2562 2020-08-15 02:36:28,163 - mmaction - INFO - Epoch [90][660/1253] lr: 3.000e-04, eta: 2:31:51, time: 0.666, data_time: 0.006, memory: 4833, top1_acc: 0.7339, top5_acc: 0.8969, loss_cls: 1.0667, loss: 1.0667, grad_norm: 5.2950 2020-08-15 02:36:42,807 - mmaction - INFO - Epoch [90][680/1253] lr: 3.000e-04, eta: 2:31:38, time: 0.733, data_time: 0.006, memory: 4833, top1_acc: 0.7151, top5_acc: 0.8880, loss_cls: 1.1448, loss: 1.1448, grad_norm: 5.3965 2020-08-15 02:36:55,935 - mmaction - INFO - Epoch [90][700/1253] lr: 3.000e-04, eta: 2:31:24, time: 0.653, data_time: 0.006, memory: 4833, top1_acc: 0.7276, top5_acc: 0.8919, loss_cls: 1.1123, loss: 1.1123, grad_norm: 5.3408 2020-08-15 02:37:09,258 - mmaction - INFO - Epoch [90][720/1253] lr: 3.000e-04, eta: 2:31:10, time: 0.670, data_time: 0.009, memory: 4833, top1_acc: 0.7385, top5_acc: 0.8935, loss_cls: 1.0704, loss: 1.0704, grad_norm: 5.2866 2020-08-15 02:37:22,768 - mmaction - INFO - Epoch [90][740/1253] lr: 3.000e-04, eta: 2:30:56, time: 0.673, data_time: 0.007, memory: 4833, top1_acc: 0.7336, top5_acc: 0.8974, loss_cls: 1.0697, loss: 1.0697, grad_norm: 5.4116 2020-08-15 02:37:36,604 - mmaction - INFO - Epoch [90][760/1253] lr: 3.000e-04, eta: 2:30:42, time: 0.694, data_time: 0.007, memory: 4833, top1_acc: 0.7247, top5_acc: 0.8896, loss_cls: 1.1236, loss: 1.1236, grad_norm: 5.3837 2020-08-15 02:37:51,899 - mmaction - INFO - Epoch [90][780/1253] lr: 3.000e-04, eta: 2:30:28, time: 0.765, data_time: 0.007, memory: 4833, top1_acc: 0.7336, top5_acc: 0.8956, loss_cls: 1.0820, loss: 1.0820, grad_norm: 5.2600 2020-08-15 02:38:05,180 - mmaction - INFO - Epoch [90][800/1253] lr: 3.000e-04, eta: 2:30:14, time: 0.664, data_time: 0.005, memory: 4833, top1_acc: 0.7328, top5_acc: 0.9034, loss_cls: 1.0590, loss: 1.0590, grad_norm: 5.3501 2020-08-15 02:38:20,178 - mmaction - INFO - Epoch [90][820/1253] lr: 3.000e-04, eta: 2:30:00, time: 0.749, data_time: 0.008, memory: 4833, top1_acc: 0.7185, top5_acc: 0.8945, loss_cls: 1.1101, loss: 1.1101, grad_norm: 5.3090 2020-08-15 02:38:34,338 - mmaction - INFO - Epoch [90][840/1253] lr: 3.000e-04, eta: 2:29:47, time: 0.710, data_time: 0.007, memory: 4833, top1_acc: 0.7292, top5_acc: 0.8914, loss_cls: 1.1212, loss: 1.1212, grad_norm: 5.3605 2020-08-15 02:38:48,888 - mmaction - INFO - Epoch [90][860/1253] lr: 3.000e-04, eta: 2:29:33, time: 0.727, data_time: 0.007, memory: 4833, top1_acc: 0.7245, top5_acc: 0.8927, loss_cls: 1.0966, loss: 1.0966, grad_norm: 5.3570 2020-08-15 02:39:02,907 - mmaction - INFO - Epoch [90][880/1253] lr: 3.000e-04, eta: 2:29:19, time: 0.702, data_time: 0.005, memory: 4833, top1_acc: 0.7328, top5_acc: 0.8958, loss_cls: 1.0836, loss: 1.0836, grad_norm: 5.3530 2020-08-15 02:39:17,176 - mmaction - INFO - Epoch [90][900/1253] lr: 3.000e-04, eta: 2:29:05, time: 0.712, data_time: 0.007, memory: 4833, top1_acc: 0.7318, top5_acc: 0.8964, loss_cls: 1.0846, loss: 1.0846, grad_norm: 5.4084 2020-08-15 02:39:31,265 - mmaction - INFO - Epoch [90][920/1253] lr: 3.000e-04, eta: 2:28:51, time: 0.705, data_time: 0.006, memory: 4833, top1_acc: 0.7273, top5_acc: 0.8898, loss_cls: 1.0924, loss: 1.0924, grad_norm: 5.4181 2020-08-15 02:39:44,975 - mmaction - INFO - Epoch [90][940/1253] lr: 3.000e-04, eta: 2:28:37, time: 0.683, data_time: 0.008, memory: 4833, top1_acc: 0.7391, top5_acc: 0.8901, loss_cls: 1.0867, loss: 1.0867, grad_norm: 5.4590 2020-08-15 02:39:59,417 - mmaction - INFO - Epoch [90][960/1253] lr: 3.000e-04, eta: 2:28:23, time: 0.726, data_time: 0.007, memory: 4833, top1_acc: 0.7344, top5_acc: 0.8969, loss_cls: 1.0512, loss: 1.0512, grad_norm: 5.2379 2020-08-15 02:40:12,853 - mmaction - INFO - Epoch [90][980/1253] lr: 3.000e-04, eta: 2:28:09, time: 0.670, data_time: 0.006, memory: 4833, top1_acc: 0.7229, top5_acc: 0.8867, loss_cls: 1.1316, loss: 1.1316, grad_norm: 5.3446 2020-08-15 02:40:26,392 - mmaction - INFO - Epoch [90][1000/1253] lr: 3.000e-04, eta: 2:27:56, time: 0.678, data_time: 0.006, memory: 4833, top1_acc: 0.7419, top5_acc: 0.8990, loss_cls: 1.0375, loss: 1.0375, grad_norm: 5.1671 2020-08-15 02:40:41,029 - mmaction - INFO - Epoch [90][1020/1253] lr: 3.000e-04, eta: 2:27:42, time: 0.731, data_time: 0.007, memory: 4833, top1_acc: 0.7396, top5_acc: 0.8964, loss_cls: 1.0341, loss: 1.0341, grad_norm: 5.1958 2020-08-15 02:40:54,667 - mmaction - INFO - Epoch [90][1040/1253] lr: 3.000e-04, eta: 2:27:28, time: 0.683, data_time: 0.006, memory: 4833, top1_acc: 0.7336, top5_acc: 0.8891, loss_cls: 1.1002, loss: 1.1002, grad_norm: 5.2466 2020-08-15 02:41:08,748 - mmaction - INFO - Epoch [90][1060/1253] lr: 3.000e-04, eta: 2:27:14, time: 0.704, data_time: 0.007, memory: 4833, top1_acc: 0.7305, top5_acc: 0.8911, loss_cls: 1.0531, loss: 1.0531, grad_norm: 5.2800 2020-08-15 02:41:22,956 - mmaction - INFO - Epoch [90][1080/1253] lr: 3.000e-04, eta: 2:27:00, time: 0.712, data_time: 0.006, memory: 4833, top1_acc: 0.7263, top5_acc: 0.8940, loss_cls: 1.0848, loss: 1.0848, grad_norm: 5.5385 2020-08-15 02:41:37,368 - mmaction - INFO - Epoch [90][1100/1253] lr: 3.000e-04, eta: 2:26:46, time: 0.718, data_time: 0.007, memory: 4833, top1_acc: 0.7388, top5_acc: 0.8961, loss_cls: 1.0586, loss: 1.0586, grad_norm: 5.3225 2020-08-15 02:41:51,550 - mmaction - INFO - Epoch [90][1120/1253] lr: 3.000e-04, eta: 2:26:32, time: 0.712, data_time: 0.008, memory: 4833, top1_acc: 0.7292, top5_acc: 0.8940, loss_cls: 1.1056, loss: 1.1056, grad_norm: 5.3643 2020-08-15 02:42:05,986 - mmaction - INFO - Epoch [90][1140/1253] lr: 3.000e-04, eta: 2:26:19, time: 0.719, data_time: 0.005, memory: 4833, top1_acc: 0.7253, top5_acc: 0.8932, loss_cls: 1.1081, loss: 1.1081, grad_norm: 5.3388 2020-08-15 02:42:19,135 - mmaction - INFO - Epoch [90][1160/1253] lr: 3.000e-04, eta: 2:26:05, time: 0.659, data_time: 0.007, memory: 4833, top1_acc: 0.7352, top5_acc: 0.8951, loss_cls: 1.0919, loss: 1.0919, grad_norm: 5.3946 2020-08-15 02:42:33,829 - mmaction - INFO - Epoch [90][1180/1253] lr: 3.000e-04, eta: 2:25:51, time: 0.733, data_time: 0.007, memory: 4833, top1_acc: 0.7279, top5_acc: 0.8893, loss_cls: 1.1120, loss: 1.1120, grad_norm: 5.3516 2020-08-15 02:42:46,711 - mmaction - INFO - Epoch [90][1200/1253] lr: 3.000e-04, eta: 2:25:37, time: 0.645, data_time: 0.006, memory: 4833, top1_acc: 0.7284, top5_acc: 0.8885, loss_cls: 1.1011, loss: 1.1011, grad_norm: 5.2311 2020-08-15 02:43:01,081 - mmaction - INFO - Epoch [90][1220/1253] lr: 3.000e-04, eta: 2:25:23, time: 0.717, data_time: 0.007, memory: 4833, top1_acc: 0.7297, top5_acc: 0.8969, loss_cls: 1.0867, loss: 1.0867, grad_norm: 5.4382 2020-08-15 02:43:15,290 - mmaction - INFO - Epoch [90][1240/1253] lr: 3.000e-04, eta: 2:25:09, time: 0.713, data_time: 0.007, memory: 4833, top1_acc: 0.7380, top5_acc: 0.8945, loss_cls: 1.0643, loss: 1.0643, grad_norm: 5.1719 2020-08-15 02:43:23,468 - mmaction - INFO - Saving checkpoint at 90 epochs 2020-08-15 02:43:45,765 - mmaction - INFO - Epoch [91][20/1253] lr: 3.000e-04, eta: 2:24:46, time: 1.082, data_time: 0.448, memory: 4833, top1_acc: 0.7260, top5_acc: 0.8948, loss_cls: 1.0841, loss: 1.0841, grad_norm: 5.3890 2020-08-15 02:43:58,568 - mmaction - INFO - Epoch [91][40/1253] lr: 3.000e-04, eta: 2:24:32, time: 0.643, data_time: 0.007, memory: 4833, top1_acc: 0.7297, top5_acc: 0.8945, loss_cls: 1.0950, loss: 1.0950, grad_norm: 5.5207 2020-08-15 02:44:13,287 - mmaction - INFO - Epoch [91][60/1253] lr: 3.000e-04, eta: 2:24:18, time: 0.732, data_time: 0.008, memory: 4833, top1_acc: 0.7409, top5_acc: 0.9065, loss_cls: 1.0177, loss: 1.0177, grad_norm: 5.2421 2020-08-15 02:44:26,372 - mmaction - INFO - Epoch [91][80/1253] lr: 3.000e-04, eta: 2:24:04, time: 0.658, data_time: 0.008, memory: 4833, top1_acc: 0.7323, top5_acc: 0.9034, loss_cls: 1.0496, loss: 1.0496, grad_norm: 5.3684 2020-08-15 02:44:40,081 - mmaction - INFO - Epoch [91][100/1253] lr: 3.000e-04, eta: 2:23:50, time: 0.685, data_time: 0.006, memory: 4833, top1_acc: 0.7333, top5_acc: 0.8940, loss_cls: 1.0698, loss: 1.0698, grad_norm: 5.3075 2020-08-15 02:44:53,892 - mmaction - INFO - Epoch [91][120/1253] lr: 3.000e-04, eta: 2:23:37, time: 0.690, data_time: 0.004, memory: 4833, top1_acc: 0.7581, top5_acc: 0.9076, loss_cls: 0.9809, loss: 0.9809, grad_norm: 5.1014 2020-08-15 02:45:07,732 - mmaction - INFO - Epoch [91][140/1253] lr: 3.000e-04, eta: 2:23:23, time: 0.692, data_time: 0.006, memory: 4833, top1_acc: 0.7367, top5_acc: 0.8966, loss_cls: 1.0645, loss: 1.0645, grad_norm: 5.2547 2020-08-15 02:45:21,174 - mmaction - INFO - Epoch [91][160/1253] lr: 3.000e-04, eta: 2:23:09, time: 0.670, data_time: 0.008, memory: 4833, top1_acc: 0.7292, top5_acc: 0.8992, loss_cls: 1.0640, loss: 1.0640, grad_norm: 5.3361 2020-08-15 02:45:34,665 - mmaction - INFO - Epoch [91][180/1253] lr: 3.000e-04, eta: 2:22:55, time: 0.674, data_time: 0.007, memory: 4833, top1_acc: 0.7279, top5_acc: 0.8924, loss_cls: 1.0892, loss: 1.0892, grad_norm: 5.3532 2020-08-15 02:45:48,822 - mmaction - INFO - Epoch [91][200/1253] lr: 3.000e-04, eta: 2:22:41, time: 0.710, data_time: 0.008, memory: 4833, top1_acc: 0.7372, top5_acc: 0.9008, loss_cls: 1.0549, loss: 1.0549, grad_norm: 5.3236 2020-08-15 02:46:02,490 - mmaction - INFO - Epoch [91][220/1253] lr: 3.000e-04, eta: 2:22:27, time: 0.682, data_time: 0.003, memory: 4833, top1_acc: 0.7411, top5_acc: 0.8995, loss_cls: 1.0627, loss: 1.0627, grad_norm: 5.3679 2020-08-15 02:46:15,897 - mmaction - INFO - Epoch [91][240/1253] lr: 3.000e-04, eta: 2:22:13, time: 0.670, data_time: 0.009, memory: 4833, top1_acc: 0.7206, top5_acc: 0.8849, loss_cls: 1.1383, loss: 1.1383, grad_norm: 5.3279 2020-08-15 02:46:30,784 - mmaction - INFO - Epoch [91][260/1253] lr: 3.000e-04, eta: 2:21:59, time: 0.746, data_time: 0.007, memory: 4833, top1_acc: 0.7107, top5_acc: 0.8901, loss_cls: 1.1241, loss: 1.1241, grad_norm: 5.4833 2020-08-15 02:46:45,333 - mmaction - INFO - Epoch [91][280/1253] lr: 3.000e-04, eta: 2:21:45, time: 0.729, data_time: 0.007, memory: 4833, top1_acc: 0.7331, top5_acc: 0.8948, loss_cls: 1.0712, loss: 1.0712, grad_norm: 5.3440 2020-08-15 02:46:58,674 - mmaction - INFO - Epoch [91][300/1253] lr: 3.000e-04, eta: 2:21:32, time: 0.666, data_time: 0.008, memory: 4833, top1_acc: 0.7237, top5_acc: 0.8938, loss_cls: 1.0852, loss: 1.0852, grad_norm: 5.4283 2020-08-15 02:47:13,492 - mmaction - INFO - Epoch [91][320/1253] lr: 3.000e-04, eta: 2:21:18, time: 0.743, data_time: 0.006, memory: 4833, top1_acc: 0.7424, top5_acc: 0.9044, loss_cls: 1.0224, loss: 1.0224, grad_norm: 5.3303 2020-08-15 02:47:28,060 - mmaction - INFO - Epoch [91][340/1253] lr: 3.000e-04, eta: 2:21:04, time: 0.729, data_time: 0.006, memory: 4833, top1_acc: 0.7266, top5_acc: 0.8969, loss_cls: 1.0891, loss: 1.0891, grad_norm: 5.3674 2020-08-15 02:47:40,705 - mmaction - INFO - Epoch [91][360/1253] lr: 3.000e-04, eta: 2:20:50, time: 0.630, data_time: 0.002, memory: 4833, top1_acc: 0.7378, top5_acc: 0.9060, loss_cls: 1.0437, loss: 1.0437, grad_norm: 5.3074 2020-08-15 02:47:54,602 - mmaction - INFO - Epoch [91][380/1253] lr: 3.000e-04, eta: 2:20:36, time: 0.695, data_time: 0.007, memory: 4833, top1_acc: 0.7375, top5_acc: 0.8901, loss_cls: 1.1011, loss: 1.1011, grad_norm: 5.3532 2020-08-15 02:48:07,798 - mmaction - INFO - Epoch [91][400/1253] lr: 3.000e-04, eta: 2:20:22, time: 0.659, data_time: 0.003, memory: 4833, top1_acc: 0.7398, top5_acc: 0.8943, loss_cls: 1.0555, loss: 1.0555, grad_norm: 5.2587 2020-08-15 02:48:22,180 - mmaction - INFO - Epoch [91][420/1253] lr: 3.000e-04, eta: 2:20:08, time: 0.719, data_time: 0.008, memory: 4833, top1_acc: 0.7240, top5_acc: 0.8940, loss_cls: 1.0812, loss: 1.0812, grad_norm: 5.4183 2020-08-15 02:48:36,370 - mmaction - INFO - Epoch [91][440/1253] lr: 3.000e-04, eta: 2:19:54, time: 0.711, data_time: 0.007, memory: 4833, top1_acc: 0.7305, top5_acc: 0.8995, loss_cls: 1.0690, loss: 1.0690, grad_norm: 5.2893 2020-08-15 02:48:50,006 - mmaction - INFO - Epoch [91][460/1253] lr: 3.000e-04, eta: 2:19:40, time: 0.678, data_time: 0.007, memory: 4833, top1_acc: 0.7164, top5_acc: 0.8849, loss_cls: 1.1221, loss: 1.1221, grad_norm: 5.4607 2020-08-15 02:49:02,829 - mmaction - INFO - Epoch [91][480/1253] lr: 3.000e-04, eta: 2:19:26, time: 0.646, data_time: 0.007, memory: 4833, top1_acc: 0.7497, top5_acc: 0.8979, loss_cls: 1.0434, loss: 1.0434, grad_norm: 5.1963 2020-08-15 02:49:18,370 - mmaction - INFO - Epoch [91][500/1253] lr: 3.000e-04, eta: 2:19:13, time: 0.774, data_time: 0.008, memory: 4833, top1_acc: 0.7159, top5_acc: 0.8823, loss_cls: 1.1426, loss: 1.1426, grad_norm: 5.4505 2020-08-15 02:49:31,761 - mmaction - INFO - Epoch [91][520/1253] lr: 3.000e-04, eta: 2:18:59, time: 0.672, data_time: 0.007, memory: 4833, top1_acc: 0.7214, top5_acc: 0.8930, loss_cls: 1.1047, loss: 1.1047, grad_norm: 5.4597 2020-08-15 02:49:46,514 - mmaction - INFO - Epoch [91][540/1253] lr: 3.000e-04, eta: 2:18:45, time: 0.735, data_time: 0.006, memory: 4833, top1_acc: 0.7401, top5_acc: 0.8979, loss_cls: 1.0507, loss: 1.0507, grad_norm: 5.2712 2020-08-15 02:50:00,774 - mmaction - INFO - Epoch [91][560/1253] lr: 3.000e-04, eta: 2:18:31, time: 0.716, data_time: 0.007, memory: 4833, top1_acc: 0.7396, top5_acc: 0.8891, loss_cls: 1.0854, loss: 1.0854, grad_norm: 5.3698 2020-08-15 02:50:15,879 - mmaction - INFO - Epoch [91][580/1253] lr: 3.000e-04, eta: 2:18:17, time: 0.752, data_time: 0.005, memory: 4833, top1_acc: 0.7383, top5_acc: 0.9008, loss_cls: 1.0599, loss: 1.0599, grad_norm: 5.3191 2020-08-15 02:50:29,480 - mmaction - INFO - Epoch [91][600/1253] lr: 3.000e-04, eta: 2:18:03, time: 0.683, data_time: 0.007, memory: 4833, top1_acc: 0.7365, top5_acc: 0.8990, loss_cls: 1.0425, loss: 1.0425, grad_norm: 5.2290 2020-08-15 02:50:42,849 - mmaction - INFO - Epoch [91][620/1253] lr: 3.000e-04, eta: 2:17:50, time: 0.667, data_time: 0.007, memory: 4833, top1_acc: 0.7404, top5_acc: 0.9010, loss_cls: 1.0397, loss: 1.0397, grad_norm: 5.2733 2020-08-15 02:50:57,546 - mmaction - INFO - Epoch [91][640/1253] lr: 3.000e-04, eta: 2:17:36, time: 0.737, data_time: 0.007, memory: 4833, top1_acc: 0.7326, top5_acc: 0.9003, loss_cls: 1.0531, loss: 1.0531, grad_norm: 5.3795 2020-08-15 02:51:11,545 - mmaction - INFO - Epoch [91][660/1253] lr: 3.000e-04, eta: 2:17:22, time: 0.697, data_time: 0.006, memory: 4833, top1_acc: 0.7260, top5_acc: 0.8883, loss_cls: 1.0991, loss: 1.0991, grad_norm: 5.4035 2020-08-15 02:51:24,187 - mmaction - INFO - Epoch [91][680/1253] lr: 3.000e-04, eta: 2:17:08, time: 0.634, data_time: 0.007, memory: 4833, top1_acc: 0.7234, top5_acc: 0.8833, loss_cls: 1.1337, loss: 1.1337, grad_norm: 5.4848 2020-08-15 02:51:38,786 - mmaction - INFO - Epoch [91][700/1253] lr: 3.000e-04, eta: 2:16:54, time: 0.728, data_time: 0.008, memory: 4833, top1_acc: 0.7286, top5_acc: 0.8956, loss_cls: 1.0982, loss: 1.0982, grad_norm: 5.2776 2020-08-15 02:51:52,816 - mmaction - INFO - Epoch [91][720/1253] lr: 3.000e-04, eta: 2:16:40, time: 0.703, data_time: 0.007, memory: 4833, top1_acc: 0.7310, top5_acc: 0.8966, loss_cls: 1.0841, loss: 1.0841, grad_norm: 5.4527 2020-08-15 02:52:06,817 - mmaction - INFO - Epoch [91][740/1253] lr: 3.000e-04, eta: 2:16:26, time: 0.700, data_time: 0.004, memory: 4833, top1_acc: 0.7427, top5_acc: 0.9018, loss_cls: 1.0300, loss: 1.0300, grad_norm: 5.3564 2020-08-15 02:52:21,533 - mmaction - INFO - Epoch [91][760/1253] lr: 3.000e-04, eta: 2:16:12, time: 0.735, data_time: 0.007, memory: 4833, top1_acc: 0.7352, top5_acc: 0.8990, loss_cls: 1.0702, loss: 1.0702, grad_norm: 5.2761 2020-08-15 02:52:35,967 - mmaction - INFO - Epoch [91][780/1253] lr: 3.000e-04, eta: 2:15:59, time: 0.723, data_time: 0.007, memory: 4833, top1_acc: 0.7404, top5_acc: 0.8961, loss_cls: 1.0706, loss: 1.0706, grad_norm: 5.2960 2020-08-15 02:52:48,868 - mmaction - INFO - Epoch [91][800/1253] lr: 3.000e-04, eta: 2:15:45, time: 0.643, data_time: 0.008, memory: 4833, top1_acc: 0.7305, top5_acc: 0.8940, loss_cls: 1.0738, loss: 1.0738, grad_norm: 5.2353 2020-08-15 02:53:02,519 - mmaction - INFO - Epoch [91][820/1253] lr: 3.000e-04, eta: 2:15:31, time: 0.684, data_time: 0.007, memory: 4833, top1_acc: 0.7411, top5_acc: 0.8917, loss_cls: 1.0856, loss: 1.0856, grad_norm: 5.3689 2020-08-15 02:53:17,677 - mmaction - INFO - Epoch [91][840/1253] lr: 3.000e-04, eta: 2:15:17, time: 0.757, data_time: 0.007, memory: 4833, top1_acc: 0.7258, top5_acc: 0.8909, loss_cls: 1.1351, loss: 1.1351, grad_norm: 5.4364 2020-08-15 02:53:32,322 - mmaction - INFO - Epoch [91][860/1253] lr: 3.000e-04, eta: 2:15:03, time: 0.733, data_time: 0.006, memory: 4833, top1_acc: 0.7318, top5_acc: 0.8935, loss_cls: 1.0962, loss: 1.0962, grad_norm: 5.3702 2020-08-15 02:53:45,921 - mmaction - INFO - Epoch [91][880/1253] lr: 3.000e-04, eta: 2:14:49, time: 0.679, data_time: 0.007, memory: 4833, top1_acc: 0.7263, top5_acc: 0.8792, loss_cls: 1.1281, loss: 1.1281, grad_norm: 5.3718 2020-08-15 02:54:00,285 - mmaction - INFO - Epoch [91][900/1253] lr: 3.000e-04, eta: 2:14:35, time: 0.719, data_time: 0.006, memory: 4833, top1_acc: 0.7286, top5_acc: 0.8964, loss_cls: 1.0604, loss: 1.0604, grad_norm: 5.3097 2020-08-15 02:54:14,461 - mmaction - INFO - Epoch [91][920/1253] lr: 3.000e-04, eta: 2:14:22, time: 0.708, data_time: 0.007, memory: 4833, top1_acc: 0.7435, top5_acc: 0.9010, loss_cls: 1.0410, loss: 1.0410, grad_norm: 5.2284 2020-08-15 02:54:28,289 - mmaction - INFO - Epoch [91][940/1253] lr: 3.000e-04, eta: 2:14:08, time: 0.692, data_time: 0.005, memory: 4833, top1_acc: 0.7354, top5_acc: 0.9010, loss_cls: 1.0654, loss: 1.0654, grad_norm: 5.3396 2020-08-15 02:54:41,432 - mmaction - INFO - Epoch [91][960/1253] lr: 3.000e-04, eta: 2:13:54, time: 0.655, data_time: 0.008, memory: 4833, top1_acc: 0.7372, top5_acc: 0.8958, loss_cls: 1.0619, loss: 1.0619, grad_norm: 5.2551 2020-08-15 02:54:56,197 - mmaction - INFO - Epoch [91][980/1253] lr: 3.000e-04, eta: 2:13:40, time: 0.741, data_time: 0.007, memory: 4833, top1_acc: 0.7281, top5_acc: 0.8924, loss_cls: 1.0884, loss: 1.0884, grad_norm: 5.3820 2020-08-15 02:55:09,471 - mmaction - INFO - Epoch [91][1000/1253] lr: 3.000e-04, eta: 2:13:26, time: 0.662, data_time: 0.006, memory: 4833, top1_acc: 0.7297, top5_acc: 0.8859, loss_cls: 1.1390, loss: 1.1390, grad_norm: 5.4153 2020-08-15 02:55:22,823 - mmaction - INFO - Epoch [91][1020/1253] lr: 3.000e-04, eta: 2:13:12, time: 0.668, data_time: 0.006, memory: 4833, top1_acc: 0.7359, top5_acc: 0.9023, loss_cls: 1.0531, loss: 1.0531, grad_norm: 5.4032 2020-08-15 02:55:36,383 - mmaction - INFO - Epoch [91][1040/1253] lr: 3.000e-04, eta: 2:12:58, time: 0.676, data_time: 0.009, memory: 4833, top1_acc: 0.7224, top5_acc: 0.8885, loss_cls: 1.1243, loss: 1.1243, grad_norm: 5.5484 2020-08-15 02:55:50,002 - mmaction - INFO - Epoch [91][1060/1253] lr: 3.000e-04, eta: 2:12:44, time: 0.684, data_time: 0.007, memory: 4833, top1_acc: 0.7258, top5_acc: 0.8883, loss_cls: 1.1048, loss: 1.1048, grad_norm: 5.3863 2020-08-15 02:56:04,413 - mmaction - INFO - Epoch [91][1080/1253] lr: 3.000e-04, eta: 2:12:30, time: 0.718, data_time: 0.007, memory: 4833, top1_acc: 0.7357, top5_acc: 0.8943, loss_cls: 1.0790, loss: 1.0790, grad_norm: 5.2940 2020-08-15 02:56:17,448 - mmaction - INFO - Epoch [91][1100/1253] lr: 3.000e-04, eta: 2:12:16, time: 0.653, data_time: 0.006, memory: 4833, top1_acc: 0.7305, top5_acc: 0.8904, loss_cls: 1.0826, loss: 1.0826, grad_norm: 5.3053 2020-08-15 02:56:30,603 - mmaction - INFO - Epoch [91][1120/1253] lr: 3.000e-04, eta: 2:12:02, time: 0.655, data_time: 0.006, memory: 4833, top1_acc: 0.7375, top5_acc: 0.9031, loss_cls: 1.0443, loss: 1.0443, grad_norm: 5.2604 2020-08-15 02:56:44,947 - mmaction - INFO - Epoch [91][1140/1253] lr: 3.000e-04, eta: 2:11:49, time: 0.720, data_time: 0.008, memory: 4833, top1_acc: 0.7367, top5_acc: 0.8987, loss_cls: 1.0709, loss: 1.0709, grad_norm: 5.2581 2020-08-15 02:56:58,667 - mmaction - INFO - Epoch [91][1160/1253] lr: 3.000e-04, eta: 2:11:35, time: 0.682, data_time: 0.007, memory: 4833, top1_acc: 0.7398, top5_acc: 0.8904, loss_cls: 1.0780, loss: 1.0780, grad_norm: 5.2718 2020-08-15 02:57:12,452 - mmaction - INFO - Epoch [91][1180/1253] lr: 3.000e-04, eta: 2:11:21, time: 0.694, data_time: 0.007, memory: 4833, top1_acc: 0.7276, top5_acc: 0.8893, loss_cls: 1.1304, loss: 1.1304, grad_norm: 5.4451 2020-08-15 02:57:25,282 - mmaction - INFO - Epoch [91][1200/1253] lr: 3.000e-04, eta: 2:11:07, time: 0.639, data_time: 0.006, memory: 4833, top1_acc: 0.7336, top5_acc: 0.9005, loss_cls: 1.0722, loss: 1.0722, grad_norm: 5.2675 2020-08-15 02:57:38,574 - mmaction - INFO - Epoch [91][1220/1253] lr: 3.000e-04, eta: 2:10:53, time: 0.666, data_time: 0.006, memory: 4833, top1_acc: 0.7406, top5_acc: 0.8984, loss_cls: 1.0586, loss: 1.0586, grad_norm: 5.3025 2020-08-15 02:57:52,629 - mmaction - INFO - Epoch [91][1240/1253] lr: 3.000e-04, eta: 2:10:39, time: 0.702, data_time: 0.007, memory: 4833, top1_acc: 0.7357, top5_acc: 0.8969, loss_cls: 1.0684, loss: 1.0684, grad_norm: 5.3771 2020-08-15 02:58:00,796 - mmaction - INFO - Saving checkpoint at 91 epochs 2020-08-15 02:58:23,028 - mmaction - INFO - Epoch [92][20/1253] lr: 3.000e-04, eta: 2:10:16, time: 1.008, data_time: 0.379, memory: 4833, top1_acc: 0.7221, top5_acc: 0.8888, loss_cls: 1.1087, loss: 1.1087, grad_norm: 5.4359 2020-08-15 02:58:36,739 - mmaction - INFO - Epoch [92][40/1253] lr: 3.000e-04, eta: 2:10:02, time: 0.688, data_time: 0.007, memory: 4833, top1_acc: 0.7268, top5_acc: 0.8911, loss_cls: 1.0918, loss: 1.0918, grad_norm: 5.3624 2020-08-15 02:58:49,900 - mmaction - INFO - Epoch [92][60/1253] lr: 3.000e-04, eta: 2:09:48, time: 0.654, data_time: 0.008, memory: 4833, top1_acc: 0.7284, top5_acc: 0.8919, loss_cls: 1.0945, loss: 1.0945, grad_norm: 5.3737 2020-08-15 02:59:02,899 - mmaction - INFO - Epoch [92][80/1253] lr: 3.000e-04, eta: 2:09:34, time: 0.653, data_time: 0.007, memory: 4833, top1_acc: 0.7286, top5_acc: 0.8922, loss_cls: 1.0912, loss: 1.0912, grad_norm: 5.3422 2020-08-15 02:59:16,711 - mmaction - INFO - Epoch [92][100/1253] lr: 3.000e-04, eta: 2:09:20, time: 0.690, data_time: 0.009, memory: 4833, top1_acc: 0.7292, top5_acc: 0.8948, loss_cls: 1.0613, loss: 1.0613, grad_norm: 5.2809 2020-08-15 02:59:30,272 - mmaction - INFO - Epoch [92][120/1253] lr: 3.000e-04, eta: 2:09:06, time: 0.679, data_time: 0.008, memory: 4833, top1_acc: 0.7438, top5_acc: 0.9049, loss_cls: 1.0366, loss: 1.0366, grad_norm: 5.3076 2020-08-15 02:59:44,175 - mmaction - INFO - Epoch [92][140/1253] lr: 3.000e-04, eta: 2:08:52, time: 0.694, data_time: 0.007, memory: 4833, top1_acc: 0.7438, top5_acc: 0.9003, loss_cls: 1.0484, loss: 1.0484, grad_norm: 5.3442 2020-08-15 02:59:59,840 - mmaction - INFO - Epoch [92][160/1253] lr: 3.000e-04, eta: 2:08:39, time: 0.785, data_time: 0.006, memory: 4833, top1_acc: 0.7411, top5_acc: 0.9026, loss_cls: 1.0304, loss: 1.0304, grad_norm: 5.3600 2020-08-15 03:00:18,508 - mmaction - INFO - Epoch [92][180/1253] lr: 3.000e-04, eta: 2:08:25, time: 0.927, data_time: 0.007, memory: 4833, top1_acc: 0.7352, top5_acc: 0.8971, loss_cls: 1.0637, loss: 1.0637, grad_norm: 5.4243 2020-08-15 03:00:32,349 - mmaction - INFO - Epoch [92][200/1253] lr: 3.000e-04, eta: 2:08:11, time: 0.699, data_time: 0.020, memory: 4833, top1_acc: 0.7305, top5_acc: 0.8904, loss_cls: 1.0930, loss: 1.0930, grad_norm: 5.3768 2020-08-15 03:00:45,699 - mmaction - INFO - Epoch [92][220/1253] lr: 3.000e-04, eta: 2:07:57, time: 0.665, data_time: 0.008, memory: 4833, top1_acc: 0.7391, top5_acc: 0.9010, loss_cls: 1.0515, loss: 1.0515, grad_norm: 5.3989 2020-08-15 03:00:59,847 - mmaction - INFO - Epoch [92][240/1253] lr: 3.000e-04, eta: 2:07:43, time: 0.710, data_time: 0.006, memory: 4833, top1_acc: 0.7391, top5_acc: 0.8943, loss_cls: 1.0516, loss: 1.0516, grad_norm: 5.3775 2020-08-15 03:01:13,287 - mmaction - INFO - Epoch [92][260/1253] lr: 3.000e-04, eta: 2:07:29, time: 0.670, data_time: 0.006, memory: 4833, top1_acc: 0.7354, top5_acc: 0.8974, loss_cls: 1.0572, loss: 1.0572, grad_norm: 5.3842 2020-08-15 03:01:27,783 - mmaction - INFO - Epoch [92][280/1253] lr: 3.000e-04, eta: 2:07:16, time: 0.726, data_time: 0.006, memory: 4833, top1_acc: 0.7315, top5_acc: 0.8956, loss_cls: 1.0806, loss: 1.0806, grad_norm: 5.4402 2020-08-15 03:01:41,417 - mmaction - INFO - Epoch [92][300/1253] lr: 3.000e-04, eta: 2:07:02, time: 0.682, data_time: 0.007, memory: 4833, top1_acc: 0.7380, top5_acc: 0.8956, loss_cls: 1.0599, loss: 1.0599, grad_norm: 5.3964 2020-08-15 03:01:54,773 - mmaction - INFO - Epoch [92][320/1253] lr: 3.000e-04, eta: 2:06:48, time: 0.668, data_time: 0.005, memory: 4833, top1_acc: 0.7344, top5_acc: 0.9000, loss_cls: 1.0712, loss: 1.0712, grad_norm: 5.2939 2020-08-15 03:02:09,277 - mmaction - INFO - Epoch [92][340/1253] lr: 3.000e-04, eta: 2:06:34, time: 0.723, data_time: 0.006, memory: 4833, top1_acc: 0.7279, top5_acc: 0.8896, loss_cls: 1.0948, loss: 1.0948, grad_norm: 5.4094 2020-08-15 03:02:23,246 - mmaction - INFO - Epoch [92][360/1253] lr: 3.000e-04, eta: 2:06:20, time: 0.702, data_time: 0.007, memory: 4833, top1_acc: 0.7435, top5_acc: 0.8961, loss_cls: 1.0706, loss: 1.0706, grad_norm: 5.4603 2020-08-15 03:02:38,310 - mmaction - INFO - Epoch [92][380/1253] lr: 3.000e-04, eta: 2:06:06, time: 0.750, data_time: 0.006, memory: 4833, top1_acc: 0.7346, top5_acc: 0.8982, loss_cls: 1.0588, loss: 1.0588, grad_norm: 5.4057 2020-08-15 03:02:53,377 - mmaction - INFO - Epoch [92][400/1253] lr: 3.000e-04, eta: 2:05:53, time: 0.755, data_time: 0.008, memory: 4833, top1_acc: 0.7385, top5_acc: 0.9005, loss_cls: 1.0629, loss: 1.0629, grad_norm: 5.3187 2020-08-15 03:03:06,759 - mmaction - INFO - Epoch [92][420/1253] lr: 3.000e-04, eta: 2:05:39, time: 0.668, data_time: 0.007, memory: 4833, top1_acc: 0.7271, top5_acc: 0.8932, loss_cls: 1.0986, loss: 1.0986, grad_norm: 5.4882 2020-08-15 03:03:19,963 - mmaction - INFO - Epoch [92][440/1253] lr: 3.000e-04, eta: 2:05:25, time: 0.662, data_time: 0.007, memory: 4833, top1_acc: 0.7237, top5_acc: 0.8940, loss_cls: 1.0974, loss: 1.0974, grad_norm: 5.4920 2020-08-15 03:03:33,321 - mmaction - INFO - Epoch [92][460/1253] lr: 3.000e-04, eta: 2:05:11, time: 0.665, data_time: 0.007, memory: 4833, top1_acc: 0.7396, top5_acc: 0.9005, loss_cls: 1.0295, loss: 1.0295, grad_norm: 5.3003 2020-08-15 03:03:46,468 - mmaction - INFO - Epoch [92][480/1253] lr: 3.000e-04, eta: 2:04:57, time: 0.661, data_time: 0.006, memory: 4833, top1_acc: 0.7362, top5_acc: 0.8958, loss_cls: 1.0652, loss: 1.0652, grad_norm: 5.4647 2020-08-15 03:04:00,207 - mmaction - INFO - Epoch [92][500/1253] lr: 3.000e-04, eta: 2:04:43, time: 0.684, data_time: 0.006, memory: 4833, top1_acc: 0.7372, top5_acc: 0.8961, loss_cls: 1.0808, loss: 1.0808, grad_norm: 5.3542 2020-08-15 03:04:14,137 - mmaction - INFO - Epoch [92][520/1253] lr: 3.000e-04, eta: 2:04:29, time: 0.699, data_time: 0.007, memory: 4833, top1_acc: 0.7357, top5_acc: 0.9000, loss_cls: 1.0480, loss: 1.0480, grad_norm: 5.3520 2020-08-15 03:04:27,527 - mmaction - INFO - Epoch [92][540/1253] lr: 3.000e-04, eta: 2:04:15, time: 0.667, data_time: 0.007, memory: 4833, top1_acc: 0.7260, top5_acc: 0.8948, loss_cls: 1.0928, loss: 1.0928, grad_norm: 5.3690 2020-08-15 03:04:40,927 - mmaction - INFO - Epoch [92][560/1253] lr: 3.000e-04, eta: 2:04:01, time: 0.671, data_time: 0.007, memory: 4833, top1_acc: 0.7318, top5_acc: 0.9013, loss_cls: 1.0777, loss: 1.0777, grad_norm: 5.5622 2020-08-15 03:04:54,880 - mmaction - INFO - Epoch [92][580/1253] lr: 3.000e-04, eta: 2:03:47, time: 0.697, data_time: 0.009, memory: 4833, top1_acc: 0.7422, top5_acc: 0.8984, loss_cls: 1.0357, loss: 1.0357, grad_norm: 5.2567 2020-08-15 03:05:08,404 - mmaction - INFO - Epoch [92][600/1253] lr: 3.000e-04, eta: 2:03:33, time: 0.678, data_time: 0.007, memory: 4833, top1_acc: 0.7326, top5_acc: 0.9044, loss_cls: 1.0505, loss: 1.0505, grad_norm: 5.4097 2020-08-15 03:05:22,335 - mmaction - INFO - Epoch [92][620/1253] lr: 3.000e-04, eta: 2:03:19, time: 0.696, data_time: 0.008, memory: 4833, top1_acc: 0.7339, top5_acc: 0.8898, loss_cls: 1.0988, loss: 1.0988, grad_norm: 5.2707 2020-08-15 03:05:35,752 - mmaction - INFO - Epoch [92][640/1253] lr: 3.000e-04, eta: 2:03:05, time: 0.671, data_time: 0.006, memory: 4833, top1_acc: 0.7448, top5_acc: 0.9060, loss_cls: 1.0247, loss: 1.0247, grad_norm: 5.2405 2020-08-15 03:05:50,344 - mmaction - INFO - Epoch [92][660/1253] lr: 3.000e-04, eta: 2:02:52, time: 0.729, data_time: 0.009, memory: 4833, top1_acc: 0.7440, top5_acc: 0.8953, loss_cls: 1.0552, loss: 1.0552, grad_norm: 5.3159 2020-08-15 03:06:04,762 - mmaction - INFO - Epoch [92][680/1253] lr: 3.000e-04, eta: 2:02:38, time: 0.723, data_time: 0.005, memory: 4833, top1_acc: 0.7318, top5_acc: 0.8930, loss_cls: 1.0719, loss: 1.0719, grad_norm: 5.4143 2020-08-15 03:06:19,303 - mmaction - INFO - Epoch [92][700/1253] lr: 3.000e-04, eta: 2:02:24, time: 0.723, data_time: 0.009, memory: 4833, top1_acc: 0.7375, top5_acc: 0.9021, loss_cls: 1.0330, loss: 1.0330, grad_norm: 5.2217 2020-08-15 03:06:32,325 - mmaction - INFO - Epoch [92][720/1253] lr: 3.000e-04, eta: 2:02:10, time: 0.653, data_time: 0.007, memory: 4833, top1_acc: 0.7292, top5_acc: 0.8966, loss_cls: 1.0857, loss: 1.0857, grad_norm: 5.4275 2020-08-15 03:06:46,510 - mmaction - INFO - Epoch [92][740/1253] lr: 3.000e-04, eta: 2:01:56, time: 0.709, data_time: 0.008, memory: 4833, top1_acc: 0.7273, top5_acc: 0.8990, loss_cls: 1.0766, loss: 1.0766, grad_norm: 5.4967 2020-08-15 03:07:00,005 - mmaction - INFO - Epoch [92][760/1253] lr: 3.000e-04, eta: 2:01:42, time: 0.675, data_time: 0.005, memory: 4833, top1_acc: 0.7263, top5_acc: 0.8870, loss_cls: 1.1063, loss: 1.1063, grad_norm: 5.3691 2020-08-15 03:07:13,163 - mmaction - INFO - Epoch [92][780/1253] lr: 3.000e-04, eta: 2:01:28, time: 0.657, data_time: 0.007, memory: 4833, top1_acc: 0.7352, top5_acc: 0.8961, loss_cls: 1.0864, loss: 1.0864, grad_norm: 5.4550 2020-08-15 03:07:26,961 - mmaction - INFO - Epoch [92][800/1253] lr: 3.000e-04, eta: 2:01:14, time: 0.688, data_time: 0.006, memory: 4833, top1_acc: 0.7365, top5_acc: 0.8924, loss_cls: 1.0722, loss: 1.0722, grad_norm: 5.4217 2020-08-15 03:07:41,361 - mmaction - INFO - Epoch [92][820/1253] lr: 3.000e-04, eta: 2:01:01, time: 0.724, data_time: 0.009, memory: 4833, top1_acc: 0.7341, top5_acc: 0.8969, loss_cls: 1.0620, loss: 1.0620, grad_norm: 5.4055 2020-08-15 03:07:54,902 - mmaction - INFO - Epoch [92][840/1253] lr: 3.000e-04, eta: 2:00:47, time: 0.675, data_time: 0.007, memory: 4833, top1_acc: 0.7427, top5_acc: 0.8953, loss_cls: 1.0637, loss: 1.0637, grad_norm: 5.3356 2020-08-15 03:08:08,440 - mmaction - INFO - Epoch [92][860/1253] lr: 3.000e-04, eta: 2:00:33, time: 0.679, data_time: 0.004, memory: 4833, top1_acc: 0.7263, top5_acc: 0.8878, loss_cls: 1.1014, loss: 1.1014, grad_norm: 5.5064 2020-08-15 03:08:22,993 - mmaction - INFO - Epoch [92][880/1253] lr: 3.000e-04, eta: 2:00:19, time: 0.726, data_time: 0.005, memory: 4833, top1_acc: 0.7341, top5_acc: 0.8964, loss_cls: 1.0555, loss: 1.0555, grad_norm: 5.2870 2020-08-15 03:08:36,588 - mmaction - INFO - Epoch [92][900/1253] lr: 3.000e-04, eta: 2:00:05, time: 0.681, data_time: 0.006, memory: 4833, top1_acc: 0.7307, top5_acc: 0.9034, loss_cls: 1.0376, loss: 1.0376, grad_norm: 5.3185 2020-08-15 03:08:49,712 - mmaction - INFO - Epoch [92][920/1253] lr: 3.000e-04, eta: 1:59:51, time: 0.654, data_time: 0.007, memory: 4833, top1_acc: 0.7255, top5_acc: 0.8922, loss_cls: 1.1091, loss: 1.1091, grad_norm: 5.4666 2020-08-15 03:09:03,856 - mmaction - INFO - Epoch [92][940/1253] lr: 3.000e-04, eta: 1:59:37, time: 0.709, data_time: 0.006, memory: 4833, top1_acc: 0.7255, top5_acc: 0.9000, loss_cls: 1.0655, loss: 1.0655, grad_norm: 5.3835 2020-08-15 03:09:18,810 - mmaction - INFO - Epoch [92][960/1253] lr: 3.000e-04, eta: 1:59:23, time: 0.746, data_time: 0.007, memory: 4833, top1_acc: 0.7299, top5_acc: 0.8904, loss_cls: 1.1018, loss: 1.1018, grad_norm: 5.3807 2020-08-15 03:09:32,569 - mmaction - INFO - Epoch [92][980/1253] lr: 3.000e-04, eta: 1:59:09, time: 0.689, data_time: 0.007, memory: 4833, top1_acc: 0.7359, top5_acc: 0.8966, loss_cls: 1.0667, loss: 1.0667, grad_norm: 5.2857 2020-08-15 03:09:47,131 - mmaction - INFO - Epoch [92][1000/1253] lr: 3.000e-04, eta: 1:58:56, time: 0.727, data_time: 0.006, memory: 4833, top1_acc: 0.7326, top5_acc: 0.8964, loss_cls: 1.0631, loss: 1.0631, grad_norm: 5.3878 2020-08-15 03:10:00,598 - mmaction - INFO - Epoch [92][1020/1253] lr: 3.000e-04, eta: 1:58:42, time: 0.675, data_time: 0.006, memory: 4833, top1_acc: 0.7299, top5_acc: 0.8917, loss_cls: 1.0906, loss: 1.0906, grad_norm: 5.4198 2020-08-15 03:10:13,949 - mmaction - INFO - Epoch [92][1040/1253] lr: 3.000e-04, eta: 1:58:28, time: 0.666, data_time: 0.008, memory: 4833, top1_acc: 0.7344, top5_acc: 0.8901, loss_cls: 1.1012, loss: 1.1012, grad_norm: 5.3343 2020-08-15 03:10:28,512 - mmaction - INFO - Epoch [92][1060/1253] lr: 3.000e-04, eta: 1:58:14, time: 0.729, data_time: 0.007, memory: 4833, top1_acc: 0.7339, top5_acc: 0.8919, loss_cls: 1.0974, loss: 1.0974, grad_norm: 5.2639 2020-08-15 03:10:41,462 - mmaction - INFO - Epoch [92][1080/1253] lr: 3.000e-04, eta: 1:58:00, time: 0.646, data_time: 0.007, memory: 4833, top1_acc: 0.7266, top5_acc: 0.8883, loss_cls: 1.1142, loss: 1.1142, grad_norm: 5.4107 2020-08-15 03:10:55,403 - mmaction - INFO - Epoch [92][1100/1253] lr: 3.000e-04, eta: 1:57:46, time: 0.700, data_time: 0.007, memory: 4833, top1_acc: 0.7346, top5_acc: 0.8992, loss_cls: 1.0765, loss: 1.0765, grad_norm: 5.4101 2020-08-15 03:11:11,578 - mmaction - INFO - Epoch [92][1120/1253] lr: 3.000e-04, eta: 1:57:32, time: 0.804, data_time: 0.006, memory: 4833, top1_acc: 0.7266, top5_acc: 0.8953, loss_cls: 1.1022, loss: 1.1022, grad_norm: 5.5165 2020-08-15 03:11:25,987 - mmaction - INFO - Epoch [92][1140/1253] lr: 3.000e-04, eta: 1:57:19, time: 0.725, data_time: 0.008, memory: 4833, top1_acc: 0.7273, top5_acc: 0.8896, loss_cls: 1.1070, loss: 1.1070, grad_norm: 5.4538 2020-08-15 03:11:38,522 - mmaction - INFO - Epoch [92][1160/1253] lr: 3.000e-04, eta: 1:57:05, time: 0.625, data_time: 0.005, memory: 4833, top1_acc: 0.7250, top5_acc: 0.8922, loss_cls: 1.1216, loss: 1.1216, grad_norm: 5.4253 2020-08-15 03:11:52,251 - mmaction - INFO - Epoch [92][1180/1253] lr: 3.000e-04, eta: 1:56:51, time: 0.687, data_time: 0.007, memory: 4833, top1_acc: 0.7318, top5_acc: 0.8961, loss_cls: 1.0888, loss: 1.0888, grad_norm: 5.4154 2020-08-15 03:12:06,327 - mmaction - INFO - Epoch [92][1200/1253] lr: 3.000e-04, eta: 1:56:37, time: 0.702, data_time: 0.006, memory: 4833, top1_acc: 0.7352, top5_acc: 0.9010, loss_cls: 1.0362, loss: 1.0362, grad_norm: 5.3456 2020-08-15 03:12:19,127 - mmaction - INFO - Epoch [92][1220/1253] lr: 3.000e-04, eta: 1:56:23, time: 0.641, data_time: 0.006, memory: 4833, top1_acc: 0.7466, top5_acc: 0.9016, loss_cls: 1.0239, loss: 1.0239, grad_norm: 5.1918 2020-08-15 03:12:32,952 - mmaction - INFO - Epoch [92][1240/1253] lr: 3.000e-04, eta: 1:56:09, time: 0.689, data_time: 0.007, memory: 4833, top1_acc: 0.7307, top5_acc: 0.8948, loss_cls: 1.0644, loss: 1.0644, grad_norm: 5.2502 2020-08-15 03:12:41,126 - mmaction - INFO - Saving checkpoint at 92 epochs 2020-08-15 03:13:06,036 - mmaction - INFO - Epoch [93][20/1253] lr: 3.000e-04, eta: 1:55:46, time: 1.160, data_time: 0.489, memory: 4833, top1_acc: 0.7203, top5_acc: 0.8943, loss_cls: 1.1076, loss: 1.1076, grad_norm: 5.4727 2020-08-15 03:13:18,405 - mmaction - INFO - Epoch [93][40/1253] lr: 3.000e-04, eta: 1:55:32, time: 0.621, data_time: 0.007, memory: 4833, top1_acc: 0.7240, top5_acc: 0.8917, loss_cls: 1.0865, loss: 1.0865, grad_norm: 5.3896 2020-08-15 03:13:31,908 - mmaction - INFO - Epoch [93][60/1253] lr: 3.000e-04, eta: 1:55:18, time: 0.671, data_time: 0.007, memory: 4833, top1_acc: 0.7307, top5_acc: 0.8924, loss_cls: 1.0893, loss: 1.0893, grad_norm: 5.3884 2020-08-15 03:13:46,667 - mmaction - INFO - Epoch [93][80/1253] lr: 3.000e-04, eta: 1:55:04, time: 0.742, data_time: 0.007, memory: 4833, top1_acc: 0.7508, top5_acc: 0.9117, loss_cls: 1.0023, loss: 1.0023, grad_norm: 5.2751 2020-08-15 03:13:59,241 - mmaction - INFO - Epoch [93][100/1253] lr: 3.000e-04, eta: 1:54:50, time: 0.627, data_time: 0.002, memory: 4833, top1_acc: 0.7424, top5_acc: 0.9008, loss_cls: 1.0377, loss: 1.0377, grad_norm: 5.2697 2020-08-15 03:14:13,783 - mmaction - INFO - Epoch [93][120/1253] lr: 3.000e-04, eta: 1:54:36, time: 0.728, data_time: 0.006, memory: 4833, top1_acc: 0.7349, top5_acc: 0.8984, loss_cls: 1.0571, loss: 1.0571, grad_norm: 5.3556 2020-08-15 03:14:27,914 - mmaction - INFO - Epoch [93][140/1253] lr: 3.000e-04, eta: 1:54:23, time: 0.707, data_time: 0.003, memory: 4833, top1_acc: 0.7336, top5_acc: 0.9005, loss_cls: 1.0514, loss: 1.0514, grad_norm: 5.4051 2020-08-15 03:14:41,628 - mmaction - INFO - Epoch [93][160/1253] lr: 3.000e-04, eta: 1:54:09, time: 0.683, data_time: 0.005, memory: 4833, top1_acc: 0.7414, top5_acc: 0.9065, loss_cls: 1.0266, loss: 1.0266, grad_norm: 5.3294 2020-08-15 03:14:56,286 - mmaction - INFO - Epoch [93][180/1253] lr: 3.000e-04, eta: 1:53:55, time: 0.735, data_time: 0.007, memory: 4833, top1_acc: 0.7318, top5_acc: 0.8924, loss_cls: 1.0957, loss: 1.0957, grad_norm: 5.4257 2020-08-15 03:15:10,915 - mmaction - INFO - Epoch [93][200/1253] lr: 3.000e-04, eta: 1:53:41, time: 0.729, data_time: 0.006, memory: 4833, top1_acc: 0.7320, top5_acc: 0.8948, loss_cls: 1.0671, loss: 1.0671, grad_norm: 5.4100 2020-08-15 03:15:25,181 - mmaction - INFO - Epoch [93][220/1253] lr: 3.000e-04, eta: 1:53:27, time: 0.716, data_time: 0.006, memory: 4833, top1_acc: 0.7411, top5_acc: 0.9016, loss_cls: 1.0520, loss: 1.0520, grad_norm: 5.3920 2020-08-15 03:15:38,759 - mmaction - INFO - Epoch [93][240/1253] lr: 3.000e-04, eta: 1:53:13, time: 0.677, data_time: 0.006, memory: 4833, top1_acc: 0.7341, top5_acc: 0.8885, loss_cls: 1.1003, loss: 1.1003, grad_norm: 5.4058 2020-08-15 03:15:52,636 - mmaction - INFO - Epoch [93][260/1253] lr: 3.000e-04, eta: 1:52:59, time: 0.695, data_time: 0.004, memory: 4833, top1_acc: 0.7344, top5_acc: 0.8961, loss_cls: 1.0538, loss: 1.0538, grad_norm: 5.3127 2020-08-15 03:16:06,030 - mmaction - INFO - Epoch [93][280/1253] lr: 3.000e-04, eta: 1:52:45, time: 0.668, data_time: 0.006, memory: 4833, top1_acc: 0.7232, top5_acc: 0.8883, loss_cls: 1.1182, loss: 1.1182, grad_norm: 5.4706 2020-08-15 03:16:21,282 - mmaction - INFO - Epoch [93][300/1253] lr: 3.000e-04, eta: 1:52:32, time: 0.765, data_time: 0.006, memory: 4833, top1_acc: 0.7508, top5_acc: 0.8982, loss_cls: 1.0373, loss: 1.0373, grad_norm: 5.2657 2020-08-15 03:16:34,408 - mmaction - INFO - Epoch [93][320/1253] lr: 3.000e-04, eta: 1:52:18, time: 0.655, data_time: 0.004, memory: 4833, top1_acc: 0.7188, top5_acc: 0.8893, loss_cls: 1.1104, loss: 1.1104, grad_norm: 5.5766 2020-08-15 03:16:47,609 - mmaction - INFO - Epoch [93][340/1253] lr: 3.000e-04, eta: 1:52:04, time: 0.661, data_time: 0.005, memory: 4833, top1_acc: 0.7292, top5_acc: 0.8888, loss_cls: 1.1010, loss: 1.1010, grad_norm: 5.4419 2020-08-15 03:17:02,801 - mmaction - INFO - Epoch [93][360/1253] lr: 3.000e-04, eta: 1:51:50, time: 0.757, data_time: 0.007, memory: 4833, top1_acc: 0.7443, top5_acc: 0.8938, loss_cls: 1.0627, loss: 1.0627, grad_norm: 5.3525 2020-08-15 03:17:15,608 - mmaction - INFO - Epoch [93][380/1253] lr: 3.000e-04, eta: 1:51:36, time: 0.643, data_time: 0.007, memory: 4833, top1_acc: 0.7383, top5_acc: 0.8940, loss_cls: 1.0696, loss: 1.0696, grad_norm: 5.3297 2020-08-15 03:17:28,601 - mmaction - INFO - Epoch [93][400/1253] lr: 3.000e-04, eta: 1:51:22, time: 0.647, data_time: 0.005, memory: 4833, top1_acc: 0.7341, top5_acc: 0.8951, loss_cls: 1.0629, loss: 1.0629, grad_norm: 5.3389 2020-08-15 03:17:42,835 - mmaction - INFO - Epoch [93][420/1253] lr: 3.000e-04, eta: 1:51:08, time: 0.713, data_time: 0.006, memory: 4833, top1_acc: 0.7201, top5_acc: 0.8898, loss_cls: 1.1142, loss: 1.1142, grad_norm: 5.3772 2020-08-15 03:17:55,484 - mmaction - INFO - Epoch [93][440/1253] lr: 3.000e-04, eta: 1:50:54, time: 0.632, data_time: 0.007, memory: 4833, top1_acc: 0.7391, top5_acc: 0.8977, loss_cls: 1.0602, loss: 1.0602, grad_norm: 5.2573 2020-08-15 03:18:09,556 - mmaction - INFO - Epoch [93][460/1253] lr: 3.000e-04, eta: 1:50:40, time: 0.701, data_time: 0.005, memory: 4833, top1_acc: 0.7326, top5_acc: 0.8932, loss_cls: 1.0901, loss: 1.0901, grad_norm: 5.4196 2020-08-15 03:18:24,124 - mmaction - INFO - Epoch [93][480/1253] lr: 3.000e-04, eta: 1:50:26, time: 0.729, data_time: 0.009, memory: 4833, top1_acc: 0.7370, top5_acc: 0.8992, loss_cls: 1.0421, loss: 1.0421, grad_norm: 5.2180 2020-08-15 03:18:36,999 - mmaction - INFO - Epoch [93][500/1253] lr: 3.000e-04, eta: 1:50:13, time: 0.646, data_time: 0.007, memory: 4833, top1_acc: 0.7409, top5_acc: 0.8971, loss_cls: 1.0672, loss: 1.0672, grad_norm: 5.3303 2020-08-15 03:18:50,111 - mmaction - INFO - Epoch [93][520/1253] lr: 3.000e-04, eta: 1:49:59, time: 0.654, data_time: 0.007, memory: 4833, top1_acc: 0.7380, top5_acc: 0.9008, loss_cls: 1.0359, loss: 1.0359, grad_norm: 5.2284 2020-08-15 03:19:03,963 - mmaction - INFO - Epoch [93][540/1253] lr: 3.000e-04, eta: 1:49:45, time: 0.694, data_time: 0.006, memory: 4833, top1_acc: 0.7396, top5_acc: 0.9044, loss_cls: 1.0355, loss: 1.0355, grad_norm: 5.2269 2020-08-15 03:19:18,384 - mmaction - INFO - Epoch [93][560/1253] lr: 3.000e-04, eta: 1:49:31, time: 0.719, data_time: 0.006, memory: 4833, top1_acc: 0.7294, top5_acc: 0.8883, loss_cls: 1.1189, loss: 1.1189, grad_norm: 5.4458 2020-08-15 03:19:32,377 - mmaction - INFO - Epoch [93][580/1253] lr: 3.000e-04, eta: 1:49:17, time: 0.703, data_time: 0.007, memory: 4833, top1_acc: 0.7224, top5_acc: 0.8969, loss_cls: 1.0904, loss: 1.0904, grad_norm: 5.4055 2020-08-15 03:19:45,395 - mmaction - INFO - Epoch [93][600/1253] lr: 3.000e-04, eta: 1:49:03, time: 0.645, data_time: 0.005, memory: 4833, top1_acc: 0.7294, top5_acc: 0.8839, loss_cls: 1.1149, loss: 1.1149, grad_norm: 5.3361 2020-08-15 03:19:58,840 - mmaction - INFO - Epoch [93][620/1253] lr: 3.000e-04, eta: 1:48:49, time: 0.677, data_time: 0.008, memory: 4833, top1_acc: 0.7307, top5_acc: 0.8883, loss_cls: 1.0934, loss: 1.0934, grad_norm: 5.5083 2020-08-15 03:20:13,026 - mmaction - INFO - Epoch [93][640/1253] lr: 3.000e-04, eta: 1:48:35, time: 0.707, data_time: 0.006, memory: 4833, top1_acc: 0.7292, top5_acc: 0.8919, loss_cls: 1.0958, loss: 1.0958, grad_norm: 5.3351 2020-08-15 03:20:27,112 - mmaction - INFO - Epoch [93][660/1253] lr: 3.000e-04, eta: 1:48:21, time: 0.706, data_time: 0.010, memory: 4833, top1_acc: 0.7404, top5_acc: 0.8995, loss_cls: 1.0583, loss: 1.0583, grad_norm: 5.3941 2020-08-15 03:20:40,925 - mmaction - INFO - Epoch [93][680/1253] lr: 3.000e-04, eta: 1:48:07, time: 0.692, data_time: 0.005, memory: 4833, top1_acc: 0.7331, top5_acc: 0.8984, loss_cls: 1.0669, loss: 1.0669, grad_norm: 5.4392 2020-08-15 03:20:54,346 - mmaction - INFO - Epoch [93][700/1253] lr: 3.000e-04, eta: 1:47:54, time: 0.668, data_time: 0.006, memory: 4833, top1_acc: 0.7385, top5_acc: 0.8917, loss_cls: 1.0756, loss: 1.0756, grad_norm: 5.2736 2020-08-15 03:21:09,439 - mmaction - INFO - Epoch [93][720/1253] lr: 3.000e-04, eta: 1:47:40, time: 0.756, data_time: 0.007, memory: 4833, top1_acc: 0.7302, top5_acc: 0.8945, loss_cls: 1.0886, loss: 1.0886, grad_norm: 5.2916 2020-08-15 03:21:22,621 - mmaction - INFO - Epoch [93][740/1253] lr: 3.000e-04, eta: 1:47:26, time: 0.659, data_time: 0.007, memory: 4833, top1_acc: 0.7268, top5_acc: 0.8945, loss_cls: 1.0964, loss: 1.0964, grad_norm: 5.4193 2020-08-15 03:21:36,176 - mmaction - INFO - Epoch [93][760/1253] lr: 3.000e-04, eta: 1:47:12, time: 0.678, data_time: 0.007, memory: 4833, top1_acc: 0.7216, top5_acc: 0.8992, loss_cls: 1.0591, loss: 1.0591, grad_norm: 5.4104 2020-08-15 03:21:50,554 - mmaction - INFO - Epoch [93][780/1253] lr: 3.000e-04, eta: 1:46:58, time: 0.716, data_time: 0.008, memory: 4833, top1_acc: 0.7354, top5_acc: 0.8901, loss_cls: 1.0811, loss: 1.0811, grad_norm: 5.2703 2020-08-15 03:22:05,037 - mmaction - INFO - Epoch [93][800/1253] lr: 3.000e-04, eta: 1:46:44, time: 0.728, data_time: 0.007, memory: 4833, top1_acc: 0.7372, top5_acc: 0.8885, loss_cls: 1.0914, loss: 1.0914, grad_norm: 5.3468 2020-08-15 03:22:17,590 - mmaction - INFO - Epoch [93][820/1253] lr: 3.000e-04, eta: 1:46:30, time: 0.629, data_time: 0.007, memory: 4833, top1_acc: 0.7227, top5_acc: 0.8805, loss_cls: 1.1521, loss: 1.1521, grad_norm: 5.5470 2020-08-15 03:22:30,384 - mmaction - INFO - Epoch [93][840/1253] lr: 3.000e-04, eta: 1:46:16, time: 0.639, data_time: 0.002, memory: 4833, top1_acc: 0.7320, top5_acc: 0.8924, loss_cls: 1.0662, loss: 1.0662, grad_norm: 5.3134 2020-08-15 03:22:43,723 - mmaction - INFO - Epoch [93][860/1253] lr: 3.000e-04, eta: 1:46:02, time: 0.666, data_time: 0.008, memory: 4833, top1_acc: 0.7359, top5_acc: 0.8953, loss_cls: 1.0785, loss: 1.0785, grad_norm: 5.5009 2020-08-15 03:22:58,133 - mmaction - INFO - Epoch [93][880/1253] lr: 3.000e-04, eta: 1:45:48, time: 0.721, data_time: 0.005, memory: 4833, top1_acc: 0.7349, top5_acc: 0.8958, loss_cls: 1.0861, loss: 1.0861, grad_norm: 5.4536 2020-08-15 03:23:12,541 - mmaction - INFO - Epoch [93][900/1253] lr: 3.000e-04, eta: 1:45:35, time: 0.719, data_time: 0.007, memory: 4833, top1_acc: 0.7419, top5_acc: 0.8974, loss_cls: 1.0473, loss: 1.0473, grad_norm: 5.3380 2020-08-15 03:23:26,375 - mmaction - INFO - Epoch [93][920/1253] lr: 3.000e-04, eta: 1:45:21, time: 0.693, data_time: 0.006, memory: 4833, top1_acc: 0.7365, top5_acc: 0.8984, loss_cls: 1.0914, loss: 1.0914, grad_norm: 5.4332 2020-08-15 03:23:39,670 - mmaction - INFO - Epoch [93][940/1253] lr: 3.000e-04, eta: 1:45:07, time: 0.663, data_time: 0.007, memory: 4833, top1_acc: 0.7401, top5_acc: 0.9023, loss_cls: 1.0541, loss: 1.0541, grad_norm: 5.3197 2020-08-15 03:23:53,481 - mmaction - INFO - Epoch [93][960/1253] lr: 3.000e-04, eta: 1:44:53, time: 0.693, data_time: 0.007, memory: 4833, top1_acc: 0.7346, top5_acc: 0.9047, loss_cls: 1.0477, loss: 1.0477, grad_norm: 5.2753 2020-08-15 03:24:07,900 - mmaction - INFO - Epoch [93][980/1253] lr: 3.000e-04, eta: 1:44:39, time: 0.719, data_time: 0.006, memory: 4833, top1_acc: 0.7354, top5_acc: 0.8964, loss_cls: 1.0601, loss: 1.0601, grad_norm: 5.4116 2020-08-15 03:24:21,229 - mmaction - INFO - Epoch [93][1000/1253] lr: 3.000e-04, eta: 1:44:25, time: 0.668, data_time: 0.007, memory: 4833, top1_acc: 0.7253, top5_acc: 0.8880, loss_cls: 1.1092, loss: 1.1092, grad_norm: 5.4356 2020-08-15 03:24:34,807 - mmaction - INFO - Epoch [93][1020/1253] lr: 3.000e-04, eta: 1:44:11, time: 0.676, data_time: 0.006, memory: 4833, top1_acc: 0.7242, top5_acc: 0.8862, loss_cls: 1.1040, loss: 1.1040, grad_norm: 5.4004 2020-08-15 03:24:48,280 - mmaction - INFO - Epoch [93][1040/1253] lr: 3.000e-04, eta: 1:43:57, time: 0.676, data_time: 0.007, memory: 4833, top1_acc: 0.7328, top5_acc: 0.8880, loss_cls: 1.1175, loss: 1.1175, grad_norm: 5.4628 2020-08-15 03:25:02,696 - mmaction - INFO - Epoch [93][1060/1253] lr: 3.000e-04, eta: 1:43:43, time: 0.722, data_time: 0.006, memory: 4833, top1_acc: 0.7268, top5_acc: 0.8896, loss_cls: 1.0982, loss: 1.0982, grad_norm: 5.4280 2020-08-15 03:25:16,647 - mmaction - INFO - Epoch [93][1080/1253] lr: 3.000e-04, eta: 1:43:30, time: 0.697, data_time: 0.002, memory: 4833, top1_acc: 0.7430, top5_acc: 0.9010, loss_cls: 1.0408, loss: 1.0408, grad_norm: 5.3593 2020-08-15 03:25:30,459 - mmaction - INFO - Epoch [93][1100/1253] lr: 3.000e-04, eta: 1:43:16, time: 0.686, data_time: 0.006, memory: 4833, top1_acc: 0.7227, top5_acc: 0.8919, loss_cls: 1.1282, loss: 1.1282, grad_norm: 5.4416 2020-08-15 03:25:44,190 - mmaction - INFO - Epoch [93][1120/1253] lr: 3.000e-04, eta: 1:43:02, time: 0.691, data_time: 0.007, memory: 4833, top1_acc: 0.7378, top5_acc: 0.9034, loss_cls: 1.0327, loss: 1.0327, grad_norm: 5.3672 2020-08-15 03:25:58,905 - mmaction - INFO - Epoch [93][1140/1253] lr: 3.000e-04, eta: 1:42:48, time: 0.735, data_time: 0.008, memory: 4833, top1_acc: 0.7370, top5_acc: 0.9026, loss_cls: 1.0573, loss: 1.0573, grad_norm: 5.3101 2020-08-15 03:26:11,983 - mmaction - INFO - Epoch [93][1160/1253] lr: 3.000e-04, eta: 1:42:34, time: 0.655, data_time: 0.004, memory: 4833, top1_acc: 0.7315, top5_acc: 0.8945, loss_cls: 1.0802, loss: 1.0802, grad_norm: 5.4246 2020-08-15 03:26:26,170 - mmaction - INFO - Epoch [93][1180/1253] lr: 3.000e-04, eta: 1:42:20, time: 0.706, data_time: 0.004, memory: 4833, top1_acc: 0.7435, top5_acc: 0.9021, loss_cls: 1.0225, loss: 1.0225, grad_norm: 5.2298 2020-08-15 03:26:40,539 - mmaction - INFO - Epoch [93][1200/1253] lr: 3.000e-04, eta: 1:42:06, time: 0.720, data_time: 0.007, memory: 4833, top1_acc: 0.7385, top5_acc: 0.8990, loss_cls: 1.0446, loss: 1.0446, grad_norm: 5.2864 2020-08-15 03:26:53,643 - mmaction - INFO - Epoch [93][1220/1253] lr: 3.000e-04, eta: 1:41:52, time: 0.654, data_time: 0.006, memory: 4833, top1_acc: 0.7370, top5_acc: 0.8990, loss_cls: 1.0715, loss: 1.0715, grad_norm: 5.3250 2020-08-15 03:27:07,921 - mmaction - INFO - Epoch [93][1240/1253] lr: 3.000e-04, eta: 1:41:38, time: 0.715, data_time: 0.006, memory: 4833, top1_acc: 0.7380, top5_acc: 0.8984, loss_cls: 1.0728, loss: 1.0728, grad_norm: 5.2934 2020-08-15 03:27:16,939 - mmaction - INFO - Saving checkpoint at 93 epochs 2020-08-15 03:27:39,814 - mmaction - INFO - Epoch [94][20/1253] lr: 3.000e-04, eta: 1:41:15, time: 1.097, data_time: 0.453, memory: 4833, top1_acc: 0.7367, top5_acc: 0.8982, loss_cls: 1.0603, loss: 1.0603, grad_norm: 5.3406 2020-08-15 03:27:52,119 - mmaction - INFO - Epoch [94][40/1253] lr: 3.000e-04, eta: 1:41:01, time: 0.614, data_time: 0.005, memory: 4833, top1_acc: 0.7281, top5_acc: 0.8956, loss_cls: 1.0920, loss: 1.0920, grad_norm: 5.4566 2020-08-15 03:28:06,000 - mmaction - INFO - Epoch [94][60/1253] lr: 3.000e-04, eta: 1:40:48, time: 0.696, data_time: 0.008, memory: 4833, top1_acc: 0.7367, top5_acc: 0.9042, loss_cls: 1.0351, loss: 1.0351, grad_norm: 5.3691 2020-08-15 03:28:18,363 - mmaction - INFO - Epoch [94][80/1253] lr: 3.000e-04, eta: 1:40:34, time: 0.616, data_time: 0.002, memory: 4833, top1_acc: 0.7388, top5_acc: 0.9013, loss_cls: 1.0305, loss: 1.0305, grad_norm: 5.3012 2020-08-15 03:28:32,735 - mmaction - INFO - Epoch [94][100/1253] lr: 3.000e-04, eta: 1:40:20, time: 0.716, data_time: 0.007, memory: 4833, top1_acc: 0.7344, top5_acc: 0.8956, loss_cls: 1.0637, loss: 1.0637, grad_norm: 5.3562 2020-08-15 03:28:45,201 - mmaction - INFO - Epoch [94][120/1253] lr: 3.000e-04, eta: 1:40:06, time: 0.625, data_time: 0.006, memory: 4833, top1_acc: 0.7375, top5_acc: 0.8984, loss_cls: 1.0805, loss: 1.0805, grad_norm: 5.5036 2020-08-15 03:28:58,545 - mmaction - INFO - Epoch [94][140/1253] lr: 3.000e-04, eta: 1:39:52, time: 0.665, data_time: 0.007, memory: 4833, top1_acc: 0.7453, top5_acc: 0.9036, loss_cls: 1.0487, loss: 1.0487, grad_norm: 5.4062 2020-08-15 03:29:12,081 - mmaction - INFO - Epoch [94][160/1253] lr: 3.000e-04, eta: 1:39:38, time: 0.680, data_time: 0.007, memory: 4833, top1_acc: 0.7352, top5_acc: 0.8909, loss_cls: 1.1072, loss: 1.1072, grad_norm: 5.4999 2020-08-15 03:29:27,608 - mmaction - INFO - Epoch [94][180/1253] lr: 3.000e-04, eta: 1:39:24, time: 0.777, data_time: 0.008, memory: 4833, top1_acc: 0.7365, top5_acc: 0.9039, loss_cls: 1.0537, loss: 1.0537, grad_norm: 5.4664 2020-08-15 03:29:42,347 - mmaction - INFO - Epoch [94][200/1253] lr: 3.000e-04, eta: 1:39:10, time: 0.738, data_time: 0.005, memory: 4833, top1_acc: 0.7260, top5_acc: 0.8956, loss_cls: 1.0975, loss: 1.0975, grad_norm: 5.4398 2020-08-15 03:29:55,928 - mmaction - INFO - Epoch [94][220/1253] lr: 3.000e-04, eta: 1:38:56, time: 0.676, data_time: 0.006, memory: 4833, top1_acc: 0.7341, top5_acc: 0.9023, loss_cls: 1.0562, loss: 1.0562, grad_norm: 5.4091 2020-08-15 03:30:10,389 - mmaction - INFO - Epoch [94][240/1253] lr: 3.000e-04, eta: 1:38:43, time: 0.726, data_time: 0.007, memory: 4833, top1_acc: 0.7401, top5_acc: 0.8924, loss_cls: 1.0654, loss: 1.0654, grad_norm: 5.2384 2020-08-15 03:30:25,479 - mmaction - INFO - Epoch [94][260/1253] lr: 3.000e-04, eta: 1:38:29, time: 0.752, data_time: 0.008, memory: 4833, top1_acc: 0.7190, top5_acc: 0.8987, loss_cls: 1.1102, loss: 1.1102, grad_norm: 5.5378 2020-08-15 03:30:39,336 - mmaction - INFO - Epoch [94][280/1253] lr: 3.000e-04, eta: 1:38:15, time: 0.694, data_time: 0.007, memory: 4833, top1_acc: 0.7237, top5_acc: 0.8979, loss_cls: 1.0918, loss: 1.0918, grad_norm: 5.4413 2020-08-15 03:30:51,970 - mmaction - INFO - Epoch [94][300/1253] lr: 3.000e-04, eta: 1:38:01, time: 0.631, data_time: 0.007, memory: 4833, top1_acc: 0.7224, top5_acc: 0.8982, loss_cls: 1.0893, loss: 1.0893, grad_norm: 5.4468 2020-08-15 03:31:06,607 - mmaction - INFO - Epoch [94][320/1253] lr: 3.000e-04, eta: 1:37:47, time: 0.734, data_time: 0.008, memory: 4833, top1_acc: 0.7372, top5_acc: 0.8974, loss_cls: 1.0528, loss: 1.0528, grad_norm: 5.3427 2020-08-15 03:31:20,458 - mmaction - INFO - Epoch [94][340/1253] lr: 3.000e-04, eta: 1:37:33, time: 0.691, data_time: 0.004, memory: 4833, top1_acc: 0.7362, top5_acc: 0.9000, loss_cls: 1.0533, loss: 1.0533, grad_norm: 5.3471 2020-08-15 03:31:35,625 - mmaction - INFO - Epoch [94][360/1253] lr: 3.000e-04, eta: 1:37:19, time: 0.759, data_time: 0.006, memory: 4833, top1_acc: 0.7133, top5_acc: 0.8898, loss_cls: 1.1510, loss: 1.1510, grad_norm: 5.5405 2020-08-15 03:31:49,802 - mmaction - INFO - Epoch [94][380/1253] lr: 3.000e-04, eta: 1:37:06, time: 0.709, data_time: 0.007, memory: 4833, top1_acc: 0.7411, top5_acc: 0.8992, loss_cls: 1.0493, loss: 1.0493, grad_norm: 5.4596 2020-08-15 03:32:03,084 - mmaction - INFO - Epoch [94][400/1253] lr: 3.000e-04, eta: 1:36:52, time: 0.663, data_time: 0.008, memory: 4833, top1_acc: 0.7448, top5_acc: 0.9091, loss_cls: 1.0357, loss: 1.0357, grad_norm: 5.4028 2020-08-15 03:32:17,000 - mmaction - INFO - Epoch [94][420/1253] lr: 3.000e-04, eta: 1:36:38, time: 0.696, data_time: 0.004, memory: 4833, top1_acc: 0.7365, top5_acc: 0.9008, loss_cls: 1.0578, loss: 1.0578, grad_norm: 5.4114 2020-08-15 03:32:31,564 - mmaction - INFO - Epoch [94][440/1253] lr: 3.000e-04, eta: 1:36:24, time: 0.728, data_time: 0.008, memory: 4833, top1_acc: 0.7396, top5_acc: 0.8935, loss_cls: 1.0748, loss: 1.0748, grad_norm: 5.3047 2020-08-15 03:32:44,845 - mmaction - INFO - Epoch [94][460/1253] lr: 3.000e-04, eta: 1:36:10, time: 0.663, data_time: 0.008, memory: 4833, top1_acc: 0.7417, top5_acc: 0.9000, loss_cls: 1.0383, loss: 1.0383, grad_norm: 5.3341 2020-08-15 03:32:59,511 - mmaction - INFO - Epoch [94][480/1253] lr: 3.000e-04, eta: 1:35:56, time: 0.736, data_time: 0.007, memory: 4833, top1_acc: 0.7443, top5_acc: 0.8945, loss_cls: 1.0455, loss: 1.0455, grad_norm: 5.3305 2020-08-15 03:33:13,165 - mmaction - INFO - Epoch [94][500/1253] lr: 3.000e-04, eta: 1:35:42, time: 0.680, data_time: 0.007, memory: 4833, top1_acc: 0.7227, top5_acc: 0.8956, loss_cls: 1.0979, loss: 1.0979, grad_norm: 5.4926 2020-08-15 03:33:27,934 - mmaction - INFO - Epoch [94][520/1253] lr: 3.000e-04, eta: 1:35:28, time: 0.739, data_time: 0.007, memory: 4833, top1_acc: 0.7307, top5_acc: 0.8862, loss_cls: 1.1354, loss: 1.1354, grad_norm: 5.3672 2020-08-15 03:33:40,574 - mmaction - INFO - Epoch [94][540/1253] lr: 3.000e-04, eta: 1:35:14, time: 0.631, data_time: 0.009, memory: 4833, top1_acc: 0.7388, top5_acc: 0.8917, loss_cls: 1.0670, loss: 1.0670, grad_norm: 5.2407 2020-08-15 03:33:55,614 - mmaction - INFO - Epoch [94][560/1253] lr: 3.000e-04, eta: 1:35:01, time: 0.754, data_time: 0.007, memory: 4833, top1_acc: 0.7299, top5_acc: 0.8896, loss_cls: 1.1100, loss: 1.1100, grad_norm: 5.3679 2020-08-15 03:34:09,292 - mmaction - INFO - Epoch [94][580/1253] lr: 3.000e-04, eta: 1:34:47, time: 0.681, data_time: 0.007, memory: 4833, top1_acc: 0.7253, top5_acc: 0.8904, loss_cls: 1.0879, loss: 1.0879, grad_norm: 5.4691 2020-08-15 03:34:21,932 - mmaction - INFO - Epoch [94][600/1253] lr: 3.000e-04, eta: 1:34:33, time: 0.634, data_time: 0.009, memory: 4833, top1_acc: 0.7370, top5_acc: 0.8935, loss_cls: 1.0963, loss: 1.0963, grad_norm: 5.3709 2020-08-15 03:34:36,480 - mmaction - INFO - Epoch [94][620/1253] lr: 3.000e-04, eta: 1:34:19, time: 0.726, data_time: 0.007, memory: 4833, top1_acc: 0.7339, top5_acc: 0.8909, loss_cls: 1.0820, loss: 1.0820, grad_norm: 5.4511 2020-08-15 03:34:49,983 - mmaction - INFO - Epoch [94][640/1253] lr: 3.000e-04, eta: 1:34:05, time: 0.678, data_time: 0.007, memory: 4833, top1_acc: 0.7253, top5_acc: 0.8852, loss_cls: 1.1322, loss: 1.1322, grad_norm: 5.5319 2020-08-15 03:35:03,576 - mmaction - INFO - Epoch [94][660/1253] lr: 3.000e-04, eta: 1:33:51, time: 0.680, data_time: 0.007, memory: 4833, top1_acc: 0.7307, top5_acc: 0.8865, loss_cls: 1.1014, loss: 1.1014, grad_norm: 5.4766 2020-08-15 03:35:17,137 - mmaction - INFO - Epoch [94][680/1253] lr: 3.000e-04, eta: 1:33:37, time: 0.677, data_time: 0.002, memory: 4833, top1_acc: 0.7404, top5_acc: 0.8961, loss_cls: 1.0612, loss: 1.0612, grad_norm: 5.4571 2020-08-15 03:35:30,246 - mmaction - INFO - Epoch [94][700/1253] lr: 3.000e-04, eta: 1:33:23, time: 0.651, data_time: 0.008, memory: 4833, top1_acc: 0.7370, top5_acc: 0.9003, loss_cls: 1.0692, loss: 1.0692, grad_norm: 5.3852 2020-08-15 03:35:43,323 - mmaction - INFO - Epoch [94][720/1253] lr: 3.000e-04, eta: 1:33:09, time: 0.658, data_time: 0.007, memory: 4833, top1_acc: 0.7458, top5_acc: 0.9010, loss_cls: 1.0428, loss: 1.0428, grad_norm: 5.2723 2020-08-15 03:35:57,550 - mmaction - INFO - Epoch [94][740/1253] lr: 3.000e-04, eta: 1:32:55, time: 0.710, data_time: 0.006, memory: 4833, top1_acc: 0.7375, top5_acc: 0.8969, loss_cls: 1.0429, loss: 1.0429, grad_norm: 5.3430 2020-08-15 03:36:10,704 - mmaction - INFO - Epoch [94][760/1253] lr: 3.000e-04, eta: 1:32:41, time: 0.659, data_time: 0.006, memory: 4833, top1_acc: 0.7417, top5_acc: 0.9021, loss_cls: 1.0409, loss: 1.0409, grad_norm: 5.2742 2020-08-15 03:36:24,546 - mmaction - INFO - Epoch [94][780/1253] lr: 3.000e-04, eta: 1:32:28, time: 0.688, data_time: 0.007, memory: 4833, top1_acc: 0.7365, top5_acc: 0.9052, loss_cls: 1.0446, loss: 1.0446, grad_norm: 5.3257 2020-08-15 03:36:37,111 - mmaction - INFO - Epoch [94][800/1253] lr: 3.000e-04, eta: 1:32:14, time: 0.632, data_time: 0.008, memory: 4833, top1_acc: 0.7354, top5_acc: 0.8932, loss_cls: 1.0643, loss: 1.0643, grad_norm: 5.4064 2020-08-15 03:36:52,198 - mmaction - INFO - Epoch [94][820/1253] lr: 3.000e-04, eta: 1:32:00, time: 0.755, data_time: 0.007, memory: 4833, top1_acc: 0.7375, top5_acc: 0.9055, loss_cls: 1.0448, loss: 1.0448, grad_norm: 5.4908 2020-08-15 03:37:04,574 - mmaction - INFO - Epoch [94][840/1253] lr: 3.000e-04, eta: 1:31:46, time: 0.618, data_time: 0.005, memory: 4833, top1_acc: 0.7372, top5_acc: 0.8951, loss_cls: 1.0579, loss: 1.0579, grad_norm: 5.4548 2020-08-15 03:37:18,357 - mmaction - INFO - Epoch [94][860/1253] lr: 3.000e-04, eta: 1:31:32, time: 0.687, data_time: 0.007, memory: 4833, top1_acc: 0.7424, top5_acc: 0.9005, loss_cls: 1.0368, loss: 1.0368, grad_norm: 5.4023 2020-08-15 03:37:32,630 - mmaction - INFO - Epoch [94][880/1253] lr: 3.000e-04, eta: 1:31:18, time: 0.716, data_time: 0.007, memory: 4833, top1_acc: 0.7305, top5_acc: 0.8859, loss_cls: 1.1218, loss: 1.1218, grad_norm: 5.4835 2020-08-15 03:37:46,258 - mmaction - INFO - Epoch [94][900/1253] lr: 3.000e-04, eta: 1:31:04, time: 0.677, data_time: 0.006, memory: 4833, top1_acc: 0.7307, top5_acc: 0.8919, loss_cls: 1.0911, loss: 1.0911, grad_norm: 5.3405 2020-08-15 03:37:59,293 - mmaction - INFO - Epoch [94][920/1253] lr: 3.000e-04, eta: 1:30:50, time: 0.655, data_time: 0.007, memory: 4833, top1_acc: 0.7380, top5_acc: 0.9029, loss_cls: 1.0457, loss: 1.0457, grad_norm: 5.3135 2020-08-15 03:38:14,297 - mmaction - INFO - Epoch [94][940/1253] lr: 3.000e-04, eta: 1:30:36, time: 0.750, data_time: 0.008, memory: 4833, top1_acc: 0.7398, top5_acc: 0.8943, loss_cls: 1.0868, loss: 1.0868, grad_norm: 5.4256 2020-08-15 03:38:27,786 - mmaction - INFO - Epoch [94][960/1253] lr: 3.000e-04, eta: 1:30:23, time: 0.675, data_time: 0.006, memory: 4833, top1_acc: 0.7333, top5_acc: 0.8883, loss_cls: 1.1167, loss: 1.1167, grad_norm: 5.4804 2020-08-15 03:38:41,917 - mmaction - INFO - Epoch [94][980/1253] lr: 3.000e-04, eta: 1:30:09, time: 0.706, data_time: 0.007, memory: 4833, top1_acc: 0.7318, top5_acc: 0.8979, loss_cls: 1.0735, loss: 1.0735, grad_norm: 5.3750 2020-08-15 03:38:55,119 - mmaction - INFO - Epoch [94][1000/1253] lr: 3.000e-04, eta: 1:29:55, time: 0.661, data_time: 0.008, memory: 4833, top1_acc: 0.7404, top5_acc: 0.9003, loss_cls: 1.0525, loss: 1.0525, grad_norm: 5.3959 2020-08-15 03:39:08,712 - mmaction - INFO - Epoch [94][1020/1253] lr: 3.000e-04, eta: 1:29:41, time: 0.679, data_time: 0.006, memory: 4833, top1_acc: 0.7294, top5_acc: 0.8951, loss_cls: 1.1052, loss: 1.1052, grad_norm: 5.5262 2020-08-15 03:39:22,401 - mmaction - INFO - Epoch [94][1040/1253] lr: 3.000e-04, eta: 1:29:27, time: 0.685, data_time: 0.004, memory: 4833, top1_acc: 0.7490, top5_acc: 0.9052, loss_cls: 1.0111, loss: 1.0111, grad_norm: 5.2883 2020-08-15 03:39:36,505 - mmaction - INFO - Epoch [94][1060/1253] lr: 3.000e-04, eta: 1:29:13, time: 0.704, data_time: 0.009, memory: 4833, top1_acc: 0.7284, top5_acc: 0.8961, loss_cls: 1.0872, loss: 1.0872, grad_norm: 5.4950 2020-08-15 03:39:51,637 - mmaction - INFO - Epoch [94][1080/1253] lr: 3.000e-04, eta: 1:28:59, time: 0.758, data_time: 0.006, memory: 4833, top1_acc: 0.7326, top5_acc: 0.8945, loss_cls: 1.0712, loss: 1.0712, grad_norm: 5.4123 2020-08-15 03:40:04,702 - mmaction - INFO - Epoch [94][1100/1253] lr: 3.000e-04, eta: 1:28:45, time: 0.653, data_time: 0.007, memory: 4833, top1_acc: 0.7333, top5_acc: 0.8982, loss_cls: 1.0678, loss: 1.0678, grad_norm: 5.4817 2020-08-15 03:40:19,740 - mmaction - INFO - Epoch [94][1120/1253] lr: 3.000e-04, eta: 1:28:31, time: 0.751, data_time: 0.003, memory: 4833, top1_acc: 0.7349, top5_acc: 0.8966, loss_cls: 1.0764, loss: 1.0764, grad_norm: 5.4009 2020-08-15 03:40:33,360 - mmaction - INFO - Epoch [94][1140/1253] lr: 3.000e-04, eta: 1:28:18, time: 0.681, data_time: 0.008, memory: 4833, top1_acc: 0.7391, top5_acc: 0.8966, loss_cls: 1.0508, loss: 1.0508, grad_norm: 5.3171 2020-08-15 03:40:46,037 - mmaction - INFO - Epoch [94][1160/1253] lr: 3.000e-04, eta: 1:28:04, time: 0.636, data_time: 0.005, memory: 4833, top1_acc: 0.7203, top5_acc: 0.8927, loss_cls: 1.1079, loss: 1.1079, grad_norm: 5.4973 2020-08-15 03:40:59,989 - mmaction - INFO - Epoch [94][1180/1253] lr: 3.000e-04, eta: 1:27:50, time: 0.697, data_time: 0.007, memory: 4833, top1_acc: 0.7286, top5_acc: 0.8974, loss_cls: 1.0762, loss: 1.0762, grad_norm: 5.3248 2020-08-15 03:41:13,697 - mmaction - INFO - Epoch [94][1200/1253] lr: 3.000e-04, eta: 1:27:36, time: 0.686, data_time: 0.007, memory: 4833, top1_acc: 0.7341, top5_acc: 0.8974, loss_cls: 1.0698, loss: 1.0698, grad_norm: 5.3708 2020-08-15 03:41:27,104 - mmaction - INFO - Epoch [94][1220/1253] lr: 3.000e-04, eta: 1:27:22, time: 0.670, data_time: 0.002, memory: 4833, top1_acc: 0.7362, top5_acc: 0.9065, loss_cls: 1.0425, loss: 1.0425, grad_norm: 5.3414 2020-08-15 03:41:40,837 - mmaction - INFO - Epoch [94][1240/1253] lr: 3.000e-04, eta: 1:27:08, time: 0.686, data_time: 0.006, memory: 4833, top1_acc: 0.7344, top5_acc: 0.8984, loss_cls: 1.0656, loss: 1.0656, grad_norm: 5.4140 2020-08-15 03:41:50,451 - mmaction - INFO - Saving checkpoint at 94 epochs 2020-08-15 03:42:12,922 - mmaction - INFO - Epoch [95][20/1253] lr: 3.000e-04, eta: 1:26:45, time: 1.044, data_time: 0.424, memory: 4833, top1_acc: 0.7320, top5_acc: 0.8924, loss_cls: 1.0842, loss: 1.0842, grad_norm: 5.3771 2020-08-15 03:42:26,094 - mmaction - INFO - Epoch [95][40/1253] lr: 3.000e-04, eta: 1:26:31, time: 0.660, data_time: 0.007, memory: 4833, top1_acc: 0.7516, top5_acc: 0.9026, loss_cls: 1.0194, loss: 1.0194, grad_norm: 5.1569 2020-08-15 03:42:38,792 - mmaction - INFO - Epoch [95][60/1253] lr: 3.000e-04, eta: 1:26:17, time: 0.633, data_time: 0.007, memory: 4833, top1_acc: 0.7398, top5_acc: 0.8937, loss_cls: 1.0721, loss: 1.0721, grad_norm: 5.4366 2020-08-15 03:42:52,067 - mmaction - INFO - Epoch [95][80/1253] lr: 3.000e-04, eta: 1:26:03, time: 0.667, data_time: 0.007, memory: 4833, top1_acc: 0.7255, top5_acc: 0.8914, loss_cls: 1.0994, loss: 1.0994, grad_norm: 5.4612 2020-08-15 03:43:05,031 - mmaction - INFO - Epoch [95][100/1253] lr: 3.000e-04, eta: 1:25:49, time: 0.645, data_time: 0.005, memory: 4833, top1_acc: 0.7258, top5_acc: 0.8862, loss_cls: 1.1005, loss: 1.1005, grad_norm: 5.4458 2020-08-15 03:43:19,289 - mmaction - INFO - Epoch [95][120/1253] lr: 3.000e-04, eta: 1:25:35, time: 0.714, data_time: 0.007, memory: 4833, top1_acc: 0.7393, top5_acc: 0.8990, loss_cls: 1.0534, loss: 1.0534, grad_norm: 5.3838 2020-08-15 03:43:33,079 - mmaction - INFO - Epoch [95][140/1253] lr: 3.000e-04, eta: 1:25:21, time: 0.691, data_time: 0.004, memory: 4833, top1_acc: 0.7422, top5_acc: 0.8979, loss_cls: 1.0417, loss: 1.0417, grad_norm: 5.3506 2020-08-15 03:43:45,803 - mmaction - INFO - Epoch [95][160/1253] lr: 3.000e-04, eta: 1:25:08, time: 0.633, data_time: 0.006, memory: 4833, top1_acc: 0.7406, top5_acc: 0.9000, loss_cls: 1.0274, loss: 1.0274, grad_norm: 5.2837 2020-08-15 03:43:59,759 - mmaction - INFO - Epoch [95][180/1253] lr: 3.000e-04, eta: 1:24:54, time: 0.700, data_time: 0.007, memory: 4833, top1_acc: 0.7354, top5_acc: 0.8964, loss_cls: 1.0560, loss: 1.0560, grad_norm: 5.4984 2020-08-15 03:44:13,110 - mmaction - INFO - Epoch [95][200/1253] lr: 3.000e-04, eta: 1:24:40, time: 0.666, data_time: 0.008, memory: 4833, top1_acc: 0.7315, top5_acc: 0.8956, loss_cls: 1.0909, loss: 1.0909, grad_norm: 5.4473 2020-08-15 03:44:27,369 - mmaction - INFO - Epoch [95][220/1253] lr: 3.000e-04, eta: 1:24:26, time: 0.715, data_time: 0.007, memory: 4833, top1_acc: 0.7396, top5_acc: 0.8919, loss_cls: 1.0734, loss: 1.0734, grad_norm: 5.4151 2020-08-15 03:44:42,467 - mmaction - INFO - Epoch [95][240/1253] lr: 3.000e-04, eta: 1:24:12, time: 0.755, data_time: 0.006, memory: 4833, top1_acc: 0.7281, top5_acc: 0.8974, loss_cls: 1.0642, loss: 1.0642, grad_norm: 5.4257 2020-08-15 03:44:55,786 - mmaction - INFO - Epoch [95][260/1253] lr: 3.000e-04, eta: 1:23:58, time: 0.667, data_time: 0.005, memory: 4833, top1_acc: 0.7393, top5_acc: 0.8909, loss_cls: 1.0926, loss: 1.0926, grad_norm: 5.3699 2020-08-15 03:45:10,186 - mmaction - INFO - Epoch [95][280/1253] lr: 3.000e-04, eta: 1:23:44, time: 0.717, data_time: 0.005, memory: 4833, top1_acc: 0.7359, top5_acc: 0.8958, loss_cls: 1.0668, loss: 1.0668, grad_norm: 5.4229 2020-08-15 03:45:24,754 - mmaction - INFO - Epoch [95][300/1253] lr: 3.000e-04, eta: 1:23:30, time: 0.730, data_time: 0.007, memory: 4833, top1_acc: 0.7289, top5_acc: 0.8896, loss_cls: 1.0911, loss: 1.0911, grad_norm: 5.4477 2020-08-15 03:45:37,634 - mmaction - INFO - Epoch [95][320/1253] lr: 3.000e-04, eta: 1:23:17, time: 0.643, data_time: 0.006, memory: 4833, top1_acc: 0.7393, top5_acc: 0.8982, loss_cls: 1.0518, loss: 1.0518, grad_norm: 5.4136 2020-08-15 03:45:50,899 - mmaction - INFO - Epoch [95][340/1253] lr: 3.000e-04, eta: 1:23:03, time: 0.664, data_time: 0.005, memory: 4833, top1_acc: 0.7305, top5_acc: 0.8943, loss_cls: 1.0953, loss: 1.0953, grad_norm: 5.4838 2020-08-15 03:46:05,661 - mmaction - INFO - Epoch [95][360/1253] lr: 3.000e-04, eta: 1:22:49, time: 0.738, data_time: 0.006, memory: 4833, top1_acc: 0.7326, top5_acc: 0.8966, loss_cls: 1.0740, loss: 1.0740, grad_norm: 5.3756 2020-08-15 03:46:19,207 - mmaction - INFO - Epoch [95][380/1253] lr: 3.000e-04, eta: 1:22:35, time: 0.677, data_time: 0.004, memory: 4833, top1_acc: 0.7461, top5_acc: 0.9026, loss_cls: 1.0273, loss: 1.0273, grad_norm: 5.3809 2020-08-15 03:46:32,125 - mmaction - INFO - Epoch [95][400/1253] lr: 3.000e-04, eta: 1:22:21, time: 0.644, data_time: 0.007, memory: 4833, top1_acc: 0.7344, top5_acc: 0.8969, loss_cls: 1.0650, loss: 1.0650, grad_norm: 5.4377 2020-08-15 03:46:46,426 - mmaction - INFO - Epoch [95][420/1253] lr: 3.000e-04, eta: 1:22:07, time: 0.717, data_time: 0.007, memory: 4833, top1_acc: 0.7318, top5_acc: 0.8945, loss_cls: 1.0753, loss: 1.0753, grad_norm: 5.4737 2020-08-15 03:47:00,535 - mmaction - INFO - Epoch [95][440/1253] lr: 3.000e-04, eta: 1:21:53, time: 0.705, data_time: 0.007, memory: 4833, top1_acc: 0.7315, top5_acc: 0.8995, loss_cls: 1.0530, loss: 1.0530, grad_norm: 5.4403 2020-08-15 03:47:14,741 - mmaction - INFO - Epoch [95][460/1253] lr: 3.000e-04, eta: 1:21:39, time: 0.713, data_time: 0.006, memory: 4833, top1_acc: 0.7333, top5_acc: 0.8961, loss_cls: 1.0780, loss: 1.0780, grad_norm: 5.5220 2020-08-15 03:47:27,771 - mmaction - INFO - Epoch [95][480/1253] lr: 3.000e-04, eta: 1:21:25, time: 0.651, data_time: 0.005, memory: 4833, top1_acc: 0.7313, top5_acc: 0.8956, loss_cls: 1.0576, loss: 1.0576, grad_norm: 5.4853 2020-08-15 03:47:41,322 - mmaction - INFO - Epoch [95][500/1253] lr: 3.000e-04, eta: 1:21:11, time: 0.676, data_time: 0.004, memory: 4833, top1_acc: 0.7294, top5_acc: 0.8990, loss_cls: 1.0786, loss: 1.0786, grad_norm: 5.5492 2020-08-15 03:47:55,197 - mmaction - INFO - Epoch [95][520/1253] lr: 3.000e-04, eta: 1:20:58, time: 0.694, data_time: 0.007, memory: 4833, top1_acc: 0.7305, top5_acc: 0.8948, loss_cls: 1.0785, loss: 1.0785, grad_norm: 5.4321 2020-08-15 03:48:09,395 - mmaction - INFO - Epoch [95][540/1253] lr: 3.000e-04, eta: 1:20:44, time: 0.710, data_time: 0.003, memory: 4833, top1_acc: 0.7266, top5_acc: 0.8932, loss_cls: 1.0930, loss: 1.0930, grad_norm: 5.5564 2020-08-15 03:48:24,006 - mmaction - INFO - Epoch [95][560/1253] lr: 3.000e-04, eta: 1:20:30, time: 0.731, data_time: 0.006, memory: 4833, top1_acc: 0.7328, top5_acc: 0.8911, loss_cls: 1.0934, loss: 1.0934, grad_norm: 5.3639 2020-08-15 03:48:37,632 - mmaction - INFO - Epoch [95][580/1253] lr: 3.000e-04, eta: 1:20:16, time: 0.681, data_time: 0.004, memory: 4833, top1_acc: 0.7411, top5_acc: 0.8927, loss_cls: 1.0475, loss: 1.0475, grad_norm: 5.4027 2020-08-15 03:48:51,625 - mmaction - INFO - Epoch [95][600/1253] lr: 3.000e-04, eta: 1:20:02, time: 0.699, data_time: 0.006, memory: 4833, top1_acc: 0.7482, top5_acc: 0.9008, loss_cls: 1.0556, loss: 1.0556, grad_norm: 5.3648 2020-08-15 03:49:04,100 - mmaction - INFO - Epoch [95][620/1253] lr: 3.000e-04, eta: 1:19:48, time: 0.622, data_time: 0.007, memory: 4833, top1_acc: 0.7437, top5_acc: 0.9099, loss_cls: 1.0213, loss: 1.0213, grad_norm: 5.4131 2020-08-15 03:49:17,728 - mmaction - INFO - Epoch [95][640/1253] lr: 3.000e-04, eta: 1:19:34, time: 0.684, data_time: 0.006, memory: 4833, top1_acc: 0.7388, top5_acc: 0.9013, loss_cls: 1.0512, loss: 1.0512, grad_norm: 5.4747 2020-08-15 03:49:32,713 - mmaction - INFO - Epoch [95][660/1253] lr: 3.000e-04, eta: 1:19:20, time: 0.748, data_time: 0.005, memory: 4833, top1_acc: 0.7313, top5_acc: 0.9008, loss_cls: 1.0616, loss: 1.0616, grad_norm: 5.5176 2020-08-15 03:49:45,263 - mmaction - INFO - Epoch [95][680/1253] lr: 3.000e-04, eta: 1:19:06, time: 0.626, data_time: 0.005, memory: 4833, top1_acc: 0.7310, top5_acc: 0.8911, loss_cls: 1.0975, loss: 1.0975, grad_norm: 5.4829 2020-08-15 03:49:59,058 - mmaction - INFO - Epoch [95][700/1253] lr: 3.000e-04, eta: 1:18:53, time: 0.691, data_time: 0.009, memory: 4833, top1_acc: 0.7271, top5_acc: 0.8943, loss_cls: 1.0961, loss: 1.0961, grad_norm: 5.4727 2020-08-15 03:50:11,662 - mmaction - INFO - Epoch [95][720/1253] lr: 3.000e-04, eta: 1:18:39, time: 0.631, data_time: 0.006, memory: 4833, top1_acc: 0.7437, top5_acc: 0.8995, loss_cls: 1.0382, loss: 1.0382, grad_norm: 5.3488 2020-08-15 03:50:26,599 - mmaction - INFO - Epoch [95][740/1253] lr: 3.000e-04, eta: 1:18:25, time: 0.748, data_time: 0.007, memory: 4833, top1_acc: 0.7503, top5_acc: 0.8984, loss_cls: 1.0508, loss: 1.0508, grad_norm: 5.2797 2020-08-15 03:50:40,561 - mmaction - INFO - Epoch [95][760/1253] lr: 3.000e-04, eta: 1:18:11, time: 0.696, data_time: 0.008, memory: 4833, top1_acc: 0.7281, top5_acc: 0.8930, loss_cls: 1.1037, loss: 1.1037, grad_norm: 5.5048 2020-08-15 03:50:53,782 - mmaction - INFO - Epoch [95][780/1253] lr: 3.000e-04, eta: 1:17:57, time: 0.662, data_time: 0.007, memory: 4833, top1_acc: 0.7424, top5_acc: 0.9005, loss_cls: 1.0401, loss: 1.0401, grad_norm: 5.2734 2020-08-15 03:51:06,730 - mmaction - INFO - Epoch [95][800/1253] lr: 3.000e-04, eta: 1:17:43, time: 0.647, data_time: 0.007, memory: 4833, top1_acc: 0.7253, top5_acc: 0.8940, loss_cls: 1.0829, loss: 1.0829, grad_norm: 5.4387 2020-08-15 03:51:21,365 - mmaction - INFO - Epoch [95][820/1253] lr: 3.000e-04, eta: 1:17:29, time: 0.733, data_time: 0.006, memory: 4833, top1_acc: 0.7310, top5_acc: 0.8898, loss_cls: 1.1269, loss: 1.1269, grad_norm: 5.5801 2020-08-15 03:51:35,791 - mmaction - INFO - Epoch [95][840/1253] lr: 3.000e-04, eta: 1:17:15, time: 0.720, data_time: 0.006, memory: 4833, top1_acc: 0.7195, top5_acc: 0.8820, loss_cls: 1.1561, loss: 1.1561, grad_norm: 5.4873 2020-08-15 03:51:48,803 - mmaction - INFO - Epoch [95][860/1253] lr: 3.000e-04, eta: 1:17:01, time: 0.652, data_time: 0.007, memory: 4833, top1_acc: 0.7469, top5_acc: 0.8995, loss_cls: 1.0274, loss: 1.0274, grad_norm: 5.2482 2020-08-15 03:52:01,403 - mmaction - INFO - Epoch [95][880/1253] lr: 3.000e-04, eta: 1:16:47, time: 0.628, data_time: 0.007, memory: 4833, top1_acc: 0.7370, top5_acc: 0.8995, loss_cls: 1.0584, loss: 1.0584, grad_norm: 5.3477 2020-08-15 03:52:14,783 - mmaction - INFO - Epoch [95][900/1253] lr: 3.000e-04, eta: 1:16:34, time: 0.672, data_time: 0.006, memory: 4833, top1_acc: 0.7357, top5_acc: 0.9021, loss_cls: 1.0509, loss: 1.0509, grad_norm: 5.3137 2020-08-15 03:52:28,362 - mmaction - INFO - Epoch [95][920/1253] lr: 3.000e-04, eta: 1:16:20, time: 0.674, data_time: 0.008, memory: 4833, top1_acc: 0.7323, top5_acc: 0.8883, loss_cls: 1.0999, loss: 1.0999, grad_norm: 5.3296 2020-08-15 03:52:40,656 - mmaction - INFO - Epoch [95][940/1253] lr: 3.000e-04, eta: 1:16:06, time: 0.618, data_time: 0.007, memory: 4833, top1_acc: 0.7302, top5_acc: 0.8846, loss_cls: 1.0952, loss: 1.0952, grad_norm: 5.3479 2020-08-15 03:52:53,800 - mmaction - INFO - Epoch [95][960/1253] lr: 3.000e-04, eta: 1:15:52, time: 0.655, data_time: 0.006, memory: 4833, top1_acc: 0.7297, top5_acc: 0.9010, loss_cls: 1.0711, loss: 1.0711, grad_norm: 5.3550 2020-08-15 03:53:07,023 - mmaction - INFO - Epoch [95][980/1253] lr: 3.000e-04, eta: 1:15:38, time: 0.663, data_time: 0.007, memory: 4833, top1_acc: 0.7255, top5_acc: 0.8938, loss_cls: 1.0855, loss: 1.0855, grad_norm: 5.5159 2020-08-15 03:53:21,173 - mmaction - INFO - Epoch [95][1000/1253] lr: 3.000e-04, eta: 1:15:24, time: 0.706, data_time: 0.006, memory: 4833, top1_acc: 0.7414, top5_acc: 0.9026, loss_cls: 1.0234, loss: 1.0234, grad_norm: 5.2295 2020-08-15 03:53:33,993 - mmaction - INFO - Epoch [95][1020/1253] lr: 3.000e-04, eta: 1:15:10, time: 0.644, data_time: 0.007, memory: 4833, top1_acc: 0.7240, top5_acc: 0.8867, loss_cls: 1.1313, loss: 1.1313, grad_norm: 5.4715 2020-08-15 03:53:47,774 - mmaction - INFO - Epoch [95][1040/1253] lr: 3.000e-04, eta: 1:14:56, time: 0.686, data_time: 0.005, memory: 4833, top1_acc: 0.7313, top5_acc: 0.8940, loss_cls: 1.0798, loss: 1.0798, grad_norm: 5.4169 2020-08-15 03:54:01,040 - mmaction - INFO - Epoch [95][1060/1253] lr: 3.000e-04, eta: 1:14:42, time: 0.665, data_time: 0.007, memory: 4833, top1_acc: 0.7344, top5_acc: 0.8956, loss_cls: 1.0657, loss: 1.0657, grad_norm: 5.4830 2020-08-15 03:54:13,487 - mmaction - INFO - Epoch [95][1080/1253] lr: 3.000e-04, eta: 1:14:28, time: 0.618, data_time: 0.009, memory: 4833, top1_acc: 0.7294, top5_acc: 0.8974, loss_cls: 1.0777, loss: 1.0777, grad_norm: 5.4314 2020-08-15 03:54:26,701 - mmaction - INFO - Epoch [95][1100/1253] lr: 3.000e-04, eta: 1:14:14, time: 0.666, data_time: 0.007, memory: 4833, top1_acc: 0.7594, top5_acc: 0.9042, loss_cls: 1.0123, loss: 1.0123, grad_norm: 5.2080 2020-08-15 03:54:41,228 - mmaction - INFO - Epoch [95][1120/1253] lr: 3.000e-04, eta: 1:14:00, time: 0.724, data_time: 0.006, memory: 4833, top1_acc: 0.7326, top5_acc: 0.8966, loss_cls: 1.0511, loss: 1.0511, grad_norm: 5.3822 2020-08-15 03:54:54,874 - mmaction - INFO - Epoch [95][1140/1253] lr: 3.000e-04, eta: 1:13:47, time: 0.683, data_time: 0.007, memory: 4833, top1_acc: 0.7458, top5_acc: 0.8977, loss_cls: 1.0385, loss: 1.0385, grad_norm: 5.3447 2020-08-15 03:55:07,834 - mmaction - INFO - Epoch [95][1160/1253] lr: 3.000e-04, eta: 1:13:33, time: 0.647, data_time: 0.008, memory: 4833, top1_acc: 0.7214, top5_acc: 0.8893, loss_cls: 1.1088, loss: 1.1088, grad_norm: 5.5242 2020-08-15 03:55:20,444 - mmaction - INFO - Epoch [95][1180/1253] lr: 3.000e-04, eta: 1:13:19, time: 0.632, data_time: 0.007, memory: 4833, top1_acc: 0.7339, top5_acc: 0.8984, loss_cls: 1.0807, loss: 1.0807, grad_norm: 5.4640 2020-08-15 03:55:33,610 - mmaction - INFO - Epoch [95][1200/1253] lr: 3.000e-04, eta: 1:13:05, time: 0.658, data_time: 0.007, memory: 4833, top1_acc: 0.7313, top5_acc: 0.8919, loss_cls: 1.0833, loss: 1.0833, grad_norm: 5.3882 2020-08-15 03:55:48,070 - mmaction - INFO - Epoch [95][1220/1253] lr: 3.000e-04, eta: 1:12:51, time: 0.724, data_time: 0.006, memory: 4833, top1_acc: 0.7401, top5_acc: 0.8984, loss_cls: 1.0729, loss: 1.0729, grad_norm: 5.4892 2020-08-15 03:56:01,328 - mmaction - INFO - Epoch [95][1240/1253] lr: 3.000e-04, eta: 1:12:37, time: 0.662, data_time: 0.007, memory: 4833, top1_acc: 0.7294, top5_acc: 0.8917, loss_cls: 1.1071, loss: 1.1071, grad_norm: 5.4943 2020-08-15 03:56:11,451 - mmaction - INFO - Saving checkpoint at 95 epochs 2020-08-15 03:56:33,431 - mmaction - INFO - Epoch [96][20/1253] lr: 3.000e-04, eta: 1:12:14, time: 1.010, data_time: 0.375, memory: 4833, top1_acc: 0.7312, top5_acc: 0.8948, loss_cls: 1.0901, loss: 1.0901, grad_norm: 5.5719 2020-08-15 03:56:46,610 - mmaction - INFO - Epoch [96][40/1253] lr: 3.000e-04, eta: 1:12:00, time: 0.661, data_time: 0.008, memory: 4833, top1_acc: 0.7362, top5_acc: 0.8938, loss_cls: 1.0768, loss: 1.0768, grad_norm: 5.4584 2020-08-15 03:56:59,007 - mmaction - INFO - Epoch [96][60/1253] lr: 3.000e-04, eta: 1:11:46, time: 0.618, data_time: 0.005, memory: 4833, top1_acc: 0.7451, top5_acc: 0.8977, loss_cls: 1.0473, loss: 1.0473, grad_norm: 5.3371 2020-08-15 03:57:11,458 - mmaction - INFO - Epoch [96][80/1253] lr: 3.000e-04, eta: 1:11:32, time: 0.623, data_time: 0.004, memory: 4833, top1_acc: 0.7354, top5_acc: 0.8977, loss_cls: 1.0690, loss: 1.0690, grad_norm: 5.5170 2020-08-15 03:57:24,921 - mmaction - INFO - Epoch [96][100/1253] lr: 3.000e-04, eta: 1:11:18, time: 0.673, data_time: 0.006, memory: 4833, top1_acc: 0.7341, top5_acc: 0.8964, loss_cls: 1.0798, loss: 1.0798, grad_norm: 5.4382 2020-08-15 03:57:37,308 - mmaction - INFO - Epoch [96][120/1253] lr: 3.000e-04, eta: 1:11:04, time: 0.619, data_time: 0.003, memory: 4833, top1_acc: 0.7424, top5_acc: 0.9003, loss_cls: 1.0380, loss: 1.0380, grad_norm: 5.3104 2020-08-15 03:57:50,404 - mmaction - INFO - Epoch [96][140/1253] lr: 3.000e-04, eta: 1:10:50, time: 0.652, data_time: 0.006, memory: 4833, top1_acc: 0.7453, top5_acc: 0.8953, loss_cls: 1.0571, loss: 1.0571, grad_norm: 5.4472 2020-08-15 03:58:03,992 - mmaction - INFO - Epoch [96][160/1253] lr: 3.000e-04, eta: 1:10:36, time: 0.682, data_time: 0.007, memory: 4833, top1_acc: 0.7435, top5_acc: 0.9068, loss_cls: 1.0100, loss: 1.0100, grad_norm: 5.2605 2020-08-15 03:58:16,829 - mmaction - INFO - Epoch [96][180/1253] lr: 3.000e-04, eta: 1:10:23, time: 0.640, data_time: 0.007, memory: 4833, top1_acc: 0.7469, top5_acc: 0.9060, loss_cls: 1.0265, loss: 1.0265, grad_norm: 5.4384 2020-08-15 03:58:30,223 - mmaction - INFO - Epoch [96][200/1253] lr: 3.000e-04, eta: 1:10:09, time: 0.672, data_time: 0.006, memory: 4833, top1_acc: 0.7367, top5_acc: 0.8938, loss_cls: 1.0592, loss: 1.0592, grad_norm: 5.4458 2020-08-15 03:58:43,652 - mmaction - INFO - Epoch [96][220/1253] lr: 3.000e-04, eta: 1:09:55, time: 0.670, data_time: 0.006, memory: 4833, top1_acc: 0.7378, top5_acc: 0.8964, loss_cls: 1.0624, loss: 1.0624, grad_norm: 5.4631 2020-08-15 03:58:58,008 - mmaction - INFO - Epoch [96][240/1253] lr: 3.000e-04, eta: 1:09:41, time: 0.720, data_time: 0.007, memory: 4833, top1_acc: 0.7391, top5_acc: 0.9031, loss_cls: 1.0540, loss: 1.0540, grad_norm: 5.3955 2020-08-15 03:59:11,218 - mmaction - INFO - Epoch [96][260/1253] lr: 3.000e-04, eta: 1:09:27, time: 0.657, data_time: 0.006, memory: 4833, top1_acc: 0.7318, top5_acc: 0.8971, loss_cls: 1.0656, loss: 1.0656, grad_norm: 5.4754 2020-08-15 03:59:24,992 - mmaction - INFO - Epoch [96][280/1253] lr: 3.000e-04, eta: 1:09:13, time: 0.692, data_time: 0.007, memory: 4833, top1_acc: 0.7401, top5_acc: 0.9016, loss_cls: 1.0480, loss: 1.0480, grad_norm: 5.5241 2020-08-15 03:59:38,491 - mmaction - INFO - Epoch [96][300/1253] lr: 3.000e-04, eta: 1:08:59, time: 0.673, data_time: 0.006, memory: 4833, top1_acc: 0.7263, top5_acc: 0.8870, loss_cls: 1.1188, loss: 1.1188, grad_norm: 5.5798 2020-08-15 03:59:51,484 - mmaction - INFO - Epoch [96][320/1253] lr: 3.000e-04, eta: 1:08:45, time: 0.650, data_time: 0.006, memory: 4833, top1_acc: 0.7401, top5_acc: 0.8997, loss_cls: 1.0567, loss: 1.0567, grad_norm: 5.4649 2020-08-15 04:00:08,469 - mmaction - INFO - Epoch [96][340/1253] lr: 3.000e-04, eta: 1:08:32, time: 0.848, data_time: 0.008, memory: 4833, top1_acc: 0.7401, top5_acc: 0.9047, loss_cls: 1.0341, loss: 1.0341, grad_norm: 5.3805 2020-08-15 04:00:22,030 - mmaction - INFO - Epoch [96][360/1253] lr: 3.000e-04, eta: 1:08:18, time: 0.680, data_time: 0.013, memory: 4833, top1_acc: 0.7391, top5_acc: 0.8982, loss_cls: 1.0596, loss: 1.0596, grad_norm: 5.3645 2020-08-15 04:00:35,083 - mmaction - INFO - Epoch [96][380/1253] lr: 3.000e-04, eta: 1:08:04, time: 0.650, data_time: 0.006, memory: 4833, top1_acc: 0.7417, top5_acc: 0.8984, loss_cls: 1.0357, loss: 1.0357, grad_norm: 5.3711 2020-08-15 04:00:49,150 - mmaction - INFO - Epoch [96][400/1253] lr: 3.000e-04, eta: 1:07:50, time: 0.707, data_time: 0.007, memory: 4833, top1_acc: 0.7286, top5_acc: 0.8906, loss_cls: 1.0967, loss: 1.0967, grad_norm: 5.3976 2020-08-15 04:01:02,135 - mmaction - INFO - Epoch [96][420/1253] lr: 3.000e-04, eta: 1:07:36, time: 0.646, data_time: 0.005, memory: 4833, top1_acc: 0.7438, top5_acc: 0.9068, loss_cls: 1.0142, loss: 1.0142, grad_norm: 5.3826 2020-08-15 04:01:16,398 - mmaction - INFO - Epoch [96][440/1253] lr: 3.000e-04, eta: 1:07:22, time: 0.715, data_time: 0.007, memory: 4833, top1_acc: 0.7313, top5_acc: 0.8932, loss_cls: 1.0610, loss: 1.0610, grad_norm: 5.3399 2020-08-15 04:01:29,319 - mmaction - INFO - Epoch [96][460/1253] lr: 3.000e-04, eta: 1:07:08, time: 0.645, data_time: 0.007, memory: 4833, top1_acc: 0.7474, top5_acc: 0.8953, loss_cls: 1.0347, loss: 1.0347, grad_norm: 5.4138 2020-08-15 04:01:42,137 - mmaction - INFO - Epoch [96][480/1253] lr: 3.000e-04, eta: 1:06:54, time: 0.640, data_time: 0.007, memory: 4833, top1_acc: 0.7365, top5_acc: 0.8951, loss_cls: 1.0734, loss: 1.0734, grad_norm: 5.4819 2020-08-15 04:01:56,201 - mmaction - INFO - Epoch [96][500/1253] lr: 3.000e-04, eta: 1:06:40, time: 0.702, data_time: 0.010, memory: 4833, top1_acc: 0.7211, top5_acc: 0.8898, loss_cls: 1.1218, loss: 1.1218, grad_norm: 5.5509 2020-08-15 04:02:09,878 - mmaction - INFO - Epoch [96][520/1253] lr: 3.000e-04, eta: 1:06:26, time: 0.688, data_time: 0.007, memory: 4833, top1_acc: 0.7362, top5_acc: 0.8956, loss_cls: 1.0624, loss: 1.0624, grad_norm: 5.4419 2020-08-15 04:02:23,066 - mmaction - INFO - Epoch [96][540/1253] lr: 3.000e-04, eta: 1:06:13, time: 0.657, data_time: 0.006, memory: 4833, top1_acc: 0.7326, top5_acc: 0.8969, loss_cls: 1.0655, loss: 1.0655, grad_norm: 5.4171 2020-08-15 04:02:36,077 - mmaction - INFO - Epoch [96][560/1253] lr: 3.000e-04, eta: 1:05:59, time: 0.652, data_time: 0.007, memory: 4833, top1_acc: 0.7456, top5_acc: 0.8982, loss_cls: 1.0506, loss: 1.0506, grad_norm: 5.4319 2020-08-15 04:02:50,784 - mmaction - INFO - Epoch [96][580/1253] lr: 3.000e-04, eta: 1:05:45, time: 0.734, data_time: 0.007, memory: 4833, top1_acc: 0.7143, top5_acc: 0.8875, loss_cls: 1.1499, loss: 1.1499, grad_norm: 5.5926 2020-08-15 04:03:04,757 - mmaction - INFO - Epoch [96][600/1253] lr: 3.000e-04, eta: 1:05:31, time: 0.701, data_time: 0.008, memory: 4833, top1_acc: 0.7417, top5_acc: 0.8953, loss_cls: 1.0590, loss: 1.0590, grad_norm: 5.3959 2020-08-15 04:03:18,002 - mmaction - INFO - Epoch [96][620/1253] lr: 3.000e-04, eta: 1:05:17, time: 0.660, data_time: 0.005, memory: 4833, top1_acc: 0.7372, top5_acc: 0.8984, loss_cls: 1.0662, loss: 1.0662, grad_norm: 5.4293 2020-08-15 04:03:32,230 - mmaction - INFO - Epoch [96][640/1253] lr: 3.000e-04, eta: 1:05:03, time: 0.712, data_time: 0.007, memory: 4833, top1_acc: 0.7396, top5_acc: 0.9010, loss_cls: 1.0432, loss: 1.0432, grad_norm: 5.3820 2020-08-15 04:03:45,816 - mmaction - INFO - Epoch [96][660/1253] lr: 3.000e-04, eta: 1:04:49, time: 0.678, data_time: 0.007, memory: 4833, top1_acc: 0.7362, top5_acc: 0.8922, loss_cls: 1.0841, loss: 1.0841, grad_norm: 5.3626 2020-08-15 04:03:59,412 - mmaction - INFO - Epoch [96][680/1253] lr: 3.000e-04, eta: 1:04:35, time: 0.682, data_time: 0.008, memory: 4833, top1_acc: 0.7359, top5_acc: 0.8893, loss_cls: 1.0978, loss: 1.0978, grad_norm: 5.4225 2020-08-15 04:04:13,137 - mmaction - INFO - Epoch [96][700/1253] lr: 3.000e-04, eta: 1:04:21, time: 0.683, data_time: 0.007, memory: 4833, top1_acc: 0.7328, top5_acc: 0.9065, loss_cls: 1.0442, loss: 1.0442, grad_norm: 5.3271 2020-08-15 04:04:26,405 - mmaction - INFO - Epoch [96][720/1253] lr: 3.000e-04, eta: 1:04:08, time: 0.667, data_time: 0.007, memory: 4833, top1_acc: 0.7435, top5_acc: 0.8984, loss_cls: 1.0476, loss: 1.0476, grad_norm: 5.4008 2020-08-15 04:04:40,128 - mmaction - INFO - Epoch [96][740/1253] lr: 3.000e-04, eta: 1:03:54, time: 0.685, data_time: 0.007, memory: 4833, top1_acc: 0.7435, top5_acc: 0.9000, loss_cls: 1.0242, loss: 1.0242, grad_norm: 5.2566 2020-08-15 04:04:54,107 - mmaction - INFO - Epoch [96][760/1253] lr: 3.000e-04, eta: 1:03:40, time: 0.701, data_time: 0.006, memory: 4833, top1_acc: 0.7224, top5_acc: 0.8914, loss_cls: 1.0992, loss: 1.0992, grad_norm: 5.5906 2020-08-15 04:05:07,454 - mmaction - INFO - Epoch [96][780/1253] lr: 3.000e-04, eta: 1:03:26, time: 0.664, data_time: 0.006, memory: 4833, top1_acc: 0.7404, top5_acc: 0.9003, loss_cls: 1.0382, loss: 1.0382, grad_norm: 5.3777 2020-08-15 04:05:21,956 - mmaction - INFO - Epoch [96][800/1253] lr: 3.000e-04, eta: 1:03:12, time: 0.728, data_time: 0.007, memory: 4833, top1_acc: 0.7409, top5_acc: 0.8974, loss_cls: 1.0529, loss: 1.0529, grad_norm: 5.2840 2020-08-15 04:05:34,308 - mmaction - INFO - Epoch [96][820/1253] lr: 3.000e-04, eta: 1:02:58, time: 0.614, data_time: 0.006, memory: 4833, top1_acc: 0.7352, top5_acc: 0.8870, loss_cls: 1.0851, loss: 1.0851, grad_norm: 5.4550 2020-08-15 04:05:47,708 - mmaction - INFO - Epoch [96][840/1253] lr: 3.000e-04, eta: 1:02:44, time: 0.672, data_time: 0.008, memory: 4833, top1_acc: 0.7372, top5_acc: 0.9018, loss_cls: 1.0598, loss: 1.0598, grad_norm: 5.5186 2020-08-15 04:06:01,481 - mmaction - INFO - Epoch [96][860/1253] lr: 3.000e-04, eta: 1:02:30, time: 0.688, data_time: 0.007, memory: 4833, top1_acc: 0.7375, top5_acc: 0.8945, loss_cls: 1.0528, loss: 1.0528, grad_norm: 5.3604 2020-08-15 04:06:14,004 - mmaction - INFO - Epoch [96][880/1253] lr: 3.000e-04, eta: 1:02:16, time: 0.627, data_time: 0.005, memory: 4833, top1_acc: 0.7385, top5_acc: 0.9000, loss_cls: 1.0325, loss: 1.0325, grad_norm: 5.4646 2020-08-15 04:06:27,564 - mmaction - INFO - Epoch [96][900/1253] lr: 3.000e-04, eta: 1:02:02, time: 0.679, data_time: 0.007, memory: 4833, top1_acc: 0.7333, top5_acc: 0.9023, loss_cls: 1.0550, loss: 1.0550, grad_norm: 5.5526 2020-08-15 04:06:41,809 - mmaction - INFO - Epoch [96][920/1253] lr: 3.000e-04, eta: 1:01:49, time: 0.713, data_time: 0.004, memory: 4833, top1_acc: 0.7458, top5_acc: 0.9034, loss_cls: 1.0241, loss: 1.0241, grad_norm: 5.3180 2020-08-15 04:06:54,807 - mmaction - INFO - Epoch [96][940/1253] lr: 3.000e-04, eta: 1:01:35, time: 0.648, data_time: 0.005, memory: 4833, top1_acc: 0.7406, top5_acc: 0.8917, loss_cls: 1.0532, loss: 1.0532, grad_norm: 5.4519 2020-08-15 04:07:08,238 - mmaction - INFO - Epoch [96][960/1253] lr: 3.000e-04, eta: 1:01:21, time: 0.673, data_time: 0.006, memory: 4833, top1_acc: 0.7435, top5_acc: 0.9018, loss_cls: 1.0467, loss: 1.0467, grad_norm: 5.4092 2020-08-15 04:07:20,919 - mmaction - INFO - Epoch [96][980/1253] lr: 3.000e-04, eta: 1:01:07, time: 0.632, data_time: 0.006, memory: 4833, top1_acc: 0.7482, top5_acc: 0.9052, loss_cls: 1.0151, loss: 1.0151, grad_norm: 5.3037 2020-08-15 04:07:34,104 - mmaction - INFO - Epoch [96][1000/1253] lr: 3.000e-04, eta: 1:00:53, time: 0.660, data_time: 0.007, memory: 4833, top1_acc: 0.7320, top5_acc: 0.8982, loss_cls: 1.0712, loss: 1.0712, grad_norm: 5.5413 2020-08-15 04:07:47,692 - mmaction - INFO - Epoch [96][1020/1253] lr: 3.000e-04, eta: 1:00:39, time: 0.678, data_time: 0.007, memory: 4833, top1_acc: 0.7365, top5_acc: 0.8987, loss_cls: 1.0516, loss: 1.0516, grad_norm: 5.4305 2020-08-15 04:08:00,909 - mmaction - INFO - Epoch [96][1040/1253] lr: 3.000e-04, eta: 1:00:25, time: 0.662, data_time: 0.007, memory: 4833, top1_acc: 0.7388, top5_acc: 0.8982, loss_cls: 1.0650, loss: 1.0650, grad_norm: 5.3983 2020-08-15 04:08:14,451 - mmaction - INFO - Epoch [96][1060/1253] lr: 3.000e-04, eta: 1:00:11, time: 0.678, data_time: 0.007, memory: 4833, top1_acc: 0.7453, top5_acc: 0.8932, loss_cls: 1.0813, loss: 1.0813, grad_norm: 5.4399 2020-08-15 04:08:27,595 - mmaction - INFO - Epoch [96][1080/1253] lr: 3.000e-04, eta: 0:59:57, time: 0.657, data_time: 0.004, memory: 4833, top1_acc: 0.7312, top5_acc: 0.8919, loss_cls: 1.1166, loss: 1.1166, grad_norm: 5.4586 2020-08-15 04:08:40,685 - mmaction - INFO - Epoch [96][1100/1253] lr: 3.000e-04, eta: 0:59:43, time: 0.653, data_time: 0.007, memory: 4833, top1_acc: 0.7367, top5_acc: 0.8911, loss_cls: 1.0904, loss: 1.0904, grad_norm: 5.3868 2020-08-15 04:08:54,783 - mmaction - INFO - Epoch [96][1120/1253] lr: 3.000e-04, eta: 0:59:30, time: 0.706, data_time: 0.006, memory: 4833, top1_acc: 0.7357, top5_acc: 0.9018, loss_cls: 1.0700, loss: 1.0700, grad_norm: 5.5464 2020-08-15 04:09:08,499 - mmaction - INFO - Epoch [96][1140/1253] lr: 3.000e-04, eta: 0:59:16, time: 0.684, data_time: 0.007, memory: 4833, top1_acc: 0.7206, top5_acc: 0.8917, loss_cls: 1.1233, loss: 1.1233, grad_norm: 5.6142 2020-08-15 04:09:21,038 - mmaction - INFO - Epoch [96][1160/1253] lr: 3.000e-04, eta: 0:59:02, time: 0.629, data_time: 0.007, memory: 4833, top1_acc: 0.7380, top5_acc: 0.8961, loss_cls: 1.0433, loss: 1.0433, grad_norm: 5.2983 2020-08-15 04:09:35,525 - mmaction - INFO - Epoch [96][1180/1253] lr: 3.000e-04, eta: 0:58:48, time: 0.722, data_time: 0.007, memory: 4833, top1_acc: 0.7279, top5_acc: 0.8883, loss_cls: 1.1149, loss: 1.1149, grad_norm: 5.5239 2020-08-15 04:09:49,340 - mmaction - INFO - Epoch [96][1200/1253] lr: 3.000e-04, eta: 0:58:34, time: 0.693, data_time: 0.007, memory: 4833, top1_acc: 0.7497, top5_acc: 0.9016, loss_cls: 1.0355, loss: 1.0355, grad_norm: 5.3946 2020-08-15 04:10:03,060 - mmaction - INFO - Epoch [96][1220/1253] lr: 3.000e-04, eta: 0:58:20, time: 0.685, data_time: 0.007, memory: 4833, top1_acc: 0.7318, top5_acc: 0.8919, loss_cls: 1.0776, loss: 1.0776, grad_norm: 5.5154 2020-08-15 04:10:16,313 - mmaction - INFO - Epoch [96][1240/1253] lr: 3.000e-04, eta: 0:58:06, time: 0.664, data_time: 0.004, memory: 4833, top1_acc: 0.7461, top5_acc: 0.9052, loss_cls: 1.0208, loss: 1.0208, grad_norm: 5.2826 2020-08-15 04:10:25,811 - mmaction - INFO - Saving checkpoint at 96 epochs 2020-08-15 04:10:50,798 - mmaction - INFO - Epoch [97][20/1253] lr: 3.000e-04, eta: 0:57:43, time: 1.173, data_time: 0.509, memory: 4833, top1_acc: 0.7357, top5_acc: 0.9008, loss_cls: 1.0433, loss: 1.0433, grad_norm: 5.3660 2020-08-15 04:11:03,332 - mmaction - INFO - Epoch [97][40/1253] lr: 3.000e-04, eta: 0:57:29, time: 0.628, data_time: 0.009, memory: 4833, top1_acc: 0.7508, top5_acc: 0.9039, loss_cls: 1.0130, loss: 1.0130, grad_norm: 5.2094 2020-08-15 04:11:16,162 - mmaction - INFO - Epoch [97][60/1253] lr: 3.000e-04, eta: 0:57:15, time: 0.643, data_time: 0.007, memory: 4833, top1_acc: 0.7273, top5_acc: 0.8919, loss_cls: 1.0905, loss: 1.0905, grad_norm: 5.5474 2020-08-15 04:11:30,402 - mmaction - INFO - Epoch [97][80/1253] lr: 3.000e-04, eta: 0:57:02, time: 0.712, data_time: 0.002, memory: 4833, top1_acc: 0.7424, top5_acc: 0.8992, loss_cls: 1.0367, loss: 1.0367, grad_norm: 5.3343 2020-08-15 04:11:42,826 - mmaction - INFO - Epoch [97][100/1253] lr: 3.000e-04, eta: 0:56:48, time: 0.618, data_time: 0.003, memory: 4833, top1_acc: 0.7341, top5_acc: 0.8971, loss_cls: 1.0883, loss: 1.0883, grad_norm: 5.5954 2020-08-15 04:11:57,933 - mmaction - INFO - Epoch [97][120/1253] lr: 3.000e-04, eta: 0:56:34, time: 0.758, data_time: 0.008, memory: 4833, top1_acc: 0.7299, top5_acc: 0.8922, loss_cls: 1.0966, loss: 1.0966, grad_norm: 5.5626 2020-08-15 04:12:13,040 - mmaction - INFO - Epoch [97][140/1253] lr: 3.000e-04, eta: 0:56:20, time: 0.754, data_time: 0.006, memory: 4833, top1_acc: 0.7445, top5_acc: 0.8932, loss_cls: 1.0590, loss: 1.0590, grad_norm: 5.4512 2020-08-15 04:12:26,672 - mmaction - INFO - Epoch [97][160/1253] lr: 3.000e-04, eta: 0:56:06, time: 0.685, data_time: 0.007, memory: 4833, top1_acc: 0.7299, top5_acc: 0.8995, loss_cls: 1.0540, loss: 1.0540, grad_norm: 5.3950 2020-08-15 04:12:40,873 - mmaction - INFO - Epoch [97][180/1253] lr: 3.000e-04, eta: 0:55:52, time: 0.710, data_time: 0.006, memory: 4833, top1_acc: 0.7375, top5_acc: 0.8943, loss_cls: 1.0680, loss: 1.0680, grad_norm: 5.4862 2020-08-15 04:12:55,043 - mmaction - INFO - Epoch [97][200/1253] lr: 3.000e-04, eta: 0:55:38, time: 0.708, data_time: 0.004, memory: 4833, top1_acc: 0.7411, top5_acc: 0.9042, loss_cls: 1.0469, loss: 1.0469, grad_norm: 5.4451 2020-08-15 04:13:09,327 - mmaction - INFO - Epoch [97][220/1253] lr: 3.000e-04, eta: 0:55:25, time: 0.711, data_time: 0.005, memory: 4833, top1_acc: 0.7346, top5_acc: 0.8958, loss_cls: 1.0620, loss: 1.0620, grad_norm: 5.4543 2020-08-15 04:13:22,855 - mmaction - INFO - Epoch [97][240/1253] lr: 3.000e-04, eta: 0:55:11, time: 0.679, data_time: 0.008, memory: 4833, top1_acc: 0.7383, top5_acc: 0.8956, loss_cls: 1.0788, loss: 1.0788, grad_norm: 5.5200 2020-08-15 04:13:35,974 - mmaction - INFO - Epoch [97][260/1253] lr: 3.000e-04, eta: 0:54:57, time: 0.651, data_time: 0.006, memory: 4833, top1_acc: 0.7438, top5_acc: 0.9029, loss_cls: 1.0218, loss: 1.0218, grad_norm: 5.3593 2020-08-15 04:13:49,347 - mmaction - INFO - Epoch [97][280/1253] lr: 3.000e-04, eta: 0:54:43, time: 0.673, data_time: 0.008, memory: 4833, top1_acc: 0.7307, top5_acc: 0.8878, loss_cls: 1.1087, loss: 1.1087, grad_norm: 5.5987 2020-08-15 04:14:03,065 - mmaction - INFO - Epoch [97][300/1253] lr: 3.000e-04, eta: 0:54:29, time: 0.686, data_time: 0.006, memory: 4833, top1_acc: 0.7409, top5_acc: 0.9008, loss_cls: 1.0513, loss: 1.0513, grad_norm: 5.3990 2020-08-15 04:14:17,109 - mmaction - INFO - Epoch [97][320/1253] lr: 3.000e-04, eta: 0:54:15, time: 0.702, data_time: 0.005, memory: 4833, top1_acc: 0.7302, top5_acc: 0.8982, loss_cls: 1.0691, loss: 1.0691, grad_norm: 5.6188 2020-08-15 04:14:30,960 - mmaction - INFO - Epoch [97][340/1253] lr: 3.000e-04, eta: 0:54:01, time: 0.690, data_time: 0.007, memory: 4833, top1_acc: 0.7404, top5_acc: 0.8948, loss_cls: 1.0555, loss: 1.0555, grad_norm: 5.4718 2020-08-15 04:14:45,731 - mmaction - INFO - Epoch [97][360/1253] lr: 3.000e-04, eta: 0:53:47, time: 0.742, data_time: 0.007, memory: 4833, top1_acc: 0.7284, top5_acc: 0.8914, loss_cls: 1.1020, loss: 1.1020, grad_norm: 5.5009 2020-08-15 04:15:00,022 - mmaction - INFO - Epoch [97][380/1253] lr: 3.000e-04, eta: 0:53:34, time: 0.712, data_time: 0.005, memory: 4833, top1_acc: 0.7198, top5_acc: 0.8841, loss_cls: 1.1235, loss: 1.1235, grad_norm: 5.5109 2020-08-15 04:15:13,397 - mmaction - INFO - Epoch [97][400/1253] lr: 3.000e-04, eta: 0:53:20, time: 0.671, data_time: 0.007, memory: 4833, top1_acc: 0.7307, top5_acc: 0.8984, loss_cls: 1.0772, loss: 1.0772, grad_norm: 5.5378 2020-08-15 04:15:28,751 - mmaction - INFO - Epoch [97][420/1253] lr: 3.000e-04, eta: 0:53:06, time: 0.767, data_time: 0.006, memory: 4833, top1_acc: 0.7352, top5_acc: 0.8979, loss_cls: 1.0750, loss: 1.0750, grad_norm: 5.4052 2020-08-15 04:15:42,285 - mmaction - INFO - Epoch [97][440/1253] lr: 3.000e-04, eta: 0:52:52, time: 0.678, data_time: 0.006, memory: 4833, top1_acc: 0.7359, top5_acc: 0.8953, loss_cls: 1.0560, loss: 1.0560, grad_norm: 5.4631 2020-08-15 04:15:55,960 - mmaction - INFO - Epoch [97][460/1253] lr: 3.000e-04, eta: 0:52:38, time: 0.678, data_time: 0.007, memory: 4833, top1_acc: 0.7357, top5_acc: 0.8945, loss_cls: 1.0733, loss: 1.0733, grad_norm: 5.3894 2020-08-15 04:16:09,546 - mmaction - INFO - Epoch [97][480/1253] lr: 3.000e-04, eta: 0:52:24, time: 0.686, data_time: 0.009, memory: 4833, top1_acc: 0.7409, top5_acc: 0.9052, loss_cls: 1.0206, loss: 1.0206, grad_norm: 5.3596 2020-08-15 04:16:24,349 - mmaction - INFO - Epoch [97][500/1253] lr: 3.000e-04, eta: 0:52:10, time: 0.739, data_time: 0.007, memory: 4833, top1_acc: 0.7286, top5_acc: 0.8953, loss_cls: 1.0631, loss: 1.0631, grad_norm: 5.4105 2020-08-15 04:16:38,974 - mmaction - INFO - Epoch [97][520/1253] lr: 3.000e-04, eta: 0:51:56, time: 0.732, data_time: 0.004, memory: 4833, top1_acc: 0.7432, top5_acc: 0.8893, loss_cls: 1.0818, loss: 1.0818, grad_norm: 5.4193 2020-08-15 04:16:52,878 - mmaction - INFO - Epoch [97][540/1253] lr: 3.000e-04, eta: 0:51:43, time: 0.692, data_time: 0.005, memory: 4833, top1_acc: 0.7375, top5_acc: 0.9003, loss_cls: 1.0580, loss: 1.0580, grad_norm: 5.4713 2020-08-15 04:17:05,551 - mmaction - INFO - Epoch [97][560/1253] lr: 3.000e-04, eta: 0:51:29, time: 0.635, data_time: 0.007, memory: 4833, top1_acc: 0.7339, top5_acc: 0.8911, loss_cls: 1.0771, loss: 1.0771, grad_norm: 5.4546 2020-08-15 04:17:19,767 - mmaction - INFO - Epoch [97][580/1253] lr: 3.000e-04, eta: 0:51:15, time: 0.710, data_time: 0.006, memory: 4833, top1_acc: 0.7362, top5_acc: 0.8951, loss_cls: 1.0647, loss: 1.0647, grad_norm: 5.4409 2020-08-15 04:17:33,762 - mmaction - INFO - Epoch [97][600/1253] lr: 3.000e-04, eta: 0:51:01, time: 0.701, data_time: 0.005, memory: 4833, top1_acc: 0.7383, top5_acc: 0.8901, loss_cls: 1.0758, loss: 1.0758, grad_norm: 5.4756 2020-08-15 04:17:48,908 - mmaction - INFO - Epoch [97][620/1253] lr: 3.000e-04, eta: 0:50:47, time: 0.756, data_time: 0.008, memory: 4833, top1_acc: 0.7344, top5_acc: 0.8914, loss_cls: 1.0786, loss: 1.0786, grad_norm: 5.4978 2020-08-15 04:18:01,855 - mmaction - INFO - Epoch [97][640/1253] lr: 3.000e-04, eta: 0:50:33, time: 0.649, data_time: 0.006, memory: 4833, top1_acc: 0.7388, top5_acc: 0.9026, loss_cls: 1.0690, loss: 1.0690, grad_norm: 5.4369 2020-08-15 04:18:15,739 - mmaction - INFO - Epoch [97][660/1253] lr: 3.000e-04, eta: 0:50:19, time: 0.692, data_time: 0.006, memory: 4833, top1_acc: 0.7414, top5_acc: 0.8971, loss_cls: 1.0620, loss: 1.0620, grad_norm: 5.4342 2020-08-15 04:18:30,216 - mmaction - INFO - Epoch [97][680/1253] lr: 3.000e-04, eta: 0:50:05, time: 0.726, data_time: 0.007, memory: 4833, top1_acc: 0.7466, top5_acc: 0.9008, loss_cls: 1.0227, loss: 1.0227, grad_norm: 5.3668 2020-08-15 04:18:42,981 - mmaction - INFO - Epoch [97][700/1253] lr: 3.000e-04, eta: 0:49:52, time: 0.636, data_time: 0.005, memory: 4833, top1_acc: 0.7318, top5_acc: 0.9010, loss_cls: 1.0426, loss: 1.0426, grad_norm: 5.4609 2020-08-15 04:18:56,775 - mmaction - INFO - Epoch [97][720/1253] lr: 3.000e-04, eta: 0:49:38, time: 0.691, data_time: 0.006, memory: 4833, top1_acc: 0.7422, top5_acc: 0.8974, loss_cls: 1.0373, loss: 1.0373, grad_norm: 5.3133 2020-08-15 04:19:10,821 - mmaction - INFO - Epoch [97][740/1253] lr: 3.000e-04, eta: 0:49:24, time: 0.699, data_time: 0.007, memory: 4833, top1_acc: 0.7297, top5_acc: 0.8982, loss_cls: 1.0813, loss: 1.0813, grad_norm: 5.6281 2020-08-15 04:19:25,897 - mmaction - INFO - Epoch [97][760/1253] lr: 3.000e-04, eta: 0:49:10, time: 0.758, data_time: 0.008, memory: 4833, top1_acc: 0.7422, top5_acc: 0.8979, loss_cls: 1.0714, loss: 1.0714, grad_norm: 5.4439 2020-08-15 04:19:38,409 - mmaction - INFO - Epoch [97][780/1253] lr: 3.000e-04, eta: 0:48:56, time: 0.623, data_time: 0.006, memory: 4833, top1_acc: 0.7229, top5_acc: 0.8935, loss_cls: 1.1162, loss: 1.1162, grad_norm: 5.5792 2020-08-15 04:19:52,843 - mmaction - INFO - Epoch [97][800/1253] lr: 3.000e-04, eta: 0:48:42, time: 0.724, data_time: 0.006, memory: 4833, top1_acc: 0.7302, top5_acc: 0.8919, loss_cls: 1.0846, loss: 1.0846, grad_norm: 5.4719 2020-08-15 04:20:07,219 - mmaction - INFO - Epoch [97][820/1253] lr: 3.000e-04, eta: 0:48:28, time: 0.716, data_time: 0.006, memory: 4833, top1_acc: 0.7281, top5_acc: 0.9000, loss_cls: 1.0746, loss: 1.0746, grad_norm: 5.5758 2020-08-15 04:20:20,925 - mmaction - INFO - Epoch [97][840/1253] lr: 3.000e-04, eta: 0:48:14, time: 0.688, data_time: 0.007, memory: 4833, top1_acc: 0.7414, top5_acc: 0.9044, loss_cls: 1.0498, loss: 1.0498, grad_norm: 5.4522 2020-08-15 04:20:33,508 - mmaction - INFO - Epoch [97][860/1253] lr: 3.000e-04, eta: 0:48:00, time: 0.625, data_time: 0.006, memory: 4833, top1_acc: 0.7414, top5_acc: 0.8914, loss_cls: 1.0746, loss: 1.0746, grad_norm: 5.4508 2020-08-15 04:20:46,770 - mmaction - INFO - Epoch [97][880/1253] lr: 3.000e-04, eta: 0:47:47, time: 0.666, data_time: 0.007, memory: 4833, top1_acc: 0.7346, top5_acc: 0.8909, loss_cls: 1.0765, loss: 1.0765, grad_norm: 5.3741 2020-08-15 04:21:01,741 - mmaction - INFO - Epoch [97][900/1253] lr: 3.000e-04, eta: 0:47:33, time: 0.748, data_time: 0.007, memory: 4833, top1_acc: 0.7401, top5_acc: 0.9044, loss_cls: 1.0359, loss: 1.0359, grad_norm: 5.4931 2020-08-15 04:21:14,976 - mmaction - INFO - Epoch [97][920/1253] lr: 3.000e-04, eta: 0:47:19, time: 0.662, data_time: 0.005, memory: 4833, top1_acc: 0.7357, top5_acc: 0.8938, loss_cls: 1.0769, loss: 1.0769, grad_norm: 5.4707 2020-08-15 04:21:29,299 - mmaction - INFO - Epoch [97][940/1253] lr: 3.000e-04, eta: 0:47:05, time: 0.716, data_time: 0.007, memory: 4833, top1_acc: 0.7393, top5_acc: 0.8964, loss_cls: 1.0564, loss: 1.0564, grad_norm: 5.4107 2020-08-15 04:21:42,431 - mmaction - INFO - Epoch [97][960/1253] lr: 3.000e-04, eta: 0:46:51, time: 0.657, data_time: 0.005, memory: 4833, top1_acc: 0.7521, top5_acc: 0.9049, loss_cls: 0.9821, loss: 0.9821, grad_norm: 5.2274 2020-08-15 04:21:56,699 - mmaction - INFO - Epoch [97][980/1253] lr: 3.000e-04, eta: 0:46:37, time: 0.712, data_time: 0.007, memory: 4833, top1_acc: 0.7438, top5_acc: 0.8997, loss_cls: 1.0244, loss: 1.0244, grad_norm: 5.5070 2020-08-15 04:22:10,819 - mmaction - INFO - Epoch [97][1000/1253] lr: 3.000e-04, eta: 0:46:23, time: 0.707, data_time: 0.008, memory: 4833, top1_acc: 0.7380, top5_acc: 0.9029, loss_cls: 1.0147, loss: 1.0147, grad_norm: 5.5257 2020-08-15 04:22:23,779 - mmaction - INFO - Epoch [97][1020/1253] lr: 3.000e-04, eta: 0:46:09, time: 0.646, data_time: 0.010, memory: 4833, top1_acc: 0.7370, top5_acc: 0.8914, loss_cls: 1.0657, loss: 1.0657, grad_norm: 5.4205 2020-08-15 04:22:36,479 - mmaction - INFO - Epoch [97][1040/1253] lr: 3.000e-04, eta: 0:45:56, time: 0.637, data_time: 0.007, memory: 4833, top1_acc: 0.7359, top5_acc: 0.8982, loss_cls: 1.0691, loss: 1.0691, grad_norm: 5.4343 2020-08-15 04:22:49,825 - mmaction - INFO - Epoch [97][1060/1253] lr: 3.000e-04, eta: 0:45:42, time: 0.667, data_time: 0.007, memory: 4833, top1_acc: 0.7388, top5_acc: 0.8948, loss_cls: 1.0536, loss: 1.0536, grad_norm: 5.4385 2020-08-15 04:23:03,269 - mmaction - INFO - Epoch [97][1080/1253] lr: 3.000e-04, eta: 0:45:28, time: 0.673, data_time: 0.006, memory: 4833, top1_acc: 0.7331, top5_acc: 0.8948, loss_cls: 1.0908, loss: 1.0908, grad_norm: 5.4942 2020-08-15 04:23:17,324 - mmaction - INFO - Epoch [97][1100/1253] lr: 3.000e-04, eta: 0:45:14, time: 0.700, data_time: 0.006, memory: 4833, top1_acc: 0.7432, top5_acc: 0.9026, loss_cls: 1.0240, loss: 1.0240, grad_norm: 5.3888 2020-08-15 04:23:30,297 - mmaction - INFO - Epoch [97][1120/1253] lr: 3.000e-04, eta: 0:45:00, time: 0.652, data_time: 0.007, memory: 4833, top1_acc: 0.7401, top5_acc: 0.8979, loss_cls: 1.0817, loss: 1.0817, grad_norm: 5.4743 2020-08-15 04:23:44,129 - mmaction - INFO - Epoch [97][1140/1253] lr: 3.000e-04, eta: 0:44:46, time: 0.690, data_time: 0.007, memory: 4833, top1_acc: 0.7341, top5_acc: 0.9021, loss_cls: 1.0468, loss: 1.0468, grad_norm: 5.4515 2020-08-15 04:23:58,280 - mmaction - INFO - Epoch [97][1160/1253] lr: 3.000e-04, eta: 0:44:32, time: 0.709, data_time: 0.006, memory: 4833, top1_acc: 0.7237, top5_acc: 0.8924, loss_cls: 1.0906, loss: 1.0906, grad_norm: 5.5422 2020-08-15 04:24:11,329 - mmaction - INFO - Epoch [97][1180/1253] lr: 3.000e-04, eta: 0:44:18, time: 0.649, data_time: 0.008, memory: 4833, top1_acc: 0.7461, top5_acc: 0.9049, loss_cls: 1.0132, loss: 1.0132, grad_norm: 5.4007 2020-08-15 04:24:25,721 - mmaction - INFO - Epoch [97][1200/1253] lr: 3.000e-04, eta: 0:44:04, time: 0.723, data_time: 0.007, memory: 4833, top1_acc: 0.7349, top5_acc: 0.8911, loss_cls: 1.0786, loss: 1.0786, grad_norm: 5.5140 2020-08-15 04:24:38,419 - mmaction - INFO - Epoch [97][1220/1253] lr: 3.000e-04, eta: 0:43:51, time: 0.633, data_time: 0.007, memory: 4833, top1_acc: 0.7383, top5_acc: 0.9021, loss_cls: 1.0544, loss: 1.0544, grad_norm: 5.4362 2020-08-15 04:24:52,649 - mmaction - INFO - Epoch [97][1240/1253] lr: 3.000e-04, eta: 0:43:37, time: 0.712, data_time: 0.007, memory: 4833, top1_acc: 0.7284, top5_acc: 0.8922, loss_cls: 1.0969, loss: 1.0969, grad_norm: 5.5345 2020-08-15 04:25:00,624 - mmaction - INFO - Saving checkpoint at 97 epochs 2020-08-15 04:25:23,212 - mmaction - INFO - Epoch [98][20/1253] lr: 3.000e-04, eta: 0:43:14, time: 1.050, data_time: 0.398, memory: 4833, top1_acc: 0.7346, top5_acc: 0.9000, loss_cls: 1.0686, loss: 1.0686, grad_norm: 5.4776 2020-08-15 04:25:36,370 - mmaction - INFO - Epoch [98][40/1253] lr: 3.000e-04, eta: 0:43:00, time: 0.660, data_time: 0.007, memory: 4833, top1_acc: 0.7294, top5_acc: 0.8979, loss_cls: 1.0819, loss: 1.0819, grad_norm: 5.5347 2020-08-15 04:25:49,268 - mmaction - INFO - Epoch [98][60/1253] lr: 3.000e-04, eta: 0:42:46, time: 0.645, data_time: 0.006, memory: 4833, top1_acc: 0.7414, top5_acc: 0.8990, loss_cls: 1.0441, loss: 1.0441, grad_norm: 5.4857 2020-08-15 04:26:02,401 - mmaction - INFO - Epoch [98][80/1253] lr: 3.000e-04, eta: 0:42:32, time: 0.658, data_time: 0.007, memory: 4833, top1_acc: 0.7391, top5_acc: 0.8966, loss_cls: 1.0401, loss: 1.0401, grad_norm: 5.4661 2020-08-15 04:26:16,116 - mmaction - INFO - Epoch [98][100/1253] lr: 3.000e-04, eta: 0:42:18, time: 0.685, data_time: 0.005, memory: 4833, top1_acc: 0.7401, top5_acc: 0.9010, loss_cls: 1.0406, loss: 1.0406, grad_norm: 5.5257 2020-08-15 04:26:28,960 - mmaction - INFO - Epoch [98][120/1253] lr: 3.000e-04, eta: 0:42:04, time: 0.642, data_time: 0.006, memory: 4833, top1_acc: 0.7297, top5_acc: 0.8958, loss_cls: 1.0987, loss: 1.0987, grad_norm: 5.5340 2020-08-15 04:26:43,328 - mmaction - INFO - Epoch [98][140/1253] lr: 3.000e-04, eta: 0:41:50, time: 0.720, data_time: 0.004, memory: 4833, top1_acc: 0.7362, top5_acc: 0.8971, loss_cls: 1.0419, loss: 1.0419, grad_norm: 5.3496 2020-08-15 04:26:56,606 - mmaction - INFO - Epoch [98][160/1253] lr: 3.000e-04, eta: 0:41:36, time: 0.662, data_time: 0.005, memory: 4833, top1_acc: 0.7388, top5_acc: 0.8940, loss_cls: 1.0746, loss: 1.0746, grad_norm: 5.3991 2020-08-15 04:27:10,754 - mmaction - INFO - Epoch [98][180/1253] lr: 3.000e-04, eta: 0:41:23, time: 0.708, data_time: 0.006, memory: 4833, top1_acc: 0.7409, top5_acc: 0.8992, loss_cls: 1.0398, loss: 1.0398, grad_norm: 5.3700 2020-08-15 04:27:25,766 - mmaction - INFO - Epoch [98][200/1253] lr: 3.000e-04, eta: 0:41:09, time: 0.749, data_time: 0.007, memory: 4833, top1_acc: 0.7297, top5_acc: 0.8948, loss_cls: 1.0878, loss: 1.0878, grad_norm: 5.6059 2020-08-15 04:27:39,040 - mmaction - INFO - Epoch [98][220/1253] lr: 3.000e-04, eta: 0:40:55, time: 0.663, data_time: 0.007, memory: 4833, top1_acc: 0.7336, top5_acc: 0.8930, loss_cls: 1.0707, loss: 1.0707, grad_norm: 5.4425 2020-08-15 04:27:53,179 - mmaction - INFO - Epoch [98][240/1253] lr: 3.000e-04, eta: 0:40:41, time: 0.710, data_time: 0.010, memory: 4833, top1_acc: 0.7375, top5_acc: 0.8974, loss_cls: 1.0659, loss: 1.0659, grad_norm: 5.4473 2020-08-15 04:28:05,793 - mmaction - INFO - Epoch [98][260/1253] lr: 3.000e-04, eta: 0:40:27, time: 0.632, data_time: 0.003, memory: 4833, top1_acc: 0.7312, top5_acc: 0.8911, loss_cls: 1.0923, loss: 1.0923, grad_norm: 5.5374 2020-08-15 04:28:19,998 - mmaction - INFO - Epoch [98][280/1253] lr: 3.000e-04, eta: 0:40:13, time: 0.707, data_time: 0.005, memory: 4833, top1_acc: 0.7313, top5_acc: 0.8898, loss_cls: 1.1148, loss: 1.1148, grad_norm: 5.6092 2020-08-15 04:28:34,126 - mmaction - INFO - Epoch [98][300/1253] lr: 3.000e-04, eta: 0:39:59, time: 0.708, data_time: 0.007, memory: 4833, top1_acc: 0.7352, top5_acc: 0.9021, loss_cls: 1.0393, loss: 1.0393, grad_norm: 5.4502 2020-08-15 04:28:48,055 - mmaction - INFO - Epoch [98][320/1253] lr: 3.000e-04, eta: 0:39:45, time: 0.696, data_time: 0.008, memory: 4833, top1_acc: 0.7216, top5_acc: 0.8904, loss_cls: 1.1041, loss: 1.1041, grad_norm: 5.5632 2020-08-15 04:29:02,507 - mmaction - INFO - Epoch [98][340/1253] lr: 3.000e-04, eta: 0:39:32, time: 0.723, data_time: 0.006, memory: 4833, top1_acc: 0.7320, top5_acc: 0.8971, loss_cls: 1.0645, loss: 1.0645, grad_norm: 5.3695 2020-08-15 04:29:15,576 - mmaction - INFO - Epoch [98][360/1253] lr: 3.000e-04, eta: 0:39:18, time: 0.650, data_time: 0.008, memory: 4833, top1_acc: 0.7422, top5_acc: 0.8966, loss_cls: 1.0531, loss: 1.0531, grad_norm: 5.4848 2020-08-15 04:29:28,597 - mmaction - INFO - Epoch [98][380/1253] lr: 3.000e-04, eta: 0:39:04, time: 0.654, data_time: 0.007, memory: 4833, top1_acc: 0.7388, top5_acc: 0.8984, loss_cls: 1.0417, loss: 1.0417, grad_norm: 5.3542 2020-08-15 04:29:44,140 - mmaction - INFO - Epoch [98][400/1253] lr: 3.000e-04, eta: 0:38:50, time: 0.776, data_time: 0.009, memory: 4833, top1_acc: 0.7339, top5_acc: 0.8964, loss_cls: 1.0646, loss: 1.0646, grad_norm: 5.4790 2020-08-15 04:29:57,889 - mmaction - INFO - Epoch [98][420/1253] lr: 3.000e-04, eta: 0:38:36, time: 0.689, data_time: 0.007, memory: 4833, top1_acc: 0.7255, top5_acc: 0.8969, loss_cls: 1.0845, loss: 1.0845, grad_norm: 5.4844 2020-08-15 04:30:11,413 - mmaction - INFO - Epoch [98][440/1253] lr: 3.000e-04, eta: 0:38:22, time: 0.674, data_time: 0.006, memory: 4833, top1_acc: 0.7357, top5_acc: 0.9000, loss_cls: 1.0656, loss: 1.0656, grad_norm: 5.4455 2020-08-15 04:30:24,887 - mmaction - INFO - Epoch [98][460/1253] lr: 3.000e-04, eta: 0:38:08, time: 0.677, data_time: 0.007, memory: 4833, top1_acc: 0.7383, top5_acc: 0.8984, loss_cls: 1.0585, loss: 1.0585, grad_norm: 5.4447 2020-08-15 04:30:39,014 - mmaction - INFO - Epoch [98][480/1253] lr: 3.000e-04, eta: 0:37:54, time: 0.705, data_time: 0.007, memory: 4833, top1_acc: 0.7344, top5_acc: 0.9003, loss_cls: 1.0719, loss: 1.0719, grad_norm: 5.4885 2020-08-15 04:30:52,136 - mmaction - INFO - Epoch [98][500/1253] lr: 3.000e-04, eta: 0:37:41, time: 0.655, data_time: 0.005, memory: 4833, top1_acc: 0.7419, top5_acc: 0.8956, loss_cls: 1.0481, loss: 1.0481, grad_norm: 5.4560 2020-08-15 04:31:07,550 - mmaction - INFO - Epoch [98][520/1253] lr: 3.000e-04, eta: 0:37:27, time: 0.772, data_time: 0.007, memory: 4833, top1_acc: 0.7328, top5_acc: 0.8951, loss_cls: 1.0720, loss: 1.0720, grad_norm: 5.5107 2020-08-15 04:31:21,796 - mmaction - INFO - Epoch [98][540/1253] lr: 3.000e-04, eta: 0:37:13, time: 0.710, data_time: 0.007, memory: 4833, top1_acc: 0.7362, top5_acc: 0.8974, loss_cls: 1.0695, loss: 1.0695, grad_norm: 5.4801 2020-08-15 04:31:35,440 - mmaction - INFO - Epoch [98][560/1253] lr: 3.000e-04, eta: 0:36:59, time: 0.684, data_time: 0.008, memory: 4833, top1_acc: 0.7323, top5_acc: 0.8940, loss_cls: 1.0891, loss: 1.0891, grad_norm: 5.4983 2020-08-15 04:31:48,914 - mmaction - INFO - Epoch [98][580/1253] lr: 3.000e-04, eta: 0:36:45, time: 0.673, data_time: 0.007, memory: 4833, top1_acc: 0.7427, top5_acc: 0.9044, loss_cls: 1.0119, loss: 1.0119, grad_norm: 5.3647 2020-08-15 04:32:02,522 - mmaction - INFO - Epoch [98][600/1253] lr: 3.000e-04, eta: 0:36:31, time: 0.682, data_time: 0.006, memory: 4833, top1_acc: 0.7372, top5_acc: 0.8977, loss_cls: 1.0573, loss: 1.0573, grad_norm: 5.4877 2020-08-15 04:32:15,966 - mmaction - INFO - Epoch [98][620/1253] lr: 3.000e-04, eta: 0:36:17, time: 0.673, data_time: 0.010, memory: 4833, top1_acc: 0.7331, top5_acc: 0.8990, loss_cls: 1.0764, loss: 1.0764, grad_norm: 5.5727 2020-08-15 04:32:29,585 - mmaction - INFO - Epoch [98][640/1253] lr: 3.000e-04, eta: 0:36:03, time: 0.680, data_time: 0.004, memory: 4833, top1_acc: 0.7432, top5_acc: 0.9055, loss_cls: 1.0139, loss: 1.0139, grad_norm: 5.4055 2020-08-15 04:32:44,045 - mmaction - INFO - Epoch [98][660/1253] lr: 3.000e-04, eta: 0:35:50, time: 0.724, data_time: 0.003, memory: 4833, top1_acc: 0.7279, top5_acc: 0.8870, loss_cls: 1.1144, loss: 1.1144, grad_norm: 5.5322 2020-08-15 04:32:57,128 - mmaction - INFO - Epoch [98][680/1253] lr: 3.000e-04, eta: 0:35:36, time: 0.652, data_time: 0.006, memory: 4833, top1_acc: 0.7365, top5_acc: 0.8982, loss_cls: 1.0680, loss: 1.0680, grad_norm: 5.4761 2020-08-15 04:33:11,028 - mmaction - INFO - Epoch [98][700/1253] lr: 3.000e-04, eta: 0:35:22, time: 0.697, data_time: 0.007, memory: 4833, top1_acc: 0.7362, top5_acc: 0.8995, loss_cls: 1.0422, loss: 1.0422, grad_norm: 5.3413 2020-08-15 04:33:27,053 - mmaction - INFO - Epoch [98][720/1253] lr: 3.000e-04, eta: 0:35:08, time: 0.798, data_time: 0.006, memory: 4833, top1_acc: 0.7331, top5_acc: 0.8958, loss_cls: 1.0781, loss: 1.0781, grad_norm: 5.5291 2020-08-15 04:33:39,493 - mmaction - INFO - Epoch [98][740/1253] lr: 3.000e-04, eta: 0:34:54, time: 0.623, data_time: 0.008, memory: 4833, top1_acc: 0.7323, top5_acc: 0.9003, loss_cls: 1.0573, loss: 1.0573, grad_norm: 5.4547 2020-08-15 04:33:52,605 - mmaction - INFO - Epoch [98][760/1253] lr: 3.000e-04, eta: 0:34:40, time: 0.656, data_time: 0.008, memory: 4833, top1_acc: 0.7299, top5_acc: 0.8914, loss_cls: 1.0871, loss: 1.0871, grad_norm: 5.5678 2020-08-15 04:34:06,147 - mmaction - INFO - Epoch [98][780/1253] lr: 3.000e-04, eta: 0:34:26, time: 0.677, data_time: 0.009, memory: 4833, top1_acc: 0.7305, top5_acc: 0.8924, loss_cls: 1.0868, loss: 1.0868, grad_norm: 5.4085 2020-08-15 04:34:20,322 - mmaction - INFO - Epoch [98][800/1253] lr: 3.000e-04, eta: 0:34:12, time: 0.706, data_time: 0.008, memory: 4833, top1_acc: 0.7339, top5_acc: 0.8997, loss_cls: 1.0646, loss: 1.0646, grad_norm: 5.4690 2020-08-15 04:34:32,645 - mmaction - INFO - Epoch [98][820/1253] lr: 3.000e-04, eta: 0:33:59, time: 0.619, data_time: 0.008, memory: 4833, top1_acc: 0.7370, top5_acc: 0.8964, loss_cls: 1.0484, loss: 1.0484, grad_norm: 5.3815 2020-08-15 04:34:47,607 - mmaction - INFO - Epoch [98][840/1253] lr: 3.000e-04, eta: 0:33:45, time: 0.749, data_time: 0.008, memory: 4833, top1_acc: 0.7250, top5_acc: 0.8849, loss_cls: 1.1271, loss: 1.1271, grad_norm: 5.6602 2020-08-15 04:35:01,086 - mmaction - INFO - Epoch [98][860/1253] lr: 3.000e-04, eta: 0:33:31, time: 0.673, data_time: 0.008, memory: 4833, top1_acc: 0.7391, top5_acc: 0.8911, loss_cls: 1.0734, loss: 1.0734, grad_norm: 5.5309 2020-08-15 04:35:14,501 - mmaction - INFO - Epoch [98][880/1253] lr: 3.000e-04, eta: 0:33:17, time: 0.670, data_time: 0.008, memory: 4833, top1_acc: 0.7380, top5_acc: 0.8966, loss_cls: 1.0479, loss: 1.0479, grad_norm: 5.4653 2020-08-15 04:35:28,676 - mmaction - INFO - Epoch [98][900/1253] lr: 3.000e-04, eta: 0:33:03, time: 0.711, data_time: 0.010, memory: 4833, top1_acc: 0.7320, top5_acc: 0.8872, loss_cls: 1.0900, loss: 1.0900, grad_norm: 5.4186 2020-08-15 04:35:42,465 - mmaction - INFO - Epoch [98][920/1253] lr: 3.000e-04, eta: 0:32:49, time: 0.688, data_time: 0.008, memory: 4833, top1_acc: 0.7357, top5_acc: 0.9008, loss_cls: 1.0510, loss: 1.0510, grad_norm: 5.5044 2020-08-15 04:35:54,862 - mmaction - INFO - Epoch [98][940/1253] lr: 3.000e-04, eta: 0:32:35, time: 0.621, data_time: 0.006, memory: 4833, top1_acc: 0.7438, top5_acc: 0.9016, loss_cls: 1.0365, loss: 1.0365, grad_norm: 5.4856 2020-08-15 04:36:09,329 - mmaction - INFO - Epoch [98][960/1253] lr: 3.000e-04, eta: 0:32:21, time: 0.722, data_time: 0.007, memory: 4833, top1_acc: 0.7318, top5_acc: 0.8909, loss_cls: 1.1045, loss: 1.1045, grad_norm: 5.6010 2020-08-15 04:36:22,497 - mmaction - INFO - Epoch [98][980/1253] lr: 3.000e-04, eta: 0:32:07, time: 0.660, data_time: 0.007, memory: 4833, top1_acc: 0.7393, top5_acc: 0.8940, loss_cls: 1.0716, loss: 1.0716, grad_norm: 5.4628 2020-08-15 04:36:37,064 - mmaction - INFO - Epoch [98][1000/1253] lr: 3.000e-04, eta: 0:31:54, time: 0.728, data_time: 0.007, memory: 4833, top1_acc: 0.7190, top5_acc: 0.8901, loss_cls: 1.1130, loss: 1.1130, grad_norm: 5.5807 2020-08-15 04:36:49,550 - mmaction - INFO - Epoch [98][1020/1253] lr: 3.000e-04, eta: 0:31:40, time: 0.625, data_time: 0.004, memory: 4833, top1_acc: 0.7339, top5_acc: 0.8979, loss_cls: 1.0685, loss: 1.0685, grad_norm: 5.5542 2020-08-15 04:37:03,100 - mmaction - INFO - Epoch [98][1040/1253] lr: 3.000e-04, eta: 0:31:26, time: 0.678, data_time: 0.007, memory: 4833, top1_acc: 0.7271, top5_acc: 0.8896, loss_cls: 1.0852, loss: 1.0852, grad_norm: 5.4510 2020-08-15 04:37:16,751 - mmaction - INFO - Epoch [98][1060/1253] lr: 3.000e-04, eta: 0:31:12, time: 0.682, data_time: 0.004, memory: 4833, top1_acc: 0.7479, top5_acc: 0.9005, loss_cls: 1.0355, loss: 1.0355, grad_norm: 5.3185 2020-08-15 04:37:31,872 - mmaction - INFO - Epoch [98][1080/1253] lr: 3.000e-04, eta: 0:30:58, time: 0.751, data_time: 0.006, memory: 4833, top1_acc: 0.7396, top5_acc: 0.8987, loss_cls: 1.0353, loss: 1.0353, grad_norm: 5.4569 2020-08-15 04:37:44,835 - mmaction - INFO - Epoch [98][1100/1253] lr: 3.000e-04, eta: 0:30:44, time: 0.652, data_time: 0.008, memory: 4833, top1_acc: 0.7466, top5_acc: 0.9034, loss_cls: 1.0340, loss: 1.0340, grad_norm: 5.5206 2020-08-15 04:37:57,934 - mmaction - INFO - Epoch [98][1120/1253] lr: 3.000e-04, eta: 0:30:30, time: 0.653, data_time: 0.006, memory: 4833, top1_acc: 0.7201, top5_acc: 0.8943, loss_cls: 1.0949, loss: 1.0949, grad_norm: 5.5556 2020-08-15 04:38:11,858 - mmaction - INFO - Epoch [98][1140/1253] lr: 3.000e-04, eta: 0:30:16, time: 0.698, data_time: 0.007, memory: 4833, top1_acc: 0.7284, top5_acc: 0.8971, loss_cls: 1.0846, loss: 1.0846, grad_norm: 5.5682 2020-08-15 04:38:26,592 - mmaction - INFO - Epoch [98][1160/1253] lr: 3.000e-04, eta: 0:30:03, time: 0.738, data_time: 0.007, memory: 4833, top1_acc: 0.7380, top5_acc: 0.8979, loss_cls: 1.0523, loss: 1.0523, grad_norm: 5.5006 2020-08-15 04:38:39,515 - mmaction - INFO - Epoch [98][1180/1253] lr: 3.000e-04, eta: 0:29:49, time: 0.644, data_time: 0.002, memory: 4833, top1_acc: 0.7417, top5_acc: 0.8987, loss_cls: 1.0429, loss: 1.0429, grad_norm: 5.4939 2020-08-15 04:38:53,574 - mmaction - INFO - Epoch [98][1200/1253] lr: 3.000e-04, eta: 0:29:35, time: 0.704, data_time: 0.007, memory: 4833, top1_acc: 0.7341, top5_acc: 0.8969, loss_cls: 1.0684, loss: 1.0684, grad_norm: 5.5546 2020-08-15 04:39:07,999 - mmaction - INFO - Epoch [98][1220/1253] lr: 3.000e-04, eta: 0:29:21, time: 0.720, data_time: 0.009, memory: 4833, top1_acc: 0.7393, top5_acc: 0.8995, loss_cls: 1.0501, loss: 1.0501, grad_norm: 5.5258 2020-08-15 04:39:22,179 - mmaction - INFO - Epoch [98][1240/1253] lr: 3.000e-04, eta: 0:29:07, time: 0.709, data_time: 0.007, memory: 4833, top1_acc: 0.7404, top5_acc: 0.9008, loss_cls: 1.0492, loss: 1.0492, grad_norm: 5.4348 2020-08-15 04:39:30,348 - mmaction - INFO - Saving checkpoint at 98 epochs 2020-08-15 04:39:52,517 - mmaction - INFO - Epoch [99][20/1253] lr: 3.000e-04, eta: 0:28:44, time: 1.011, data_time: 0.379, memory: 4833, top1_acc: 0.7313, top5_acc: 0.8951, loss_cls: 1.0775, loss: 1.0775, grad_norm: 5.5072 2020-08-15 04:40:04,926 - mmaction - INFO - Epoch [99][40/1253] lr: 3.000e-04, eta: 0:28:30, time: 0.623, data_time: 0.007, memory: 4833, top1_acc: 0.7469, top5_acc: 0.8971, loss_cls: 1.0496, loss: 1.0496, grad_norm: 5.5232 2020-08-15 04:40:17,893 - mmaction - INFO - Epoch [99][60/1253] lr: 3.000e-04, eta: 0:28:16, time: 0.646, data_time: 0.007, memory: 4833, top1_acc: 0.7305, top5_acc: 0.8971, loss_cls: 1.0756, loss: 1.0756, grad_norm: 5.5492 2020-08-15 04:40:31,248 - mmaction - INFO - Epoch [99][80/1253] lr: 3.000e-04, eta: 0:28:02, time: 0.669, data_time: 0.007, memory: 4833, top1_acc: 0.7411, top5_acc: 0.9031, loss_cls: 1.0405, loss: 1.0405, grad_norm: 5.4806 2020-08-15 04:40:46,148 - mmaction - INFO - Epoch [99][100/1253] lr: 3.000e-04, eta: 0:27:49, time: 0.746, data_time: 0.007, memory: 4833, top1_acc: 0.7336, top5_acc: 0.8956, loss_cls: 1.0658, loss: 1.0658, grad_norm: 5.5304 2020-08-15 04:41:00,292 - mmaction - INFO - Epoch [99][120/1253] lr: 3.000e-04, eta: 0:27:35, time: 0.707, data_time: 0.002, memory: 4833, top1_acc: 0.7445, top5_acc: 0.8969, loss_cls: 1.0471, loss: 1.0471, grad_norm: 5.4396 2020-08-15 04:41:12,746 - mmaction - INFO - Epoch [99][140/1253] lr: 3.000e-04, eta: 0:27:21, time: 0.618, data_time: 0.005, memory: 4833, top1_acc: 0.7294, top5_acc: 0.8914, loss_cls: 1.0988, loss: 1.0988, grad_norm: 5.5707 2020-08-15 04:41:25,396 - mmaction - INFO - Epoch [99][160/1253] lr: 3.000e-04, eta: 0:27:07, time: 0.636, data_time: 0.007, memory: 4833, top1_acc: 0.7318, top5_acc: 0.8982, loss_cls: 1.0795, loss: 1.0795, grad_norm: 5.6110 2020-08-15 04:41:38,865 - mmaction - INFO - Epoch [99][180/1253] lr: 3.000e-04, eta: 0:26:53, time: 0.674, data_time: 0.003, memory: 4833, top1_acc: 0.7388, top5_acc: 0.8979, loss_cls: 1.0568, loss: 1.0568, grad_norm: 5.4276 2020-08-15 04:41:51,612 - mmaction - INFO - Epoch [99][200/1253] lr: 3.000e-04, eta: 0:26:39, time: 0.632, data_time: 0.007, memory: 4833, top1_acc: 0.7409, top5_acc: 0.9000, loss_cls: 1.0337, loss: 1.0337, grad_norm: 5.4835 2020-08-15 04:42:05,955 - mmaction - INFO - Epoch [99][220/1253] lr: 3.000e-04, eta: 0:26:25, time: 0.722, data_time: 0.007, memory: 4833, top1_acc: 0.7255, top5_acc: 0.8885, loss_cls: 1.1014, loss: 1.1014, grad_norm: 5.4565 2020-08-15 04:42:19,458 - mmaction - INFO - Epoch [99][240/1253] lr: 3.000e-04, eta: 0:26:11, time: 0.672, data_time: 0.005, memory: 4833, top1_acc: 0.7422, top5_acc: 0.8990, loss_cls: 1.0321, loss: 1.0321, grad_norm: 5.3869 2020-08-15 04:42:33,789 - mmaction - INFO - Epoch [99][260/1253] lr: 3.000e-04, eta: 0:25:58, time: 0.718, data_time: 0.007, memory: 4833, top1_acc: 0.7297, top5_acc: 0.8935, loss_cls: 1.0626, loss: 1.0626, grad_norm: 5.4466 2020-08-15 04:42:48,146 - mmaction - INFO - Epoch [99][280/1253] lr: 3.000e-04, eta: 0:25:44, time: 0.715, data_time: 0.007, memory: 4833, top1_acc: 0.7406, top5_acc: 0.8953, loss_cls: 1.0595, loss: 1.0595, grad_norm: 5.5580 2020-08-15 04:43:01,788 - mmaction - INFO - Epoch [99][300/1253] lr: 3.000e-04, eta: 0:25:30, time: 0.687, data_time: 0.007, memory: 4833, top1_acc: 0.7378, top5_acc: 0.8958, loss_cls: 1.0659, loss: 1.0659, grad_norm: 5.6659 2020-08-15 04:43:15,315 - mmaction - INFO - Epoch [99][320/1253] lr: 3.000e-04, eta: 0:25:16, time: 0.674, data_time: 0.005, memory: 4833, top1_acc: 0.7263, top5_acc: 0.8966, loss_cls: 1.0816, loss: 1.0816, grad_norm: 5.6275 2020-08-15 04:43:28,081 - mmaction - INFO - Epoch [99][340/1253] lr: 3.000e-04, eta: 0:25:02, time: 0.640, data_time: 0.007, memory: 4833, top1_acc: 0.7273, top5_acc: 0.8904, loss_cls: 1.0874, loss: 1.0874, grad_norm: 5.5972 2020-08-15 04:43:41,298 - mmaction - INFO - Epoch [99][360/1253] lr: 3.000e-04, eta: 0:24:48, time: 0.659, data_time: 0.006, memory: 4833, top1_acc: 0.7357, top5_acc: 0.8904, loss_cls: 1.0809, loss: 1.0809, grad_norm: 5.5119 2020-08-15 04:43:54,300 - mmaction - INFO - Epoch [99][380/1253] lr: 3.000e-04, eta: 0:24:34, time: 0.652, data_time: 0.006, memory: 4833, top1_acc: 0.7352, top5_acc: 0.8935, loss_cls: 1.0632, loss: 1.0632, grad_norm: 5.4794 2020-08-15 04:44:08,761 - mmaction - INFO - Epoch [99][400/1253] lr: 3.000e-04, eta: 0:24:20, time: 0.724, data_time: 0.006, memory: 4833, top1_acc: 0.7438, top5_acc: 0.9060, loss_cls: 1.0396, loss: 1.0396, grad_norm: 5.4464 2020-08-15 04:44:22,829 - mmaction - INFO - Epoch [99][420/1253] lr: 3.000e-04, eta: 0:24:07, time: 0.699, data_time: 0.005, memory: 4833, top1_acc: 0.7344, top5_acc: 0.9086, loss_cls: 1.0523, loss: 1.0523, grad_norm: 5.5228 2020-08-15 04:44:36,830 - mmaction - INFO - Epoch [99][440/1253] lr: 3.000e-04, eta: 0:23:53, time: 0.703, data_time: 0.008, memory: 4833, top1_acc: 0.7401, top5_acc: 0.9039, loss_cls: 1.0601, loss: 1.0601, grad_norm: 5.5022 2020-08-15 04:44:51,299 - mmaction - INFO - Epoch [99][460/1253] lr: 3.000e-04, eta: 0:23:39, time: 0.721, data_time: 0.008, memory: 4833, top1_acc: 0.7357, top5_acc: 0.8992, loss_cls: 1.0583, loss: 1.0583, grad_norm: 5.5377 2020-08-15 04:45:05,389 - mmaction - INFO - Epoch [99][480/1253] lr: 3.000e-04, eta: 0:23:25, time: 0.706, data_time: 0.007, memory: 4833, top1_acc: 0.7432, top5_acc: 0.8984, loss_cls: 1.0673, loss: 1.0673, grad_norm: 5.5061 2020-08-15 04:45:20,084 - mmaction - INFO - Epoch [99][500/1253] lr: 3.000e-04, eta: 0:23:11, time: 0.737, data_time: 0.005, memory: 4833, top1_acc: 0.7406, top5_acc: 0.8974, loss_cls: 1.0610, loss: 1.0610, grad_norm: 5.4273 2020-08-15 04:45:33,370 - mmaction - INFO - Epoch [99][520/1253] lr: 3.000e-04, eta: 0:22:57, time: 0.664, data_time: 0.006, memory: 4833, top1_acc: 0.7401, top5_acc: 0.9003, loss_cls: 1.0431, loss: 1.0431, grad_norm: 5.4135 2020-08-15 04:45:46,013 - mmaction - INFO - Epoch [99][540/1253] lr: 3.000e-04, eta: 0:22:43, time: 0.633, data_time: 0.008, memory: 4833, top1_acc: 0.7383, top5_acc: 0.8997, loss_cls: 1.0568, loss: 1.0568, grad_norm: 5.3856 2020-08-15 04:45:59,033 - mmaction - INFO - Epoch [99][560/1253] lr: 3.000e-04, eta: 0:22:29, time: 0.649, data_time: 0.002, memory: 4833, top1_acc: 0.7378, top5_acc: 0.9003, loss_cls: 1.0473, loss: 1.0473, grad_norm: 5.3952 2020-08-15 04:46:13,219 - mmaction - INFO - Epoch [99][580/1253] lr: 3.000e-04, eta: 0:22:16, time: 0.706, data_time: 0.007, memory: 4833, top1_acc: 0.7372, top5_acc: 0.9003, loss_cls: 1.0346, loss: 1.0346, grad_norm: 5.4316 2020-08-15 04:46:25,718 - mmaction - INFO - Epoch [99][600/1253] lr: 3.000e-04, eta: 0:22:02, time: 0.627, data_time: 0.007, memory: 4833, top1_acc: 0.7396, top5_acc: 0.9013, loss_cls: 1.0414, loss: 1.0414, grad_norm: 5.4091 2020-08-15 04:46:38,411 - mmaction - INFO - Epoch [99][620/1253] lr: 3.000e-04, eta: 0:21:48, time: 0.636, data_time: 0.009, memory: 4833, top1_acc: 0.7359, top5_acc: 0.8875, loss_cls: 1.0805, loss: 1.0805, grad_norm: 5.5677 2020-08-15 04:46:51,663 - mmaction - INFO - Epoch [99][640/1253] lr: 3.000e-04, eta: 0:21:34, time: 0.663, data_time: 0.006, memory: 4833, top1_acc: 0.7352, top5_acc: 0.8945, loss_cls: 1.0532, loss: 1.0532, grad_norm: 5.4790 2020-08-15 04:47:05,424 - mmaction - INFO - Epoch [99][660/1253] lr: 3.000e-04, eta: 0:21:20, time: 0.686, data_time: 0.009, memory: 4833, top1_acc: 0.7352, top5_acc: 0.8990, loss_cls: 1.0756, loss: 1.0756, grad_norm: 5.4963 2020-08-15 04:47:19,702 - mmaction - INFO - Epoch [99][680/1253] lr: 3.000e-04, eta: 0:21:06, time: 0.716, data_time: 0.007, memory: 4833, top1_acc: 0.7534, top5_acc: 0.9117, loss_cls: 0.9903, loss: 0.9903, grad_norm: 5.4679 2020-08-15 04:47:33,395 - mmaction - INFO - Epoch [99][700/1253] lr: 3.000e-04, eta: 0:20:52, time: 0.684, data_time: 0.007, memory: 4833, top1_acc: 0.7448, top5_acc: 0.9000, loss_cls: 1.0318, loss: 1.0318, grad_norm: 5.4330 2020-08-15 04:47:46,892 - mmaction - INFO - Epoch [99][720/1253] lr: 3.000e-04, eta: 0:20:38, time: 0.676, data_time: 0.007, memory: 4833, top1_acc: 0.7352, top5_acc: 0.8979, loss_cls: 1.0741, loss: 1.0741, grad_norm: 5.5032 2020-08-15 04:47:59,411 - mmaction - INFO - Epoch [99][740/1253] lr: 3.000e-04, eta: 0:20:24, time: 0.626, data_time: 0.003, memory: 4833, top1_acc: 0.7398, top5_acc: 0.9005, loss_cls: 1.0521, loss: 1.0521, grad_norm: 5.4258 2020-08-15 04:48:13,881 - mmaction - INFO - Epoch [99][760/1253] lr: 3.000e-04, eta: 0:20:11, time: 0.723, data_time: 0.006, memory: 4833, top1_acc: 0.7357, top5_acc: 0.9052, loss_cls: 1.0503, loss: 1.0503, grad_norm: 5.4256 2020-08-15 04:48:26,717 - mmaction - INFO - Epoch [99][780/1253] lr: 3.000e-04, eta: 0:19:57, time: 0.640, data_time: 0.005, memory: 4833, top1_acc: 0.7435, top5_acc: 0.9013, loss_cls: 1.0374, loss: 1.0374, grad_norm: 5.5133 2020-08-15 04:48:40,573 - mmaction - INFO - Epoch [99][800/1253] lr: 3.000e-04, eta: 0:19:43, time: 0.694, data_time: 0.008, memory: 4833, top1_acc: 0.7263, top5_acc: 0.8901, loss_cls: 1.0909, loss: 1.0909, grad_norm: 5.6600 2020-08-15 04:48:54,151 - mmaction - INFO - Epoch [99][820/1253] lr: 3.000e-04, eta: 0:19:29, time: 0.680, data_time: 0.009, memory: 4833, top1_acc: 0.7396, top5_acc: 0.9016, loss_cls: 1.0293, loss: 1.0293, grad_norm: 5.5917 2020-08-15 04:49:07,116 - mmaction - INFO - Epoch [99][840/1253] lr: 3.000e-04, eta: 0:19:15, time: 0.647, data_time: 0.004, memory: 4833, top1_acc: 0.7375, top5_acc: 0.9068, loss_cls: 1.0431, loss: 1.0431, grad_norm: 5.4735 2020-08-15 04:49:19,557 - mmaction - INFO - Epoch [99][860/1253] lr: 3.000e-04, eta: 0:19:01, time: 0.621, data_time: 0.007, memory: 4833, top1_acc: 0.7380, top5_acc: 0.8987, loss_cls: 1.0623, loss: 1.0623, grad_norm: 5.4074 2020-08-15 04:49:33,639 - mmaction - INFO - Epoch [99][880/1253] lr: 3.000e-04, eta: 0:18:47, time: 0.705, data_time: 0.006, memory: 4833, top1_acc: 0.7302, top5_acc: 0.8945, loss_cls: 1.0943, loss: 1.0943, grad_norm: 5.5704 2020-08-15 04:49:47,008 - mmaction - INFO - Epoch [99][900/1253] lr: 3.000e-04, eta: 0:18:33, time: 0.666, data_time: 0.008, memory: 4833, top1_acc: 0.7477, top5_acc: 0.8935, loss_cls: 1.0310, loss: 1.0310, grad_norm: 5.5114 2020-08-15 04:50:00,919 - mmaction - INFO - Epoch [99][920/1253] lr: 3.000e-04, eta: 0:18:20, time: 0.698, data_time: 0.007, memory: 4833, top1_acc: 0.7419, top5_acc: 0.9016, loss_cls: 1.0432, loss: 1.0432, grad_norm: 5.4480 2020-08-15 04:50:14,750 - mmaction - INFO - Epoch [99][940/1253] lr: 3.000e-04, eta: 0:18:06, time: 0.691, data_time: 0.008, memory: 4833, top1_acc: 0.7271, top5_acc: 0.8997, loss_cls: 1.0824, loss: 1.0824, grad_norm: 5.6301 2020-08-15 04:50:28,083 - mmaction - INFO - Epoch [99][960/1253] lr: 3.000e-04, eta: 0:17:52, time: 0.667, data_time: 0.007, memory: 4833, top1_acc: 0.7398, top5_acc: 0.8914, loss_cls: 1.0503, loss: 1.0503, grad_norm: 5.4760 2020-08-15 04:50:41,473 - mmaction - INFO - Epoch [99][980/1253] lr: 3.000e-04, eta: 0:17:38, time: 0.667, data_time: 0.007, memory: 4833, top1_acc: 0.7266, top5_acc: 0.8909, loss_cls: 1.0955, loss: 1.0955, grad_norm: 5.5906 2020-08-15 04:50:55,895 - mmaction - INFO - Epoch [99][1000/1253] lr: 3.000e-04, eta: 0:17:24, time: 0.723, data_time: 0.007, memory: 4833, top1_acc: 0.7245, top5_acc: 0.8849, loss_cls: 1.1255, loss: 1.1255, grad_norm: 5.6685 2020-08-15 04:51:09,768 - mmaction - INFO - Epoch [99][1020/1253] lr: 3.000e-04, eta: 0:17:10, time: 0.693, data_time: 0.009, memory: 4833, top1_acc: 0.7424, top5_acc: 0.8904, loss_cls: 1.0639, loss: 1.0639, grad_norm: 5.4954 2020-08-15 04:51:23,775 - mmaction - INFO - Epoch [99][1040/1253] lr: 3.000e-04, eta: 0:16:56, time: 0.703, data_time: 0.007, memory: 4833, top1_acc: 0.7312, top5_acc: 0.8961, loss_cls: 1.0778, loss: 1.0778, grad_norm: 5.4737 2020-08-15 04:51:36,748 - mmaction - INFO - Epoch [99][1060/1253] lr: 3.000e-04, eta: 0:16:42, time: 0.649, data_time: 0.006, memory: 4833, top1_acc: 0.7461, top5_acc: 0.9094, loss_cls: 0.9955, loss: 0.9955, grad_norm: 5.4100 2020-08-15 04:51:51,548 - mmaction - INFO - Epoch [99][1080/1253] lr: 3.000e-04, eta: 0:16:29, time: 0.741, data_time: 0.005, memory: 4833, top1_acc: 0.7411, top5_acc: 0.8977, loss_cls: 1.0489, loss: 1.0489, grad_norm: 5.4924 2020-08-15 04:52:04,197 - mmaction - INFO - Epoch [99][1100/1253] lr: 3.000e-04, eta: 0:16:15, time: 0.627, data_time: 0.007, memory: 4833, top1_acc: 0.7443, top5_acc: 0.9031, loss_cls: 1.0317, loss: 1.0317, grad_norm: 5.4596 2020-08-15 04:52:17,449 - mmaction - INFO - Epoch [99][1120/1253] lr: 3.000e-04, eta: 0:16:01, time: 0.667, data_time: 0.007, memory: 4833, top1_acc: 0.7471, top5_acc: 0.9031, loss_cls: 1.0287, loss: 1.0287, grad_norm: 5.4605 2020-08-15 04:52:31,609 - mmaction - INFO - Epoch [99][1140/1253] lr: 3.000e-04, eta: 0:15:47, time: 0.706, data_time: 0.007, memory: 4833, top1_acc: 0.7323, top5_acc: 0.9000, loss_cls: 1.0736, loss: 1.0736, grad_norm: 5.4939 2020-08-15 04:52:44,986 - mmaction - INFO - Epoch [99][1160/1253] lr: 3.000e-04, eta: 0:15:33, time: 0.668, data_time: 0.007, memory: 4833, top1_acc: 0.7292, top5_acc: 0.8961, loss_cls: 1.0620, loss: 1.0620, grad_norm: 5.5840 2020-08-15 04:52:58,262 - mmaction - INFO - Epoch [99][1180/1253] lr: 3.000e-04, eta: 0:15:19, time: 0.665, data_time: 0.009, memory: 4833, top1_acc: 0.7354, top5_acc: 0.8932, loss_cls: 1.0764, loss: 1.0764, grad_norm: 5.5685 2020-08-15 04:53:11,707 - mmaction - INFO - Epoch [99][1200/1253] lr: 3.000e-04, eta: 0:15:05, time: 0.672, data_time: 0.007, memory: 4833, top1_acc: 0.7271, top5_acc: 0.8911, loss_cls: 1.1001, loss: 1.1001, grad_norm: 5.6075 2020-08-15 04:53:26,909 - mmaction - INFO - Epoch [99][1220/1253] lr: 3.000e-04, eta: 0:14:51, time: 0.759, data_time: 0.008, memory: 4833, top1_acc: 0.7385, top5_acc: 0.8997, loss_cls: 1.0389, loss: 1.0389, grad_norm: 5.5354 2020-08-15 04:53:40,328 - mmaction - INFO - Epoch [99][1240/1253] lr: 3.000e-04, eta: 0:14:38, time: 0.673, data_time: 0.008, memory: 4833, top1_acc: 0.7339, top5_acc: 0.8995, loss_cls: 1.0675, loss: 1.0675, grad_norm: 5.5253 2020-08-15 04:53:48,840 - mmaction - INFO - Saving checkpoint at 99 epochs 2020-08-15 04:54:11,322 - mmaction - INFO - Epoch [100][20/1253] lr: 3.000e-04, eta: 0:14:15, time: 1.039, data_time: 0.422, memory: 4833, top1_acc: 0.7331, top5_acc: 0.8977, loss_cls: 1.0811, loss: 1.0811, grad_norm: 5.5565 2020-08-15 04:54:25,230 - mmaction - INFO - Epoch [100][40/1253] lr: 3.000e-04, eta: 0:14:01, time: 0.699, data_time: 0.007, memory: 4833, top1_acc: 0.7490, top5_acc: 0.8990, loss_cls: 1.0292, loss: 1.0292, grad_norm: 5.3564 2020-08-15 04:54:37,752 - mmaction - INFO - Epoch [100][60/1253] lr: 3.000e-04, eta: 0:13:47, time: 0.623, data_time: 0.005, memory: 4833, top1_acc: 0.7281, top5_acc: 0.8940, loss_cls: 1.0968, loss: 1.0968, grad_norm: 5.5347 2020-08-15 04:54:50,691 - mmaction - INFO - Epoch [100][80/1253] lr: 3.000e-04, eta: 0:13:33, time: 0.648, data_time: 0.007, memory: 4833, top1_acc: 0.7424, top5_acc: 0.8987, loss_cls: 1.0373, loss: 1.0373, grad_norm: 5.5299 2020-08-15 04:55:04,411 - mmaction - INFO - Epoch [100][100/1253] lr: 3.000e-04, eta: 0:13:19, time: 0.686, data_time: 0.007, memory: 4833, top1_acc: 0.7380, top5_acc: 0.8893, loss_cls: 1.0802, loss: 1.0802, grad_norm: 5.5008 2020-08-15 04:55:18,778 - mmaction - INFO - Epoch [100][120/1253] lr: 3.000e-04, eta: 0:13:05, time: 0.718, data_time: 0.004, memory: 4833, top1_acc: 0.7503, top5_acc: 0.9076, loss_cls: 1.0107, loss: 1.0107, grad_norm: 5.3535 2020-08-15 04:55:31,837 - mmaction - INFO - Epoch [100][140/1253] lr: 3.000e-04, eta: 0:12:51, time: 0.650, data_time: 0.007, memory: 4833, top1_acc: 0.7526, top5_acc: 0.9065, loss_cls: 0.9913, loss: 0.9913, grad_norm: 5.3476 2020-08-15 04:55:44,767 - mmaction - INFO - Epoch [100][160/1253] lr: 3.000e-04, eta: 0:12:38, time: 0.650, data_time: 0.008, memory: 4833, top1_acc: 0.7385, top5_acc: 0.8958, loss_cls: 1.0633, loss: 1.0633, grad_norm: 5.4769 2020-08-15 04:55:58,374 - mmaction - INFO - Epoch [100][180/1253] lr: 3.000e-04, eta: 0:12:24, time: 0.677, data_time: 0.008, memory: 4833, top1_acc: 0.7349, top5_acc: 0.8990, loss_cls: 1.0552, loss: 1.0552, grad_norm: 5.5206 2020-08-15 04:56:11,861 - mmaction - INFO - Epoch [100][200/1253] lr: 3.000e-04, eta: 0:12:10, time: 0.674, data_time: 0.008, memory: 4833, top1_acc: 0.7299, top5_acc: 0.8917, loss_cls: 1.0984, loss: 1.0984, grad_norm: 5.5811 2020-08-15 04:56:25,715 - mmaction - INFO - Epoch [100][220/1253] lr: 3.000e-04, eta: 0:11:56, time: 0.697, data_time: 0.009, memory: 4833, top1_acc: 0.7362, top5_acc: 0.9018, loss_cls: 1.0401, loss: 1.0401, grad_norm: 5.4894 2020-08-15 04:56:39,929 - mmaction - INFO - Epoch [100][240/1253] lr: 3.000e-04, eta: 0:11:42, time: 0.707, data_time: 0.007, memory: 4833, top1_acc: 0.7383, top5_acc: 0.8979, loss_cls: 1.0457, loss: 1.0457, grad_norm: 5.5172 2020-08-15 04:56:54,177 - mmaction - INFO - Epoch [100][260/1253] lr: 3.000e-04, eta: 0:11:28, time: 0.715, data_time: 0.006, memory: 4833, top1_acc: 0.7318, top5_acc: 0.9031, loss_cls: 1.0613, loss: 1.0613, grad_norm: 5.4432 2020-08-15 04:57:08,128 - mmaction - INFO - Epoch [100][280/1253] lr: 3.000e-04, eta: 0:11:14, time: 0.696, data_time: 0.009, memory: 4833, top1_acc: 0.7273, top5_acc: 0.8935, loss_cls: 1.1123, loss: 1.1123, grad_norm: 5.5510 2020-08-15 04:57:22,947 - mmaction - INFO - Epoch [100][300/1253] lr: 3.000e-04, eta: 0:11:00, time: 0.743, data_time: 0.007, memory: 4833, top1_acc: 0.7398, top5_acc: 0.9042, loss_cls: 1.0395, loss: 1.0395, grad_norm: 5.4779 2020-08-15 04:57:35,775 - mmaction - INFO - Epoch [100][320/1253] lr: 3.000e-04, eta: 0:10:47, time: 0.639, data_time: 0.009, memory: 4833, top1_acc: 0.7378, top5_acc: 0.8904, loss_cls: 1.0882, loss: 1.0882, grad_norm: 5.5368 2020-08-15 04:57:51,337 - mmaction - INFO - Epoch [100][340/1253] lr: 3.000e-04, eta: 0:10:33, time: 0.780, data_time: 0.008, memory: 4833, top1_acc: 0.7273, top5_acc: 0.8953, loss_cls: 1.1013, loss: 1.1013, grad_norm: 5.6222 2020-08-15 04:58:04,548 - mmaction - INFO - Epoch [100][360/1253] lr: 3.000e-04, eta: 0:10:19, time: 0.660, data_time: 0.007, memory: 4833, top1_acc: 0.7398, top5_acc: 0.8992, loss_cls: 1.0443, loss: 1.0443, grad_norm: 5.3814 2020-08-15 04:58:19,084 - mmaction - INFO - Epoch [100][380/1253] lr: 3.000e-04, eta: 0:10:05, time: 0.728, data_time: 0.004, memory: 4833, top1_acc: 0.7378, top5_acc: 0.8971, loss_cls: 1.0448, loss: 1.0448, grad_norm: 5.3982 2020-08-15 04:58:32,156 - mmaction - INFO - Epoch [100][400/1253] lr: 3.000e-04, eta: 0:09:51, time: 0.652, data_time: 0.002, memory: 4833, top1_acc: 0.7435, top5_acc: 0.8948, loss_cls: 1.0589, loss: 1.0589, grad_norm: 5.4192 2020-08-15 04:58:46,567 - mmaction - INFO - Epoch [100][420/1253] lr: 3.000e-04, eta: 0:09:37, time: 0.719, data_time: 0.007, memory: 4833, top1_acc: 0.7380, top5_acc: 0.8943, loss_cls: 1.0838, loss: 1.0838, grad_norm: 5.6329 2020-08-15 04:59:01,125 - mmaction - INFO - Epoch [100][440/1253] lr: 3.000e-04, eta: 0:09:23, time: 0.731, data_time: 0.006, memory: 4833, top1_acc: 0.7458, top5_acc: 0.8995, loss_cls: 1.0441, loss: 1.0441, grad_norm: 5.4043 2020-08-15 04:59:15,498 - mmaction - INFO - Epoch [100][460/1253] lr: 3.000e-04, eta: 0:09:09, time: 0.716, data_time: 0.007, memory: 4833, top1_acc: 0.7339, top5_acc: 0.8951, loss_cls: 1.0770, loss: 1.0770, grad_norm: 5.5569 2020-08-15 04:59:28,053 - mmaction - INFO - Epoch [100][480/1253] lr: 3.000e-04, eta: 0:08:56, time: 0.629, data_time: 0.007, memory: 4833, top1_acc: 0.7352, top5_acc: 0.8997, loss_cls: 1.0642, loss: 1.0642, grad_norm: 5.5574 2020-08-15 04:59:42,054 - mmaction - INFO - Epoch [100][500/1253] lr: 3.000e-04, eta: 0:08:42, time: 0.700, data_time: 0.007, memory: 4833, top1_acc: 0.7385, top5_acc: 0.8945, loss_cls: 1.0509, loss: 1.0509, grad_norm: 5.3834 2020-08-15 04:59:56,497 - mmaction - INFO - Epoch [100][520/1253] lr: 3.000e-04, eta: 0:08:28, time: 0.722, data_time: 0.005, memory: 4833, top1_acc: 0.7260, top5_acc: 0.8930, loss_cls: 1.1168, loss: 1.1168, grad_norm: 5.7045 2020-08-15 05:00:13,805 - mmaction - INFO - Epoch [100][540/1253] lr: 3.000e-04, eta: 0:08:14, time: 0.859, data_time: 0.008, memory: 4833, top1_acc: 0.7302, top5_acc: 0.8951, loss_cls: 1.0648, loss: 1.0648, grad_norm: 5.5154 2020-08-15 05:00:26,880 - mmaction - INFO - Epoch [100][560/1253] lr: 3.000e-04, eta: 0:08:00, time: 0.659, data_time: 0.014, memory: 4833, top1_acc: 0.7326, top5_acc: 0.8909, loss_cls: 1.0989, loss: 1.0989, grad_norm: 5.5488 2020-08-15 05:00:40,145 - mmaction - INFO - Epoch [100][580/1253] lr: 3.000e-04, eta: 0:07:46, time: 0.662, data_time: 0.007, memory: 4833, top1_acc: 0.7406, top5_acc: 0.8974, loss_cls: 1.0456, loss: 1.0456, grad_norm: 5.4506 2020-08-15 05:00:54,425 - mmaction - INFO - Epoch [100][600/1253] lr: 3.000e-04, eta: 0:07:32, time: 0.716, data_time: 0.007, memory: 4833, top1_acc: 0.7289, top5_acc: 0.9021, loss_cls: 1.0828, loss: 1.0828, grad_norm: 5.6128 2020-08-15 05:01:07,289 - mmaction - INFO - Epoch [100][620/1253] lr: 3.000e-04, eta: 0:07:19, time: 0.643, data_time: 0.007, memory: 4833, top1_acc: 0.7292, top5_acc: 0.8964, loss_cls: 1.0910, loss: 1.0910, grad_norm: 5.5551 2020-08-15 05:01:20,640 - mmaction - INFO - Epoch [100][640/1253] lr: 3.000e-04, eta: 0:07:05, time: 0.668, data_time: 0.006, memory: 4833, top1_acc: 0.7453, top5_acc: 0.8992, loss_cls: 1.0373, loss: 1.0373, grad_norm: 5.4436 2020-08-15 05:01:35,080 - mmaction - INFO - Epoch [100][660/1253] lr: 3.000e-04, eta: 0:06:51, time: 0.721, data_time: 0.007, memory: 4833, top1_acc: 0.7268, top5_acc: 0.8961, loss_cls: 1.0859, loss: 1.0859, grad_norm: 5.7299 2020-08-15 05:01:49,137 - mmaction - INFO - Epoch [100][680/1253] lr: 3.000e-04, eta: 0:06:37, time: 0.705, data_time: 0.006, memory: 4833, top1_acc: 0.7388, top5_acc: 0.8969, loss_cls: 1.0413, loss: 1.0413, grad_norm: 5.4608 2020-08-15 05:02:02,758 - mmaction - INFO - Epoch [100][700/1253] lr: 3.000e-04, eta: 0:06:23, time: 0.678, data_time: 0.007, memory: 4833, top1_acc: 0.7326, top5_acc: 0.9036, loss_cls: 1.0398, loss: 1.0398, grad_norm: 5.6123 2020-08-15 05:02:17,489 - mmaction - INFO - Epoch [100][720/1253] lr: 3.000e-04, eta: 0:06:09, time: 0.739, data_time: 0.007, memory: 4833, top1_acc: 0.7320, top5_acc: 0.8888, loss_cls: 1.0828, loss: 1.0828, grad_norm: 5.5397 2020-08-15 05:02:30,823 - mmaction - INFO - Epoch [100][740/1253] lr: 3.000e-04, eta: 0:05:55, time: 0.666, data_time: 0.003, memory: 4833, top1_acc: 0.7320, top5_acc: 0.8922, loss_cls: 1.1003, loss: 1.1003, grad_norm: 5.5849 2020-08-15 05:02:44,379 - mmaction - INFO - Epoch [100][760/1253] lr: 3.000e-04, eta: 0:05:41, time: 0.674, data_time: 0.007, memory: 4833, top1_acc: 0.7359, top5_acc: 0.8990, loss_cls: 1.0683, loss: 1.0683, grad_norm: 5.6273 2020-08-15 05:02:57,687 - mmaction - INFO - Epoch [100][780/1253] lr: 3.000e-04, eta: 0:05:28, time: 0.670, data_time: 0.008, memory: 4833, top1_acc: 0.7268, top5_acc: 0.8964, loss_cls: 1.0786, loss: 1.0786, grad_norm: 5.6367 2020-08-15 05:03:12,094 - mmaction - INFO - Epoch [100][800/1253] lr: 3.000e-04, eta: 0:05:14, time: 0.716, data_time: 0.005, memory: 4833, top1_acc: 0.7341, top5_acc: 0.8948, loss_cls: 1.1036, loss: 1.1036, grad_norm: 5.5223 2020-08-15 05:03:27,181 - mmaction - INFO - Epoch [100][820/1253] lr: 3.000e-04, eta: 0:05:00, time: 0.758, data_time: 0.007, memory: 4833, top1_acc: 0.7320, top5_acc: 0.8956, loss_cls: 1.0785, loss: 1.0785, grad_norm: 5.5192 2020-08-15 05:03:40,823 - mmaction - INFO - Epoch [100][840/1253] lr: 3.000e-04, eta: 0:04:46, time: 0.680, data_time: 0.009, memory: 4833, top1_acc: 0.7490, top5_acc: 0.9003, loss_cls: 1.0323, loss: 1.0323, grad_norm: 5.4315 2020-08-15 05:03:54,537 - mmaction - INFO - Epoch [100][860/1253] lr: 3.000e-04, eta: 0:04:32, time: 0.687, data_time: 0.007, memory: 4833, top1_acc: 0.7404, top5_acc: 0.8927, loss_cls: 1.0620, loss: 1.0620, grad_norm: 5.3978 2020-08-15 05:04:09,128 - mmaction - INFO - Epoch [100][880/1253] lr: 3.000e-04, eta: 0:04:18, time: 0.729, data_time: 0.007, memory: 4833, top1_acc: 0.7331, top5_acc: 0.8964, loss_cls: 1.0681, loss: 1.0681, grad_norm: 5.4581 2020-08-15 05:04:22,581 - mmaction - INFO - Epoch [100][900/1253] lr: 3.000e-04, eta: 0:04:04, time: 0.671, data_time: 0.008, memory: 4833, top1_acc: 0.7391, top5_acc: 0.8948, loss_cls: 1.0533, loss: 1.0533, grad_norm: 5.5001 2020-08-15 05:04:35,847 - mmaction - INFO - Epoch [100][920/1253] lr: 3.000e-04, eta: 0:03:50, time: 0.665, data_time: 0.008, memory: 4833, top1_acc: 0.7411, top5_acc: 0.8979, loss_cls: 1.0522, loss: 1.0522, grad_norm: 5.5459 2020-08-15 05:04:50,376 - mmaction - INFO - Epoch [100][940/1253] lr: 3.000e-04, eta: 0:03:37, time: 0.727, data_time: 0.007, memory: 4833, top1_acc: 0.7310, top5_acc: 0.8948, loss_cls: 1.0622, loss: 1.0622, grad_norm: 5.5899 2020-08-15 05:05:03,896 - mmaction - INFO - Epoch [100][960/1253] lr: 3.000e-04, eta: 0:03:23, time: 0.676, data_time: 0.008, memory: 4833, top1_acc: 0.7346, top5_acc: 0.8922, loss_cls: 1.0908, loss: 1.0908, grad_norm: 5.5250 2020-08-15 05:05:17,355 - mmaction - INFO - Epoch [100][980/1253] lr: 3.000e-04, eta: 0:03:09, time: 0.673, data_time: 0.003, memory: 4833, top1_acc: 0.7370, top5_acc: 0.8974, loss_cls: 1.0521, loss: 1.0521, grad_norm: 5.4907 2020-08-15 05:05:31,330 - mmaction - INFO - Epoch [100][1000/1253] lr: 3.000e-04, eta: 0:02:55, time: 0.699, data_time: 0.007, memory: 4833, top1_acc: 0.7354, top5_acc: 0.8990, loss_cls: 1.0594, loss: 1.0594, grad_norm: 5.5574 2020-08-15 05:05:44,787 - mmaction - INFO - Epoch [100][1020/1253] lr: 3.000e-04, eta: 0:02:41, time: 0.672, data_time: 0.004, memory: 4833, top1_acc: 0.7354, top5_acc: 0.9010, loss_cls: 1.0585, loss: 1.0585, grad_norm: 5.5471 2020-08-15 05:05:58,345 - mmaction - INFO - Epoch [100][1040/1253] lr: 3.000e-04, eta: 0:02:27, time: 0.676, data_time: 0.010, memory: 4833, top1_acc: 0.7221, top5_acc: 0.8945, loss_cls: 1.0975, loss: 1.0975, grad_norm: 5.6789 2020-08-15 05:06:11,399 - mmaction - INFO - Epoch [100][1060/1253] lr: 3.000e-04, eta: 0:02:13, time: 0.656, data_time: 0.007, memory: 4833, top1_acc: 0.7458, top5_acc: 0.8961, loss_cls: 1.0476, loss: 1.0476, grad_norm: 5.4997 2020-08-15 05:06:24,668 - mmaction - INFO - Epoch [100][1080/1253] lr: 3.000e-04, eta: 0:01:59, time: 0.661, data_time: 0.006, memory: 4833, top1_acc: 0.7398, top5_acc: 0.8953, loss_cls: 1.0722, loss: 1.0722, grad_norm: 5.5549 2020-08-15 05:06:39,064 - mmaction - INFO - Epoch [100][1100/1253] lr: 3.000e-04, eta: 0:01:46, time: 0.723, data_time: 0.007, memory: 4833, top1_acc: 0.7255, top5_acc: 0.8927, loss_cls: 1.0976, loss: 1.0976, grad_norm: 5.6532 2020-08-15 05:06:52,329 - mmaction - INFO - Epoch [100][1120/1253] lr: 3.000e-04, eta: 0:01:32, time: 0.661, data_time: 0.005, memory: 4833, top1_acc: 0.7279, top5_acc: 0.8932, loss_cls: 1.1004, loss: 1.1004, grad_norm: 5.4737 2020-08-15 05:07:07,124 - mmaction - INFO - Epoch [100][1140/1253] lr: 3.000e-04, eta: 0:01:18, time: 0.742, data_time: 0.007, memory: 4833, top1_acc: 0.7440, top5_acc: 0.9023, loss_cls: 1.0314, loss: 1.0314, grad_norm: 5.4720 2020-08-15 05:07:20,136 - mmaction - INFO - Epoch [100][1160/1253] lr: 3.000e-04, eta: 0:01:04, time: 0.648, data_time: 0.005, memory: 4833, top1_acc: 0.7305, top5_acc: 0.8906, loss_cls: 1.0819, loss: 1.0819, grad_norm: 5.5507 2020-08-15 05:07:33,555 - mmaction - INFO - Epoch [100][1180/1253] lr: 3.000e-04, eta: 0:00:50, time: 0.673, data_time: 0.007, memory: 4833, top1_acc: 0.7438, top5_acc: 0.8969, loss_cls: 1.0418, loss: 1.0418, grad_norm: 5.5283 2020-08-15 05:07:46,700 - mmaction - INFO - Epoch [100][1200/1253] lr: 3.000e-04, eta: 0:00:36, time: 0.657, data_time: 0.007, memory: 4833, top1_acc: 0.7404, top5_acc: 0.8990, loss_cls: 1.0600, loss: 1.0600, grad_norm: 5.5433 2020-08-15 05:08:00,466 - mmaction - INFO - Epoch [100][1220/1253] lr: 3.000e-04, eta: 0:00:22, time: 0.687, data_time: 0.005, memory: 4833, top1_acc: 0.7440, top5_acc: 0.8992, loss_cls: 1.0466, loss: 1.0466, grad_norm: 5.5099 2020-08-15 05:08:13,820 - mmaction - INFO - Epoch [100][1240/1253] lr: 3.000e-04, eta: 0:00:09, time: 0.667, data_time: 0.010, memory: 4833, top1_acc: 0.7341, top5_acc: 0.9055, loss_cls: 1.0487, loss: 1.0487, grad_norm: 5.5477 2020-08-15 05:08:22,125 - mmaction - INFO - Saving checkpoint at 100 epochs