2020-08-13 03:49:10,633 - 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 ------------------------------------------------------------ 2020-08-13 03:49:10,633 - mmaction - INFO - Distributed training: True 2020-08-13 03:49:10,634 - mmaction - INFO - Config: /mnt/lustre/linjintao/mmaction2/slurm_configs/recognition/i3d/i3d_nl_gaussian_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='gaussian')), 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)] 2020-08-13 03:49:13,120 - mmaction - INFO - load model from: torchvision://resnet50 2020-08-13 03:49:27,286 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.1.non_local_block.g.0 2020-08-13 03:49:27,293 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.1.non_local_block.g.0 2020-08-13 03:49:27,293 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.1.non_local_block.conv_out 2020-08-13 03:49:27,293 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.1.non_local_block.bn_out 2020-08-13 03:49:27,817 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.3.non_local_block.g.0 2020-08-13 03:49:27,817 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.3.non_local_block.g.0 2020-08-13 03:49:27,818 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.3.non_local_block.conv_out 2020-08-13 03:49:27,818 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer2.3.non_local_block.bn_out 2020-08-13 03:49:28,393 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.1.non_local_block.g.0 2020-08-13 03:49:28,393 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.1.non_local_block.g.0 2020-08-13 03:49:28,394 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.1.non_local_block.conv_out 2020-08-13 03:49:28,394 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.1.non_local_block.bn_out 2020-08-13 03:49:28,898 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.3.non_local_block.g.0 2020-08-13 03:49:28,915 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.3.non_local_block.g.0 2020-08-13 03:49:28,915 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.3.non_local_block.conv_out 2020-08-13 03:49:28,916 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.3.non_local_block.bn_out 2020-08-13 03:49:29,413 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.5.non_local_block.g.0 2020-08-13 03:49:29,422 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.5.non_local_block.g.0 2020-08-13 03:49:29,422 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.5.non_local_block.conv_out 2020-08-13 03:49:29,422 - mmaction - WARNING - Module not exist in the state_dict_r2d: layer3.5.non_local_block.bn_out 2020-08-13 03:49:30,349 - mmaction - INFO - These parameters in the 2d checkpoint are not loaded: {'fc.weight', 'fc.bias'} 2020-08-13 03:49:33,555 - mmaction - INFO - Start running, host: linjintao@SH-IDC1-10-5-30-36, work_dir: /mnt/lustre/linjintao/mmaction2/workdir/i3d_nl_gaussian_r50_fast_256p_32x2x1_100e_kinetics400_rgb 2020-08-13 03:49:33,555 - mmaction - INFO - workflow: [('train', 1)], max: 100 epochs 2020-08-13 04:01:53,557 - mmaction - INFO - Epoch [1][20/1253] lr: 3.000e-02, eta: 53 days, 14:59:04, time: 36.982, data_time: 0.593, memory: 4944, top1_acc: 0.0073, top5_acc: 0.0292, loss_cls: 6.0030, loss: 6.0030, grad_norm: 3.1049 2020-08-13 04:02:06,446 - mmaction - INFO - Epoch [1][40/1253] lr: 3.000e-02, eta: 27 days, 6:51:23, time: 0.659, data_time: 0.041, memory: 4944, top1_acc: 0.0146, top5_acc: 0.0563, loss_cls: 5.8214, loss: 5.8214, grad_norm: 3.0514 2020-08-13 04:02:18,899 - mmaction - INFO - Epoch [1][60/1253] lr: 3.000e-02, eta: 18 days, 11:41:19, time: 0.620, data_time: 0.008, memory: 4944, top1_acc: 0.0315, top5_acc: 0.0987, loss_cls: 5.5526, loss: 5.5526, grad_norm: 3.1105 2020-08-13 04:02:31,504 - mmaction - INFO - Epoch [1][80/1253] lr: 3.000e-02, eta: 14 days, 2:12:39, time: 0.632, data_time: 0.007, memory: 4944, top1_acc: 0.0406, top5_acc: 0.1346, loss_cls: 5.3043, loss: 5.3043, grad_norm: 3.2588 2020-08-13 04:02:44,237 - mmaction - INFO - Epoch [1][100/1253] lr: 3.000e-02, eta: 11 days, 10:56:05, time: 0.634, data_time: 0.007, memory: 4944, top1_acc: 0.0492, top5_acc: 0.1703, loss_cls: 5.1067, loss: 5.1067, grad_norm: 3.4198 2020-08-13 04:02:56,684 - mmaction - INFO - Epoch [1][120/1253] lr: 3.000e-02, eta: 9 days, 16:42:07, time: 0.626, data_time: 0.007, memory: 4944, top1_acc: 0.0589, top5_acc: 0.1807, loss_cls: 5.0410, loss: 5.0410, grad_norm: 3.4853 2020-08-13 04:03:09,858 - mmaction - INFO - Epoch [1][140/1253] lr: 3.000e-02, eta: 8 days, 10:41:14, time: 0.656, data_time: 0.007, memory: 4944, top1_acc: 0.0724, top5_acc: 0.2117, loss_cls: 4.9137, loss: 4.9137, grad_norm: 3.5452 2020-08-13 04:03:22,912 - mmaction - INFO - Epoch [1][160/1253] lr: 3.000e-02, eta: 7 days, 12:10:16, time: 0.655, data_time: 0.006, memory: 4944, top1_acc: 0.0880, top5_acc: 0.2487, loss_cls: 4.7476, loss: 4.7476, grad_norm: 3.6773 2020-08-13 04:03:36,070 - mmaction - INFO - Epoch [1][180/1253] lr: 3.000e-02, eta: 6 days, 18:39:35, time: 0.656, data_time: 0.006, memory: 4944, top1_acc: 0.0859, top5_acc: 0.2406, loss_cls: 4.7477, loss: 4.7477, grad_norm: 3.7595 2020-08-13 04:03:49,132 - mmaction - INFO - Epoch [1][200/1253] lr: 3.000e-02, eta: 6 days, 4:38:25, time: 0.653, data_time: 0.006, memory: 4944, top1_acc: 0.1021, top5_acc: 0.2591, loss_cls: 4.6636, loss: 4.6636, grad_norm: 3.7217 2020-08-13 04:04:03,143 - mmaction - INFO - Epoch [1][220/1253] lr: 3.000e-02, eta: 5 days, 17:19:05, time: 0.700, data_time: 0.010, memory: 4944, top1_acc: 0.0922, top5_acc: 0.2604, loss_cls: 4.6188, loss: 4.6188, grad_norm: 3.7858 2020-08-13 04:04:16,255 - mmaction - INFO - Epoch [1][240/1253] lr: 3.000e-02, eta: 5 days, 7:45:18, time: 0.656, data_time: 0.006, memory: 4944, top1_acc: 0.1034, top5_acc: 0.2740, loss_cls: 4.5852, loss: 4.5852, grad_norm: 3.8313 2020-08-13 04:04:30,081 - mmaction - INFO - Epoch [1][260/1253] lr: 3.000e-02, eta: 4 days, 23:45:06, time: 0.690, data_time: 0.007, memory: 4944, top1_acc: 0.1133, top5_acc: 0.2815, loss_cls: 4.5187, loss: 4.5187, grad_norm: 3.8067 2020-08-13 04:04:43,756 - mmaction - INFO - Epoch [1][280/1253] lr: 3.000e-02, eta: 4 days, 16:52:39, time: 0.684, data_time: 0.008, memory: 4944, top1_acc: 0.1284, top5_acc: 0.3029, loss_cls: 4.4689, loss: 4.4689, grad_norm: 3.7706 2020-08-13 04:04:57,661 - mmaction - INFO - Epoch [1][300/1253] lr: 3.000e-02, eta: 4 days, 10:56:50, time: 0.696, data_time: 0.008, memory: 4944, top1_acc: 0.1271, top5_acc: 0.3156, loss_cls: 4.3991, loss: 4.3991, grad_norm: 3.7886 2020-08-13 04:05:11,854 - mmaction - INFO - Epoch [1][320/1253] lr: 3.000e-02, eta: 4 days, 5:46:50, time: 0.707, data_time: 0.004, memory: 4944, top1_acc: 0.1237, top5_acc: 0.3180, loss_cls: 4.3949, loss: 4.3949, grad_norm: 3.8284 2020-08-13 04:05:26,970 - mmaction - INFO - Epoch [1][340/1253] lr: 3.000e-02, eta: 4 days, 1:19:22, time: 0.757, data_time: 0.010, memory: 4944, top1_acc: 0.1281, top5_acc: 0.3219, loss_cls: 4.3839, loss: 4.3839, grad_norm: 3.8405 2020-08-13 04:05:41,706 - mmaction - INFO - Epoch [1][360/1253] lr: 3.000e-02, eta: 3 days, 21:19:36, time: 0.739, data_time: 0.007, memory: 4944, top1_acc: 0.1367, top5_acc: 0.3190, loss_cls: 4.3289, loss: 4.3289, grad_norm: 3.7406 2020-08-13 04:05:55,090 - mmaction - INFO - Epoch [1][380/1253] lr: 3.000e-02, eta: 3 days, 17:37:11, time: 0.668, data_time: 0.008, memory: 4944, top1_acc: 0.1388, top5_acc: 0.3391, loss_cls: 4.2764, loss: 4.2764, grad_norm: 3.7840 2020-08-13 04:06:08,849 - mmaction - INFO - Epoch [1][400/1253] lr: 3.000e-02, eta: 3 days, 14:19:22, time: 0.690, data_time: 0.008, memory: 4944, top1_acc: 0.1315, top5_acc: 0.3341, loss_cls: 4.3089, loss: 4.3089, grad_norm: 3.7914 2020-08-13 04:06:24,021 - mmaction - INFO - Epoch [1][420/1253] lr: 3.000e-02, eta: 3 days, 11:27:01, time: 0.757, data_time: 0.007, memory: 4944, top1_acc: 0.1385, top5_acc: 0.3401, loss_cls: 4.2756, loss: 4.2756, grad_norm: 3.8632 2020-08-13 04:06:38,113 - mmaction - INFO - Epoch [1][440/1253] lr: 3.000e-02, eta: 3 days, 8:45:20, time: 0.705, data_time: 0.005, memory: 4944, top1_acc: 0.1424, top5_acc: 0.3427, loss_cls: 4.2449, loss: 4.2449, grad_norm: 3.7801 2020-08-13 04:06:52,270 - mmaction - INFO - Epoch [1][460/1253] lr: 3.000e-02, eta: 3 days, 6:18:03, time: 0.709, data_time: 0.006, memory: 4944, top1_acc: 0.1518, top5_acc: 0.3680, loss_cls: 4.1583, loss: 4.1583, grad_norm: 3.8004 2020-08-13 04:07:06,787 - mmaction - INFO - Epoch [1][480/1253] lr: 3.000e-02, eta: 3 days, 4:04:33, time: 0.726, data_time: 0.003, memory: 4944, top1_acc: 0.1510, top5_acc: 0.3659, loss_cls: 4.1565, loss: 4.1565, grad_norm: 3.7539 2020-08-13 04:07:21,125 - mmaction - INFO - Epoch [1][500/1253] lr: 3.000e-02, eta: 3 days, 2:00:38, time: 0.714, data_time: 0.005, memory: 4944, top1_acc: 0.1576, top5_acc: 0.3594, loss_cls: 4.1621, loss: 4.1621, grad_norm: 3.7892 2020-08-13 04:07:36,280 - mmaction - INFO - Epoch [1][520/1253] lr: 3.000e-02, eta: 3 days, 0:09:58, time: 0.760, data_time: 0.005, memory: 4944, top1_acc: 0.1570, top5_acc: 0.3625, loss_cls: 4.1474, loss: 4.1474, grad_norm: 3.7848 2020-08-13 04:07:50,735 - mmaction - INFO - Epoch [1][540/1253] lr: 3.000e-02, eta: 2 days, 22:24:33, time: 0.722, data_time: 0.006, memory: 4944, top1_acc: 0.1539, top5_acc: 0.3674, loss_cls: 4.1112, loss: 4.1112, grad_norm: 3.7550 2020-08-13 04:08:05,006 - mmaction - INFO - Epoch [1][560/1253] lr: 3.000e-02, eta: 2 days, 20:45:56, time: 0.713, data_time: 0.004, memory: 4944, top1_acc: 0.1602, top5_acc: 0.3703, loss_cls: 4.1424, loss: 4.1424, grad_norm: 3.7911 2020-08-13 04:08:19,870 - mmaction - INFO - Epoch [1][580/1253] lr: 3.000e-02, eta: 2 days, 19:16:25, time: 0.745, data_time: 0.008, memory: 4944, top1_acc: 0.1721, top5_acc: 0.3818, loss_cls: 4.0783, loss: 4.0783, grad_norm: 3.7121 2020-08-13 04:08:34,542 - mmaction - INFO - Epoch [1][600/1253] lr: 3.000e-02, eta: 2 days, 17:51:44, time: 0.729, data_time: 0.006, memory: 4944, top1_acc: 0.1698, top5_acc: 0.3953, loss_cls: 4.0236, loss: 4.0236, grad_norm: 3.7599 2020-08-13 04:08:48,473 - mmaction - INFO - Epoch [1][620/1253] lr: 3.000e-02, eta: 2 days, 16:30:41, time: 0.702, data_time: 0.007, memory: 4944, top1_acc: 0.1669, top5_acc: 0.3818, loss_cls: 4.0372, loss: 4.0372, grad_norm: 3.7866 2020-08-13 04:09:02,320 - mmaction - INFO - Epoch [1][640/1253] lr: 3.000e-02, eta: 2 days, 15:13:56, time: 0.690, data_time: 0.002, memory: 4944, top1_acc: 0.1721, top5_acc: 0.3935, loss_cls: 4.0061, loss: 4.0061, grad_norm: 3.6571 2020-08-13 04:09:17,507 - mmaction - INFO - Epoch [1][660/1253] lr: 3.000e-02, eta: 2 days, 14:06:01, time: 0.757, data_time: 0.007, memory: 4944, top1_acc: 0.1685, top5_acc: 0.4031, loss_cls: 3.9890, loss: 3.9890, grad_norm: 3.8042 2020-08-13 04:09:32,692 - mmaction - INFO - Epoch [1][680/1253] lr: 3.000e-02, eta: 2 days, 13:02:28, time: 0.763, data_time: 0.007, memory: 4944, top1_acc: 0.1792, top5_acc: 0.4135, loss_cls: 3.9517, loss: 3.9517, grad_norm: 3.7955 2020-08-13 04:09:48,068 - mmaction - INFO - Epoch [1][700/1253] lr: 3.000e-02, eta: 2 days, 12:02:38, time: 0.765, data_time: 0.006, memory: 4944, top1_acc: 0.1906, top5_acc: 0.4185, loss_cls: 3.9437, loss: 3.9437, grad_norm: 3.7739 2020-08-13 04:10:03,293 - mmaction - INFO - Epoch [1][720/1253] lr: 3.000e-02, eta: 2 days, 11:06:09, time: 0.765, data_time: 0.007, memory: 4944, top1_acc: 0.1927, top5_acc: 0.4130, loss_cls: 3.8962, loss: 3.8962, grad_norm: 3.7010 2020-08-13 04:10:17,708 - mmaction - INFO - Epoch [1][740/1253] lr: 3.000e-02, eta: 2 days, 10:10:07, time: 0.719, data_time: 0.002, memory: 4944, top1_acc: 0.1826, top5_acc: 0.4180, loss_cls: 3.9192, loss: 3.9192, grad_norm: 3.7166 2020-08-13 04:10:32,245 - mmaction - INFO - Epoch [1][760/1253] lr: 3.000e-02, eta: 2 days, 9:17:27, time: 0.727, data_time: 0.006, memory: 4944, top1_acc: 0.1904, top5_acc: 0.4180, loss_cls: 3.9167, loss: 3.9167, grad_norm: 3.7335 2020-08-13 04:10:47,414 - mmaction - INFO - Epoch [1][780/1253] lr: 3.000e-02, eta: 2 days, 8:29:06, time: 0.758, data_time: 0.005, memory: 4944, top1_acc: 0.1781, top5_acc: 0.4130, loss_cls: 3.9319, loss: 3.9319, grad_norm: 3.8106 2020-08-13 04:11:01,718 - mmaction - INFO - Epoch [1][800/1253] lr: 3.000e-02, eta: 2 days, 7:41:02, time: 0.717, data_time: 0.008, memory: 4944, top1_acc: 0.1792, top5_acc: 0.4096, loss_cls: 3.9562, loss: 3.9562, grad_norm: 3.7268 2020-08-13 04:11:16,933 - mmaction - INFO - Epoch [1][820/1253] lr: 3.000e-02, eta: 2 days, 6:57:20, time: 0.757, data_time: 0.006, memory: 4944, top1_acc: 0.2055, top5_acc: 0.4466, loss_cls: 3.8025, loss: 3.8025, grad_norm: 3.7461 2020-08-13 04:11:31,243 - mmaction - INFO - Epoch [1][840/1253] lr: 3.000e-02, eta: 2 days, 6:13:47, time: 0.718, data_time: 0.007, memory: 4944, top1_acc: 0.2063, top5_acc: 0.4302, loss_cls: 3.8201, loss: 3.8201, grad_norm: 3.7179 2020-08-13 04:11:47,011 - mmaction - INFO - Epoch [1][860/1253] lr: 3.000e-02, eta: 2 days, 5:35:34, time: 0.787, data_time: 0.006, memory: 4944, top1_acc: 0.1940, top5_acc: 0.4271, loss_cls: 3.8463, loss: 3.8463, grad_norm: 3.8029 2020-08-13 04:12:01,660 - mmaction - INFO - Epoch [1][880/1253] lr: 3.000e-02, eta: 2 days, 4:56:34, time: 0.734, data_time: 0.006, memory: 4944, top1_acc: 0.1964, top5_acc: 0.4232, loss_cls: 3.8466, loss: 3.8466, grad_norm: 3.8152 2020-08-13 04:12:16,990 - mmaction - INFO - Epoch [1][900/1253] lr: 3.000e-02, eta: 2 days, 4:20:49, time: 0.767, data_time: 0.007, memory: 4944, top1_acc: 0.2135, top5_acc: 0.4365, loss_cls: 3.8006, loss: 3.8006, grad_norm: 3.6671 2020-08-13 04:12:31,637 - mmaction - INFO - Epoch [1][920/1253] lr: 3.000e-02, eta: 2 days, 3:44:57, time: 0.730, data_time: 0.005, memory: 4944, top1_acc: 0.2174, top5_acc: 0.4490, loss_cls: 3.7823, loss: 3.7823, grad_norm: 3.7438 2020-08-13 04:12:46,579 - mmaction - INFO - Epoch [1][940/1253] lr: 3.000e-02, eta: 2 days, 3:11:25, time: 0.749, data_time: 0.008, memory: 4944, top1_acc: 0.2003, top5_acc: 0.4437, loss_cls: 3.7694, loss: 3.7694, grad_norm: 3.7074 2020-08-13 04:13:01,597 - mmaction - INFO - Epoch [1][960/1253] lr: 3.000e-02, eta: 2 days, 2:39:18, time: 0.750, data_time: 0.006, memory: 4944, top1_acc: 0.2164, top5_acc: 0.4505, loss_cls: 3.7615, loss: 3.7615, grad_norm: 3.7454 2020-08-13 04:13:16,917 - mmaction - INFO - Epoch [1][980/1253] lr: 3.000e-02, eta: 2 days, 2:09:10, time: 0.765, data_time: 0.006, memory: 4944, top1_acc: 0.2177, top5_acc: 0.4570, loss_cls: 3.7322, loss: 3.7322, grad_norm: 3.7194 2020-08-13 04:13:31,008 - mmaction - INFO - Epoch [1][1000/1253] lr: 3.000e-02, eta: 2 days, 1:37:39, time: 0.703, data_time: 0.007, memory: 4944, top1_acc: 0.2174, top5_acc: 0.4549, loss_cls: 3.7647, loss: 3.7647, grad_norm: 3.7198 2020-08-13 04:13:46,421 - mmaction - INFO - Epoch [1][1020/1253] lr: 3.000e-02, eta: 2 days, 1:10:15, time: 0.775, data_time: 0.006, memory: 4944, top1_acc: 0.1987, top5_acc: 0.4432, loss_cls: 3.7802, loss: 3.7802, grad_norm: 3.7397 2020-08-13 04:14:02,323 - mmaction - INFO - Epoch [1][1040/1253] lr: 3.000e-02, eta: 2 days, 0:44:42, time: 0.795, data_time: 0.004, memory: 4944, top1_acc: 0.2060, top5_acc: 0.4583, loss_cls: 3.7549, loss: 3.7549, grad_norm: 3.7143 2020-08-13 04:14:16,625 - mmaction - INFO - Epoch [1][1060/1253] lr: 3.000e-02, eta: 2 days, 0:16:56, time: 0.713, data_time: 0.006, memory: 4944, top1_acc: 0.2107, top5_acc: 0.4620, loss_cls: 3.6871, loss: 3.6871, grad_norm: 3.7578 2020-08-13 04:14:30,468 - mmaction - INFO - Epoch [1][1080/1253] lr: 3.000e-02, eta: 1 day, 23:49:22, time: 0.692, data_time: 0.005, memory: 4944, top1_acc: 0.2185, top5_acc: 0.4612, loss_cls: 3.7101, loss: 3.7101, grad_norm: 3.6635 2020-08-13 04:14:46,386 - mmaction - INFO - Epoch [1][1100/1253] lr: 3.000e-02, eta: 1 day, 23:26:37, time: 0.794, data_time: 0.007, memory: 4944, top1_acc: 0.2289, top5_acc: 0.4648, loss_cls: 3.6785, loss: 3.6785, grad_norm: 3.7190 2020-08-13 04:15:01,870 - mmaction - INFO - Epoch [1][1120/1253] lr: 3.000e-02, eta: 1 day, 23:04:03, time: 0.777, data_time: 0.010, memory: 4944, top1_acc: 0.2198, top5_acc: 0.4555, loss_cls: 3.6696, loss: 3.6696, grad_norm: 3.7459 2020-08-13 04:15:18,098 - mmaction - INFO - Epoch [1][1140/1253] lr: 3.000e-02, eta: 1 day, 22:43:34, time: 0.813, data_time: 0.005, memory: 4944, top1_acc: 0.2169, top5_acc: 0.4589, loss_cls: 3.6788, loss: 3.6788, grad_norm: 3.7562 2020-08-13 04:15:32,836 - mmaction - INFO - Epoch [1][1160/1253] lr: 3.000e-02, eta: 1 day, 22:20:52, time: 0.732, data_time: 0.004, memory: 4944, top1_acc: 0.2224, top5_acc: 0.4633, loss_cls: 3.6864, loss: 3.6864, grad_norm: 3.7601 2020-08-13 04:15:49,285 - mmaction - INFO - Epoch [1][1180/1253] lr: 3.000e-02, eta: 1 day, 22:02:17, time: 0.827, data_time: 0.007, memory: 4944, top1_acc: 0.2258, top5_acc: 0.4682, loss_cls: 3.6775, loss: 3.6775, grad_norm: 3.6642 2020-08-13 04:16:05,316 - mmaction - INFO - Epoch [1][1200/1253] lr: 3.000e-02, eta: 1 day, 21:43:25, time: 0.801, data_time: 0.008, memory: 4944, top1_acc: 0.2305, top5_acc: 0.4609, loss_cls: 3.6744, loss: 3.6744, grad_norm: 3.6777 2020-08-13 04:16:20,227 - mmaction - INFO - Epoch [1][1220/1253] lr: 3.000e-02, eta: 1 day, 21:23:21, time: 0.748, data_time: 0.006, memory: 4944, top1_acc: 0.2083, top5_acc: 0.4617, loss_cls: 3.7067, loss: 3.7067, grad_norm: 3.6803 2020-08-13 04:16:34,857 - mmaction - INFO - Epoch [1][1240/1253] lr: 3.000e-02, eta: 1 day, 21:03:15, time: 0.727, data_time: 0.005, memory: 4944, top1_acc: 0.2305, top5_acc: 0.4638, loss_cls: 3.6661, loss: 3.6661, grad_norm: 3.6508 2020-08-13 04:16:47,833 - mmaction - INFO - Saving checkpoint at 1 epochs 2020-08-13 04:22:07,141 - mmaction - INFO - Epoch [2][20/1253] lr: 3.000e-02, eta: 2 days, 4:28:51, time: 15.901, data_time: 15.271, memory: 4947, top1_acc: 0.2471, top5_acc: 0.4911, loss_cls: 3.5834, loss: 3.5834, grad_norm: 3.7754 2020-08-13 04:22:19,628 - mmaction - INFO - Epoch [2][40/1253] lr: 3.000e-02, eta: 2 days, 3:59:41, time: 0.627, data_time: 0.007, memory: 4947, top1_acc: 0.2445, top5_acc: 0.4865, loss_cls: 3.5694, loss: 3.5694, grad_norm: 3.6413 2020-08-13 04:22:32,250 - mmaction - INFO - Epoch [2][60/1253] lr: 3.000e-02, eta: 2 days, 3:31:28, time: 0.629, data_time: 0.009, memory: 4947, top1_acc: 0.2440, top5_acc: 0.5013, loss_cls: 3.5304, loss: 3.5304, grad_norm: 3.6500 2020-08-13 04:22:44,989 - mmaction - INFO - Epoch [2][80/1253] lr: 3.000e-02, eta: 2 days, 3:04:27, time: 0.640, data_time: 0.006, memory: 4947, top1_acc: 0.2357, top5_acc: 0.4964, loss_cls: 3.5383, loss: 3.5383, grad_norm: 3.7234 2020-08-13 04:22:58,192 - mmaction - INFO - Epoch [2][100/1253] lr: 3.000e-02, eta: 2 days, 2:38:44, time: 0.657, data_time: 0.005, memory: 4947, top1_acc: 0.2375, top5_acc: 0.4833, loss_cls: 3.5729, loss: 3.5729, grad_norm: 3.7255 2020-08-13 04:23:12,209 - mmaction - INFO - Epoch [2][120/1253] lr: 3.000e-02, eta: 2 days, 2:15:09, time: 0.704, data_time: 0.007, memory: 4947, top1_acc: 0.2427, top5_acc: 0.4852, loss_cls: 3.5746, loss: 3.5746, grad_norm: 3.6488 2020-08-13 04:23:27,472 - mmaction - INFO - Epoch [2][140/1253] lr: 3.000e-02, eta: 2 days, 1:53:56, time: 0.761, data_time: 0.006, memory: 4947, top1_acc: 0.2417, top5_acc: 0.4852, loss_cls: 3.6003, loss: 3.6003, grad_norm: 3.6123 2020-08-13 04:23:42,611 - mmaction - INFO - Epoch [2][160/1253] lr: 3.000e-02, eta: 2 days, 1:33:14, time: 0.758, data_time: 0.005, memory: 4947, top1_acc: 0.2396, top5_acc: 0.4974, loss_cls: 3.5428, loss: 3.5428, grad_norm: 3.6144 2020-08-13 04:23:56,586 - mmaction - INFO - Epoch [2][180/1253] lr: 3.000e-02, eta: 2 days, 1:11:23, time: 0.698, data_time: 0.007, memory: 4947, top1_acc: 0.2612, top5_acc: 0.5018, loss_cls: 3.4662, loss: 3.4662, grad_norm: 3.6385 2020-08-13 04:24:10,296 - mmaction - INFO - Epoch [2][200/1253] lr: 3.000e-02, eta: 2 days, 0:49:46, time: 0.685, data_time: 0.008, memory: 4947, top1_acc: 0.2521, top5_acc: 0.4938, loss_cls: 3.4908, loss: 3.4908, grad_norm: 3.6857 2020-08-13 04:24:27,424 - mmaction - INFO - Epoch [2][220/1253] lr: 3.000e-02, eta: 2 days, 0:33:35, time: 0.858, data_time: 0.005, memory: 4947, top1_acc: 0.2539, top5_acc: 0.4919, loss_cls: 3.5414, loss: 3.5414, grad_norm: 3.7205 2020-08-13 04:24:42,043 - mmaction - INFO - Epoch [2][240/1253] lr: 3.000e-02, eta: 2 days, 0:14:13, time: 0.728, data_time: 0.005, memory: 4947, top1_acc: 0.2497, top5_acc: 0.5029, loss_cls: 3.5045, loss: 3.5045, grad_norm: 3.6895 2020-08-13 04:24:57,347 - mmaction - INFO - Epoch [2][260/1253] lr: 3.000e-02, eta: 1 day, 23:56:25, time: 0.767, data_time: 0.007, memory: 4947, top1_acc: 0.2495, top5_acc: 0.4971, loss_cls: 3.4990, loss: 3.4990, grad_norm: 3.6368 2020-08-13 04:25:12,793 - mmaction - INFO - Epoch [2][280/1253] lr: 3.000e-02, eta: 1 day, 23:39:08, time: 0.769, data_time: 0.008, memory: 4947, top1_acc: 0.2578, top5_acc: 0.5044, loss_cls: 3.4576, loss: 3.4576, grad_norm: 3.6763 2020-08-13 04:25:28,135 - mmaction - INFO - Epoch [2][300/1253] lr: 3.000e-02, eta: 1 day, 23:22:15, time: 0.768, data_time: 0.010, memory: 4947, top1_acc: 0.2510, top5_acc: 0.5018, loss_cls: 3.4681, loss: 3.4681, grad_norm: 3.6797 2020-08-13 04:25:43,174 - mmaction - INFO - Epoch [2][320/1253] lr: 3.000e-02, eta: 1 day, 23:05:28, time: 0.755, data_time: 0.008, memory: 4947, top1_acc: 0.2510, top5_acc: 0.5018, loss_cls: 3.4742, loss: 3.4742, grad_norm: 3.6855 2020-08-13 04:25:58,821 - mmaction - INFO - Epoch [2][340/1253] lr: 3.000e-02, eta: 1 day, 22:49:44, time: 0.780, data_time: 0.005, memory: 4947, top1_acc: 0.2516, top5_acc: 0.5091, loss_cls: 3.4631, loss: 3.4631, grad_norm: 3.6596 2020-08-13 04:26:15,407 - mmaction - INFO - Epoch [2][360/1253] lr: 3.000e-02, eta: 1 day, 22:35:41, time: 0.831, data_time: 0.006, memory: 4947, top1_acc: 0.2594, top5_acc: 0.5130, loss_cls: 3.4697, loss: 3.4697, grad_norm: 3.6117 2020-08-13 04:26:30,058 - mmaction - INFO - Epoch [2][380/1253] lr: 3.000e-02, eta: 1 day, 22:19:24, time: 0.729, data_time: 0.004, memory: 4947, top1_acc: 0.2693, top5_acc: 0.5141, loss_cls: 3.4158, loss: 3.4158, grad_norm: 3.6343 2020-08-13 04:26:45,239 - mmaction - INFO - Epoch [2][400/1253] lr: 3.000e-02, eta: 1 day, 22:04:20, time: 0.763, data_time: 0.008, memory: 4947, top1_acc: 0.2424, top5_acc: 0.5036, loss_cls: 3.5248, loss: 3.5248, grad_norm: 3.6520 2020-08-13 04:27:00,815 - mmaction - INFO - Epoch [2][420/1253] lr: 3.000e-02, eta: 1 day, 21:49:59, time: 0.777, data_time: 0.008, memory: 4947, top1_acc: 0.2521, top5_acc: 0.5029, loss_cls: 3.4946, loss: 3.4946, grad_norm: 3.6114 2020-08-13 04:27:15,160 - mmaction - INFO - Epoch [2][440/1253] lr: 3.000e-02, eta: 1 day, 21:34:34, time: 0.719, data_time: 0.006, memory: 4947, top1_acc: 0.2651, top5_acc: 0.5047, loss_cls: 3.4600, loss: 3.4600, grad_norm: 3.6644 2020-08-13 04:27:30,019 - mmaction - INFO - Epoch [2][460/1253] lr: 3.000e-02, eta: 1 day, 21:20:04, time: 0.743, data_time: 0.008, memory: 4947, top1_acc: 0.2565, top5_acc: 0.5068, loss_cls: 3.4692, loss: 3.4692, grad_norm: 3.6145 2020-08-13 04:27:46,162 - mmaction - INFO - Epoch [2][480/1253] lr: 3.000e-02, eta: 1 day, 21:07:22, time: 0.805, data_time: 0.009, memory: 4947, top1_acc: 0.2695, top5_acc: 0.5068, loss_cls: 3.4230, loss: 3.4230, grad_norm: 3.5437 2020-08-13 04:28:00,063 - mmaction - INFO - Epoch [2][500/1253] lr: 3.000e-02, eta: 1 day, 20:52:26, time: 0.698, data_time: 0.008, memory: 4947, top1_acc: 0.2674, top5_acc: 0.5195, loss_cls: 3.4199, loss: 3.4199, grad_norm: 3.5490 2020-08-13 04:28:15,863 - mmaction - INFO - Epoch [2][520/1253] lr: 3.000e-02, eta: 1 day, 20:39:58, time: 0.789, data_time: 0.002, memory: 4947, top1_acc: 0.2727, top5_acc: 0.5307, loss_cls: 3.3724, loss: 3.3724, grad_norm: 3.6742 2020-08-13 04:28:31,302 - mmaction - INFO - Epoch [2][540/1253] lr: 3.000e-02, eta: 1 day, 20:27:23, time: 0.772, data_time: 0.007, memory: 4947, top1_acc: 0.2638, top5_acc: 0.5284, loss_cls: 3.3977, loss: 3.3977, grad_norm: 3.5624 2020-08-13 04:28:48,028 - mmaction - INFO - Epoch [2][560/1253] lr: 3.000e-02, eta: 1 day, 20:16:27, time: 0.834, data_time: 0.006, memory: 4947, top1_acc: 0.2745, top5_acc: 0.5219, loss_cls: 3.3971, loss: 3.3971, grad_norm: 3.5958 2020-08-13 04:29:01,608 - mmaction - INFO - Epoch [2][580/1253] lr: 3.000e-02, eta: 1 day, 20:02:18, time: 0.680, data_time: 0.004, memory: 4947, top1_acc: 0.2763, top5_acc: 0.5289, loss_cls: 3.3524, loss: 3.3524, grad_norm: 3.5906 2020-08-13 04:29:18,632 - mmaction - INFO - Epoch [2][600/1253] lr: 3.000e-02, eta: 1 day, 19:52:13, time: 0.849, data_time: 0.006, memory: 4947, top1_acc: 0.2591, top5_acc: 0.5133, loss_cls: 3.4338, loss: 3.4338, grad_norm: 3.6045 2020-08-13 04:29:33,595 - mmaction - INFO - Epoch [2][620/1253] lr: 3.000e-02, eta: 1 day, 19:40:10, time: 0.750, data_time: 0.009, memory: 4947, top1_acc: 0.2677, top5_acc: 0.5242, loss_cls: 3.3716, loss: 3.3716, grad_norm: 3.6007 2020-08-13 04:29:49,317 - mmaction - INFO - Epoch [2][640/1253] lr: 3.000e-02, eta: 1 day, 19:29:09, time: 0.786, data_time: 0.007, memory: 4947, top1_acc: 0.2818, top5_acc: 0.5328, loss_cls: 3.3563, loss: 3.3563, grad_norm: 3.6726 2020-08-13 04:30:04,597 - mmaction - INFO - Epoch [2][660/1253] lr: 3.000e-02, eta: 1 day, 19:17:55, time: 0.766, data_time: 0.005, memory: 4947, top1_acc: 0.2724, top5_acc: 0.5188, loss_cls: 3.3681, loss: 3.3681, grad_norm: 3.5287 2020-08-13 04:30:20,642 - mmaction - INFO - Epoch [2][680/1253] lr: 3.000e-02, eta: 1 day, 19:07:39, time: 0.801, data_time: 0.002, memory: 4947, top1_acc: 0.2641, top5_acc: 0.5339, loss_cls: 3.3829, loss: 3.3829, grad_norm: 3.4855 2020-08-13 04:30:35,784 - mmaction - INFO - Epoch [2][700/1253] lr: 3.000e-02, eta: 1 day, 18:56:41, time: 0.757, data_time: 0.006, memory: 4947, top1_acc: 0.2768, top5_acc: 0.5536, loss_cls: 3.3062, loss: 3.3062, grad_norm: 3.5961 2020-08-13 04:30:50,582 - mmaction - INFO - Epoch [2][720/1253] lr: 3.000e-02, eta: 1 day, 18:45:35, time: 0.741, data_time: 0.005, memory: 4947, top1_acc: 0.2776, top5_acc: 0.5430, loss_cls: 3.3215, loss: 3.3215, grad_norm: 3.5896 2020-08-13 04:31:05,794 - mmaction - INFO - Epoch [2][740/1253] lr: 3.000e-02, eta: 1 day, 18:35:05, time: 0.759, data_time: 0.006, memory: 4947, top1_acc: 0.2654, top5_acc: 0.5234, loss_cls: 3.3937, loss: 3.3937, grad_norm: 3.6510 2020-08-13 04:31:20,398 - mmaction - INFO - Epoch [2][760/1253] lr: 3.000e-02, eta: 1 day, 18:24:14, time: 0.732, data_time: 0.005, memory: 4947, top1_acc: 0.2724, top5_acc: 0.5307, loss_cls: 3.3702, loss: 3.3702, grad_norm: 3.5500 2020-08-13 04:31:36,726 - mmaction - INFO - Epoch [2][780/1253] lr: 3.000e-02, eta: 1 day, 18:15:17, time: 0.816, data_time: 0.002, memory: 4947, top1_acc: 0.2818, top5_acc: 0.5385, loss_cls: 3.2902, loss: 3.2902, grad_norm: 3.5773 2020-08-13 04:31:50,751 - mmaction - INFO - Epoch [2][800/1253] lr: 3.000e-02, eta: 1 day, 18:04:11, time: 0.699, data_time: 0.008, memory: 4947, top1_acc: 0.2693, top5_acc: 0.5255, loss_cls: 3.3722, loss: 3.3722, grad_norm: 3.5689 2020-08-13 04:32:06,854 - mmaction - INFO - Epoch [2][820/1253] lr: 3.000e-02, eta: 1 day, 17:55:24, time: 0.807, data_time: 0.004, memory: 4947, top1_acc: 0.2849, top5_acc: 0.5474, loss_cls: 3.2934, loss: 3.2934, grad_norm: 3.5370 2020-08-13 04:32:21,209 - mmaction - INFO - Epoch [2][840/1253] lr: 3.000e-02, eta: 1 day, 17:45:01, time: 0.716, data_time: 0.008, memory: 4947, top1_acc: 0.2826, top5_acc: 0.5362, loss_cls: 3.3262, loss: 3.3262, grad_norm: 3.4680 2020-08-13 04:32:37,157 - mmaction - INFO - Epoch [2][860/1253] lr: 3.000e-02, eta: 1 day, 17:36:24, time: 0.798, data_time: 0.007, memory: 4947, top1_acc: 0.2771, top5_acc: 0.5380, loss_cls: 3.3201, loss: 3.3201, grad_norm: 3.6240 2020-08-13 04:32:52,672 - mmaction - INFO - Epoch [2][880/1253] lr: 3.000e-02, eta: 1 day, 17:27:32, time: 0.776, data_time: 0.006, memory: 4947, top1_acc: 0.2828, top5_acc: 0.5409, loss_cls: 3.3379, loss: 3.3379, grad_norm: 3.6092 2020-08-13 04:33:08,080 - mmaction - INFO - Epoch [2][900/1253] lr: 3.000e-02, eta: 1 day, 17:18:42, time: 0.770, data_time: 0.008, memory: 4947, top1_acc: 0.2732, top5_acc: 0.5310, loss_cls: 3.2998, loss: 3.2998, grad_norm: 3.5589 2020-08-13 04:33:22,006 - mmaction - INFO - Epoch [2][920/1253] lr: 3.000e-02, eta: 1 day, 17:08:38, time: 0.696, data_time: 0.005, memory: 4947, top1_acc: 0.2867, top5_acc: 0.5391, loss_cls: 3.3065, loss: 3.3065, grad_norm: 3.5818 2020-08-13 04:33:38,942 - mmaction - INFO - Epoch [2][940/1253] lr: 3.000e-02, eta: 1 day, 17:01:32, time: 0.845, data_time: 0.010, memory: 4947, top1_acc: 0.2813, top5_acc: 0.5315, loss_cls: 3.2906, loss: 3.2906, grad_norm: 3.5949 2020-08-13 04:33:53,732 - mmaction - INFO - Epoch [2][960/1253] lr: 3.000e-02, eta: 1 day, 16:52:37, time: 0.741, data_time: 0.007, memory: 4947, top1_acc: 0.2891, top5_acc: 0.5451, loss_cls: 3.2885, loss: 3.2885, grad_norm: 3.5127 2020-08-13 04:34:09,318 - mmaction - INFO - Epoch [2][980/1253] lr: 3.000e-02, eta: 1 day, 16:44:32, time: 0.777, data_time: 0.008, memory: 4947, top1_acc: 0.2898, top5_acc: 0.5471, loss_cls: 3.2882, loss: 3.2882, grad_norm: 3.5544 2020-08-13 04:34:23,073 - mmaction - INFO - Epoch [2][1000/1253] lr: 3.000e-02, eta: 1 day, 16:35:03, time: 0.693, data_time: 0.008, memory: 4947, top1_acc: 0.2771, top5_acc: 0.5372, loss_cls: 3.3120, loss: 3.3120, grad_norm: 3.6013 2020-08-13 04:34:37,937 - mmaction - INFO - Epoch [2][1020/1253] lr: 3.000e-02, eta: 1 day, 16:26:35, time: 0.740, data_time: 0.005, memory: 4947, top1_acc: 0.2948, top5_acc: 0.5484, loss_cls: 3.2600, loss: 3.2600, grad_norm: 3.5344 2020-08-13 04:34:53,246 - mmaction - INFO - Epoch [2][1040/1253] lr: 3.000e-02, eta: 1 day, 16:18:47, time: 0.769, data_time: 0.007, memory: 4947, top1_acc: 0.2964, top5_acc: 0.5469, loss_cls: 3.2804, loss: 3.2804, grad_norm: 3.6088 2020-08-13 04:35:07,709 - mmaction - INFO - Epoch [2][1060/1253] lr: 3.000e-02, eta: 1 day, 16:10:14, time: 0.720, data_time: 0.008, memory: 4947, top1_acc: 0.3031, top5_acc: 0.5508, loss_cls: 3.2382, loss: 3.2382, grad_norm: 3.4709 2020-08-13 04:35:22,804 - mmaction - INFO - Epoch [2][1080/1253] lr: 3.000e-02, eta: 1 day, 16:02:28, time: 0.756, data_time: 0.007, memory: 4947, top1_acc: 0.2828, top5_acc: 0.5380, loss_cls: 3.3120, loss: 3.3120, grad_norm: 3.6236 2020-08-13 04:35:39,006 - mmaction - INFO - Epoch [2][1100/1253] lr: 3.000e-02, eta: 1 day, 15:55:48, time: 0.812, data_time: 0.008, memory: 4947, top1_acc: 0.3013, top5_acc: 0.5464, loss_cls: 3.2504, loss: 3.2504, grad_norm: 3.5527 2020-08-13 04:35:55,674 - mmaction - INFO - Epoch [2][1120/1253] lr: 3.000e-02, eta: 1 day, 15:49:37, time: 0.834, data_time: 0.008, memory: 4947, top1_acc: 0.2854, top5_acc: 0.5391, loss_cls: 3.3121, loss: 3.3121, grad_norm: 3.5172 2020-08-13 04:36:09,794 - mmaction - INFO - Epoch [2][1140/1253] lr: 3.000e-02, eta: 1 day, 15:41:18, time: 0.703, data_time: 0.007, memory: 4947, top1_acc: 0.3029, top5_acc: 0.5474, loss_cls: 3.2602, loss: 3.2602, grad_norm: 3.4749 2020-08-13 04:36:24,897 - mmaction - INFO - Epoch [2][1160/1253] lr: 3.000e-02, eta: 1 day, 15:34:00, time: 0.755, data_time: 0.006, memory: 4947, top1_acc: 0.2964, top5_acc: 0.5474, loss_cls: 3.2953, loss: 3.2953, grad_norm: 3.5923 2020-08-13 04:36:39,813 - mmaction - INFO - Epoch [2][1180/1253] lr: 3.000e-02, eta: 1 day, 15:26:41, time: 0.748, data_time: 0.004, memory: 4947, top1_acc: 0.2922, top5_acc: 0.5563, loss_cls: 3.2471, loss: 3.2471, grad_norm: 3.5706 2020-08-13 04:36:54,781 - mmaction - INFO - Epoch [2][1200/1253] lr: 3.000e-02, eta: 1 day, 15:19:29, time: 0.747, data_time: 0.007, memory: 4947, top1_acc: 0.3047, top5_acc: 0.5596, loss_cls: 3.2211, loss: 3.2211, grad_norm: 3.5031 2020-08-13 04:37:09,328 - mmaction - INFO - Epoch [2][1220/1253] lr: 3.000e-02, eta: 1 day, 15:12:04, time: 0.728, data_time: 0.008, memory: 4947, top1_acc: 0.3073, top5_acc: 0.5638, loss_cls: 3.1972, loss: 3.1972, grad_norm: 3.5199 2020-08-13 04:37:24,044 - mmaction - INFO - Epoch [2][1240/1253] lr: 3.000e-02, eta: 1 day, 15:04:56, time: 0.738, data_time: 0.008, memory: 4947, top1_acc: 0.2930, top5_acc: 0.5477, loss_cls: 3.2644, loss: 3.2644, grad_norm: 3.5030 2020-08-13 04:37:34,092 - mmaction - INFO - Saving checkpoint at 2 epochs 2020-08-13 04:37:56,946 - mmaction - INFO - Epoch [3][20/1253] lr: 3.000e-02, eta: 1 day, 14:51:45, time: 1.116, data_time: 0.415, memory: 4947, top1_acc: 0.3039, top5_acc: 0.5651, loss_cls: 3.1700, loss: 3.1700, grad_norm: 3.4736 2020-08-13 04:38:10,840 - mmaction - INFO - Epoch [3][40/1253] lr: 3.000e-02, eta: 1 day, 14:44:11, time: 0.692, data_time: 0.005, memory: 4947, top1_acc: 0.3013, top5_acc: 0.5555, loss_cls: 3.2001, loss: 3.2001, grad_norm: 3.5790 2020-08-13 04:38:26,219 - mmaction - INFO - Epoch [3][60/1253] lr: 3.000e-02, eta: 1 day, 14:37:59, time: 0.771, data_time: 0.007, memory: 4947, top1_acc: 0.3146, top5_acc: 0.5656, loss_cls: 3.1753, loss: 3.1753, grad_norm: 3.4603 2020-08-13 04:38:41,155 - mmaction - INFO - Epoch [3][80/1253] lr: 3.000e-02, eta: 1 day, 14:31:27, time: 0.745, data_time: 0.005, memory: 4947, top1_acc: 0.3060, top5_acc: 0.5646, loss_cls: 3.1804, loss: 3.1804, grad_norm: 3.5780 2020-08-13 04:38:56,104 - mmaction - INFO - Epoch [3][100/1253] lr: 3.000e-02, eta: 1 day, 14:25:07, time: 0.750, data_time: 0.007, memory: 4947, top1_acc: 0.3198, top5_acc: 0.5732, loss_cls: 3.1149, loss: 3.1149, grad_norm: 3.5187 2020-08-13 04:39:12,583 - mmaction - INFO - Epoch [3][120/1253] lr: 3.000e-02, eta: 1 day, 14:19:59, time: 0.821, data_time: 0.006, memory: 4947, top1_acc: 0.3047, top5_acc: 0.5654, loss_cls: 3.1880, loss: 3.1880, grad_norm: 3.5679 2020-08-13 04:39:27,028 - mmaction - INFO - Epoch [3][140/1253] lr: 3.000e-02, eta: 1 day, 14:13:23, time: 0.722, data_time: 0.008, memory: 4947, top1_acc: 0.2997, top5_acc: 0.5711, loss_cls: 3.1641, loss: 3.1641, grad_norm: 3.4763 2020-08-13 04:39:42,543 - mmaction - INFO - Epoch [3][160/1253] lr: 3.000e-02, eta: 1 day, 14:07:45, time: 0.779, data_time: 0.008, memory: 4947, top1_acc: 0.3016, top5_acc: 0.5617, loss_cls: 3.1925, loss: 3.1925, grad_norm: 3.4728 2020-08-13 04:39:56,479 - mmaction - INFO - Epoch [3][180/1253] lr: 3.000e-02, eta: 1 day, 14:00:54, time: 0.694, data_time: 0.005, memory: 4947, top1_acc: 0.3049, top5_acc: 0.5706, loss_cls: 3.1406, loss: 3.1406, grad_norm: 3.4997 2020-08-13 04:40:12,969 - mmaction - INFO - Epoch [3][200/1253] lr: 3.000e-02, eta: 1 day, 13:56:10, time: 0.827, data_time: 0.007, memory: 4947, top1_acc: 0.3083, top5_acc: 0.5617, loss_cls: 3.1950, loss: 3.1950, grad_norm: 3.5457 2020-08-13 04:40:27,130 - mmaction - INFO - Epoch [3][220/1253] lr: 3.000e-02, eta: 1 day, 13:49:41, time: 0.707, data_time: 0.004, memory: 4947, top1_acc: 0.3112, top5_acc: 0.5573, loss_cls: 3.2039, loss: 3.2039, grad_norm: 3.5761 2020-08-13 04:40:42,124 - mmaction - INFO - Epoch [3][240/1253] lr: 3.000e-02, eta: 1 day, 13:43:56, time: 0.749, data_time: 0.006, memory: 4947, top1_acc: 0.3143, top5_acc: 0.5693, loss_cls: 3.1465, loss: 3.1465, grad_norm: 3.5143 2020-08-13 04:40:57,881 - mmaction - INFO - Epoch [3][260/1253] lr: 3.000e-02, eta: 1 day, 13:38:51, time: 0.790, data_time: 0.006, memory: 4947, top1_acc: 0.3156, top5_acc: 0.5799, loss_cls: 3.0791, loss: 3.0791, grad_norm: 3.5229 2020-08-13 04:41:12,257 - mmaction - INFO - Epoch [3][280/1253] lr: 3.000e-02, eta: 1 day, 13:32:47, time: 0.717, data_time: 0.004, memory: 4947, top1_acc: 0.2932, top5_acc: 0.5531, loss_cls: 3.1952, loss: 3.1952, grad_norm: 3.5663 2020-08-13 04:41:27,366 - mmaction - INFO - Epoch [3][300/1253] lr: 3.000e-02, eta: 1 day, 13:27:22, time: 0.756, data_time: 0.007, memory: 4947, top1_acc: 0.3122, top5_acc: 0.5677, loss_cls: 3.1499, loss: 3.1499, grad_norm: 3.5229 2020-08-13 04:41:41,984 - mmaction - INFO - Epoch [3][320/1253] lr: 3.000e-02, eta: 1 day, 13:21:39, time: 0.731, data_time: 0.007, memory: 4947, top1_acc: 0.3190, top5_acc: 0.5766, loss_cls: 3.0905, loss: 3.0905, grad_norm: 3.5236 2020-08-13 04:41:57,307 - mmaction - INFO - Epoch [3][340/1253] lr: 3.000e-02, eta: 1 day, 13:16:31, time: 0.766, data_time: 0.005, memory: 4947, top1_acc: 0.3125, top5_acc: 0.5615, loss_cls: 3.1502, loss: 3.1502, grad_norm: 3.5634 2020-08-13 04:42:12,407 - mmaction - INFO - Epoch [3][360/1253] lr: 3.000e-02, eta: 1 day, 13:11:19, time: 0.756, data_time: 0.006, memory: 4947, top1_acc: 0.3159, top5_acc: 0.5737, loss_cls: 3.1267, loss: 3.1267, grad_norm: 3.4783 2020-08-13 04:42:28,084 - mmaction - INFO - Epoch [3][380/1253] lr: 3.000e-02, eta: 1 day, 13:06:35, time: 0.784, data_time: 0.006, memory: 4947, top1_acc: 0.3096, top5_acc: 0.5823, loss_cls: 3.1120, loss: 3.1120, grad_norm: 3.5454 2020-08-13 04:42:42,250 - mmaction - INFO - Epoch [3][400/1253] lr: 3.000e-02, eta: 1 day, 13:00:50, time: 0.708, data_time: 0.003, memory: 4947, top1_acc: 0.3070, top5_acc: 0.5721, loss_cls: 3.1232, loss: 3.1232, grad_norm: 3.4919 2020-08-13 04:42:56,932 - mmaction - INFO - Epoch [3][420/1253] lr: 3.000e-02, eta: 1 day, 12:55:32, time: 0.734, data_time: 0.007, memory: 4947, top1_acc: 0.3255, top5_acc: 0.5846, loss_cls: 3.0744, loss: 3.0744, grad_norm: 3.4215 2020-08-13 04:43:11,886 - mmaction - INFO - Epoch [3][440/1253] lr: 3.000e-02, eta: 1 day, 12:50:26, time: 0.745, data_time: 0.004, memory: 4947, top1_acc: 0.3161, top5_acc: 0.5734, loss_cls: 3.1241, loss: 3.1241, grad_norm: 3.4874 2020-08-13 04:43:25,792 - mmaction - INFO - Epoch [3][460/1253] lr: 3.000e-02, eta: 1 day, 12:44:43, time: 0.694, data_time: 0.009, memory: 4947, top1_acc: 0.3089, top5_acc: 0.5659, loss_cls: 3.1413, loss: 3.1413, grad_norm: 3.5049 2020-08-13 04:43:41,575 - mmaction - INFO - Epoch [3][480/1253] lr: 3.000e-02, eta: 1 day, 12:40:24, time: 0.792, data_time: 0.007, memory: 4947, top1_acc: 0.3203, top5_acc: 0.5849, loss_cls: 3.0990, loss: 3.0990, grad_norm: 3.5489 2020-08-13 04:43:58,540 - mmaction - INFO - Epoch [3][500/1253] lr: 3.000e-02, eta: 1 day, 12:36:54, time: 0.848, data_time: 0.008, memory: 4947, top1_acc: 0.3112, top5_acc: 0.5674, loss_cls: 3.1549, loss: 3.1549, grad_norm: 3.5681 2020-08-13 04:44:13,488 - mmaction - INFO - Epoch [3][520/1253] lr: 3.000e-02, eta: 1 day, 12:32:08, time: 0.750, data_time: 0.007, memory: 4947, top1_acc: 0.3117, top5_acc: 0.5732, loss_cls: 3.1059, loss: 3.1059, grad_norm: 3.4348 2020-08-13 04:44:29,877 - mmaction - INFO - Epoch [3][540/1253] lr: 3.000e-02, eta: 1 day, 12:28:18, time: 0.817, data_time: 0.005, memory: 4947, top1_acc: 0.3323, top5_acc: 0.5878, loss_cls: 3.0666, loss: 3.0666, grad_norm: 3.4913 2020-08-13 04:44:44,851 - mmaction - INFO - Epoch [3][560/1253] lr: 3.000e-02, eta: 1 day, 12:23:38, time: 0.749, data_time: 0.007, memory: 4947, top1_acc: 0.3211, top5_acc: 0.5740, loss_cls: 3.0968, loss: 3.0968, grad_norm: 3.4485 2020-08-13 04:44:59,516 - mmaction - INFO - Epoch [3][580/1253] lr: 3.000e-02, eta: 1 day, 12:18:49, time: 0.734, data_time: 0.006, memory: 4947, top1_acc: 0.3294, top5_acc: 0.5854, loss_cls: 3.0527, loss: 3.0527, grad_norm: 3.4777 2020-08-13 04:45:14,771 - mmaction - INFO - Epoch [3][600/1253] lr: 3.000e-02, eta: 1 day, 12:14:25, time: 0.761, data_time: 0.008, memory: 4947, top1_acc: 0.3271, top5_acc: 0.5885, loss_cls: 3.0587, loss: 3.0587, grad_norm: 3.4609 2020-08-13 04:45:29,665 - mmaction - INFO - Epoch [3][620/1253] lr: 3.000e-02, eta: 1 day, 12:09:52, time: 0.746, data_time: 0.007, memory: 4947, top1_acc: 0.3208, top5_acc: 0.5781, loss_cls: 3.1143, loss: 3.1143, grad_norm: 3.4545 2020-08-13 04:45:46,051 - mmaction - INFO - Epoch [3][640/1253] lr: 3.000e-02, eta: 1 day, 12:06:17, time: 0.816, data_time: 0.007, memory: 4947, top1_acc: 0.3284, top5_acc: 0.5784, loss_cls: 3.0885, loss: 3.0885, grad_norm: 3.4092 2020-08-13 04:46:01,192 - mmaction - INFO - Epoch [3][660/1253] lr: 3.000e-02, eta: 1 day, 12:02:02, time: 0.761, data_time: 0.008, memory: 4947, top1_acc: 0.3159, top5_acc: 0.5763, loss_cls: 3.1104, loss: 3.1104, grad_norm: 3.4986 2020-08-13 04:46:16,564 - mmaction - INFO - Epoch [3][680/1253] lr: 3.000e-02, eta: 1 day, 11:57:54, time: 0.766, data_time: 0.008, memory: 4947, top1_acc: 0.3115, top5_acc: 0.5716, loss_cls: 3.1156, loss: 3.1156, grad_norm: 3.4662 2020-08-13 04:46:31,579 - mmaction - INFO - Epoch [3][700/1253] lr: 3.000e-02, eta: 1 day, 11:53:39, time: 0.754, data_time: 0.007, memory: 4947, top1_acc: 0.3159, top5_acc: 0.5773, loss_cls: 3.1131, loss: 3.1131, grad_norm: 3.5321 2020-08-13 04:46:47,437 - mmaction - INFO - Epoch [3][720/1253] lr: 3.000e-02, eta: 1 day, 11:49:57, time: 0.792, data_time: 0.006, memory: 4947, top1_acc: 0.3089, top5_acc: 0.5680, loss_cls: 3.1305, loss: 3.1305, grad_norm: 3.5252 2020-08-13 04:47:03,461 - mmaction - INFO - Epoch [3][740/1253] lr: 3.000e-02, eta: 1 day, 11:46:22, time: 0.800, data_time: 0.008, memory: 4947, top1_acc: 0.3208, top5_acc: 0.5784, loss_cls: 3.1582, loss: 3.1582, grad_norm: 3.4587 2020-08-13 04:47:17,713 - mmaction - INFO - Epoch [3][760/1253] lr: 3.000e-02, eta: 1 day, 11:41:46, time: 0.714, data_time: 0.005, memory: 4947, top1_acc: 0.3190, top5_acc: 0.5703, loss_cls: 3.0953, loss: 3.0953, grad_norm: 3.4118 2020-08-13 04:47:33,317 - mmaction - INFO - Epoch [3][780/1253] lr: 3.000e-02, eta: 1 day, 11:38:01, time: 0.778, data_time: 0.006, memory: 4947, top1_acc: 0.3326, top5_acc: 0.5862, loss_cls: 3.0456, loss: 3.0456, grad_norm: 3.4277 2020-08-13 04:47:48,551 - mmaction - INFO - Epoch [3][800/1253] lr: 3.000e-02, eta: 1 day, 11:34:07, time: 0.763, data_time: 0.007, memory: 4947, top1_acc: 0.3122, top5_acc: 0.5880, loss_cls: 3.0712, loss: 3.0712, grad_norm: 3.5224 2020-08-13 04:48:03,510 - mmaction - INFO - Epoch [3][820/1253] lr: 3.000e-02, eta: 1 day, 11:30:03, time: 0.746, data_time: 0.006, memory: 4947, top1_acc: 0.3289, top5_acc: 0.5898, loss_cls: 3.0730, loss: 3.0730, grad_norm: 3.4741 2020-08-13 04:48:18,598 - mmaction - INFO - Epoch [3][840/1253] lr: 3.000e-02, eta: 1 day, 11:26:11, time: 0.757, data_time: 0.007, memory: 4947, top1_acc: 0.3234, top5_acc: 0.5893, loss_cls: 3.0266, loss: 3.0266, grad_norm: 3.5035 2020-08-13 04:48:34,872 - mmaction - INFO - Epoch [3][860/1253] lr: 3.000e-02, eta: 1 day, 11:22:59, time: 0.810, data_time: 0.005, memory: 4947, top1_acc: 0.3203, top5_acc: 0.5794, loss_cls: 3.0878, loss: 3.0878, grad_norm: 3.4693 2020-08-13 04:48:48,432 - mmaction - INFO - Epoch [3][880/1253] lr: 3.000e-02, eta: 1 day, 11:18:16, time: 0.682, data_time: 0.007, memory: 4947, top1_acc: 0.3286, top5_acc: 0.5805, loss_cls: 3.0772, loss: 3.0772, grad_norm: 3.4205 2020-08-13 04:49:02,532 - mmaction - INFO - Epoch [3][900/1253] lr: 3.000e-02, eta: 1 day, 11:13:52, time: 0.702, data_time: 0.003, memory: 4947, top1_acc: 0.3216, top5_acc: 0.5865, loss_cls: 3.0806, loss: 3.0806, grad_norm: 3.4400 2020-08-13 04:49:18,288 - mmaction - INFO - Epoch [3][920/1253] lr: 3.000e-02, eta: 1 day, 11:10:32, time: 0.789, data_time: 0.008, memory: 4947, top1_acc: 0.3359, top5_acc: 0.5893, loss_cls: 3.0382, loss: 3.0382, grad_norm: 3.4459 2020-08-13 04:49:33,611 - mmaction - INFO - Epoch [3][940/1253] lr: 3.000e-02, eta: 1 day, 11:07:00, time: 0.768, data_time: 0.005, memory: 4947, top1_acc: 0.3167, top5_acc: 0.5760, loss_cls: 3.0948, loss: 3.0948, grad_norm: 3.4533 2020-08-13 04:49:48,377 - mmaction - INFO - Epoch [3][960/1253] lr: 3.000e-02, eta: 1 day, 11:03:05, time: 0.734, data_time: 0.005, memory: 4947, top1_acc: 0.3318, top5_acc: 0.5823, loss_cls: 3.0528, loss: 3.0528, grad_norm: 3.4079 2020-08-13 04:50:03,992 - mmaction - INFO - Epoch [3][980/1253] lr: 3.000e-02, eta: 1 day, 10:59:50, time: 0.785, data_time: 0.008, memory: 4947, top1_acc: 0.3242, top5_acc: 0.5896, loss_cls: 3.0832, loss: 3.0832, grad_norm: 3.5638 2020-08-13 04:50:19,017 - mmaction - INFO - Epoch [3][1000/1253] lr: 3.000e-02, eta: 1 day, 10:56:12, time: 0.751, data_time: 0.002, memory: 4947, top1_acc: 0.3448, top5_acc: 0.5914, loss_cls: 3.0028, loss: 3.0028, grad_norm: 3.4272 2020-08-13 04:50:33,849 - mmaction - INFO - Epoch [3][1020/1253] lr: 3.000e-02, eta: 1 day, 10:52:28, time: 0.738, data_time: 0.007, memory: 4947, top1_acc: 0.3310, top5_acc: 0.5924, loss_cls: 3.0140, loss: 3.0140, grad_norm: 3.4162 2020-08-13 04:50:48,588 - mmaction - INFO - Epoch [3][1040/1253] lr: 3.000e-02, eta: 1 day, 10:48:46, time: 0.738, data_time: 0.007, memory: 4947, top1_acc: 0.3299, top5_acc: 0.5880, loss_cls: 3.0242, loss: 3.0242, grad_norm: 3.4809 2020-08-13 04:51:04,544 - mmaction - INFO - Epoch [3][1060/1253] lr: 3.000e-02, eta: 1 day, 10:45:48, time: 0.799, data_time: 0.008, memory: 4947, top1_acc: 0.3357, top5_acc: 0.5901, loss_cls: 3.0144, loss: 3.0144, grad_norm: 3.4156 2020-08-13 04:51:18,687 - mmaction - INFO - Epoch [3][1080/1253] lr: 3.000e-02, eta: 1 day, 10:41:50, time: 0.707, data_time: 0.006, memory: 4947, top1_acc: 0.3359, top5_acc: 0.5961, loss_cls: 3.0411, loss: 3.0411, grad_norm: 3.4537 2020-08-13 04:51:34,278 - mmaction - INFO - Epoch [3][1100/1253] lr: 3.000e-02, eta: 1 day, 10:38:44, time: 0.781, data_time: 0.009, memory: 4947, top1_acc: 0.3310, top5_acc: 0.5836, loss_cls: 3.0547, loss: 3.0547, grad_norm: 3.4532 2020-08-13 04:51:49,657 - mmaction - INFO - Epoch [3][1120/1253] lr: 3.000e-02, eta: 1 day, 10:35:32, time: 0.769, data_time: 0.006, memory: 4947, top1_acc: 0.3201, top5_acc: 0.5685, loss_cls: 3.1461, loss: 3.1461, grad_norm: 3.4357 2020-08-13 04:52:05,485 - mmaction - INFO - Epoch [3][1140/1253] lr: 3.000e-02, eta: 1 day, 10:32:35, time: 0.790, data_time: 0.003, memory: 4947, top1_acc: 0.3232, top5_acc: 0.5773, loss_cls: 3.1020, loss: 3.1020, grad_norm: 3.3660 2020-08-13 04:52:20,210 - mmaction - INFO - Epoch [3][1160/1253] lr: 3.000e-02, eta: 1 day, 10:29:02, time: 0.732, data_time: 0.009, memory: 4947, top1_acc: 0.3404, top5_acc: 0.5977, loss_cls: 3.0082, loss: 3.0082, grad_norm: 3.4518 2020-08-13 04:52:33,248 - mmaction - INFO - Epoch [3][1180/1253] lr: 3.000e-02, eta: 1 day, 10:24:41, time: 0.656, data_time: 0.010, memory: 4947, top1_acc: 0.3310, top5_acc: 0.5924, loss_cls: 3.0163, loss: 3.0163, grad_norm: 3.4264 2020-08-13 04:52:47,675 - mmaction - INFO - Epoch [3][1200/1253] lr: 3.000e-02, eta: 1 day, 10:21:04, time: 0.719, data_time: 0.007, memory: 4947, top1_acc: 0.3294, top5_acc: 0.5909, loss_cls: 3.0312, loss: 3.0312, grad_norm: 3.5290 2020-08-13 04:53:02,306 - mmaction - INFO - Epoch [3][1220/1253] lr: 3.000e-02, eta: 1 day, 10:17:39, time: 0.734, data_time: 0.007, memory: 4947, top1_acc: 0.3359, top5_acc: 0.5914, loss_cls: 3.0251, loss: 3.0251, grad_norm: 3.4185 2020-08-13 04:53:16,998 - mmaction - INFO - Epoch [3][1240/1253] lr: 3.000e-02, eta: 1 day, 10:14:17, time: 0.735, data_time: 0.006, memory: 4947, top1_acc: 0.3552, top5_acc: 0.6156, loss_cls: 2.9017, loss: 2.9017, grad_norm: 3.3938 2020-08-13 04:53:27,420 - mmaction - INFO - Saving checkpoint at 3 epochs 2020-08-13 04:57:07,856 - mmaction - INFO - Epoch [4][20/1253] lr: 3.000e-02, eta: 1 day, 11:53:38, time: 10.994, data_time: 0.468, memory: 4947, top1_acc: 0.3406, top5_acc: 0.6036, loss_cls: 2.9980, loss: 2.9980, grad_norm: 3.5360 2020-08-13 04:57:20,227 - mmaction - INFO - Epoch [4][40/1253] lr: 3.000e-02, eta: 1 day, 11:48:32, time: 0.618, data_time: 0.003, memory: 4947, top1_acc: 0.3424, top5_acc: 0.5971, loss_cls: 3.0008, loss: 3.0008, grad_norm: 3.4001 2020-08-13 04:57:32,752 - mmaction - INFO - Epoch [4][60/1253] lr: 3.000e-02, eta: 1 day, 11:43:33, time: 0.625, data_time: 0.006, memory: 4947, top1_acc: 0.3299, top5_acc: 0.5971, loss_cls: 3.0236, loss: 3.0236, grad_norm: 3.3870 2020-08-13 04:57:45,159 - mmaction - INFO - Epoch [4][80/1253] lr: 3.000e-02, eta: 1 day, 11:38:35, time: 0.622, data_time: 0.005, memory: 4947, top1_acc: 0.3536, top5_acc: 0.6073, loss_cls: 2.9307, loss: 2.9307, grad_norm: 3.3838 2020-08-13 04:57:57,722 - mmaction - INFO - Epoch [4][100/1253] lr: 3.000e-02, eta: 1 day, 11:33:43, time: 0.626, data_time: 0.006, memory: 4947, top1_acc: 0.3333, top5_acc: 0.5961, loss_cls: 3.0125, loss: 3.0125, grad_norm: 3.5200 2020-08-13 04:58:10,806 - mmaction - INFO - Epoch [4][120/1253] lr: 3.000e-02, eta: 1 day, 11:29:13, time: 0.656, data_time: 0.007, memory: 4947, top1_acc: 0.3385, top5_acc: 0.6117, loss_cls: 2.9554, loss: 2.9554, grad_norm: 3.4305 2020-08-13 04:58:24,037 - mmaction - INFO - Epoch [4][140/1253] lr: 3.000e-02, eta: 1 day, 11:24:46, time: 0.657, data_time: 0.006, memory: 4947, top1_acc: 0.3529, top5_acc: 0.6156, loss_cls: 2.9146, loss: 2.9146, grad_norm: 3.3931 2020-08-13 04:58:38,373 - mmaction - INFO - Epoch [4][160/1253] lr: 3.000e-02, eta: 1 day, 11:21:00, time: 0.719, data_time: 0.008, memory: 4947, top1_acc: 0.3456, top5_acc: 0.6047, loss_cls: 2.9495, loss: 2.9495, grad_norm: 3.4500 2020-08-13 04:58:52,607 - mmaction - INFO - Epoch [4][180/1253] lr: 3.000e-02, eta: 1 day, 11:17:12, time: 0.712, data_time: 0.008, memory: 4947, top1_acc: 0.3422, top5_acc: 0.5935, loss_cls: 2.9872, loss: 2.9872, grad_norm: 3.5109 2020-08-13 04:59:06,556 - mmaction - INFO - Epoch [4][200/1253] lr: 3.000e-02, eta: 1 day, 11:13:18, time: 0.698, data_time: 0.009, memory: 4947, top1_acc: 0.3372, top5_acc: 0.6026, loss_cls: 2.9855, loss: 2.9855, grad_norm: 3.4672 2020-08-13 04:59:20,312 - mmaction - INFO - Epoch [4][220/1253] lr: 3.000e-02, eta: 1 day, 11:09:19, time: 0.688, data_time: 0.004, memory: 4947, top1_acc: 0.3500, top5_acc: 0.6052, loss_cls: 2.9356, loss: 2.9356, grad_norm: 3.5206 2020-08-13 04:59:36,043 - mmaction - INFO - Epoch [4][240/1253] lr: 3.000e-02, eta: 1 day, 11:06:21, time: 0.784, data_time: 0.005, memory: 4947, top1_acc: 0.3549, top5_acc: 0.6182, loss_cls: 2.9244, loss: 2.9244, grad_norm: 3.3860 2020-08-13 04:59:50,930 - mmaction - INFO - Epoch [4][260/1253] lr: 3.000e-02, eta: 1 day, 11:03:03, time: 0.748, data_time: 0.007, memory: 4947, top1_acc: 0.3302, top5_acc: 0.6018, loss_cls: 2.9993, loss: 2.9993, grad_norm: 3.5285 2020-08-13 05:00:09,709 - mmaction - INFO - Epoch [4][280/1253] lr: 3.000e-02, eta: 1 day, 11:01:37, time: 0.933, data_time: 0.005, memory: 4947, top1_acc: 0.3398, top5_acc: 0.5898, loss_cls: 3.0036, loss: 3.0036, grad_norm: 3.4157 2020-08-13 05:02:13,698 - mmaction - INFO - Epoch [4][300/1253] lr: 3.000e-02, eta: 1 day, 11:52:40, time: 6.201, data_time: 0.878, memory: 4947, top1_acc: 0.3490, top5_acc: 0.6143, loss_cls: 2.9161, loss: 2.9161, grad_norm: 3.4072 2020-08-13 05:02:26,138 - mmaction - INFO - Epoch [4][320/1253] lr: 3.000e-02, eta: 1 day, 11:47:57, time: 0.624, data_time: 0.006, memory: 4947, top1_acc: 0.3518, top5_acc: 0.6034, loss_cls: 2.9664, loss: 2.9664, grad_norm: 3.4669 2020-08-13 05:02:39,424 - mmaction - INFO - Epoch [4][340/1253] lr: 3.000e-02, eta: 1 day, 11:43:38, time: 0.662, data_time: 0.008, memory: 4947, top1_acc: 0.3440, top5_acc: 0.6003, loss_cls: 2.9864, loss: 2.9864, grad_norm: 3.4350 2020-08-13 05:02:51,801 - mmaction - INFO - Epoch [4][360/1253] lr: 3.000e-02, eta: 1 day, 11:38:58, time: 0.621, data_time: 0.007, memory: 4947, top1_acc: 0.3576, top5_acc: 0.6195, loss_cls: 2.8957, loss: 2.8957, grad_norm: 3.3449 2020-08-13 05:03:04,445 - mmaction - INFO - Epoch [4][380/1253] lr: 3.000e-02, eta: 1 day, 11:34:25, time: 0.630, data_time: 0.008, memory: 4947, top1_acc: 0.3594, top5_acc: 0.6190, loss_cls: 2.9404, loss: 2.9404, grad_norm: 3.4291 2020-08-13 05:03:17,782 - mmaction - INFO - Epoch [4][400/1253] lr: 3.000e-02, eta: 1 day, 11:30:17, time: 0.668, data_time: 0.008, memory: 4947, top1_acc: 0.3487, top5_acc: 0.6065, loss_cls: 2.9723, loss: 2.9723, grad_norm: 3.4870 2020-08-13 05:03:31,635 - mmaction - INFO - Epoch [4][420/1253] lr: 3.000e-02, eta: 1 day, 11:26:27, time: 0.694, data_time: 0.009, memory: 4947, top1_acc: 0.3461, top5_acc: 0.6026, loss_cls: 2.9619, loss: 2.9619, grad_norm: 3.4601 2020-08-13 05:03:45,817 - mmaction - INFO - Epoch [4][440/1253] lr: 3.000e-02, eta: 1 day, 11:22:47, time: 0.709, data_time: 0.006, memory: 4947, top1_acc: 0.3464, top5_acc: 0.6078, loss_cls: 2.9375, loss: 2.9375, grad_norm: 3.3394 2020-08-13 05:04:00,252 - mmaction - INFO - Epoch [4][460/1253] lr: 3.000e-02, eta: 1 day, 11:19:18, time: 0.724, data_time: 0.007, memory: 4947, top1_acc: 0.3682, top5_acc: 0.6182, loss_cls: 2.9041, loss: 2.9041, grad_norm: 3.3635 2020-08-13 05:04:15,100 - mmaction - INFO - Epoch [4][480/1253] lr: 3.000e-02, eta: 1 day, 11:15:59, time: 0.739, data_time: 0.005, memory: 4947, top1_acc: 0.3451, top5_acc: 0.6099, loss_cls: 2.9589, loss: 2.9589, grad_norm: 3.4158 2020-08-13 05:04:29,272 - mmaction - INFO - Epoch [4][500/1253] lr: 3.000e-02, eta: 1 day, 11:12:25, time: 0.708, data_time: 0.007, memory: 4947, top1_acc: 0.3529, top5_acc: 0.6070, loss_cls: 2.9466, loss: 2.9466, grad_norm: 3.4546 2020-08-13 05:04:43,669 - mmaction - INFO - Epoch [4][520/1253] lr: 3.000e-02, eta: 1 day, 11:08:58, time: 0.719, data_time: 0.008, memory: 4947, top1_acc: 0.3469, top5_acc: 0.6036, loss_cls: 2.9701, loss: 2.9701, grad_norm: 3.4759 2020-08-13 05:04:59,698 - mmaction - INFO - Epoch [4][540/1253] lr: 3.000e-02, eta: 1 day, 11:06:21, time: 0.804, data_time: 0.008, memory: 4947, top1_acc: 0.3503, top5_acc: 0.6156, loss_cls: 2.9305, loss: 2.9305, grad_norm: 3.3953 2020-08-13 05:05:16,127 - mmaction - INFO - Epoch [4][560/1253] lr: 3.000e-02, eta: 1 day, 11:03:56, time: 0.822, data_time: 0.004, memory: 4947, top1_acc: 0.3487, top5_acc: 0.5990, loss_cls: 2.9605, loss: 2.9605, grad_norm: 3.4315 2020-08-13 05:05:30,987 - mmaction - INFO - Epoch [4][580/1253] lr: 3.000e-02, eta: 1 day, 11:00:47, time: 0.743, data_time: 0.006, memory: 4947, top1_acc: 0.3492, top5_acc: 0.6099, loss_cls: 2.9441, loss: 2.9441, grad_norm: 3.3731 2020-08-13 05:05:45,518 - mmaction - INFO - Epoch [4][600/1253] lr: 3.000e-02, eta: 1 day, 10:57:32, time: 0.728, data_time: 0.006, memory: 4947, top1_acc: 0.3401, top5_acc: 0.6086, loss_cls: 2.9325, loss: 2.9325, grad_norm: 3.3549 2020-08-13 05:06:00,403 - mmaction - INFO - Epoch [4][620/1253] lr: 3.000e-02, eta: 1 day, 10:54:28, time: 0.744, data_time: 0.005, memory: 4947, top1_acc: 0.3552, top5_acc: 0.6049, loss_cls: 2.9399, loss: 2.9399, grad_norm: 3.4034 2020-08-13 05:06:16,750 - mmaction - INFO - Epoch [4][640/1253] lr: 3.000e-02, eta: 1 day, 10:52:05, time: 0.817, data_time: 0.003, memory: 4947, top1_acc: 0.3570, top5_acc: 0.6245, loss_cls: 2.8851, loss: 2.8851, grad_norm: 3.4045 2020-08-13 05:06:30,742 - mmaction - INFO - Epoch [4][660/1253] lr: 3.000e-02, eta: 1 day, 10:48:39, time: 0.700, data_time: 0.005, memory: 4947, top1_acc: 0.3490, top5_acc: 0.6141, loss_cls: 2.9337, loss: 2.9337, grad_norm: 3.4891 2020-08-13 05:06:45,804 - mmaction - INFO - Epoch [4][680/1253] lr: 3.000e-02, eta: 1 day, 10:45:44, time: 0.753, data_time: 0.003, memory: 4947, top1_acc: 0.3305, top5_acc: 0.5956, loss_cls: 3.0319, loss: 3.0319, grad_norm: 3.4809 2020-08-13 05:07:01,468 - mmaction - INFO - Epoch [4][700/1253] lr: 3.000e-02, eta: 1 day, 10:43:03, time: 0.778, data_time: 0.005, memory: 4947, top1_acc: 0.3477, top5_acc: 0.6057, loss_cls: 2.9573, loss: 2.9573, grad_norm: 3.3660 2020-08-13 05:07:16,424 - mmaction - INFO - Epoch [4][720/1253] lr: 3.000e-02, eta: 1 day, 10:40:11, time: 0.753, data_time: 0.008, memory: 4947, top1_acc: 0.3604, top5_acc: 0.6109, loss_cls: 2.8960, loss: 2.8960, grad_norm: 3.3133 2020-08-13 05:07:31,301 - mmaction - INFO - Epoch [4][740/1253] lr: 3.000e-02, eta: 1 day, 10:37:14, time: 0.742, data_time: 0.005, memory: 4947, top1_acc: 0.3474, top5_acc: 0.6076, loss_cls: 2.9345, loss: 2.9345, grad_norm: 3.4064 2020-08-13 05:07:46,382 - mmaction - INFO - Epoch [4][760/1253] lr: 3.000e-02, eta: 1 day, 10:34:26, time: 0.756, data_time: 0.005, memory: 4947, top1_acc: 0.3516, top5_acc: 0.6263, loss_cls: 2.9018, loss: 2.9018, grad_norm: 3.4261 2020-08-13 05:08:01,912 - mmaction - INFO - Epoch [4][780/1253] lr: 3.000e-02, eta: 1 day, 10:31:48, time: 0.773, data_time: 0.008, memory: 4947, top1_acc: 0.3523, top5_acc: 0.6003, loss_cls: 2.9431, loss: 2.9431, grad_norm: 3.3062 2020-08-13 05:08:17,275 - mmaction - INFO - Epoch [4][800/1253] lr: 3.000e-02, eta: 1 day, 10:29:09, time: 0.768, data_time: 0.007, memory: 4947, top1_acc: 0.3586, top5_acc: 0.6078, loss_cls: 2.9162, loss: 2.9162, grad_norm: 3.3852 2020-08-13 05:08:32,713 - mmaction - INFO - Epoch [4][820/1253] lr: 3.000e-02, eta: 1 day, 10:26:34, time: 0.772, data_time: 0.008, memory: 4947, top1_acc: 0.3492, top5_acc: 0.6044, loss_cls: 2.9717, loss: 2.9717, grad_norm: 3.4104 2020-08-13 05:08:48,134 - mmaction - INFO - Epoch [4][840/1253] lr: 3.000e-02, eta: 1 day, 10:24:01, time: 0.774, data_time: 0.008, memory: 4947, top1_acc: 0.3651, top5_acc: 0.6154, loss_cls: 2.8854, loss: 2.8854, grad_norm: 3.2894 2020-08-13 05:09:04,274 - mmaction - INFO - Epoch [4][860/1253] lr: 3.000e-02, eta: 1 day, 10:21:45, time: 0.807, data_time: 0.002, memory: 4947, top1_acc: 0.3563, top5_acc: 0.6156, loss_cls: 2.9084, loss: 2.9084, grad_norm: 3.4416 2020-08-13 05:09:19,060 - mmaction - INFO - Epoch [4][880/1253] lr: 3.000e-02, eta: 1 day, 10:18:53, time: 0.734, data_time: 0.005, memory: 4947, top1_acc: 0.3539, top5_acc: 0.6130, loss_cls: 2.8823, loss: 2.8823, grad_norm: 3.3852 2020-08-13 05:09:34,667 - mmaction - INFO - Epoch [4][900/1253] lr: 3.000e-02, eta: 1 day, 10:16:29, time: 0.785, data_time: 0.008, memory: 4947, top1_acc: 0.3591, top5_acc: 0.6107, loss_cls: 2.9054, loss: 2.9054, grad_norm: 3.3697 2020-08-13 05:09:50,469 - mmaction - INFO - Epoch [4][920/1253] lr: 3.000e-02, eta: 1 day, 10:14:09, time: 0.791, data_time: 0.006, memory: 4947, top1_acc: 0.3602, top5_acc: 0.6294, loss_cls: 2.8415, loss: 2.8415, grad_norm: 3.3889 2020-08-13 05:10:08,069 - mmaction - INFO - Epoch [4][940/1253] lr: 3.000e-02, eta: 1 day, 10:12:36, time: 0.879, data_time: 0.003, memory: 4947, top1_acc: 0.3424, top5_acc: 0.6128, loss_cls: 2.8918, loss: 2.8918, grad_norm: 3.3827 2020-08-13 05:10:23,315 - mmaction - INFO - Epoch [4][960/1253] lr: 3.000e-02, eta: 1 day, 10:10:02, time: 0.760, data_time: 0.002, memory: 4947, top1_acc: 0.3503, top5_acc: 0.6180, loss_cls: 2.8974, loss: 2.8974, grad_norm: 3.3808 2020-08-13 05:10:39,557 - mmaction - INFO - Epoch [4][980/1253] lr: 3.000e-02, eta: 1 day, 10:07:54, time: 0.809, data_time: 0.007, memory: 4947, top1_acc: 0.3536, top5_acc: 0.6146, loss_cls: 2.9098, loss: 2.9098, grad_norm: 3.3994 2020-08-13 05:10:55,100 - mmaction - INFO - Epoch [4][1000/1253] lr: 3.000e-02, eta: 1 day, 10:05:34, time: 0.782, data_time: 0.009, memory: 4947, top1_acc: 0.3628, top5_acc: 0.6216, loss_cls: 2.8897, loss: 2.8897, grad_norm: 3.3598 2020-08-13 05:11:11,366 - mmaction - INFO - Epoch [4][1020/1253] lr: 3.000e-02, eta: 1 day, 10:03:29, time: 0.810, data_time: 0.008, memory: 4947, top1_acc: 0.3570, top5_acc: 0.6057, loss_cls: 2.9200, loss: 2.9200, grad_norm: 3.4083 2020-08-13 05:11:25,656 - mmaction - INFO - Epoch [4][1040/1253] lr: 3.000e-02, eta: 1 day, 10:00:36, time: 0.714, data_time: 0.008, memory: 4947, top1_acc: 0.3586, top5_acc: 0.6216, loss_cls: 2.8903, loss: 2.8903, grad_norm: 3.3398 2020-08-13 05:11:41,868 - mmaction - INFO - Epoch [4][1060/1253] lr: 3.000e-02, eta: 1 day, 9:58:33, time: 0.811, data_time: 0.009, memory: 4947, top1_acc: 0.3398, top5_acc: 0.6036, loss_cls: 2.9348, loss: 2.9348, grad_norm: 3.3402 2020-08-13 05:11:58,207 - mmaction - INFO - Epoch [4][1080/1253] lr: 3.000e-02, eta: 1 day, 9:56:36, time: 0.820, data_time: 0.008, memory: 4947, top1_acc: 0.3542, top5_acc: 0.6211, loss_cls: 2.8924, loss: 2.8924, grad_norm: 3.3514 2020-08-13 05:12:12,280 - mmaction - INFO - Epoch [4][1100/1253] lr: 3.000e-02, eta: 1 day, 9:53:41, time: 0.704, data_time: 0.006, memory: 4947, top1_acc: 0.3753, top5_acc: 0.6326, loss_cls: 2.8343, loss: 2.8343, grad_norm: 3.3904 2020-08-13 05:12:28,905 - mmaction - INFO - Epoch [4][1120/1253] lr: 3.000e-02, eta: 1 day, 9:51:49, time: 0.827, data_time: 0.009, memory: 4947, top1_acc: 0.3625, top5_acc: 0.6065, loss_cls: 2.9269, loss: 2.9269, grad_norm: 3.3274 2020-08-13 05:12:43,227 - mmaction - INFO - Epoch [4][1140/1253] lr: 3.000e-02, eta: 1 day, 9:49:05, time: 0.720, data_time: 0.009, memory: 4947, top1_acc: 0.3521, top5_acc: 0.6234, loss_cls: 2.8855, loss: 2.8855, grad_norm: 3.3407 2020-08-13 05:13:00,648 - mmaction - INFO - Epoch [4][1160/1253] lr: 3.000e-02, eta: 1 day, 9:47:36, time: 0.870, data_time: 0.006, memory: 4947, top1_acc: 0.3656, top5_acc: 0.6208, loss_cls: 2.8509, loss: 2.8509, grad_norm: 3.3691 2020-08-13 05:13:15,251 - mmaction - INFO - Epoch [4][1180/1253] lr: 3.000e-02, eta: 1 day, 9:44:59, time: 0.730, data_time: 0.007, memory: 4947, top1_acc: 0.3549, top5_acc: 0.6099, loss_cls: 2.9112, loss: 2.9112, grad_norm: 3.4071 2020-08-13 05:13:30,659 - mmaction - INFO - Epoch [4][1200/1253] lr: 3.000e-02, eta: 1 day, 9:42:42, time: 0.769, data_time: 0.007, memory: 4947, top1_acc: 0.3539, top5_acc: 0.6055, loss_cls: 2.9325, loss: 2.9325, grad_norm: 3.4475 2020-08-13 05:13:45,734 - mmaction - INFO - Epoch [4][1220/1253] lr: 3.000e-02, eta: 1 day, 9:40:19, time: 0.755, data_time: 0.006, memory: 4947, top1_acc: 0.3549, top5_acc: 0.6096, loss_cls: 2.9342, loss: 2.9342, grad_norm: 3.2924 2020-08-13 05:14:01,006 - mmaction - INFO - Epoch [4][1240/1253] lr: 3.000e-02, eta: 1 day, 9:38:03, time: 0.766, data_time: 0.008, memory: 4947, top1_acc: 0.3539, top5_acc: 0.6258, loss_cls: 2.8508, loss: 2.8508, grad_norm: 3.4382 2020-08-13 05:14:11,280 - mmaction - INFO - Saving checkpoint at 4 epochs 2020-08-13 05:18:05,456 - mmaction - INFO - Epoch [5][20/1253] lr: 3.000e-02, eta: 1 day, 10:57:16, time: 11.674, data_time: 10.815, memory: 4947, top1_acc: 0.3604, top5_acc: 0.6255, loss_cls: 2.8589, loss: 2.8589, grad_norm: 3.4477 2020-08-13 05:18:17,933 - mmaction - INFO - Epoch [5][40/1253] lr: 3.000e-02, eta: 1 day, 10:53:35, time: 0.626, data_time: 0.007, memory: 4947, top1_acc: 0.3794, top5_acc: 0.6310, loss_cls: 2.7803, loss: 2.7803, grad_norm: 3.3518 2020-08-13 05:18:30,579 - mmaction - INFO - Epoch [5][60/1253] lr: 3.000e-02, eta: 1 day, 10:49:57, time: 0.629, data_time: 0.006, memory: 4947, top1_acc: 0.3742, top5_acc: 0.6302, loss_cls: 2.8396, loss: 2.8396, grad_norm: 3.3885 2020-08-13 05:18:42,982 - mmaction - INFO - Epoch [5][80/1253] lr: 3.000e-02, eta: 1 day, 10:46:18, time: 0.623, data_time: 0.007, memory: 4947, top1_acc: 0.3586, top5_acc: 0.6281, loss_cls: 2.8849, loss: 2.8849, grad_norm: 3.4095 2020-08-13 05:18:55,520 - mmaction - INFO - Epoch [5][100/1253] lr: 3.000e-02, eta: 1 day, 10:42:41, time: 0.625, data_time: 0.006, memory: 4947, top1_acc: 0.3544, top5_acc: 0.6177, loss_cls: 2.8823, loss: 2.8823, grad_norm: 3.3876 2020-08-13 05:19:07,922 - mmaction - INFO - Epoch [5][120/1253] lr: 3.000e-02, eta: 1 day, 10:39:04, time: 0.620, data_time: 0.008, memory: 4947, top1_acc: 0.3591, top5_acc: 0.6232, loss_cls: 2.8400, loss: 2.8400, grad_norm: 3.4123 2020-08-13 05:19:21,411 - mmaction - INFO - Epoch [5][140/1253] lr: 3.000e-02, eta: 1 day, 10:35:54, time: 0.674, data_time: 0.008, memory: 4947, top1_acc: 0.3604, top5_acc: 0.6227, loss_cls: 2.8755, loss: 2.8755, grad_norm: 3.4562 2020-08-13 05:19:34,335 - mmaction - INFO - Epoch [5][160/1253] lr: 3.000e-02, eta: 1 day, 10:32:32, time: 0.647, data_time: 0.007, memory: 4947, top1_acc: 0.3727, top5_acc: 0.6349, loss_cls: 2.7917, loss: 2.7917, grad_norm: 3.3330 2020-08-13 05:19:49,247 - mmaction - INFO - Epoch [5][180/1253] lr: 3.000e-02, eta: 1 day, 10:29:57, time: 0.745, data_time: 0.008, memory: 4947, top1_acc: 0.3604, top5_acc: 0.6099, loss_cls: 2.8931, loss: 2.8931, grad_norm: 3.3256 2020-08-13 05:20:04,521 - mmaction - INFO - Epoch [5][200/1253] lr: 3.000e-02, eta: 1 day, 10:27:33, time: 0.766, data_time: 0.010, memory: 4947, top1_acc: 0.3784, top5_acc: 0.6367, loss_cls: 2.7608, loss: 2.7608, grad_norm: 3.3579 2020-08-13 05:20:18,138 - mmaction - INFO - Epoch [5][220/1253] lr: 3.000e-02, eta: 1 day, 10:24:30, time: 0.679, data_time: 0.003, memory: 4947, top1_acc: 0.3628, top5_acc: 0.6286, loss_cls: 2.8610, loss: 2.8610, grad_norm: 3.3375 2020-08-13 05:20:33,631 - mmaction - INFO - Epoch [5][240/1253] lr: 3.000e-02, eta: 1 day, 10:22:12, time: 0.776, data_time: 0.008, memory: 4947, top1_acc: 0.3701, top5_acc: 0.6336, loss_cls: 2.7961, loss: 2.7961, grad_norm: 3.3048 2020-08-13 05:20:48,452 - mmaction - INFO - Epoch [5][260/1253] lr: 3.000e-02, eta: 1 day, 10:19:40, time: 0.742, data_time: 0.008, memory: 4947, top1_acc: 0.3768, top5_acc: 0.6346, loss_cls: 2.7741, loss: 2.7741, grad_norm: 3.3784 2020-08-13 05:21:04,003 - mmaction - INFO - Epoch [5][280/1253] lr: 3.000e-02, eta: 1 day, 10:17:24, time: 0.774, data_time: 0.008, memory: 4947, top1_acc: 0.3701, top5_acc: 0.6268, loss_cls: 2.8384, loss: 2.8384, grad_norm: 3.4130 2020-08-13 05:21:18,058 - mmaction - INFO - Epoch [5][300/1253] lr: 3.000e-02, eta: 1 day, 10:14:38, time: 0.707, data_time: 0.007, memory: 4947, top1_acc: 0.3703, top5_acc: 0.6276, loss_cls: 2.8092, loss: 2.8092, grad_norm: 3.3570 2020-08-13 05:21:32,536 - mmaction - INFO - Epoch [5][320/1253] lr: 3.000e-02, eta: 1 day, 10:11:59, time: 0.720, data_time: 0.005, memory: 4947, top1_acc: 0.3878, top5_acc: 0.6406, loss_cls: 2.7799, loss: 2.7799, grad_norm: 3.3173 2020-08-13 05:21:47,874 - mmaction - INFO - Epoch [5][340/1253] lr: 3.000e-02, eta: 1 day, 10:09:43, time: 0.769, data_time: 0.011, memory: 4947, top1_acc: 0.3609, top5_acc: 0.6362, loss_cls: 2.8191, loss: 2.8191, grad_norm: 3.4261 2020-08-13 05:22:04,000 - mmaction - INFO - Epoch [5][360/1253] lr: 3.000e-02, eta: 1 day, 10:07:43, time: 0.804, data_time: 0.009, memory: 4947, top1_acc: 0.3531, top5_acc: 0.6417, loss_cls: 2.8173, loss: 2.8173, grad_norm: 3.4464 2020-08-13 05:22:20,322 - mmaction - INFO - Epoch [5][380/1253] lr: 3.000e-02, eta: 1 day, 10:05:52, time: 0.819, data_time: 0.008, memory: 4947, top1_acc: 0.3654, top5_acc: 0.6211, loss_cls: 2.8687, loss: 2.8687, grad_norm: 3.3389 2020-08-13 05:22:35,026 - mmaction - INFO - Epoch [5][400/1253] lr: 3.000e-02, eta: 1 day, 10:03:24, time: 0.736, data_time: 0.007, memory: 4947, top1_acc: 0.3716, top5_acc: 0.6349, loss_cls: 2.7824, loss: 2.7824, grad_norm: 3.3236 2020-08-13 05:22:49,825 - mmaction - INFO - Epoch [5][420/1253] lr: 3.000e-02, eta: 1 day, 10:00:58, time: 0.739, data_time: 0.004, memory: 4947, top1_acc: 0.3758, top5_acc: 0.6344, loss_cls: 2.8093, loss: 2.8093, grad_norm: 3.4027 2020-08-13 05:23:05,552 - mmaction - INFO - Epoch [5][440/1253] lr: 3.000e-02, eta: 1 day, 9:58:54, time: 0.785, data_time: 0.007, memory: 4947, top1_acc: 0.3904, top5_acc: 0.6466, loss_cls: 2.7007, loss: 2.7007, grad_norm: 3.3609 2020-08-13 05:23:21,005 - mmaction - INFO - Epoch [5][460/1253] lr: 3.000e-02, eta: 1 day, 9:56:45, time: 0.772, data_time: 0.005, memory: 4947, top1_acc: 0.3716, top5_acc: 0.6380, loss_cls: 2.7707, loss: 2.7707, grad_norm: 3.3590 2020-08-13 05:23:35,491 - mmaction - INFO - Epoch [5][480/1253] lr: 3.000e-02, eta: 1 day, 9:54:16, time: 0.726, data_time: 0.008, memory: 4947, top1_acc: 0.3763, top5_acc: 0.6242, loss_cls: 2.8060, loss: 2.8060, grad_norm: 3.3670 2020-08-13 05:23:51,619 - mmaction - INFO - Epoch [5][500/1253] lr: 3.000e-02, eta: 1 day, 9:52:22, time: 0.804, data_time: 0.003, memory: 4947, top1_acc: 0.3781, top5_acc: 0.6401, loss_cls: 2.7679, loss: 2.7679, grad_norm: 3.3756 2020-08-13 05:24:07,464 - mmaction - INFO - Epoch [5][520/1253] lr: 3.000e-02, eta: 1 day, 9:50:25, time: 0.793, data_time: 0.007, memory: 4947, top1_acc: 0.3659, top5_acc: 0.6240, loss_cls: 2.8355, loss: 2.8355, grad_norm: 3.4035 2020-08-13 05:24:22,253 - mmaction - INFO - Epoch [5][540/1253] lr: 3.000e-02, eta: 1 day, 9:48:05, time: 0.740, data_time: 0.005, memory: 4947, top1_acc: 0.3753, top5_acc: 0.6362, loss_cls: 2.7709, loss: 2.7709, grad_norm: 3.3569 2020-08-13 05:24:37,233 - mmaction - INFO - Epoch [5][560/1253] lr: 3.000e-02, eta: 1 day, 9:45:50, time: 0.749, data_time: 0.007, memory: 4947, top1_acc: 0.3656, top5_acc: 0.6247, loss_cls: 2.7992, loss: 2.7992, grad_norm: 3.4213 2020-08-13 05:24:53,452 - mmaction - INFO - Epoch [5][580/1253] lr: 3.000e-02, eta: 1 day, 9:44:02, time: 0.812, data_time: 0.004, memory: 4947, top1_acc: 0.3482, top5_acc: 0.6052, loss_cls: 2.9264, loss: 2.9264, grad_norm: 3.3436 2020-08-13 05:25:08,747 - mmaction - INFO - Epoch [5][600/1253] lr: 3.000e-02, eta: 1 day, 9:41:54, time: 0.762, data_time: 0.005, memory: 4947, top1_acc: 0.3771, top5_acc: 0.6260, loss_cls: 2.7862, loss: 2.7862, grad_norm: 3.2830 2020-08-13 05:25:24,654 - mmaction - INFO - Epoch [5][620/1253] lr: 3.000e-02, eta: 1 day, 9:40:02, time: 0.798, data_time: 0.007, memory: 4947, top1_acc: 0.3763, top5_acc: 0.6323, loss_cls: 2.7847, loss: 2.7847, grad_norm: 3.3969 2020-08-13 05:25:42,685 - mmaction - INFO - Epoch [5][640/1253] lr: 3.000e-02, eta: 1 day, 9:38:54, time: 0.898, data_time: 0.008, memory: 4947, top1_acc: 0.3661, top5_acc: 0.6237, loss_cls: 2.8621, loss: 2.8621, grad_norm: 3.3657 2020-08-13 05:25:57,864 - mmaction - INFO - Epoch [5][660/1253] lr: 3.000e-02, eta: 1 day, 9:36:48, time: 0.762, data_time: 0.007, memory: 4947, top1_acc: 0.3823, top5_acc: 0.6398, loss_cls: 2.7475, loss: 2.7475, grad_norm: 3.3579 2020-08-13 05:26:14,486 - mmaction - INFO - Epoch [5][680/1253] lr: 3.000e-02, eta: 1 day, 9:35:12, time: 0.832, data_time: 0.007, memory: 4947, top1_acc: 0.3677, top5_acc: 0.6180, loss_cls: 2.8554, loss: 2.8554, grad_norm: 3.3744 2020-08-13 05:26:28,814 - mmaction - INFO - Epoch [5][700/1253] lr: 3.000e-02, eta: 1 day, 9:32:47, time: 0.713, data_time: 0.004, memory: 4947, top1_acc: 0.3654, top5_acc: 0.6299, loss_cls: 2.8196, loss: 2.8196, grad_norm: 3.3563 2020-08-13 05:26:44,236 - mmaction - INFO - Epoch [5][720/1253] lr: 3.000e-02, eta: 1 day, 9:30:46, time: 0.769, data_time: 0.009, memory: 4947, top1_acc: 0.3750, top5_acc: 0.6305, loss_cls: 2.7892, loss: 2.7892, grad_norm: 3.4036 2020-08-13 05:26:59,259 - mmaction - INFO - Epoch [5][740/1253] lr: 3.000e-02, eta: 1 day, 9:28:41, time: 0.756, data_time: 0.007, memory: 4947, top1_acc: 0.3898, top5_acc: 0.6375, loss_cls: 2.7837, loss: 2.7837, grad_norm: 3.3457 2020-08-13 05:27:13,875 - mmaction - INFO - Epoch [5][760/1253] lr: 3.000e-02, eta: 1 day, 9:26:25, time: 0.728, data_time: 0.007, memory: 4947, top1_acc: 0.3932, top5_acc: 0.6451, loss_cls: 2.7302, loss: 2.7302, grad_norm: 3.3335 2020-08-13 05:27:29,642 - mmaction - INFO - Epoch [5][780/1253] lr: 3.000e-02, eta: 1 day, 9:24:35, time: 0.791, data_time: 0.007, memory: 4947, top1_acc: 0.3674, top5_acc: 0.6219, loss_cls: 2.8416, loss: 2.8416, grad_norm: 3.3307 2020-08-13 05:27:44,761 - mmaction - INFO - Epoch [5][800/1253] lr: 3.000e-02, eta: 1 day, 9:22:31, time: 0.754, data_time: 0.006, memory: 4947, top1_acc: 0.3859, top5_acc: 0.6409, loss_cls: 2.7554, loss: 2.7554, grad_norm: 3.3363 2020-08-13 05:28:01,587 - mmaction - INFO - Epoch [5][820/1253] lr: 3.000e-02, eta: 1 day, 9:21:05, time: 0.844, data_time: 0.007, memory: 4947, top1_acc: 0.3836, top5_acc: 0.6508, loss_cls: 2.7153, loss: 2.7153, grad_norm: 3.3548 2020-08-13 05:28:16,117 - mmaction - INFO - Epoch [5][840/1253] lr: 3.000e-02, eta: 1 day, 9:18:51, time: 0.726, data_time: 0.005, memory: 4947, top1_acc: 0.3802, top5_acc: 0.6328, loss_cls: 2.7617, loss: 2.7617, grad_norm: 3.3875 2020-08-13 05:28:32,216 - mmaction - INFO - Epoch [5][860/1253] lr: 3.000e-02, eta: 1 day, 9:17:10, time: 0.805, data_time: 0.004, memory: 4947, top1_acc: 0.3716, top5_acc: 0.6370, loss_cls: 2.8032, loss: 2.8032, grad_norm: 3.4000 2020-08-13 05:28:45,566 - mmaction - INFO - Epoch [5][880/1253] lr: 3.000e-02, eta: 1 day, 9:14:34, time: 0.667, data_time: 0.005, memory: 4947, top1_acc: 0.3859, top5_acc: 0.6477, loss_cls: 2.7323, loss: 2.7323, grad_norm: 3.3327 2020-08-13 05:29:02,438 - mmaction - INFO - Epoch [5][900/1253] lr: 3.000e-02, eta: 1 day, 9:13:10, time: 0.844, data_time: 0.003, memory: 4947, top1_acc: 0.3875, top5_acc: 0.6255, loss_cls: 2.8082, loss: 2.8082, grad_norm: 3.3250 2020-08-13 05:29:17,111 - mmaction - INFO - Epoch [5][920/1253] lr: 3.000e-02, eta: 1 day, 9:11:00, time: 0.730, data_time: 0.005, memory: 4947, top1_acc: 0.3828, top5_acc: 0.6409, loss_cls: 2.7595, loss: 2.7595, grad_norm: 3.3703 2020-08-13 05:29:31,355 - mmaction - INFO - Epoch [5][940/1253] lr: 3.000e-02, eta: 1 day, 9:08:46, time: 0.714, data_time: 0.007, memory: 4947, top1_acc: 0.3833, top5_acc: 0.6479, loss_cls: 2.7504, loss: 2.7504, grad_norm: 3.3634 2020-08-13 05:29:46,688 - mmaction - INFO - Epoch [5][960/1253] lr: 3.000e-02, eta: 1 day, 9:06:52, time: 0.765, data_time: 0.008, memory: 4947, top1_acc: 0.3771, top5_acc: 0.6396, loss_cls: 2.7804, loss: 2.7804, grad_norm: 3.3871 2020-08-13 05:30:02,114 - mmaction - INFO - Epoch [5][980/1253] lr: 3.000e-02, eta: 1 day, 9:05:02, time: 0.775, data_time: 0.008, memory: 4947, top1_acc: 0.3802, top5_acc: 0.6539, loss_cls: 2.7672, loss: 2.7672, grad_norm: 3.2981 2020-08-13 05:30:18,288 - mmaction - INFO - Epoch [5][1000/1253] lr: 3.000e-02, eta: 1 day, 9:03:26, time: 0.807, data_time: 0.009, memory: 4947, top1_acc: 0.3633, top5_acc: 0.6245, loss_cls: 2.8812, loss: 2.8812, grad_norm: 3.3272 2020-08-13 05:30:32,151 - mmaction - INFO - Epoch [5][1020/1253] lr: 3.000e-02, eta: 1 day, 9:01:06, time: 0.693, data_time: 0.007, memory: 4947, top1_acc: 0.3755, top5_acc: 0.6385, loss_cls: 2.7400, loss: 2.7400, grad_norm: 3.2615 2020-08-13 05:30:46,735 - mmaction - INFO - Epoch [5][1040/1253] lr: 3.000e-02, eta: 1 day, 8:59:01, time: 0.731, data_time: 0.008, memory: 4947, top1_acc: 0.3695, top5_acc: 0.6469, loss_cls: 2.7760, loss: 2.7760, grad_norm: 3.3787 2020-08-13 05:31:03,700 - mmaction - INFO - Epoch [5][1060/1253] lr: 3.000e-02, eta: 1 day, 8:57:43, time: 0.848, data_time: 0.004, memory: 4947, top1_acc: 0.3836, top5_acc: 0.6362, loss_cls: 2.7611, loss: 2.7611, grad_norm: 3.3462 2020-08-13 05:31:18,505 - mmaction - INFO - Epoch [5][1080/1253] lr: 3.000e-02, eta: 1 day, 8:55:42, time: 0.737, data_time: 0.006, memory: 4947, top1_acc: 0.3612, top5_acc: 0.6315, loss_cls: 2.8232, loss: 2.8232, grad_norm: 3.3314 2020-08-13 05:31:34,627 - mmaction - INFO - Epoch [5][1100/1253] lr: 3.000e-02, eta: 1 day, 8:54:10, time: 0.810, data_time: 0.008, memory: 4947, top1_acc: 0.3826, top5_acc: 0.6451, loss_cls: 2.7624, loss: 2.7624, grad_norm: 3.3538 2020-08-13 05:31:49,175 - mmaction - INFO - Epoch [5][1120/1253] lr: 3.000e-02, eta: 1 day, 8:52:06, time: 0.725, data_time: 0.005, memory: 4947, top1_acc: 0.3909, top5_acc: 0.6430, loss_cls: 2.7388, loss: 2.7388, grad_norm: 3.3751 2020-08-13 05:32:04,119 - mmaction - INFO - Epoch [5][1140/1253] lr: 3.000e-02, eta: 1 day, 8:50:11, time: 0.747, data_time: 0.006, memory: 4947, top1_acc: 0.3674, top5_acc: 0.6258, loss_cls: 2.8528, loss: 2.8528, grad_norm: 3.2912 2020-08-13 05:32:18,806 - mmaction - INFO - Epoch [5][1160/1253] lr: 3.000e-02, eta: 1 day, 8:48:12, time: 0.734, data_time: 0.008, memory: 4947, top1_acc: 0.3854, top5_acc: 0.6411, loss_cls: 2.7787, loss: 2.7787, grad_norm: 3.3033 2020-08-13 05:32:34,373 - mmaction - INFO - Epoch [5][1180/1253] lr: 3.000e-02, eta: 1 day, 8:46:31, time: 0.780, data_time: 0.007, memory: 4947, top1_acc: 0.3911, top5_acc: 0.6404, loss_cls: 2.7434, loss: 2.7434, grad_norm: 3.3087 2020-08-13 05:32:50,551 - mmaction - INFO - Epoch [5][1200/1253] lr: 3.000e-02, eta: 1 day, 8:45:01, time: 0.807, data_time: 0.007, memory: 4947, top1_acc: 0.3734, top5_acc: 0.6349, loss_cls: 2.8162, loss: 2.8162, grad_norm: 3.3968 2020-08-13 05:33:07,121 - mmaction - INFO - Epoch [5][1220/1253] lr: 3.000e-02, eta: 1 day, 8:43:40, time: 0.830, data_time: 0.005, memory: 4947, top1_acc: 0.3677, top5_acc: 0.6323, loss_cls: 2.8048, loss: 2.8048, grad_norm: 3.3428 2020-08-13 05:33:22,276 - mmaction - INFO - Epoch [5][1240/1253] lr: 3.000e-02, eta: 1 day, 8:41:51, time: 0.755, data_time: 0.008, memory: 4947, top1_acc: 0.3857, top5_acc: 0.6430, loss_cls: 2.7257, loss: 2.7257, grad_norm: 3.3340 2020-08-13 05:33:31,996 - mmaction - INFO - Saving checkpoint at 5 epochs 2020-08-13 05:34:00,502 - mmaction - INFO - Epoch [6][20/1253] lr: 3.000e-02, eta: 1 day, 8:39:50, time: 1.399, data_time: 0.719, memory: 4947, top1_acc: 0.3870, top5_acc: 0.6477, loss_cls: 2.7572, loss: 2.7572, grad_norm: 3.2042 2020-08-13 05:34:13,180 - mmaction - INFO - Epoch [6][40/1253] lr: 3.000e-02, eta: 1 day, 8:37:16, time: 0.633, data_time: 0.003, memory: 4947, top1_acc: 0.3826, top5_acc: 0.6542, loss_cls: 2.6973, loss: 2.6973, grad_norm: 3.3246 2020-08-13 05:34:28,182 - mmaction - INFO - Epoch [6][60/1253] lr: 3.000e-02, eta: 1 day, 8:35:28, time: 0.751, data_time: 0.006, memory: 4947, top1_acc: 0.3753, top5_acc: 0.6383, loss_cls: 2.7541, loss: 2.7541, grad_norm: 3.3204 2020-08-13 05:34:42,369 - mmaction - INFO - Epoch [6][80/1253] lr: 3.000e-02, eta: 1 day, 8:33:24, time: 0.708, data_time: 0.008, memory: 4947, top1_acc: 0.3893, top5_acc: 0.6471, loss_cls: 2.6975, loss: 2.6975, grad_norm: 3.3779 2020-08-13 05:34:56,184 - mmaction - INFO - Epoch [6][100/1253] lr: 3.000e-02, eta: 1 day, 8:31:15, time: 0.693, data_time: 0.008, memory: 4947, top1_acc: 0.3883, top5_acc: 0.6513, loss_cls: 2.7205, loss: 2.7205, grad_norm: 3.3700 2020-08-13 05:35:10,363 - mmaction - INFO - Epoch [6][120/1253] lr: 3.000e-02, eta: 1 day, 8:29:12, time: 0.710, data_time: 0.006, memory: 4947, top1_acc: 0.3964, top5_acc: 0.6482, loss_cls: 2.7173, loss: 2.7173, grad_norm: 3.2949 2020-08-13 05:35:25,506 - mmaction - INFO - Epoch [6][140/1253] lr: 3.000e-02, eta: 1 day, 8:27:28, time: 0.755, data_time: 0.006, memory: 4947, top1_acc: 0.3964, top5_acc: 0.6594, loss_cls: 2.6507, loss: 2.6507, grad_norm: 3.3730 2020-08-13 05:35:40,588 - mmaction - INFO - Epoch [6][160/1253] lr: 3.000e-02, eta: 1 day, 8:25:45, time: 0.756, data_time: 0.005, memory: 4947, top1_acc: 0.3849, top5_acc: 0.6417, loss_cls: 2.7426, loss: 2.7426, grad_norm: 3.3487 2020-08-13 05:35:56,206 - mmaction - INFO - Epoch [6][180/1253] lr: 3.000e-02, eta: 1 day, 8:24:11, time: 0.781, data_time: 0.004, memory: 4947, top1_acc: 0.3841, top5_acc: 0.6393, loss_cls: 2.7237, loss: 2.7237, grad_norm: 3.4453 2020-08-13 05:36:11,180 - mmaction - INFO - Epoch [6][200/1253] lr: 3.000e-02, eta: 1 day, 8:22:25, time: 0.748, data_time: 0.006, memory: 4947, top1_acc: 0.3839, top5_acc: 0.6372, loss_cls: 2.7376, loss: 2.7376, grad_norm: 3.2897 2020-08-13 05:36:27,053 - mmaction - INFO - Epoch [6][220/1253] lr: 3.000e-02, eta: 1 day, 8:20:57, time: 0.792, data_time: 0.005, memory: 4947, top1_acc: 0.3831, top5_acc: 0.6503, loss_cls: 2.7689, loss: 2.7689, grad_norm: 3.3521 2020-08-13 05:36:42,720 - mmaction - INFO - Epoch [6][240/1253] lr: 3.000e-02, eta: 1 day, 8:19:26, time: 0.785, data_time: 0.007, memory: 4947, top1_acc: 0.3984, top5_acc: 0.6487, loss_cls: 2.6940, loss: 2.6940, grad_norm: 3.3465 2020-08-13 05:36:56,410 - mmaction - INFO - Epoch [6][260/1253] lr: 3.000e-02, eta: 1 day, 8:17:17, time: 0.680, data_time: 0.004, memory: 4947, top1_acc: 0.3935, top5_acc: 0.6516, loss_cls: 2.6911, loss: 2.6911, grad_norm: 3.2727 2020-08-13 05:37:11,285 - mmaction - INFO - Epoch [6][280/1253] lr: 3.000e-02, eta: 1 day, 8:15:33, time: 0.746, data_time: 0.007, memory: 4947, top1_acc: 0.3857, top5_acc: 0.6503, loss_cls: 2.7353, loss: 2.7353, grad_norm: 3.4813 2020-08-13 05:37:27,083 - mmaction - INFO - Epoch [6][300/1253] lr: 3.000e-02, eta: 1 day, 8:14:06, time: 0.792, data_time: 0.006, memory: 4947, top1_acc: 0.3760, top5_acc: 0.6388, loss_cls: 2.7515, loss: 2.7515, grad_norm: 3.3137 2020-08-13 05:37:42,003 - mmaction - INFO - Epoch [6][320/1253] lr: 3.000e-02, eta: 1 day, 8:12:23, time: 0.744, data_time: 0.007, memory: 4947, top1_acc: 0.3854, top5_acc: 0.6523, loss_cls: 2.7315, loss: 2.7315, grad_norm: 3.2407 2020-08-13 05:37:56,549 - mmaction - INFO - Epoch [6][340/1253] lr: 3.000e-02, eta: 1 day, 8:10:34, time: 0.728, data_time: 0.006, memory: 4947, top1_acc: 0.4026, top5_acc: 0.6490, loss_cls: 2.6997, loss: 2.6997, grad_norm: 3.2811 2020-08-13 05:38:12,012 - mmaction - INFO - Epoch [6][360/1253] lr: 3.000e-02, eta: 1 day, 8:09:02, time: 0.774, data_time: 0.009, memory: 4947, top1_acc: 0.4026, top5_acc: 0.6643, loss_cls: 2.6991, loss: 2.6991, grad_norm: 3.3435 2020-08-13 05:38:27,354 - mmaction - INFO - Epoch [6][380/1253] lr: 3.000e-02, eta: 1 day, 8:07:26, time: 0.760, data_time: 0.004, memory: 4947, top1_acc: 0.3966, top5_acc: 0.6544, loss_cls: 2.6928, loss: 2.6928, grad_norm: 3.3341 2020-08-13 05:38:43,207 - mmaction - INFO - Epoch [6][400/1253] lr: 3.000e-02, eta: 1 day, 8:06:04, time: 0.799, data_time: 0.009, memory: 4947, top1_acc: 0.3781, top5_acc: 0.6508, loss_cls: 2.7373, loss: 2.7373, grad_norm: 3.2841 2020-08-13 05:38:58,736 - mmaction - INFO - Epoch [6][420/1253] lr: 3.000e-02, eta: 1 day, 8:04:32, time: 0.771, data_time: 0.008, memory: 4947, top1_acc: 0.4018, top5_acc: 0.6518, loss_cls: 2.6855, loss: 2.6855, grad_norm: 3.3617 2020-08-13 05:39:12,665 - mmaction - INFO - Epoch [6][440/1253] lr: 3.000e-02, eta: 1 day, 8:02:37, time: 0.702, data_time: 0.008, memory: 4947, top1_acc: 0.4021, top5_acc: 0.6500, loss_cls: 2.6756, loss: 2.6756, grad_norm: 3.2271 2020-08-13 05:39:28,079 - mmaction - INFO - Epoch [6][460/1253] lr: 3.000e-02, eta: 1 day, 8:01:06, time: 0.769, data_time: 0.007, memory: 4947, top1_acc: 0.3839, top5_acc: 0.6393, loss_cls: 2.7557, loss: 2.7557, grad_norm: 3.3643 2020-08-13 05:39:43,059 - mmaction - INFO - Epoch [6][480/1253] lr: 3.000e-02, eta: 1 day, 7:59:28, time: 0.749, data_time: 0.005, memory: 4947, top1_acc: 0.3997, top5_acc: 0.6492, loss_cls: 2.7001, loss: 2.7001, grad_norm: 3.3068 2020-08-13 05:39:58,638 - mmaction - INFO - Epoch [6][500/1253] lr: 3.000e-02, eta: 1 day, 7:58:00, time: 0.776, data_time: 0.010, memory: 4947, top1_acc: 0.3922, top5_acc: 0.6391, loss_cls: 2.7502, loss: 2.7502, grad_norm: 3.3587 2020-08-13 05:40:13,100 - mmaction - INFO - Epoch [6][520/1253] lr: 3.000e-02, eta: 1 day, 7:56:15, time: 0.725, data_time: 0.007, memory: 4947, top1_acc: 0.3909, top5_acc: 0.6469, loss_cls: 2.6861, loss: 2.6861, grad_norm: 3.3062 2020-08-13 05:40:28,730 - mmaction - INFO - Epoch [6][540/1253] lr: 3.000e-02, eta: 1 day, 7:54:49, time: 0.781, data_time: 0.007, memory: 4947, top1_acc: 0.3898, top5_acc: 0.6578, loss_cls: 2.7048, loss: 2.7048, grad_norm: 3.2483 2020-08-13 05:40:43,667 - mmaction - INFO - Epoch [6][560/1253] lr: 3.000e-02, eta: 1 day, 7:53:14, time: 0.749, data_time: 0.008, memory: 4947, top1_acc: 0.3872, top5_acc: 0.6547, loss_cls: 2.7000, loss: 2.7000, grad_norm: 3.3029 2020-08-13 05:40:57,690 - mmaction - INFO - Epoch [6][580/1253] lr: 3.000e-02, eta: 1 day, 7:51:21, time: 0.699, data_time: 0.008, memory: 4947, top1_acc: 0.3953, top5_acc: 0.6508, loss_cls: 2.6651, loss: 2.6651, grad_norm: 3.3142 2020-08-13 05:41:13,016 - mmaction - INFO - Epoch [6][600/1253] lr: 3.000e-02, eta: 1 day, 7:49:52, time: 0.767, data_time: 0.005, memory: 4947, top1_acc: 0.3914, top5_acc: 0.6406, loss_cls: 2.7577, loss: 2.7577, grad_norm: 3.4134 2020-08-13 05:41:27,773 - mmaction - INFO - Epoch [6][620/1253] lr: 3.000e-02, eta: 1 day, 7:48:13, time: 0.736, data_time: 0.006, memory: 4947, top1_acc: 0.3794, top5_acc: 0.6437, loss_cls: 2.7399, loss: 2.7399, grad_norm: 3.3240 2020-08-13 05:41:42,402 - mmaction - INFO - Epoch [6][640/1253] lr: 3.000e-02, eta: 1 day, 7:46:34, time: 0.735, data_time: 0.007, memory: 4947, top1_acc: 0.3953, top5_acc: 0.6646, loss_cls: 2.6869, loss: 2.6869, grad_norm: 3.2792 2020-08-13 05:41:56,477 - mmaction - INFO - Epoch [6][660/1253] lr: 3.000e-02, eta: 1 day, 7:44:45, time: 0.703, data_time: 0.004, memory: 4947, top1_acc: 0.3977, top5_acc: 0.6578, loss_cls: 2.6777, loss: 2.6777, grad_norm: 3.2951 2020-08-13 05:42:13,084 - mmaction - INFO - Epoch [6][680/1253] lr: 3.000e-02, eta: 1 day, 7:43:39, time: 0.830, data_time: 0.008, memory: 4947, top1_acc: 0.3997, top5_acc: 0.6432, loss_cls: 2.7065, loss: 2.7065, grad_norm: 3.2466 2020-08-13 05:42:27,349 - mmaction - INFO - Epoch [6][700/1253] lr: 3.000e-02, eta: 1 day, 7:41:55, time: 0.713, data_time: 0.004, memory: 4947, top1_acc: 0.3878, top5_acc: 0.6432, loss_cls: 2.7147, loss: 2.7147, grad_norm: 3.3049 2020-08-13 05:42:42,193 - mmaction - INFO - Epoch [6][720/1253] lr: 3.000e-02, eta: 1 day, 7:40:20, time: 0.742, data_time: 0.003, memory: 4947, top1_acc: 0.4133, top5_acc: 0.6656, loss_cls: 2.6372, loss: 2.6372, grad_norm: 3.2882 2020-08-13 05:42:57,125 - mmaction - INFO - Epoch [6][740/1253] lr: 3.000e-02, eta: 1 day, 7:38:46, time: 0.743, data_time: 0.006, memory: 4947, top1_acc: 0.3867, top5_acc: 0.6563, loss_cls: 2.7061, loss: 2.7061, grad_norm: 3.3785 2020-08-13 05:43:13,562 - mmaction - INFO - Epoch [6][760/1253] lr: 3.000e-02, eta: 1 day, 7:37:40, time: 0.825, data_time: 0.007, memory: 4947, top1_acc: 0.4036, top5_acc: 0.6633, loss_cls: 2.6368, loss: 2.6368, grad_norm: 3.3569 2020-08-13 05:43:27,906 - mmaction - INFO - Epoch [6][780/1253] lr: 3.000e-02, eta: 1 day, 7:35:59, time: 0.719, data_time: 0.007, memory: 4947, top1_acc: 0.3815, top5_acc: 0.6406, loss_cls: 2.7479, loss: 2.7479, grad_norm: 3.3594 2020-08-13 05:43:43,201 - mmaction - INFO - Epoch [6][800/1253] lr: 3.000e-02, eta: 1 day, 7:34:33, time: 0.762, data_time: 0.005, memory: 4947, top1_acc: 0.3924, top5_acc: 0.6563, loss_cls: 2.6824, loss: 2.6824, grad_norm: 3.2846 2020-08-13 05:43:57,413 - mmaction - INFO - Epoch [6][820/1253] lr: 3.000e-02, eta: 1 day, 7:32:51, time: 0.712, data_time: 0.007, memory: 4947, top1_acc: 0.3924, top5_acc: 0.6456, loss_cls: 2.7481, loss: 2.7481, grad_norm: 3.2946 2020-08-13 05:44:12,130 - mmaction - INFO - Epoch [6][840/1253] lr: 3.000e-02, eta: 1 day, 7:31:16, time: 0.734, data_time: 0.006, memory: 4947, top1_acc: 0.3943, top5_acc: 0.6479, loss_cls: 2.7023, loss: 2.7023, grad_norm: 3.2945 2020-08-13 05:44:28,192 - mmaction - INFO - Epoch [6][860/1253] lr: 3.000e-02, eta: 1 day, 7:30:06, time: 0.806, data_time: 0.007, memory: 4947, top1_acc: 0.3932, top5_acc: 0.6487, loss_cls: 2.7082, loss: 2.7082, grad_norm: 3.2818 2020-08-13 05:44:44,471 - mmaction - INFO - Epoch [6][880/1253] lr: 3.000e-02, eta: 1 day, 7:28:57, time: 0.811, data_time: 0.005, memory: 4947, top1_acc: 0.4010, top5_acc: 0.6497, loss_cls: 2.6751, loss: 2.6751, grad_norm: 3.2607 2020-08-13 05:44:57,680 - mmaction - INFO - Epoch [6][900/1253] lr: 3.000e-02, eta: 1 day, 7:27:00, time: 0.664, data_time: 0.007, memory: 4947, top1_acc: 0.3943, top5_acc: 0.6536, loss_cls: 2.6904, loss: 2.6904, grad_norm: 3.2345 2020-08-13 05:45:13,879 - mmaction - INFO - Epoch [6][920/1253] lr: 3.000e-02, eta: 1 day, 7:25:51, time: 0.807, data_time: 0.007, memory: 4947, top1_acc: 0.4016, top5_acc: 0.6589, loss_cls: 2.6629, loss: 2.6629, grad_norm: 3.3400 2020-08-13 05:45:27,735 - mmaction - INFO - Epoch [6][940/1253] lr: 3.000e-02, eta: 1 day, 7:24:06, time: 0.695, data_time: 0.009, memory: 4947, top1_acc: 0.3932, top5_acc: 0.6526, loss_cls: 2.6895, loss: 2.6895, grad_norm: 3.2716 2020-08-13 05:45:43,135 - mmaction - INFO - Epoch [6][960/1253] lr: 3.000e-02, eta: 1 day, 7:22:46, time: 0.771, data_time: 0.007, memory: 4947, top1_acc: 0.4062, top5_acc: 0.6661, loss_cls: 2.6153, loss: 2.6153, grad_norm: 3.3239 2020-08-13 05:45:58,845 - mmaction - INFO - Epoch [6][980/1253] lr: 3.000e-02, eta: 1 day, 7:21:31, time: 0.784, data_time: 0.008, memory: 4947, top1_acc: 0.3961, top5_acc: 0.6531, loss_cls: 2.7070, loss: 2.7070, grad_norm: 3.3143 2020-08-13 05:46:13,411 - mmaction - INFO - Epoch [6][1000/1253] lr: 3.000e-02, eta: 1 day, 7:19:58, time: 0.731, data_time: 0.007, memory: 4947, top1_acc: 0.3930, top5_acc: 0.6516, loss_cls: 2.7202, loss: 2.7202, grad_norm: 3.4435 2020-08-13 05:46:28,171 - mmaction - INFO - Epoch [6][1020/1253] lr: 3.000e-02, eta: 1 day, 7:18:27, time: 0.734, data_time: 0.005, memory: 4947, top1_acc: 0.3862, top5_acc: 0.6474, loss_cls: 2.7074, loss: 2.7074, grad_norm: 3.3219 2020-08-13 05:46:42,957 - mmaction - INFO - Epoch [6][1040/1253] lr: 3.000e-02, eta: 1 day, 7:16:59, time: 0.742, data_time: 0.007, memory: 4947, top1_acc: 0.3883, top5_acc: 0.6464, loss_cls: 2.7011, loss: 2.7011, grad_norm: 3.3588 2020-08-13 05:46:58,245 - mmaction - INFO - Epoch [6][1060/1253] lr: 3.000e-02, eta: 1 day, 7:15:39, time: 0.764, data_time: 0.007, memory: 4947, top1_acc: 0.3914, top5_acc: 0.6469, loss_cls: 2.7108, loss: 2.7108, grad_norm: 3.3134 2020-08-13 05:47:13,150 - mmaction - INFO - Epoch [6][1080/1253] lr: 3.000e-02, eta: 1 day, 7:14:13, time: 0.745, data_time: 0.009, memory: 4947, top1_acc: 0.3940, top5_acc: 0.6474, loss_cls: 2.7392, loss: 2.7392, grad_norm: 3.2813 2020-08-13 05:47:29,354 - mmaction - INFO - Epoch [6][1100/1253] lr: 3.000e-02, eta: 1 day, 7:13:08, time: 0.812, data_time: 0.007, memory: 4947, top1_acc: 0.3859, top5_acc: 0.6513, loss_cls: 2.6706, loss: 2.6706, grad_norm: 3.2437 2020-08-13 05:47:43,531 - mmaction - INFO - Epoch [6][1120/1253] lr: 3.000e-02, eta: 1 day, 7:11:31, time: 0.707, data_time: 0.006, memory: 4947, top1_acc: 0.3938, top5_acc: 0.6536, loss_cls: 2.6904, loss: 2.6904, grad_norm: 3.3149 2020-08-13 05:47:59,161 - mmaction - INFO - Epoch [6][1140/1253] lr: 3.000e-02, eta: 1 day, 7:10:18, time: 0.783, data_time: 0.009, memory: 4947, top1_acc: 0.4031, top5_acc: 0.6591, loss_cls: 2.6789, loss: 2.6789, grad_norm: 3.2666 2020-08-13 05:48:13,860 - mmaction - INFO - Epoch [6][1160/1253] lr: 3.000e-02, eta: 1 day, 7:08:48, time: 0.731, data_time: 0.005, memory: 4947, top1_acc: 0.4073, top5_acc: 0.6729, loss_cls: 2.6159, loss: 2.6159, grad_norm: 3.3533 2020-08-13 05:48:27,890 - mmaction - INFO - Epoch [6][1180/1253] lr: 3.000e-02, eta: 1 day, 7:07:12, time: 0.705, data_time: 0.007, memory: 4947, top1_acc: 0.4086, top5_acc: 0.6677, loss_cls: 2.6305, loss: 2.6305, grad_norm: 3.3242 2020-08-13 05:48:43,518 - mmaction - INFO - Epoch [6][1200/1253] lr: 3.000e-02, eta: 1 day, 7:05:58, time: 0.778, data_time: 0.005, memory: 4947, top1_acc: 0.3964, top5_acc: 0.6552, loss_cls: 2.6704, loss: 2.6704, grad_norm: 3.3455 2020-08-13 05:48:57,663 - mmaction - INFO - Epoch [6][1220/1253] lr: 3.000e-02, eta: 1 day, 7:04:23, time: 0.709, data_time: 0.007, memory: 4947, top1_acc: 0.3984, top5_acc: 0.6510, loss_cls: 2.7014, loss: 2.7014, grad_norm: 3.2119 2020-08-13 05:49:12,870 - mmaction - INFO - Epoch [6][1240/1253] lr: 3.000e-02, eta: 1 day, 7:03:05, time: 0.761, data_time: 0.008, memory: 4947, top1_acc: 0.3932, top5_acc: 0.6581, loss_cls: 2.7193, loss: 2.7193, grad_norm: 3.2476 2020-08-13 05:49:23,778 - mmaction - INFO - Saving checkpoint at 6 epochs 2020-08-13 05:54:20,271 - mmaction - INFO - Epoch [7][20/1253] lr: 3.000e-02, eta: 1 day, 8:11:28, time: 14.799, data_time: 14.164, memory: 4947, top1_acc: 0.4044, top5_acc: 0.6615, loss_cls: 2.6318, loss: 2.6318, grad_norm: 3.3234 2020-08-13 05:54:32,721 - mmaction - INFO - Epoch [7][40/1253] lr: 3.000e-02, eta: 1 day, 8:09:15, time: 0.620, data_time: 0.005, memory: 4947, top1_acc: 0.4036, top5_acc: 0.6591, loss_cls: 2.6323, loss: 2.6323, grad_norm: 3.3461 2020-08-13 05:54:45,203 - mmaction - INFO - Epoch [7][60/1253] lr: 3.000e-02, eta: 1 day, 8:07:04, time: 0.624, data_time: 0.008, memory: 4947, top1_acc: 0.4094, top5_acc: 0.6633, loss_cls: 2.6271, loss: 2.6271, grad_norm: 3.2403 2020-08-13 05:54:57,791 - mmaction - INFO - Epoch [7][80/1253] lr: 3.000e-02, eta: 1 day, 8:04:56, time: 0.632, data_time: 0.009, memory: 4947, top1_acc: 0.4036, top5_acc: 0.6552, loss_cls: 2.6567, loss: 2.6567, grad_norm: 3.4052 2020-08-13 05:55:10,704 - mmaction - INFO - Epoch [7][100/1253] lr: 3.000e-02, eta: 1 day, 8:02:52, time: 0.645, data_time: 0.005, memory: 4947, top1_acc: 0.3982, top5_acc: 0.6557, loss_cls: 2.6667, loss: 2.6667, grad_norm: 3.4001 2020-08-13 05:55:23,286 - mmaction - INFO - Epoch [7][120/1253] lr: 3.000e-02, eta: 1 day, 8:00:44, time: 0.628, data_time: 0.003, memory: 4947, top1_acc: 0.4026, top5_acc: 0.6536, loss_cls: 2.6670, loss: 2.6670, grad_norm: 3.3388 2020-08-13 05:55:36,254 - mmaction - INFO - Epoch [7][140/1253] lr: 3.000e-02, eta: 1 day, 7:58:42, time: 0.647, data_time: 0.009, memory: 4947, top1_acc: 0.4021, top5_acc: 0.6617, loss_cls: 2.6418, loss: 2.6418, grad_norm: 3.2587 2020-08-13 05:55:49,768 - mmaction - INFO - Epoch [7][160/1253] lr: 3.000e-02, eta: 1 day, 7:56:50, time: 0.676, data_time: 0.007, memory: 4947, top1_acc: 0.4021, top5_acc: 0.6802, loss_cls: 2.6094, loss: 2.6094, grad_norm: 3.3483 2020-08-13 05:56:02,863 - mmaction - INFO - Epoch [7][180/1253] lr: 3.000e-02, eta: 1 day, 7:54:52, time: 0.656, data_time: 0.008, memory: 4947, top1_acc: 0.4094, top5_acc: 0.6625, loss_cls: 2.6153, loss: 2.6153, grad_norm: 3.2617 2020-08-13 05:56:16,554 - mmaction - INFO - Epoch [7][200/1253] lr: 3.000e-02, eta: 1 day, 7:53:04, time: 0.686, data_time: 0.009, memory: 4947, top1_acc: 0.4086, top5_acc: 0.6659, loss_cls: 2.6388, loss: 2.6388, grad_norm: 3.2768 2020-08-13 05:56:32,011 - mmaction - INFO - Epoch [7][220/1253] lr: 3.000e-02, eta: 1 day, 7:51:42, time: 0.771, data_time: 0.007, memory: 4947, top1_acc: 0.4047, top5_acc: 0.6651, loss_cls: 2.6525, loss: 2.6525, grad_norm: 3.3258 2020-08-13 05:56:47,183 - mmaction - INFO - Epoch [7][240/1253] lr: 3.000e-02, eta: 1 day, 7:50:17, time: 0.761, data_time: 0.007, memory: 4947, top1_acc: 0.4172, top5_acc: 0.6708, loss_cls: 2.6050, loss: 2.6050, grad_norm: 3.3391 2020-08-13 05:57:01,285 - mmaction - INFO - Epoch [7][260/1253] lr: 3.000e-02, eta: 1 day, 7:48:35, time: 0.702, data_time: 0.005, memory: 4947, top1_acc: 0.4115, top5_acc: 0.6685, loss_cls: 2.5899, loss: 2.5899, grad_norm: 3.2656 2020-08-13 05:57:15,619 - mmaction - INFO - Epoch [7][280/1253] lr: 3.000e-02, eta: 1 day, 7:46:59, time: 0.719, data_time: 0.007, memory: 4947, top1_acc: 0.4021, top5_acc: 0.6602, loss_cls: 2.6549, loss: 2.6549, grad_norm: 3.2827 2020-08-13 05:57:30,923 - mmaction - INFO - Epoch [7][300/1253] lr: 3.000e-02, eta: 1 day, 7:45:36, time: 0.763, data_time: 0.008, memory: 4947, top1_acc: 0.4047, top5_acc: 0.6523, loss_cls: 2.6554, loss: 2.6554, grad_norm: 3.2493 2020-08-13 05:57:45,239 - mmaction - INFO - Epoch [7][320/1253] lr: 3.000e-02, eta: 1 day, 7:44:00, time: 0.719, data_time: 0.008, memory: 4947, top1_acc: 0.4193, top5_acc: 0.6737, loss_cls: 2.5881, loss: 2.5881, grad_norm: 3.3214 2020-08-13 05:58:00,058 - mmaction - INFO - Epoch [7][340/1253] lr: 3.000e-02, eta: 1 day, 7:42:30, time: 0.737, data_time: 0.005, memory: 4947, top1_acc: 0.4029, top5_acc: 0.6753, loss_cls: 2.6242, loss: 2.6242, grad_norm: 3.2704 2020-08-13 05:58:14,720 - mmaction - INFO - Epoch [7][360/1253] lr: 3.000e-02, eta: 1 day, 7:41:01, time: 0.737, data_time: 0.008, memory: 4947, top1_acc: 0.4039, top5_acc: 0.6661, loss_cls: 2.6405, loss: 2.6405, grad_norm: 3.2841 2020-08-13 05:58:30,217 - mmaction - INFO - Epoch [7][380/1253] lr: 3.000e-02, eta: 1 day, 7:39:42, time: 0.772, data_time: 0.007, memory: 4947, top1_acc: 0.4018, top5_acc: 0.6552, loss_cls: 2.6536, loss: 2.6536, grad_norm: 3.3130 2020-08-13 05:58:43,730 - mmaction - INFO - Epoch [7][400/1253] lr: 3.000e-02, eta: 1 day, 7:37:55, time: 0.676, data_time: 0.007, memory: 4947, top1_acc: 0.4096, top5_acc: 0.6667, loss_cls: 2.6238, loss: 2.6238, grad_norm: 3.2987 2020-08-13 05:58:58,312 - mmaction - INFO - Epoch [7][420/1253] lr: 3.000e-02, eta: 1 day, 7:36:25, time: 0.732, data_time: 0.008, memory: 4947, top1_acc: 0.4070, top5_acc: 0.6578, loss_cls: 2.6555, loss: 2.6555, grad_norm: 3.2482 2020-08-13 05:59:12,850 - mmaction - INFO - Epoch [7][440/1253] lr: 3.000e-02, eta: 1 day, 7:34:54, time: 0.727, data_time: 0.004, memory: 4947, top1_acc: 0.4026, top5_acc: 0.6633, loss_cls: 2.6203, loss: 2.6203, grad_norm: 3.2416 2020-08-13 05:59:27,317 - mmaction - INFO - Epoch [7][460/1253] lr: 3.000e-02, eta: 1 day, 7:33:21, time: 0.719, data_time: 0.005, memory: 4947, top1_acc: 0.4042, top5_acc: 0.6677, loss_cls: 2.6467, loss: 2.6467, grad_norm: 3.3661 2020-08-13 05:59:42,617 - mmaction - INFO - Epoch [7][480/1253] lr: 3.000e-02, eta: 1 day, 7:32:04, time: 0.769, data_time: 0.008, memory: 4947, top1_acc: 0.4125, top5_acc: 0.6651, loss_cls: 2.6182, loss: 2.6182, grad_norm: 3.3723 2020-08-13 05:59:57,636 - mmaction - INFO - Epoch [7][500/1253] lr: 3.000e-02, eta: 1 day, 7:30:41, time: 0.751, data_time: 0.008, memory: 4947, top1_acc: 0.4125, top5_acc: 0.6669, loss_cls: 2.6515, loss: 2.6515, grad_norm: 3.3024 2020-08-13 06:00:15,635 - mmaction - INFO - Epoch [7][520/1253] lr: 3.000e-02, eta: 1 day, 7:29:59, time: 0.891, data_time: 0.005, memory: 4947, top1_acc: 0.4005, top5_acc: 0.6609, loss_cls: 2.6446, loss: 2.6446, grad_norm: 3.3734 2020-08-13 06:00:29,596 - mmaction - INFO - Epoch [7][540/1253] lr: 3.000e-02, eta: 1 day, 7:28:23, time: 0.704, data_time: 0.022, memory: 4947, top1_acc: 0.4000, top5_acc: 0.6641, loss_cls: 2.6781, loss: 2.6781, grad_norm: 3.2103 2020-08-13 06:00:45,412 - mmaction - INFO - Epoch [7][560/1253] lr: 3.000e-02, eta: 1 day, 7:27:14, time: 0.793, data_time: 0.009, memory: 4947, top1_acc: 0.3951, top5_acc: 0.6513, loss_cls: 2.6841, loss: 2.6841, grad_norm: 3.3123 2020-08-13 06:01:01,586 - mmaction - INFO - Epoch [7][580/1253] lr: 3.000e-02, eta: 1 day, 7:26:09, time: 0.811, data_time: 0.009, memory: 4947, top1_acc: 0.4089, top5_acc: 0.6685, loss_cls: 2.6532, loss: 2.6532, grad_norm: 3.3743 2020-08-13 06:01:16,441 - mmaction - INFO - Epoch [7][600/1253] lr: 3.000e-02, eta: 1 day, 7:24:45, time: 0.742, data_time: 0.003, memory: 4947, top1_acc: 0.4078, top5_acc: 0.6633, loss_cls: 2.6177, loss: 2.6177, grad_norm: 3.2170 2020-08-13 06:01:31,018 - mmaction - INFO - Epoch [7][620/1253] lr: 3.000e-02, eta: 1 day, 7:23:18, time: 0.728, data_time: 0.007, memory: 4947, top1_acc: 0.4086, top5_acc: 0.6617, loss_cls: 2.6109, loss: 2.6109, grad_norm: 3.2623 2020-08-13 06:01:46,585 - mmaction - INFO - Epoch [7][640/1253] lr: 3.000e-02, eta: 1 day, 7:22:05, time: 0.779, data_time: 0.007, memory: 4947, top1_acc: 0.4081, top5_acc: 0.6620, loss_cls: 2.6291, loss: 2.6291, grad_norm: 3.3042 2020-08-13 06:02:01,199 - mmaction - INFO - Epoch [7][660/1253] lr: 3.000e-02, eta: 1 day, 7:20:38, time: 0.728, data_time: 0.008, memory: 4947, top1_acc: 0.4219, top5_acc: 0.6672, loss_cls: 2.5641, loss: 2.5641, grad_norm: 3.1973 2020-08-13 06:02:16,221 - mmaction - INFO - Epoch [7][680/1253] lr: 3.000e-02, eta: 1 day, 7:19:19, time: 0.756, data_time: 0.012, memory: 4947, top1_acc: 0.3992, top5_acc: 0.6641, loss_cls: 2.6517, loss: 2.6517, grad_norm: 3.3258 2020-08-13 06:02:30,707 - mmaction - INFO - Epoch [7][700/1253] lr: 3.000e-02, eta: 1 day, 7:17:51, time: 0.721, data_time: 0.007, memory: 4947, top1_acc: 0.3930, top5_acc: 0.6521, loss_cls: 2.6789, loss: 2.6789, grad_norm: 3.3504 2020-08-13 06:02:45,826 - mmaction - INFO - Epoch [7][720/1253] lr: 3.000e-02, eta: 1 day, 7:16:34, time: 0.757, data_time: 0.007, memory: 4947, top1_acc: 0.4122, top5_acc: 0.6677, loss_cls: 2.6025, loss: 2.6025, grad_norm: 3.2684 2020-08-13 06:02:59,837 - mmaction - INFO - Epoch [7][740/1253] lr: 3.000e-02, eta: 1 day, 7:15:01, time: 0.702, data_time: 0.007, memory: 4947, top1_acc: 0.4018, top5_acc: 0.6672, loss_cls: 2.6269, loss: 2.6269, grad_norm: 3.3420 2020-08-13 06:03:15,167 - mmaction - INFO - Epoch [7][760/1253] lr: 3.000e-02, eta: 1 day, 7:13:46, time: 0.765, data_time: 0.008, memory: 4947, top1_acc: 0.4091, top5_acc: 0.6617, loss_cls: 2.6516, loss: 2.6516, grad_norm: 3.2439 2020-08-13 06:03:29,067 - mmaction - INFO - Epoch [7][780/1253] lr: 3.000e-02, eta: 1 day, 7:12:12, time: 0.695, data_time: 0.005, memory: 4947, top1_acc: 0.4112, top5_acc: 0.6737, loss_cls: 2.5858, loss: 2.5858, grad_norm: 3.3042 2020-08-13 06:03:43,708 - mmaction - INFO - Epoch [7][800/1253] lr: 3.000e-02, eta: 1 day, 7:10:49, time: 0.733, data_time: 0.007, memory: 4947, top1_acc: 0.3917, top5_acc: 0.6547, loss_cls: 2.6803, loss: 2.6803, grad_norm: 3.2921 2020-08-13 06:03:59,550 - mmaction - INFO - Epoch [7][820/1253] lr: 3.000e-02, eta: 1 day, 7:09:42, time: 0.789, data_time: 0.007, memory: 4947, top1_acc: 0.4000, top5_acc: 0.6526, loss_cls: 2.6546, loss: 2.6546, grad_norm: 3.2250 2020-08-13 06:04:14,410 - mmaction - INFO - Epoch [7][840/1253] lr: 3.000e-02, eta: 1 day, 7:08:23, time: 0.743, data_time: 0.008, memory: 4947, top1_acc: 0.4081, top5_acc: 0.6706, loss_cls: 2.5828, loss: 2.5828, grad_norm: 3.1894 2020-08-13 06:04:30,125 - mmaction - INFO - Epoch [7][860/1253] lr: 3.000e-02, eta: 1 day, 7:07:15, time: 0.785, data_time: 0.007, memory: 4947, top1_acc: 0.4099, top5_acc: 0.6703, loss_cls: 2.5971, loss: 2.5971, grad_norm: 3.3390 2020-08-13 06:04:44,883 - mmaction - INFO - Epoch [7][880/1253] lr: 3.000e-02, eta: 1 day, 7:05:55, time: 0.739, data_time: 0.008, memory: 4947, top1_acc: 0.4159, top5_acc: 0.6703, loss_cls: 2.6003, loss: 2.6003, grad_norm: 3.2730 2020-08-13 06:04:59,721 - mmaction - INFO - Epoch [7][900/1253] lr: 3.000e-02, eta: 1 day, 7:04:36, time: 0.742, data_time: 0.007, memory: 4947, top1_acc: 0.4081, top5_acc: 0.6714, loss_cls: 2.6369, loss: 2.6369, grad_norm: 3.2987 2020-08-13 06:05:13,848 - mmaction - INFO - Epoch [7][920/1253] lr: 3.000e-02, eta: 1 day, 7:03:07, time: 0.704, data_time: 0.008, memory: 4947, top1_acc: 0.4151, top5_acc: 0.6766, loss_cls: 2.5627, loss: 2.5627, grad_norm: 3.2871 2020-08-13 06:05:29,672 - mmaction - INFO - Epoch [7][940/1253] lr: 3.000e-02, eta: 1 day, 7:02:02, time: 0.793, data_time: 0.009, memory: 4947, top1_acc: 0.4112, top5_acc: 0.6648, loss_cls: 2.6416, loss: 2.6416, grad_norm: 3.2720 2020-08-13 06:05:44,097 - mmaction - INFO - Epoch [7][960/1253] lr: 3.000e-02, eta: 1 day, 7:00:39, time: 0.724, data_time: 0.004, memory: 4947, top1_acc: 0.4125, top5_acc: 0.6565, loss_cls: 2.6253, loss: 2.6253, grad_norm: 3.2486 2020-08-13 06:05:57,420 - mmaction - INFO - Epoch [7][980/1253] lr: 3.000e-02, eta: 1 day, 6:59:00, time: 0.663, data_time: 0.005, memory: 4947, top1_acc: 0.4029, top5_acc: 0.6560, loss_cls: 2.6530, loss: 2.6530, grad_norm: 3.2486 2020-08-13 06:06:14,130 - mmaction - INFO - Epoch [7][1000/1253] lr: 3.000e-02, eta: 1 day, 6:58:08, time: 0.837, data_time: 0.007, memory: 4947, top1_acc: 0.4039, top5_acc: 0.6630, loss_cls: 2.6366, loss: 2.6366, grad_norm: 3.2274 2020-08-13 06:06:28,652 - mmaction - INFO - Epoch [7][1020/1253] lr: 3.000e-02, eta: 1 day, 6:56:47, time: 0.727, data_time: 0.007, memory: 4947, top1_acc: 0.4133, top5_acc: 0.6815, loss_cls: 2.5704, loss: 2.5704, grad_norm: 3.2552 2020-08-13 06:06:43,785 - mmaction - INFO - Epoch [7][1040/1253] lr: 3.000e-02, eta: 1 day, 6:55:33, time: 0.754, data_time: 0.007, memory: 4947, top1_acc: 0.4122, top5_acc: 0.6805, loss_cls: 2.6029, loss: 2.6029, grad_norm: 3.2799 2020-08-13 06:06:57,802 - mmaction - INFO - Epoch [7][1060/1253] lr: 3.000e-02, eta: 1 day, 6:54:06, time: 0.703, data_time: 0.008, memory: 4947, top1_acc: 0.4198, top5_acc: 0.6669, loss_cls: 2.6174, loss: 2.6174, grad_norm: 3.3433 2020-08-13 06:07:13,600 - mmaction - INFO - Epoch [7][1080/1253] lr: 3.000e-02, eta: 1 day, 6:53:02, time: 0.787, data_time: 0.006, memory: 4947, top1_acc: 0.4117, top5_acc: 0.6698, loss_cls: 2.6147, loss: 2.6147, grad_norm: 3.2178 2020-08-13 06:07:27,056 - mmaction - INFO - Epoch [7][1100/1253] lr: 3.000e-02, eta: 1 day, 6:51:28, time: 0.676, data_time: 0.006, memory: 4947, top1_acc: 0.4180, top5_acc: 0.6727, loss_cls: 2.5656, loss: 2.5656, grad_norm: 3.3401 2020-08-13 06:07:41,782 - mmaction - INFO - Epoch [7][1120/1253] lr: 3.000e-02, eta: 1 day, 6:50:10, time: 0.735, data_time: 0.009, memory: 4947, top1_acc: 0.4169, top5_acc: 0.6706, loss_cls: 2.6003, loss: 2.6003, grad_norm: 3.3699 2020-08-13 06:07:57,386 - mmaction - INFO - Epoch [7][1140/1253] lr: 3.000e-02, eta: 1 day, 6:49:05, time: 0.780, data_time: 0.005, memory: 4947, top1_acc: 0.4109, top5_acc: 0.6633, loss_cls: 2.6158, loss: 2.6158, grad_norm: 3.2999 2020-08-13 06:08:12,347 - mmaction - INFO - Epoch [7][1160/1253] lr: 3.000e-02, eta: 1 day, 6:47:52, time: 0.749, data_time: 0.007, memory: 4947, top1_acc: 0.4057, top5_acc: 0.6740, loss_cls: 2.6046, loss: 2.6046, grad_norm: 3.2151 2020-08-13 06:08:27,422 - mmaction - INFO - Epoch [7][1180/1253] lr: 3.000e-02, eta: 1 day, 6:46:40, time: 0.754, data_time: 0.006, memory: 4947, top1_acc: 0.4063, top5_acc: 0.6516, loss_cls: 2.6591, loss: 2.6591, grad_norm: 3.1999 2020-08-13 06:08:41,899 - mmaction - INFO - Epoch [7][1200/1253] lr: 3.000e-02, eta: 1 day, 6:45:20, time: 0.722, data_time: 0.005, memory: 4947, top1_acc: 0.4198, top5_acc: 0.6622, loss_cls: 2.5931, loss: 2.5931, grad_norm: 3.3165 2020-08-13 06:08:56,263 - mmaction - INFO - Epoch [7][1220/1253] lr: 3.000e-02, eta: 1 day, 6:43:59, time: 0.717, data_time: 0.005, memory: 4947, top1_acc: 0.4070, top5_acc: 0.6755, loss_cls: 2.6005, loss: 2.6005, grad_norm: 3.2682 2020-08-13 06:09:11,089 - mmaction - INFO - Epoch [7][1240/1253] lr: 3.000e-02, eta: 1 day, 6:42:45, time: 0.744, data_time: 0.008, memory: 4947, top1_acc: 0.4148, top5_acc: 0.6622, loss_cls: 2.6255, loss: 2.6255, grad_norm: 3.2947 2020-08-13 06:09:22,000 - mmaction - INFO - Saving checkpoint at 7 epochs 2020-08-13 06:18:18,854 - mmaction - INFO - Epoch [8][20/1253] lr: 3.000e-02, eta: 1 day, 8:33:45, time: 26.809, data_time: 3.526, memory: 4947, top1_acc: 0.4198, top5_acc: 0.6643, loss_cls: 2.5969, loss: 2.5969, grad_norm: 3.1783 2020-08-13 06:18:31,071 - mmaction - INFO - Epoch [8][40/1253] lr: 3.000e-02, eta: 1 day, 8:31:41, time: 0.611, data_time: 0.004, memory: 4947, top1_acc: 0.3951, top5_acc: 0.6615, loss_cls: 2.6299, loss: 2.6299, grad_norm: 3.3182 2020-08-13 06:18:43,422 - mmaction - INFO - Epoch [8][60/1253] lr: 3.000e-02, eta: 1 day, 8:29:37, time: 0.615, data_time: 0.005, memory: 4947, top1_acc: 0.4302, top5_acc: 0.6784, loss_cls: 2.5341, loss: 2.5341, grad_norm: 3.2089 2020-08-13 06:18:55,685 - mmaction - INFO - Epoch [8][80/1253] lr: 3.000e-02, eta: 1 day, 8:27:35, time: 0.614, data_time: 0.007, memory: 4947, top1_acc: 0.4284, top5_acc: 0.6740, loss_cls: 2.5534, loss: 2.5534, grad_norm: 3.2173 2020-08-13 06:19:08,081 - mmaction - INFO - Epoch [8][100/1253] lr: 3.000e-02, eta: 1 day, 8:25:33, time: 0.616, data_time: 0.008, memory: 4947, top1_acc: 0.4211, top5_acc: 0.6727, loss_cls: 2.5574, loss: 2.5574, grad_norm: 3.2707 2020-08-13 06:19:20,424 - mmaction - INFO - Epoch [8][120/1253] lr: 3.000e-02, eta: 1 day, 8:23:33, time: 0.622, data_time: 0.008, memory: 4947, top1_acc: 0.4193, top5_acc: 0.6737, loss_cls: 2.6075, loss: 2.6075, grad_norm: 3.3604 2020-08-13 06:19:32,814 - mmaction - INFO - Epoch [8][140/1253] lr: 3.000e-02, eta: 1 day, 8:21:33, time: 0.620, data_time: 0.008, memory: 4947, top1_acc: 0.4177, top5_acc: 0.6721, loss_cls: 2.5836, loss: 2.5836, grad_norm: 3.2774 2020-08-13 06:19:45,816 - mmaction - INFO - Epoch [8][160/1253] lr: 3.000e-02, eta: 1 day, 8:19:41, time: 0.647, data_time: 0.008, memory: 4947, top1_acc: 0.4159, top5_acc: 0.6669, loss_cls: 2.6150, loss: 2.6150, grad_norm: 3.2938 2020-08-13 06:19:59,319 - mmaction - INFO - Epoch [8][180/1253] lr: 3.000e-02, eta: 1 day, 8:17:58, time: 0.678, data_time: 0.009, memory: 4947, top1_acc: 0.4164, top5_acc: 0.6659, loss_cls: 2.5605, loss: 2.5605, grad_norm: 3.2256 2020-08-13 06:20:13,071 - mmaction - INFO - Epoch [8][200/1253] lr: 3.000e-02, eta: 1 day, 8:16:17, time: 0.687, data_time: 0.007, memory: 4947, top1_acc: 0.4214, top5_acc: 0.6737, loss_cls: 2.5767, loss: 2.5767, grad_norm: 3.3136 2020-08-13 06:20:27,788 - mmaction - INFO - Epoch [8][220/1253] lr: 3.000e-02, eta: 1 day, 8:14:49, time: 0.735, data_time: 0.004, memory: 4947, top1_acc: 0.4109, top5_acc: 0.6703, loss_cls: 2.5784, loss: 2.5784, grad_norm: 3.2639 2020-08-13 06:20:41,833 - mmaction - INFO - Epoch [8][240/1253] lr: 3.000e-02, eta: 1 day, 8:13:12, time: 0.701, data_time: 0.008, memory: 4947, top1_acc: 0.4263, top5_acc: 0.6794, loss_cls: 2.5372, loss: 2.5372, grad_norm: 3.2424 2020-08-13 06:20:54,632 - mmaction - INFO - Epoch [8][260/1253] lr: 3.000e-02, eta: 1 day, 8:11:20, time: 0.642, data_time: 0.007, memory: 4947, top1_acc: 0.4102, top5_acc: 0.6667, loss_cls: 2.6100, loss: 2.6100, grad_norm: 3.2723 2020-08-13 06:21:08,047 - mmaction - INFO - Epoch [8][280/1253] lr: 3.000e-02, eta: 1 day, 8:09:36, time: 0.668, data_time: 0.007, memory: 4947, top1_acc: 0.4344, top5_acc: 0.6854, loss_cls: 2.5209, loss: 2.5209, grad_norm: 3.2653 2020-08-13 06:21:22,561 - mmaction - INFO - Epoch [8][300/1253] lr: 3.000e-02, eta: 1 day, 8:08:07, time: 0.726, data_time: 0.006, memory: 4947, top1_acc: 0.4245, top5_acc: 0.6781, loss_cls: 2.5433, loss: 2.5433, grad_norm: 3.3155 2020-08-13 06:21:36,241 - mmaction - INFO - Epoch [8][320/1253] lr: 3.000e-02, eta: 1 day, 8:06:28, time: 0.686, data_time: 0.007, memory: 4947, top1_acc: 0.4177, top5_acc: 0.6740, loss_cls: 2.5873, loss: 2.5873, grad_norm: 3.2231 2020-08-13 06:21:51,063 - mmaction - INFO - Epoch [8][340/1253] lr: 3.000e-02, eta: 1 day, 8:05:03, time: 0.740, data_time: 0.008, memory: 4947, top1_acc: 0.4255, top5_acc: 0.6716, loss_cls: 2.5570, loss: 2.5570, grad_norm: 3.2702 2020-08-13 06:22:05,113 - mmaction - INFO - Epoch [8][360/1253] lr: 3.000e-02, eta: 1 day, 8:03:29, time: 0.704, data_time: 0.006, memory: 4947, top1_acc: 0.4216, top5_acc: 0.6721, loss_cls: 2.5640, loss: 2.5640, grad_norm: 3.3170 2020-08-13 06:22:19,316 - mmaction - INFO - Epoch [8][380/1253] lr: 3.000e-02, eta: 1 day, 8:01:58, time: 0.710, data_time: 0.005, memory: 4947, top1_acc: 0.4185, top5_acc: 0.6703, loss_cls: 2.5706, loss: 2.5706, grad_norm: 3.2559 2020-08-13 06:22:32,832 - mmaction - INFO - Epoch [8][400/1253] lr: 3.000e-02, eta: 1 day, 8:00:17, time: 0.674, data_time: 0.003, memory: 4947, top1_acc: 0.4055, top5_acc: 0.6740, loss_cls: 2.5908, loss: 2.5908, grad_norm: 3.2651 2020-08-13 06:22:47,724 - mmaction - INFO - Epoch [8][420/1253] lr: 3.000e-02, eta: 1 day, 7:58:55, time: 0.744, data_time: 0.006, memory: 4947, top1_acc: 0.4174, top5_acc: 0.6672, loss_cls: 2.5823, loss: 2.5823, grad_norm: 3.3105 2020-08-13 06:23:02,386 - mmaction - INFO - Epoch [8][440/1253] lr: 3.000e-02, eta: 1 day, 7:57:30, time: 0.733, data_time: 0.009, memory: 4947, top1_acc: 0.3997, top5_acc: 0.6667, loss_cls: 2.6155, loss: 2.6155, grad_norm: 3.2427 2020-08-13 06:23:17,140 - mmaction - INFO - Epoch [8][460/1253] lr: 3.000e-02, eta: 1 day, 7:56:06, time: 0.738, data_time: 0.007, memory: 4947, top1_acc: 0.4156, top5_acc: 0.6667, loss_cls: 2.6056, loss: 2.6056, grad_norm: 3.2357 2020-08-13 06:23:31,345 - mmaction - INFO - Epoch [8][480/1253] lr: 3.000e-02, eta: 1 day, 7:54:37, time: 0.712, data_time: 0.009, memory: 4947, top1_acc: 0.4216, top5_acc: 0.6745, loss_cls: 2.5671, loss: 2.5671, grad_norm: 3.2068 2020-08-13 06:23:45,101 - mmaction - INFO - Epoch [8][500/1253] lr: 3.000e-02, eta: 1 day, 7:53:01, time: 0.687, data_time: 0.004, memory: 4947, top1_acc: 0.4086, top5_acc: 0.6604, loss_cls: 2.6228, loss: 2.6228, grad_norm: 3.2058 2020-08-13 06:23:59,997 - mmaction - INFO - Epoch [8][520/1253] lr: 3.000e-02, eta: 1 day, 7:51:40, time: 0.745, data_time: 0.006, memory: 4947, top1_acc: 0.4135, top5_acc: 0.6753, loss_cls: 2.5960, loss: 2.5960, grad_norm: 3.3447 2020-08-13 06:24:16,515 - mmaction - INFO - Epoch [8][540/1253] lr: 3.000e-02, eta: 1 day, 7:50:39, time: 0.824, data_time: 0.007, memory: 4947, top1_acc: 0.4253, top5_acc: 0.6776, loss_cls: 2.5693, loss: 2.5693, grad_norm: 3.3208 2020-08-13 06:24:30,556 - mmaction - INFO - Epoch [8][560/1253] lr: 3.000e-02, eta: 1 day, 7:49:08, time: 0.701, data_time: 0.008, memory: 4947, top1_acc: 0.4268, top5_acc: 0.6885, loss_cls: 2.4998, loss: 2.4998, grad_norm: 3.2375 2020-08-13 06:24:45,466 - mmaction - INFO - Epoch [8][580/1253] lr: 3.000e-02, eta: 1 day, 7:47:48, time: 0.745, data_time: 0.008, memory: 4947, top1_acc: 0.4271, top5_acc: 0.6768, loss_cls: 2.5430, loss: 2.5430, grad_norm: 3.2666 2020-08-13 06:25:00,884 - mmaction - INFO - Epoch [8][600/1253] lr: 3.000e-02, eta: 1 day, 7:46:36, time: 0.774, data_time: 0.006, memory: 4947, top1_acc: 0.4143, top5_acc: 0.6685, loss_cls: 2.5980, loss: 2.5980, grad_norm: 3.3111 2020-08-13 06:25:15,200 - mmaction - INFO - Epoch [8][620/1253] lr: 3.000e-02, eta: 1 day, 7:45:08, time: 0.712, data_time: 0.007, memory: 4947, top1_acc: 0.4060, top5_acc: 0.6706, loss_cls: 2.6020, loss: 2.6020, grad_norm: 3.3267 2020-08-13 06:25:29,942 - mmaction - INFO - Epoch [8][640/1253] lr: 3.000e-02, eta: 1 day, 7:43:48, time: 0.742, data_time: 0.006, memory: 4947, top1_acc: 0.4307, top5_acc: 0.6703, loss_cls: 2.5393, loss: 2.5393, grad_norm: 3.1806 2020-08-13 06:25:45,237 - mmaction - INFO - Epoch [8][660/1253] lr: 3.000e-02, eta: 1 day, 7:42:34, time: 0.763, data_time: 0.005, memory: 4947, top1_acc: 0.4180, top5_acc: 0.6849, loss_cls: 2.5628, loss: 2.5628, grad_norm: 3.2543 2020-08-13 06:26:00,544 - mmaction - INFO - Epoch [8][680/1253] lr: 3.000e-02, eta: 1 day, 7:41:20, time: 0.765, data_time: 0.005, memory: 4947, top1_acc: 0.4188, top5_acc: 0.6661, loss_cls: 2.6123, loss: 2.6123, grad_norm: 3.2516 2020-08-13 06:26:14,410 - mmaction - INFO - Epoch [8][700/1253] lr: 3.000e-02, eta: 1 day, 7:39:49, time: 0.691, data_time: 0.007, memory: 4947, top1_acc: 0.4146, top5_acc: 0.6643, loss_cls: 2.5938, loss: 2.5938, grad_norm: 3.2506 2020-08-13 06:26:29,301 - mmaction - INFO - Epoch [8][720/1253] lr: 3.000e-02, eta: 1 day, 7:38:31, time: 0.746, data_time: 0.010, memory: 4947, top1_acc: 0.4398, top5_acc: 0.6948, loss_cls: 2.4796, loss: 2.4796, grad_norm: 3.3284 2020-08-13 06:26:45,419 - mmaction - INFO - Epoch [8][740/1253] lr: 3.000e-02, eta: 1 day, 7:37:28, time: 0.808, data_time: 0.007, memory: 4947, top1_acc: 0.4281, top5_acc: 0.6680, loss_cls: 2.6013, loss: 2.6013, grad_norm: 3.3048 2020-08-13 06:27:00,273 - mmaction - INFO - Epoch [8][760/1253] lr: 3.000e-02, eta: 1 day, 7:36:10, time: 0.741, data_time: 0.008, memory: 4947, top1_acc: 0.4260, top5_acc: 0.6802, loss_cls: 2.5355, loss: 2.5355, grad_norm: 3.2583 2020-08-13 06:27:14,078 - mmaction - INFO - Epoch [8][780/1253] lr: 3.000e-02, eta: 1 day, 7:34:40, time: 0.692, data_time: 0.005, memory: 4947, top1_acc: 0.4302, top5_acc: 0.6945, loss_cls: 2.4740, loss: 2.4740, grad_norm: 3.2517 2020-08-13 06:27:28,215 - mmaction - INFO - Epoch [8][800/1253] lr: 3.000e-02, eta: 1 day, 7:33:13, time: 0.705, data_time: 0.008, memory: 4947, top1_acc: 0.4107, top5_acc: 0.6773, loss_cls: 2.5937, loss: 2.5937, grad_norm: 3.2879 2020-08-13 06:27:43,106 - mmaction - INFO - Epoch [8][820/1253] lr: 3.000e-02, eta: 1 day, 7:31:56, time: 0.747, data_time: 0.007, memory: 4947, top1_acc: 0.4328, top5_acc: 0.6859, loss_cls: 2.4963, loss: 2.4963, grad_norm: 3.3513 2020-08-13 06:27:57,358 - mmaction - INFO - Epoch [8][840/1253] lr: 3.000e-02, eta: 1 day, 7:30:32, time: 0.713, data_time: 0.007, memory: 4947, top1_acc: 0.4174, top5_acc: 0.6698, loss_cls: 2.5897, loss: 2.5897, grad_norm: 3.2609 2020-08-13 06:28:11,600 - mmaction - INFO - Epoch [8][860/1253] lr: 3.000e-02, eta: 1 day, 7:29:07, time: 0.708, data_time: 0.007, memory: 4947, top1_acc: 0.3964, top5_acc: 0.6583, loss_cls: 2.6518, loss: 2.6518, grad_norm: 3.2997 2020-08-13 06:28:26,488 - mmaction - INFO - Epoch [8][880/1253] lr: 3.000e-02, eta: 1 day, 7:27:52, time: 0.749, data_time: 0.008, memory: 4947, top1_acc: 0.4029, top5_acc: 0.6602, loss_cls: 2.6155, loss: 2.6155, grad_norm: 3.2653 2020-08-13 06:28:40,742 - mmaction - INFO - Epoch [8][900/1253] lr: 3.000e-02, eta: 1 day, 7:26:28, time: 0.711, data_time: 0.005, memory: 4947, top1_acc: 0.4396, top5_acc: 0.6914, loss_cls: 2.4990, loss: 2.4990, grad_norm: 3.2787 2020-08-13 06:28:56,412 - mmaction - INFO - Epoch [8][920/1253] lr: 3.000e-02, eta: 1 day, 7:25:22, time: 0.783, data_time: 0.007, memory: 4947, top1_acc: 0.4245, top5_acc: 0.6747, loss_cls: 2.5417, loss: 2.5417, grad_norm: 3.2659 2020-08-13 06:29:10,706 - mmaction - INFO - Epoch [8][940/1253] lr: 3.000e-02, eta: 1 day, 7:24:00, time: 0.717, data_time: 0.009, memory: 4947, top1_acc: 0.4203, top5_acc: 0.6703, loss_cls: 2.5776, loss: 2.5776, grad_norm: 3.2332 2020-08-13 06:29:24,900 - mmaction - INFO - Epoch [8][960/1253] lr: 3.000e-02, eta: 1 day, 7:22:37, time: 0.708, data_time: 0.003, memory: 4947, top1_acc: 0.4005, top5_acc: 0.6521, loss_cls: 2.6294, loss: 2.6294, grad_norm: 3.2427 2020-08-13 06:29:41,272 - mmaction - INFO - Epoch [8][980/1253] lr: 3.000e-02, eta: 1 day, 7:21:40, time: 0.820, data_time: 0.007, memory: 4947, top1_acc: 0.4260, top5_acc: 0.6732, loss_cls: 2.5685, loss: 2.5685, grad_norm: 3.2932 2020-08-13 06:29:55,701 - mmaction - INFO - Epoch [8][1000/1253] lr: 3.000e-02, eta: 1 day, 7:20:19, time: 0.719, data_time: 0.007, memory: 4947, top1_acc: 0.4073, top5_acc: 0.6734, loss_cls: 2.6002, loss: 2.6002, grad_norm: 3.3410 2020-08-13 06:30:11,811 - mmaction - INFO - Epoch [8][1020/1253] lr: 3.000e-02, eta: 1 day, 7:19:19, time: 0.806, data_time: 0.007, memory: 4947, top1_acc: 0.4263, top5_acc: 0.6742, loss_cls: 2.5667, loss: 2.5667, grad_norm: 3.2465 2020-08-13 06:30:24,465 - mmaction - INFO - Epoch [8][1040/1253] lr: 3.000e-02, eta: 1 day, 7:17:39, time: 0.633, data_time: 0.007, memory: 4947, top1_acc: 0.4224, top5_acc: 0.6844, loss_cls: 2.5529, loss: 2.5529, grad_norm: 3.2870 2020-08-13 06:30:39,194 - mmaction - INFO - Epoch [8][1060/1253] lr: 3.000e-02, eta: 1 day, 7:16:24, time: 0.737, data_time: 0.008, memory: 4947, top1_acc: 0.4182, top5_acc: 0.6724, loss_cls: 2.5476, loss: 2.5476, grad_norm: 3.2095 2020-08-13 06:30:53,110 - mmaction - INFO - Epoch [8][1080/1253] lr: 3.000e-02, eta: 1 day, 7:14:59, time: 0.698, data_time: 0.006, memory: 4947, top1_acc: 0.4245, top5_acc: 0.6784, loss_cls: 2.5791, loss: 2.5791, grad_norm: 3.2002 2020-08-13 06:31:09,370 - mmaction - INFO - Epoch [8][1100/1253] lr: 3.000e-02, eta: 1 day, 7:14:01, time: 0.811, data_time: 0.005, memory: 4947, top1_acc: 0.4328, top5_acc: 0.6836, loss_cls: 2.5173, loss: 2.5173, grad_norm: 3.1803 2020-08-13 06:31:23,219 - mmaction - INFO - Epoch [8][1120/1253] lr: 3.000e-02, eta: 1 day, 7:12:36, time: 0.692, data_time: 0.006, memory: 4947, top1_acc: 0.4232, top5_acc: 0.6786, loss_cls: 2.5080, loss: 2.5080, grad_norm: 3.1904 2020-08-13 06:31:38,030 - mmaction - INFO - Epoch [8][1140/1253] lr: 3.000e-02, eta: 1 day, 7:11:22, time: 0.740, data_time: 0.009, memory: 4947, top1_acc: 0.4081, top5_acc: 0.6724, loss_cls: 2.6223, loss: 2.6223, grad_norm: 3.2661 2020-08-13 06:31:51,544 - mmaction - INFO - Epoch [8][1160/1253] lr: 3.000e-02, eta: 1 day, 7:09:54, time: 0.677, data_time: 0.006, memory: 4947, top1_acc: 0.4271, top5_acc: 0.6776, loss_cls: 2.5463, loss: 2.5463, grad_norm: 3.1858 2020-08-13 06:32:07,481 - mmaction - INFO - Epoch [8][1180/1253] lr: 3.000e-02, eta: 1 day, 7:08:54, time: 0.795, data_time: 0.009, memory: 4947, top1_acc: 0.4229, top5_acc: 0.6745, loss_cls: 2.5664, loss: 2.5664, grad_norm: 3.2436 2020-08-13 06:32:20,986 - mmaction - INFO - Epoch [8][1200/1253] lr: 3.000e-02, eta: 1 day, 7:07:25, time: 0.673, data_time: 0.005, memory: 4947, top1_acc: 0.4370, top5_acc: 0.6784, loss_cls: 2.5269, loss: 2.5269, grad_norm: 3.2526 2020-08-13 06:32:36,610 - mmaction - INFO - Epoch [8][1220/1253] lr: 3.000e-02, eta: 1 day, 7:06:22, time: 0.783, data_time: 0.008, memory: 4947, top1_acc: 0.4206, top5_acc: 0.6862, loss_cls: 2.5417, loss: 2.5417, grad_norm: 3.1973 2020-08-13 06:32:51,341 - mmaction - INFO - Epoch [8][1240/1253] lr: 3.000e-02, eta: 1 day, 7:05:09, time: 0.737, data_time: 0.005, memory: 4947, top1_acc: 0.4297, top5_acc: 0.6773, loss_cls: 2.5253, loss: 2.5253, grad_norm: 3.2574 2020-08-13 06:33:01,045 - mmaction - INFO - Saving checkpoint at 8 epochs 2020-08-13 06:36:02,877 - mmaction - INFO - Epoch [9][20/1253] lr: 3.000e-02, eta: 1 day, 7:33:09, time: 9.062, data_time: 8.453, memory: 4947, top1_acc: 0.4385, top5_acc: 0.6820, loss_cls: 2.5147, loss: 2.5147, grad_norm: 3.2697 2020-08-13 06:36:15,317 - mmaction - INFO - Epoch [9][40/1253] lr: 3.000e-02, eta: 1 day, 7:31:27, time: 0.625, data_time: 0.008, memory: 4947, top1_acc: 0.4352, top5_acc: 0.6945, loss_cls: 2.4717, loss: 2.4717, grad_norm: 3.2544 2020-08-13 06:36:27,774 - mmaction - INFO - Epoch [9][60/1253] lr: 3.000e-02, eta: 1 day, 7:29:44, time: 0.619, data_time: 0.006, memory: 4947, top1_acc: 0.4307, top5_acc: 0.6794, loss_cls: 2.5181, loss: 2.5181, grad_norm: 3.2891 2020-08-13 06:36:40,707 - mmaction - INFO - Epoch [9][80/1253] lr: 3.000e-02, eta: 1 day, 7:28:08, time: 0.651, data_time: 0.008, memory: 4947, top1_acc: 0.4432, top5_acc: 0.6987, loss_cls: 2.4336, loss: 2.4336, grad_norm: 3.1341 2020-08-13 06:36:53,193 - mmaction - INFO - Epoch [9][100/1253] lr: 3.000e-02, eta: 1 day, 7:26:26, time: 0.622, data_time: 0.008, memory: 4947, top1_acc: 0.4404, top5_acc: 0.6977, loss_cls: 2.4559, loss: 2.4559, grad_norm: 3.2437 2020-08-13 06:37:06,900 - mmaction - INFO - Epoch [9][120/1253] lr: 3.000e-02, eta: 1 day, 7:24:59, time: 0.686, data_time: 0.007, memory: 4947, top1_acc: 0.4258, top5_acc: 0.6826, loss_cls: 2.5237, loss: 2.5237, grad_norm: 3.2542 2020-08-13 06:37:22,077 - mmaction - INFO - Epoch [9][140/1253] lr: 3.000e-02, eta: 1 day, 7:23:49, time: 0.759, data_time: 0.009, memory: 4947, top1_acc: 0.4281, top5_acc: 0.6854, loss_cls: 2.5131, loss: 2.5131, grad_norm: 3.2279 2020-08-13 06:37:36,319 - mmaction - INFO - Epoch [9][160/1253] lr: 3.000e-02, eta: 1 day, 7:22:28, time: 0.714, data_time: 0.006, memory: 4947, top1_acc: 0.4326, top5_acc: 0.6911, loss_cls: 2.4727, loss: 2.4727, grad_norm: 3.2333 2020-08-13 06:37:50,340 - mmaction - INFO - Epoch [9][180/1253] lr: 3.000e-02, eta: 1 day, 7:21:05, time: 0.698, data_time: 0.006, memory: 4947, top1_acc: 0.4164, top5_acc: 0.6878, loss_cls: 2.5328, loss: 2.5328, grad_norm: 3.2283 2020-08-13 06:38:04,682 - mmaction - INFO - Epoch [9][200/1253] lr: 3.000e-02, eta: 1 day, 7:19:45, time: 0.714, data_time: 0.007, memory: 4947, top1_acc: 0.4164, top5_acc: 0.6729, loss_cls: 2.5559, loss: 2.5559, grad_norm: 3.2685 2020-08-13 06:38:18,411 - mmaction - INFO - Epoch [9][220/1253] lr: 3.000e-02, eta: 1 day, 7:18:20, time: 0.689, data_time: 0.009, memory: 4947, top1_acc: 0.4135, top5_acc: 0.6794, loss_cls: 2.5648, loss: 2.5648, grad_norm: 3.2258 2020-08-13 06:38:33,040 - mmaction - INFO - Epoch [9][240/1253] lr: 3.000e-02, eta: 1 day, 7:17:05, time: 0.730, data_time: 0.009, memory: 4947, top1_acc: 0.4297, top5_acc: 0.6792, loss_cls: 2.5220, loss: 2.5220, grad_norm: 3.1981 2020-08-13 06:38:48,849 - mmaction - INFO - Epoch [9][260/1253] lr: 3.000e-02, eta: 1 day, 7:16:04, time: 0.795, data_time: 0.007, memory: 4947, top1_acc: 0.4276, top5_acc: 0.6857, loss_cls: 2.5122, loss: 2.5122, grad_norm: 3.2445 2020-08-13 06:39:02,669 - mmaction - INFO - Epoch [9][280/1253] lr: 3.000e-02, eta: 1 day, 7:14:40, time: 0.691, data_time: 0.002, memory: 4947, top1_acc: 0.4490, top5_acc: 0.6961, loss_cls: 2.4567, loss: 2.4567, grad_norm: 3.2515 2020-08-13 06:39:20,036 - mmaction - INFO - Epoch [9][300/1253] lr: 3.000e-02, eta: 1 day, 7:13:56, time: 0.865, data_time: 0.005, memory: 4947, top1_acc: 0.4234, top5_acc: 0.6917, loss_cls: 2.5168, loss: 2.5168, grad_norm: 3.2738 2020-08-13 06:39:34,553 - mmaction - INFO - Epoch [9][320/1253] lr: 3.000e-02, eta: 1 day, 7:12:40, time: 0.725, data_time: 0.008, memory: 4947, top1_acc: 0.4294, top5_acc: 0.6849, loss_cls: 2.5010, loss: 2.5010, grad_norm: 3.2746 2020-08-13 06:39:48,422 - mmaction - INFO - Epoch [9][340/1253] lr: 3.000e-02, eta: 1 day, 7:11:18, time: 0.697, data_time: 0.008, memory: 4947, top1_acc: 0.4240, top5_acc: 0.6724, loss_cls: 2.5525, loss: 2.5525, grad_norm: 3.3262 2020-08-13 06:40:02,478 - mmaction - INFO - Epoch [9][360/1253] lr: 3.000e-02, eta: 1 day, 7:09:58, time: 0.702, data_time: 0.007, memory: 4947, top1_acc: 0.4318, top5_acc: 0.6784, loss_cls: 2.5188, loss: 2.5188, grad_norm: 3.2346 2020-08-13 06:40:16,151 - mmaction - INFO - Epoch [9][380/1253] lr: 3.000e-02, eta: 1 day, 7:08:34, time: 0.683, data_time: 0.003, memory: 4947, top1_acc: 0.4409, top5_acc: 0.7026, loss_cls: 2.4341, loss: 2.4341, grad_norm: 3.1609 2020-08-13 06:40:32,157 - mmaction - INFO - Epoch [9][400/1253] lr: 3.000e-02, eta: 1 day, 7:07:35, time: 0.800, data_time: 0.008, memory: 4947, top1_acc: 0.4380, top5_acc: 0.6831, loss_cls: 2.4936, loss: 2.4936, grad_norm: 3.2280 2020-08-13 06:40:46,785 - mmaction - INFO - Epoch [9][420/1253] lr: 3.000e-02, eta: 1 day, 7:06:22, time: 0.733, data_time: 0.005, memory: 4947, top1_acc: 0.4331, top5_acc: 0.6893, loss_cls: 2.5011, loss: 2.5011, grad_norm: 3.2959 2020-08-13 06:41:03,712 - mmaction - INFO - Epoch [9][440/1253] lr: 3.000e-02, eta: 1 day, 7:05:35, time: 0.847, data_time: 0.007, memory: 4947, top1_acc: 0.4221, top5_acc: 0.6742, loss_cls: 2.5321, loss: 2.5321, grad_norm: 3.1989 2020-08-13 06:41:17,501 - mmaction - INFO - Epoch [9][460/1253] lr: 3.000e-02, eta: 1 day, 7:04:12, time: 0.686, data_time: 0.006, memory: 4947, top1_acc: 0.4380, top5_acc: 0.6841, loss_cls: 2.4973, loss: 2.4973, grad_norm: 3.2413 2020-08-13 06:41:32,540 - mmaction - INFO - Epoch [9][480/1253] lr: 3.000e-02, eta: 1 day, 7:03:05, time: 0.755, data_time: 0.007, memory: 4947, top1_acc: 0.4315, top5_acc: 0.6792, loss_cls: 2.5185, loss: 2.5185, grad_norm: 3.2883 2020-08-13 06:41:45,502 - mmaction - INFO - Epoch [9][500/1253] lr: 3.000e-02, eta: 1 day, 7:01:33, time: 0.645, data_time: 0.008, memory: 4947, top1_acc: 0.4289, top5_acc: 0.6750, loss_cls: 2.5584, loss: 2.5584, grad_norm: 3.2363 2020-08-13 06:41:59,649 - mmaction - INFO - Epoch [9][520/1253] lr: 3.000e-02, eta: 1 day, 7:00:17, time: 0.711, data_time: 0.008, memory: 4947, top1_acc: 0.4294, top5_acc: 0.6734, loss_cls: 2.5246, loss: 2.5246, grad_norm: 3.1918 2020-08-13 06:42:15,426 - mmaction - INFO - Epoch [9][540/1253] lr: 3.000e-02, eta: 1 day, 6:59:17, time: 0.787, data_time: 0.005, memory: 4947, top1_acc: 0.4404, top5_acc: 0.6831, loss_cls: 2.4997, loss: 2.4997, grad_norm: 3.1825 2020-08-13 06:42:29,097 - mmaction - INFO - Epoch [9][560/1253] lr: 3.000e-02, eta: 1 day, 6:57:55, time: 0.683, data_time: 0.009, memory: 4947, top1_acc: 0.4341, top5_acc: 0.6888, loss_cls: 2.4798, loss: 2.4798, grad_norm: 3.1929 2020-08-13 06:42:44,213 - mmaction - INFO - Epoch [9][580/1253] lr: 3.000e-02, eta: 1 day, 6:56:49, time: 0.757, data_time: 0.008, memory: 4947, top1_acc: 0.4380, top5_acc: 0.6883, loss_cls: 2.4831, loss: 2.4831, grad_norm: 3.2271 2020-08-13 06:42:59,918 - mmaction - INFO - Epoch [9][600/1253] lr: 3.000e-02, eta: 1 day, 6:55:50, time: 0.787, data_time: 0.007, memory: 4947, top1_acc: 0.4271, top5_acc: 0.6839, loss_cls: 2.4887, loss: 2.4887, grad_norm: 3.2431 2020-08-13 06:43:14,110 - mmaction - INFO - Epoch [9][620/1253] lr: 3.000e-02, eta: 1 day, 6:54:33, time: 0.705, data_time: 0.005, memory: 4947, top1_acc: 0.4414, top5_acc: 0.6997, loss_cls: 2.4207, loss: 2.4207, grad_norm: 3.1996 2020-08-13 06:43:28,068 - mmaction - INFO - Epoch [9][640/1253] lr: 3.000e-02, eta: 1 day, 6:53:16, time: 0.701, data_time: 0.008, memory: 4947, top1_acc: 0.4328, top5_acc: 0.6896, loss_cls: 2.5052, loss: 2.5052, grad_norm: 3.2978 2020-08-13 06:43:43,143 - mmaction - INFO - Epoch [9][660/1253] lr: 3.000e-02, eta: 1 day, 6:52:10, time: 0.752, data_time: 0.008, memory: 4947, top1_acc: 0.4385, top5_acc: 0.6859, loss_cls: 2.4921, loss: 2.4921, grad_norm: 3.2139 2020-08-13 06:43:57,236 - mmaction - INFO - Epoch [9][680/1253] lr: 3.000e-02, eta: 1 day, 6:50:53, time: 0.703, data_time: 0.007, memory: 4947, top1_acc: 0.4286, top5_acc: 0.6667, loss_cls: 2.5842, loss: 2.5842, grad_norm: 3.3139 2020-08-13 06:44:10,878 - mmaction - INFO - Epoch [9][700/1253] lr: 3.000e-02, eta: 1 day, 6:49:33, time: 0.683, data_time: 0.009, memory: 4947, top1_acc: 0.4435, top5_acc: 0.6875, loss_cls: 2.5135, loss: 2.5135, grad_norm: 3.2503 2020-08-13 06:44:26,083 - mmaction - INFO - Epoch [9][720/1253] lr: 3.000e-02, eta: 1 day, 6:48:29, time: 0.761, data_time: 0.007, memory: 4947, top1_acc: 0.4352, top5_acc: 0.6865, loss_cls: 2.4947, loss: 2.4947, grad_norm: 3.2387 2020-08-13 06:44:39,955 - mmaction - INFO - Epoch [9][740/1253] lr: 3.000e-02, eta: 1 day, 6:47:11, time: 0.693, data_time: 0.007, memory: 4947, top1_acc: 0.4120, top5_acc: 0.6729, loss_cls: 2.5988, loss: 2.5988, grad_norm: 3.2560 2020-08-13 06:44:54,745 - mmaction - INFO - Epoch [9][760/1253] lr: 3.000e-02, eta: 1 day, 6:46:04, time: 0.740, data_time: 0.008, memory: 4947, top1_acc: 0.4260, top5_acc: 0.6802, loss_cls: 2.5140, loss: 2.5140, grad_norm: 3.2119 2020-08-13 06:45:09,713 - mmaction - INFO - Epoch [9][780/1253] lr: 3.000e-02, eta: 1 day, 6:44:58, time: 0.747, data_time: 0.007, memory: 4947, top1_acc: 0.4346, top5_acc: 0.6797, loss_cls: 2.5258, loss: 2.5258, grad_norm: 3.2983 2020-08-13 06:45:24,986 - mmaction - INFO - Epoch [9][800/1253] lr: 3.000e-02, eta: 1 day, 6:43:56, time: 0.767, data_time: 0.010, memory: 4947, top1_acc: 0.4266, top5_acc: 0.6865, loss_cls: 2.5432, loss: 2.5432, grad_norm: 3.2711 2020-08-13 06:45:41,178 - mmaction - INFO - Epoch [9][820/1253] lr: 3.000e-02, eta: 1 day, 6:43:03, time: 0.809, data_time: 0.003, memory: 4947, top1_acc: 0.4326, top5_acc: 0.6857, loss_cls: 2.5059, loss: 2.5059, grad_norm: 3.2784 2020-08-13 06:45:55,325 - mmaction - INFO - Epoch [9][840/1253] lr: 3.000e-02, eta: 1 day, 6:41:49, time: 0.705, data_time: 0.005, memory: 4947, top1_acc: 0.4188, top5_acc: 0.6945, loss_cls: 2.5163, loss: 2.5163, grad_norm: 3.2526 2020-08-13 06:46:11,266 - mmaction - INFO - Epoch [9][860/1253] lr: 3.000e-02, eta: 1 day, 6:40:55, time: 0.799, data_time: 0.007, memory: 4947, top1_acc: 0.4214, top5_acc: 0.6872, loss_cls: 2.4988, loss: 2.4988, grad_norm: 3.3140 2020-08-13 06:46:26,867 - mmaction - INFO - Epoch [9][880/1253] lr: 3.000e-02, eta: 1 day, 6:39:56, time: 0.780, data_time: 0.008, memory: 4947, top1_acc: 0.4307, top5_acc: 0.6867, loss_cls: 2.5188, loss: 2.5188, grad_norm: 3.2555 2020-08-13 06:46:40,805 - mmaction - INFO - Epoch [9][900/1253] lr: 3.000e-02, eta: 1 day, 6:38:41, time: 0.699, data_time: 0.005, memory: 4947, top1_acc: 0.4245, top5_acc: 0.6891, loss_cls: 2.5024, loss: 2.5024, grad_norm: 3.1948 2020-08-13 06:46:54,737 - mmaction - INFO - Epoch [9][920/1253] lr: 3.000e-02, eta: 1 day, 6:37:25, time: 0.692, data_time: 0.007, memory: 4947, top1_acc: 0.4320, top5_acc: 0.6888, loss_cls: 2.4952, loss: 2.4952, grad_norm: 3.2245 2020-08-13 06:47:09,799 - mmaction - INFO - Epoch [9][940/1253] lr: 3.000e-02, eta: 1 day, 6:36:22, time: 0.756, data_time: 0.008, memory: 4947, top1_acc: 0.4422, top5_acc: 0.6880, loss_cls: 2.4886, loss: 2.4886, grad_norm: 3.2598 2020-08-13 06:47:24,665 - mmaction - INFO - Epoch [9][960/1253] lr: 3.000e-02, eta: 1 day, 6:35:17, time: 0.742, data_time: 0.009, memory: 4947, top1_acc: 0.4432, top5_acc: 0.6865, loss_cls: 2.4711, loss: 2.4711, grad_norm: 3.2745 2020-08-13 06:47:38,178 - mmaction - INFO - Epoch [9][980/1253] lr: 3.000e-02, eta: 1 day, 6:33:58, time: 0.678, data_time: 0.007, memory: 4947, top1_acc: 0.4354, top5_acc: 0.6818, loss_cls: 2.5183, loss: 2.5183, grad_norm: 3.2675 2020-08-13 06:47:54,350 - mmaction - INFO - Epoch [9][1000/1253] lr: 3.000e-02, eta: 1 day, 6:33:07, time: 0.809, data_time: 0.006, memory: 4947, top1_acc: 0.4349, top5_acc: 0.6852, loss_cls: 2.4911, loss: 2.4911, grad_norm: 3.2519 2020-08-13 06:48:08,450 - mmaction - INFO - Epoch [9][1020/1253] lr: 3.000e-02, eta: 1 day, 6:31:54, time: 0.701, data_time: 0.006, memory: 4947, top1_acc: 0.4344, top5_acc: 0.6815, loss_cls: 2.5020, loss: 2.5020, grad_norm: 3.2545 2020-08-13 06:48:24,257 - mmaction - INFO - Epoch [9][1040/1253] lr: 3.000e-02, eta: 1 day, 6:31:00, time: 0.794, data_time: 0.008, memory: 4947, top1_acc: 0.4388, top5_acc: 0.6906, loss_cls: 2.4915, loss: 2.4915, grad_norm: 3.2515 2020-08-13 06:48:39,422 - mmaction - INFO - Epoch [9][1060/1253] lr: 3.000e-02, eta: 1 day, 6:29:58, time: 0.753, data_time: 0.006, memory: 4947, top1_acc: 0.4346, top5_acc: 0.6820, loss_cls: 2.5028, loss: 2.5028, grad_norm: 3.2402 2020-08-13 06:48:54,310 - mmaction - INFO - Epoch [9][1080/1253] lr: 3.000e-02, eta: 1 day, 6:28:55, time: 0.749, data_time: 0.007, memory: 4947, top1_acc: 0.4430, top5_acc: 0.6945, loss_cls: 2.4700, loss: 2.4700, grad_norm: 3.1897 2020-08-13 06:49:09,491 - mmaction - INFO - Epoch [9][1100/1253] lr: 3.000e-02, eta: 1 day, 6:27:53, time: 0.755, data_time: 0.005, memory: 4947, top1_acc: 0.4302, top5_acc: 0.6878, loss_cls: 2.5027, loss: 2.5027, grad_norm: 3.2367 2020-08-13 06:49:23,788 - mmaction - INFO - Epoch [9][1120/1253] lr: 3.000e-02, eta: 1 day, 6:26:45, time: 0.720, data_time: 0.007, memory: 4947, top1_acc: 0.4266, top5_acc: 0.6878, loss_cls: 2.5064, loss: 2.5064, grad_norm: 3.2423 2020-08-13 06:49:39,531 - mmaction - INFO - Epoch [9][1140/1253] lr: 3.000e-02, eta: 1 day, 6:25:50, time: 0.786, data_time: 0.004, memory: 4947, top1_acc: 0.4352, top5_acc: 0.6805, loss_cls: 2.5197, loss: 2.5197, grad_norm: 3.2601 2020-08-13 06:49:55,933 - mmaction - INFO - Epoch [9][1160/1253] lr: 3.000e-02, eta: 1 day, 6:25:02, time: 0.819, data_time: 0.002, memory: 4947, top1_acc: 0.4302, top5_acc: 0.6878, loss_cls: 2.4950, loss: 2.4950, grad_norm: 3.2189 2020-08-13 06:50:10,068 - mmaction - INFO - Epoch [9][1180/1253] lr: 3.000e-02, eta: 1 day, 6:23:52, time: 0.707, data_time: 0.007, memory: 4947, top1_acc: 0.4333, top5_acc: 0.6924, loss_cls: 2.4738, loss: 2.4738, grad_norm: 3.2869 2020-08-13 06:50:25,340 - mmaction - INFO - Epoch [9][1200/1253] lr: 3.000e-02, eta: 1 day, 6:22:52, time: 0.763, data_time: 0.008, memory: 4947, top1_acc: 0.4250, top5_acc: 0.6984, loss_cls: 2.5121, loss: 2.5121, grad_norm: 3.2984 2020-08-13 06:50:40,539 - mmaction - INFO - Epoch [9][1220/1253] lr: 3.000e-02, eta: 1 day, 6:21:53, time: 0.762, data_time: 0.006, memory: 4947, top1_acc: 0.4224, top5_acc: 0.6841, loss_cls: 2.5010, loss: 2.5010, grad_norm: 3.2729 2020-08-13 06:50:54,607 - mmaction - INFO - Epoch [9][1240/1253] lr: 3.000e-02, eta: 1 day, 6:20:43, time: 0.704, data_time: 0.005, memory: 4947, top1_acc: 0.4326, top5_acc: 0.6870, loss_cls: 2.5045, loss: 2.5045, grad_norm: 3.2209 2020-08-13 06:51:04,480 - mmaction - INFO - Saving checkpoint at 9 epochs 2020-08-13 06:54:46,556 - mmaction - INFO - Epoch [10][20/1253] lr: 3.000e-02, eta: 1 day, 6:52:07, time: 11.073, data_time: 10.430, memory: 4947, top1_acc: 0.4385, top5_acc: 0.6914, loss_cls: 2.4568, loss: 2.4568, grad_norm: 3.2270 2020-08-13 06:54:58,993 - mmaction - INFO - Epoch [10][40/1253] lr: 3.000e-02, eta: 1 day, 6:50:37, time: 0.626, data_time: 0.008, memory: 4947, top1_acc: 0.4448, top5_acc: 0.6974, loss_cls: 2.4142, loss: 2.4142, grad_norm: 3.2365 2020-08-13 06:55:11,653 - mmaction - INFO - Epoch [10][60/1253] lr: 3.000e-02, eta: 1 day, 6:49:08, time: 0.630, data_time: 0.005, memory: 4947, top1_acc: 0.4432, top5_acc: 0.6807, loss_cls: 2.4585, loss: 2.4585, grad_norm: 3.3264 2020-08-13 06:55:23,956 - mmaction - INFO - Epoch [10][80/1253] lr: 3.000e-02, eta: 1 day, 6:47:38, time: 0.618, data_time: 0.007, memory: 4947, top1_acc: 0.4339, top5_acc: 0.6813, loss_cls: 2.4972, loss: 2.4972, grad_norm: 3.1812 2020-08-13 06:55:36,543 - mmaction - INFO - Epoch [10][100/1253] lr: 3.000e-02, eta: 1 day, 6:46:09, time: 0.626, data_time: 0.006, memory: 4947, top1_acc: 0.4331, top5_acc: 0.6979, loss_cls: 2.4618, loss: 2.4618, grad_norm: 3.2301 2020-08-13 06:55:49,614 - mmaction - INFO - Epoch [10][120/1253] lr: 3.000e-02, eta: 1 day, 6:44:46, time: 0.657, data_time: 0.007, memory: 4947, top1_acc: 0.4500, top5_acc: 0.6948, loss_cls: 2.4360, loss: 2.4360, grad_norm: 3.2780 2020-08-13 06:56:03,668 - mmaction - INFO - Epoch [10][140/1253] lr: 3.000e-02, eta: 1 day, 6:43:32, time: 0.698, data_time: 0.006, memory: 4947, top1_acc: 0.4513, top5_acc: 0.6966, loss_cls: 2.4480, loss: 2.4480, grad_norm: 3.1831 2020-08-13 06:56:16,919 - mmaction - INFO - Epoch [10][160/1253] lr: 3.000e-02, eta: 1 day, 6:42:12, time: 0.667, data_time: 0.007, memory: 4947, top1_acc: 0.4414, top5_acc: 0.6885, loss_cls: 2.4856, loss: 2.4856, grad_norm: 3.2925 2020-08-13 06:56:29,801 - mmaction - INFO - Epoch [10][180/1253] lr: 3.000e-02, eta: 1 day, 6:40:47, time: 0.641, data_time: 0.005, memory: 4947, top1_acc: 0.4406, top5_acc: 0.6971, loss_cls: 2.4389, loss: 2.4389, grad_norm: 3.2074 2020-08-13 06:56:43,715 - mmaction - INFO - Epoch [10][200/1253] lr: 3.000e-02, eta: 1 day, 6:39:34, time: 0.697, data_time: 0.007, memory: 4947, top1_acc: 0.4375, top5_acc: 0.6883, loss_cls: 2.4947, loss: 2.4947, grad_norm: 3.2727 2020-08-13 06:56:57,994 - mmaction - INFO - Epoch [10][220/1253] lr: 3.000e-02, eta: 1 day, 6:38:24, time: 0.716, data_time: 0.008, memory: 4947, top1_acc: 0.4279, top5_acc: 0.6995, loss_cls: 2.4537, loss: 2.4537, grad_norm: 3.2499 2020-08-13 06:57:12,980 - mmaction - INFO - Epoch [10][240/1253] lr: 3.000e-02, eta: 1 day, 6:37:21, time: 0.749, data_time: 0.007, memory: 4947, top1_acc: 0.4404, top5_acc: 0.6995, loss_cls: 2.4452, loss: 2.4452, grad_norm: 3.2279 2020-08-13 06:57:27,496 - mmaction - INFO - Epoch [10][260/1253] lr: 3.000e-02, eta: 1 day, 6:36:13, time: 0.724, data_time: 0.005, memory: 4947, top1_acc: 0.4479, top5_acc: 0.6969, loss_cls: 2.4607, loss: 2.4607, grad_norm: 3.2582 2020-08-13 06:57:42,155 - mmaction - INFO - Epoch [10][280/1253] lr: 3.000e-02, eta: 1 day, 6:35:08, time: 0.735, data_time: 0.006, memory: 4947, top1_acc: 0.4482, top5_acc: 0.7047, loss_cls: 2.4036, loss: 2.4036, grad_norm: 3.2824 2020-08-13 06:57:55,503 - mmaction - INFO - Epoch [10][300/1253] lr: 3.000e-02, eta: 1 day, 6:33:49, time: 0.665, data_time: 0.005, memory: 4947, top1_acc: 0.4375, top5_acc: 0.6844, loss_cls: 2.4787, loss: 2.4787, grad_norm: 3.2638 2020-08-13 06:58:10,696 - mmaction - INFO - Epoch [10][320/1253] lr: 3.000e-02, eta: 1 day, 6:32:50, time: 0.762, data_time: 0.005, memory: 4947, top1_acc: 0.4513, top5_acc: 0.7044, loss_cls: 2.4094, loss: 2.4094, grad_norm: 3.2714 2020-08-13 06:58:24,858 - mmaction - INFO - Epoch [10][340/1253] lr: 3.000e-02, eta: 1 day, 6:31:39, time: 0.706, data_time: 0.004, memory: 4947, top1_acc: 0.4234, top5_acc: 0.6932, loss_cls: 2.4804, loss: 2.4804, grad_norm: 3.3004 2020-08-13 06:58:39,657 - mmaction - INFO - Epoch [10][360/1253] lr: 3.000e-02, eta: 1 day, 6:30:36, time: 0.742, data_time: 0.005, memory: 4947, top1_acc: 0.4286, top5_acc: 0.6859, loss_cls: 2.4921, loss: 2.4921, grad_norm: 3.3569 2020-08-13 06:58:54,558 - mmaction - INFO - Epoch [10][380/1253] lr: 3.000e-02, eta: 1 day, 6:29:33, time: 0.745, data_time: 0.005, memory: 4947, top1_acc: 0.4211, top5_acc: 0.6820, loss_cls: 2.5143, loss: 2.5143, grad_norm: 3.2817 2020-08-13 06:59:10,019 - mmaction - INFO - Epoch [10][400/1253] lr: 3.000e-02, eta: 1 day, 6:28:36, time: 0.773, data_time: 0.004, memory: 4947, top1_acc: 0.4359, top5_acc: 0.6784, loss_cls: 2.4986, loss: 2.4986, grad_norm: 3.2847 2020-08-13 06:59:24,338 - mmaction - INFO - Epoch [10][420/1253] lr: 3.000e-02, eta: 1 day, 6:27:28, time: 0.714, data_time: 0.002, memory: 4947, top1_acc: 0.4367, top5_acc: 0.6958, loss_cls: 2.4626, loss: 2.4626, grad_norm: 3.2351 2020-08-13 06:59:39,395 - mmaction - INFO - Epoch [10][440/1253] lr: 3.000e-02, eta: 1 day, 6:26:28, time: 0.754, data_time: 0.008, memory: 4947, top1_acc: 0.4362, top5_acc: 0.6927, loss_cls: 2.4599, loss: 2.4599, grad_norm: 3.3040 2020-08-13 06:59:54,348 - mmaction - INFO - Epoch [10][460/1253] lr: 3.000e-02, eta: 1 day, 6:25:26, time: 0.746, data_time: 0.009, memory: 4947, top1_acc: 0.4557, top5_acc: 0.6990, loss_cls: 2.4096, loss: 2.4096, grad_norm: 3.2659 2020-08-13 07:09:51,556 - mmaction - INFO - Epoch [10][480/1253] lr: 3.000e-02, eta: 1 day, 7:58:06, time: 29.848, data_time: 28.911, memory: 4947, top1_acc: 0.4357, top5_acc: 0.6794, loss_cls: 2.5208, loss: 2.5208, grad_norm: 3.1785 2020-08-13 07:10:04,220 - mmaction - INFO - Epoch [10][500/1253] lr: 3.000e-02, eta: 1 day, 7:56:34, time: 0.644, data_time: 0.024, memory: 4947, top1_acc: 0.4242, top5_acc: 0.6745, loss_cls: 2.5752, loss: 2.5752, grad_norm: 3.2615 2020-08-13 07:10:16,554 - mmaction - INFO - Epoch [10][520/1253] lr: 3.000e-02, eta: 1 day, 7:54:58, time: 0.619, data_time: 0.006, memory: 4947, top1_acc: 0.4430, top5_acc: 0.6914, loss_cls: 2.4627, loss: 2.4627, grad_norm: 3.2377 2020-08-13 07:10:28,838 - mmaction - INFO - Epoch [10][540/1253] lr: 3.000e-02, eta: 1 day, 7:53:21, time: 0.613, data_time: 0.006, memory: 4947, top1_acc: 0.4341, top5_acc: 0.6779, loss_cls: 2.4841, loss: 2.4841, grad_norm: 3.2722 2020-08-13 07:10:41,571 - mmaction - INFO - Epoch [10][560/1253] lr: 3.000e-02, eta: 1 day, 7:51:49, time: 0.637, data_time: 0.007, memory: 4947, top1_acc: 0.4268, top5_acc: 0.6734, loss_cls: 2.5723, loss: 2.5723, grad_norm: 3.2740 2020-08-13 07:10:54,264 - mmaction - INFO - Epoch [10][580/1253] lr: 3.000e-02, eta: 1 day, 7:50:17, time: 0.635, data_time: 0.009, memory: 4947, top1_acc: 0.4182, top5_acc: 0.6857, loss_cls: 2.5306, loss: 2.5306, grad_norm: 3.2027 2020-08-13 07:11:06,656 - mmaction - INFO - Epoch [10][600/1253] lr: 3.000e-02, eta: 1 day, 7:48:42, time: 0.618, data_time: 0.010, memory: 4947, top1_acc: 0.4490, top5_acc: 0.7070, loss_cls: 2.3884, loss: 2.3884, grad_norm: 3.2568 2020-08-13 07:11:20,141 - mmaction - INFO - Epoch [10][620/1253] lr: 3.000e-02, eta: 1 day, 7:47:19, time: 0.677, data_time: 0.007, memory: 4947, top1_acc: 0.4266, top5_acc: 0.6742, loss_cls: 2.5564, loss: 2.5564, grad_norm: 3.3049 2020-08-13 07:11:33,744 - mmaction - INFO - Epoch [10][640/1253] lr: 3.000e-02, eta: 1 day, 7:45:55, time: 0.678, data_time: 0.005, memory: 4947, top1_acc: 0.4292, top5_acc: 0.6872, loss_cls: 2.4783, loss: 2.4783, grad_norm: 3.2463 2020-08-13 07:11:48,222 - mmaction - INFO - Epoch [10][660/1253] lr: 3.000e-02, eta: 1 day, 7:44:41, time: 0.725, data_time: 0.006, memory: 4947, top1_acc: 0.4479, top5_acc: 0.6937, loss_cls: 2.4387, loss: 2.4387, grad_norm: 3.2476 2020-08-13 07:12:03,188 - mmaction - INFO - Epoch [10][680/1253] lr: 3.000e-02, eta: 1 day, 7:43:32, time: 0.747, data_time: 0.006, memory: 4947, top1_acc: 0.4310, top5_acc: 0.6880, loss_cls: 2.5192, loss: 2.5192, grad_norm: 3.1755 2020-08-13 07:12:18,181 - mmaction - INFO - Epoch [10][700/1253] lr: 3.000e-02, eta: 1 day, 7:42:23, time: 0.752, data_time: 0.006, memory: 4947, top1_acc: 0.4352, top5_acc: 0.6937, loss_cls: 2.4696, loss: 2.4696, grad_norm: 3.1897 2020-08-13 07:12:32,680 - mmaction - INFO - Epoch [10][720/1253] lr: 3.000e-02, eta: 1 day, 7:41:09, time: 0.723, data_time: 0.007, memory: 4947, top1_acc: 0.4273, top5_acc: 0.6961, loss_cls: 2.4804, loss: 2.4804, grad_norm: 3.2578 2020-08-13 07:12:46,604 - mmaction - INFO - Epoch [10][740/1253] lr: 3.000e-02, eta: 1 day, 7:39:51, time: 0.698, data_time: 0.007, memory: 4947, top1_acc: 0.4398, top5_acc: 0.6987, loss_cls: 2.4610, loss: 2.4610, grad_norm: 3.2645 2020-08-13 07:13:01,954 - mmaction - INFO - Epoch [10][760/1253] lr: 3.000e-02, eta: 1 day, 7:38:46, time: 0.766, data_time: 0.005, memory: 4947, top1_acc: 0.4172, top5_acc: 0.6909, loss_cls: 2.5235, loss: 2.5235, grad_norm: 3.2676 2020-08-13 07:13:17,307 - mmaction - INFO - Epoch [10][780/1253] lr: 3.000e-02, eta: 1 day, 7:37:41, time: 0.767, data_time: 0.004, memory: 4947, top1_acc: 0.4414, top5_acc: 0.6977, loss_cls: 2.4260, loss: 2.4260, grad_norm: 3.2427 2020-08-13 07:13:33,188 - mmaction - INFO - Epoch [10][800/1253] lr: 3.000e-02, eta: 1 day, 7:36:41, time: 0.796, data_time: 0.009, memory: 4947, top1_acc: 0.4438, top5_acc: 0.6956, loss_cls: 2.4546, loss: 2.4546, grad_norm: 3.2178 2020-08-13 07:13:47,030 - mmaction - INFO - Epoch [10][820/1253] lr: 3.000e-02, eta: 1 day, 7:35:22, time: 0.689, data_time: 0.003, memory: 4947, top1_acc: 0.4432, top5_acc: 0.6914, loss_cls: 2.4736, loss: 2.4736, grad_norm: 3.2141 2020-08-13 07:14:02,487 - mmaction - INFO - Epoch [10][840/1253] lr: 3.000e-02, eta: 1 day, 7:34:19, time: 0.777, data_time: 0.008, memory: 4947, top1_acc: 0.4419, top5_acc: 0.6956, loss_cls: 2.4457, loss: 2.4457, grad_norm: 3.2112 2020-08-13 07:14:17,587 - mmaction - INFO - Epoch [10][860/1253] lr: 3.000e-02, eta: 1 day, 7:33:13, time: 0.755, data_time: 0.002, memory: 4947, top1_acc: 0.4453, top5_acc: 0.7094, loss_cls: 2.3789, loss: 2.3789, grad_norm: 3.2210 2020-08-13 07:14:34,138 - mmaction - INFO - Epoch [10][880/1253] lr: 3.000e-02, eta: 1 day, 7:32:19, time: 0.823, data_time: 0.005, memory: 4947, top1_acc: 0.4372, top5_acc: 0.6849, loss_cls: 2.4711, loss: 2.4711, grad_norm: 3.3680 2020-08-13 07:14:49,490 - mmaction - INFO - Epoch [10][900/1253] lr: 3.000e-02, eta: 1 day, 7:31:16, time: 0.772, data_time: 0.007, memory: 4947, top1_acc: 0.4422, top5_acc: 0.7000, loss_cls: 2.4379, loss: 2.4379, grad_norm: 3.2805 2020-08-13 07:15:04,054 - mmaction - INFO - Epoch [10][920/1253] lr: 3.000e-02, eta: 1 day, 7:30:05, time: 0.727, data_time: 0.004, memory: 4947, top1_acc: 0.4315, top5_acc: 0.6880, loss_cls: 2.4819, loss: 2.4819, grad_norm: 3.2710 2020-08-13 07:15:19,593 - mmaction - INFO - Epoch [10][940/1253] lr: 3.000e-02, eta: 1 day, 7:29:03, time: 0.778, data_time: 0.003, memory: 4947, top1_acc: 0.4490, top5_acc: 0.7023, loss_cls: 2.3982, loss: 2.3982, grad_norm: 3.1976 2020-08-13 07:15:33,957 - mmaction - INFO - Epoch [10][960/1253] lr: 3.000e-02, eta: 1 day, 7:27:49, time: 0.712, data_time: 0.007, memory: 4947, top1_acc: 0.4323, top5_acc: 0.6820, loss_cls: 2.5191, loss: 2.5191, grad_norm: 3.2797 2020-08-13 07:15:49,656 - mmaction - INFO - Epoch [10][980/1253] lr: 3.000e-02, eta: 1 day, 7:26:51, time: 0.791, data_time: 0.008, memory: 4947, top1_acc: 0.4398, top5_acc: 0.6951, loss_cls: 2.4356, loss: 2.4356, grad_norm: 3.2257 2020-08-13 07:16:05,224 - mmaction - INFO - Epoch [10][1000/1253] lr: 3.000e-02, eta: 1 day, 7:25:49, time: 0.775, data_time: 0.004, memory: 4947, top1_acc: 0.4435, top5_acc: 0.6859, loss_cls: 2.4881, loss: 2.4881, grad_norm: 3.2386 2020-08-13 07:16:20,345 - mmaction - INFO - Epoch [10][1020/1253] lr: 3.000e-02, eta: 1 day, 7:24:44, time: 0.757, data_time: 0.005, memory: 4947, top1_acc: 0.4526, top5_acc: 0.7003, loss_cls: 2.4166, loss: 2.4166, grad_norm: 3.2080 2020-08-13 07:26:50,041 - mmaction - INFO - Epoch [10][1040/1253] lr: 3.000e-02, eta: 1 day, 8:57:36, time: 31.483, data_time: 9.489, memory: 4947, top1_acc: 0.4505, top5_acc: 0.6956, loss_cls: 2.4121, loss: 2.4121, grad_norm: 3.1709 2020-08-13 07:27:02,484 - mmaction - INFO - Epoch [10][1060/1253] lr: 3.000e-02, eta: 1 day, 8:55:57, time: 0.624, data_time: 0.007, memory: 4947, top1_acc: 0.4474, top5_acc: 0.6924, loss_cls: 2.4343, loss: 2.4343, grad_norm: 3.2145 2020-08-13 07:27:14,906 - mmaction - INFO - Epoch [10][1080/1253] lr: 3.000e-02, eta: 1 day, 8:54:18, time: 0.620, data_time: 0.009, memory: 4947, top1_acc: 0.4284, top5_acc: 0.6922, loss_cls: 2.4970, loss: 2.4970, grad_norm: 3.2446 2020-08-13 07:27:27,261 - mmaction - INFO - Epoch [10][1100/1253] lr: 3.000e-02, eta: 1 day, 8:52:38, time: 0.618, data_time: 0.007, memory: 4947, top1_acc: 0.4232, top5_acc: 0.6844, loss_cls: 2.5346, loss: 2.5346, grad_norm: 3.2527 2020-08-13 07:27:39,732 - mmaction - INFO - Epoch [10][1120/1253] lr: 3.000e-02, eta: 1 day, 8:51:00, time: 0.625, data_time: 0.008, memory: 4947, top1_acc: 0.4482, top5_acc: 0.6924, loss_cls: 2.4171, loss: 2.4171, grad_norm: 3.1583 2020-08-13 07:27:53,966 - mmaction - INFO - Epoch [10][1140/1253] lr: 3.000e-02, eta: 1 day, 8:49:38, time: 0.712, data_time: 0.010, memory: 4947, top1_acc: 0.4448, top5_acc: 0.6964, loss_cls: 2.4625, loss: 2.4625, grad_norm: 3.2389 2020-08-13 07:28:07,785 - mmaction - INFO - Epoch [10][1160/1253] lr: 3.000e-02, eta: 1 day, 8:48:12, time: 0.690, data_time: 0.004, memory: 4947, top1_acc: 0.4482, top5_acc: 0.6870, loss_cls: 2.4875, loss: 2.4875, grad_norm: 3.1728 2020-08-13 07:28:22,886 - mmaction - INFO - Epoch [10][1180/1253] lr: 3.000e-02, eta: 1 day, 8:46:59, time: 0.755, data_time: 0.004, memory: 4947, top1_acc: 0.4552, top5_acc: 0.7083, loss_cls: 2.3985, loss: 2.3985, grad_norm: 3.1556 2020-08-13 07:28:37,802 - mmaction - INFO - Epoch [10][1200/1253] lr: 3.000e-02, eta: 1 day, 8:45:44, time: 0.747, data_time: 0.008, memory: 4947, top1_acc: 0.4440, top5_acc: 0.6919, loss_cls: 2.4664, loss: 2.4664, grad_norm: 3.2433 2020-08-13 07:28:51,954 - mmaction - INFO - Epoch [10][1220/1253] lr: 3.000e-02, eta: 1 day, 8:44:22, time: 0.707, data_time: 0.004, memory: 4947, top1_acc: 0.4490, top5_acc: 0.7021, loss_cls: 2.3885, loss: 2.3885, grad_norm: 3.2619 2020-08-13 07:29:08,049 - mmaction - INFO - Epoch [10][1240/1253] lr: 3.000e-02, eta: 1 day, 8:43:18, time: 0.806, data_time: 0.007, memory: 4947, top1_acc: 0.4331, top5_acc: 0.6862, loss_cls: 2.4989, loss: 2.4989, grad_norm: 3.2473 2020-08-13 07:29:18,261 - mmaction - INFO - Saving checkpoint at 10 epochs 2020-08-13 07:38:57,195 - mmaction - INFO - Epoch [11][20/1253] lr: 3.000e-02, eta: 1 day, 10:04:09, time: 28.914, data_time: 23.216, memory: 4947, top1_acc: 0.4487, top5_acc: 0.6966, loss_cls: 2.4196, loss: 2.4196, grad_norm: 3.2854 2020-08-13 07:39:09,567 - mmaction - INFO - Epoch [11][40/1253] lr: 3.000e-02, eta: 1 day, 10:02:23, time: 0.618, data_time: 0.007, memory: 4947, top1_acc: 0.4568, top5_acc: 0.7107, loss_cls: 2.3729, loss: 2.3729, grad_norm: 3.1783 2020-08-13 07:39:22,146 - mmaction - INFO - Epoch [11][60/1253] lr: 3.000e-02, eta: 1 day, 10:00:39, time: 0.630, data_time: 0.008, memory: 4947, top1_acc: 0.4594, top5_acc: 0.6977, loss_cls: 2.3890, loss: 2.3890, grad_norm: 3.2492 2020-08-13 07:39:34,487 - mmaction - INFO - Epoch [11][80/1253] lr: 3.000e-02, eta: 1 day, 9:58:54, time: 0.619, data_time: 0.009, memory: 4947, top1_acc: 0.4388, top5_acc: 0.7104, loss_cls: 2.4081, loss: 2.4081, grad_norm: 3.2765 2020-08-13 07:39:47,810 - mmaction - INFO - Epoch [11][100/1253] lr: 3.000e-02, eta: 1 day, 9:57:17, time: 0.663, data_time: 0.002, memory: 4947, top1_acc: 0.4648, top5_acc: 0.7156, loss_cls: 2.3432, loss: 2.3432, grad_norm: 3.2829 2020-08-13 07:40:01,630 - mmaction - INFO - Epoch [11][120/1253] lr: 3.000e-02, eta: 1 day, 9:55:45, time: 0.693, data_time: 0.008, memory: 4947, top1_acc: 0.4503, top5_acc: 0.6971, loss_cls: 2.4076, loss: 2.4076, grad_norm: 3.2998 2020-08-13 07:40:15,177 - mmaction - INFO - Epoch [11][140/1253] lr: 3.000e-02, eta: 1 day, 9:54:11, time: 0.675, data_time: 0.004, memory: 4947, top1_acc: 0.4609, top5_acc: 0.7005, loss_cls: 2.3819, loss: 2.3819, grad_norm: 3.2002 2020-08-13 07:40:28,006 - mmaction - INFO - Epoch [11][160/1253] lr: 3.000e-02, eta: 1 day, 9:52:31, time: 0.642, data_time: 0.009, memory: 4947, top1_acc: 0.4359, top5_acc: 0.7029, loss_cls: 2.4159, loss: 2.4159, grad_norm: 3.3082 2020-08-13 07:40:43,301 - mmaction - INFO - Epoch [11][180/1253] lr: 3.000e-02, eta: 1 day, 9:51:13, time: 0.767, data_time: 0.009, memory: 4947, top1_acc: 0.4456, top5_acc: 0.6948, loss_cls: 2.4624, loss: 2.4624, grad_norm: 3.2269 2020-08-13 07:40:56,723 - mmaction - INFO - Epoch [11][200/1253] lr: 3.000e-02, eta: 1 day, 9:49:38, time: 0.666, data_time: 0.005, memory: 4947, top1_acc: 0.4393, top5_acc: 0.6987, loss_cls: 2.4294, loss: 2.4294, grad_norm: 3.2876 2020-08-13 07:41:10,765 - mmaction - INFO - Epoch [11][220/1253] lr: 3.000e-02, eta: 1 day, 9:48:10, time: 0.707, data_time: 0.009, memory: 4947, top1_acc: 0.4453, top5_acc: 0.6964, loss_cls: 2.4219, loss: 2.4219, grad_norm: 3.2310 2020-08-13 07:41:24,975 - mmaction - INFO - Epoch [11][240/1253] lr: 3.000e-02, eta: 1 day, 9:46:43, time: 0.712, data_time: 0.009, memory: 4947, top1_acc: 0.4456, top5_acc: 0.6995, loss_cls: 2.4153, loss: 2.4153, grad_norm: 3.2206 2020-08-13 07:41:39,643 - mmaction - INFO - Epoch [11][260/1253] lr: 3.000e-02, eta: 1 day, 9:45:20, time: 0.731, data_time: 0.005, memory: 4947, top1_acc: 0.4456, top5_acc: 0.7021, loss_cls: 2.4112, loss: 2.4112, grad_norm: 3.2275 2020-08-13 07:41:54,804 - mmaction - INFO - Epoch [11][280/1253] lr: 3.000e-02, eta: 1 day, 9:44:02, time: 0.759, data_time: 0.006, memory: 4947, top1_acc: 0.4477, top5_acc: 0.6990, loss_cls: 2.4032, loss: 2.4032, grad_norm: 3.2640 2020-08-13 07:42:10,371 - mmaction - INFO - Epoch [11][300/1253] lr: 3.000e-02, eta: 1 day, 9:42:47, time: 0.776, data_time: 0.008, memory: 4947, top1_acc: 0.4547, top5_acc: 0.7148, loss_cls: 2.3385, loss: 2.3385, grad_norm: 3.2022 2020-08-13 07:42:25,242 - mmaction - INFO - Epoch [11][320/1253] lr: 3.000e-02, eta: 1 day, 9:41:28, time: 0.748, data_time: 0.006, memory: 4947, top1_acc: 0.4536, top5_acc: 0.7057, loss_cls: 2.4097, loss: 2.4097, grad_norm: 3.2666 2020-08-13 07:42:41,383 - mmaction - INFO - Epoch [11][340/1253] lr: 3.000e-02, eta: 1 day, 9:40:19, time: 0.807, data_time: 0.004, memory: 4947, top1_acc: 0.4552, top5_acc: 0.7068, loss_cls: 2.4233, loss: 2.4233, grad_norm: 3.2481 2020-08-13 07:42:56,855 - mmaction - INFO - Epoch [11][360/1253] lr: 3.000e-02, eta: 1 day, 9:39:04, time: 0.772, data_time: 0.005, memory: 4947, top1_acc: 0.4398, top5_acc: 0.7010, loss_cls: 2.4338, loss: 2.4338, grad_norm: 3.2921 2020-08-13 07:43:11,527 - mmaction - INFO - Epoch [11][380/1253] lr: 3.000e-02, eta: 1 day, 9:37:42, time: 0.734, data_time: 0.005, memory: 4947, top1_acc: 0.4411, top5_acc: 0.6820, loss_cls: 2.4969, loss: 2.4969, grad_norm: 3.1643 2020-08-13 07:43:26,102 - mmaction - INFO - Epoch [11][400/1253] lr: 3.000e-02, eta: 1 day, 9:36:20, time: 0.730, data_time: 0.006, memory: 4947, top1_acc: 0.4482, top5_acc: 0.7010, loss_cls: 2.4162, loss: 2.4162, grad_norm: 3.1766 2020-08-13 07:43:41,342 - mmaction - INFO - Epoch [11][420/1253] lr: 3.000e-02, eta: 1 day, 9:35:04, time: 0.762, data_time: 0.006, memory: 4947, top1_acc: 0.4393, top5_acc: 0.6997, loss_cls: 2.4557, loss: 2.4557, grad_norm: 3.2431 2020-08-13 07:43:56,124 - mmaction - INFO - Epoch [11][440/1253] lr: 3.000e-02, eta: 1 day, 9:33:44, time: 0.736, data_time: 0.005, memory: 4947, top1_acc: 0.4583, top5_acc: 0.7081, loss_cls: 2.3637, loss: 2.3637, grad_norm: 3.1709 2020-08-13 07:44:11,029 - mmaction - INFO - Epoch [11][460/1253] lr: 3.000e-02, eta: 1 day, 9:32:26, time: 0.748, data_time: 0.007, memory: 4947, top1_acc: 0.4620, top5_acc: 0.6984, loss_cls: 2.4006, loss: 2.4006, grad_norm: 3.3109 2020-08-13 07:44:25,840 - mmaction - INFO - Epoch [11][480/1253] lr: 3.000e-02, eta: 1 day, 9:31:06, time: 0.738, data_time: 0.009, memory: 4947, top1_acc: 0.4479, top5_acc: 0.6964, loss_cls: 2.4250, loss: 2.4250, grad_norm: 3.2476 2020-08-13 07:44:40,915 - mmaction - INFO - Epoch [11][500/1253] lr: 3.000e-02, eta: 1 day, 9:29:50, time: 0.757, data_time: 0.007, memory: 4947, top1_acc: 0.4398, top5_acc: 0.7026, loss_cls: 2.4194, loss: 2.4194, grad_norm: 3.2663 2020-08-13 07:44:56,577 - mmaction - INFO - Epoch [11][520/1253] lr: 3.000e-02, eta: 1 day, 9:28:38, time: 0.783, data_time: 0.004, memory: 4947, top1_acc: 0.4432, top5_acc: 0.7013, loss_cls: 2.4383, loss: 2.4383, grad_norm: 3.2625 2020-08-13 07:45:11,931 - mmaction - INFO - Epoch [11][540/1253] lr: 3.000e-02, eta: 1 day, 9:27:24, time: 0.767, data_time: 0.002, memory: 4947, top1_acc: 0.4570, top5_acc: 0.6987, loss_cls: 2.4022, loss: 2.4022, grad_norm: 3.1913 2020-08-13 07:45:27,799 - mmaction - INFO - Epoch [11][560/1253] lr: 3.000e-02, eta: 1 day, 9:26:14, time: 0.792, data_time: 0.007, memory: 4947, top1_acc: 0.4490, top5_acc: 0.7044, loss_cls: 2.4226, loss: 2.4226, grad_norm: 3.2375 2020-08-13 07:45:42,585 - mmaction - INFO - Epoch [11][580/1253] lr: 3.000e-02, eta: 1 day, 9:24:56, time: 0.742, data_time: 0.007, memory: 4947, top1_acc: 0.4385, top5_acc: 0.6990, loss_cls: 2.4194, loss: 2.4194, grad_norm: 3.2390 2020-08-13 07:45:58,547 - mmaction - INFO - Epoch [11][600/1253] lr: 3.000e-02, eta: 1 day, 9:23:47, time: 0.792, data_time: 0.005, memory: 4947, top1_acc: 0.4534, top5_acc: 0.6982, loss_cls: 2.4456, loss: 2.4456, grad_norm: 3.2403 2020-08-13 07:46:13,683 - mmaction - INFO - Epoch [11][620/1253] lr: 3.000e-02, eta: 1 day, 9:22:32, time: 0.760, data_time: 0.008, memory: 4947, top1_acc: 0.4565, top5_acc: 0.7102, loss_cls: 2.3873, loss: 2.3873, grad_norm: 3.2491 2020-08-13 07:46:29,273 - mmaction - INFO - Epoch [11][640/1253] lr: 3.000e-02, eta: 1 day, 9:21:21, time: 0.779, data_time: 0.009, memory: 4947, top1_acc: 0.4591, top5_acc: 0.7133, loss_cls: 2.3596, loss: 2.3596, grad_norm: 3.2474 2020-08-13 07:46:44,251 - mmaction - INFO - Epoch [11][660/1253] lr: 3.000e-02, eta: 1 day, 9:20:06, time: 0.751, data_time: 0.009, memory: 4947, top1_acc: 0.4492, top5_acc: 0.7034, loss_cls: 2.4121, loss: 2.4121, grad_norm: 3.2981 2020-08-13 07:46:58,279 - mmaction - INFO - Epoch [11][680/1253] lr: 3.000e-02, eta: 1 day, 9:18:41, time: 0.701, data_time: 0.001, memory: 4947, top1_acc: 0.4451, top5_acc: 0.6935, loss_cls: 2.4211, loss: 2.4211, grad_norm: 3.2799 2020-08-13 07:47:13,660 - mmaction - INFO - Epoch [11][700/1253] lr: 3.000e-02, eta: 1 day, 9:17:29, time: 0.767, data_time: 0.005, memory: 4947, top1_acc: 0.4331, top5_acc: 0.6883, loss_cls: 2.4999, loss: 2.4999, grad_norm: 3.2309 2020-08-13 07:47:28,834 - mmaction - INFO - Epoch [11][720/1253] lr: 3.000e-02, eta: 1 day, 9:16:15, time: 0.761, data_time: 0.007, memory: 4947, top1_acc: 0.4539, top5_acc: 0.6992, loss_cls: 2.4219, loss: 2.4219, grad_norm: 3.1803 2020-08-13 07:47:43,984 - mmaction - INFO - Epoch [11][740/1253] lr: 3.000e-02, eta: 1 day, 9:15:01, time: 0.756, data_time: 0.004, memory: 4947, top1_acc: 0.4417, top5_acc: 0.6948, loss_cls: 2.4449, loss: 2.4449, grad_norm: 3.2071 2020-08-13 07:47:58,465 - mmaction - INFO - Epoch [11][760/1253] lr: 3.000e-02, eta: 1 day, 9:13:41, time: 0.723, data_time: 0.010, memory: 4947, top1_acc: 0.4521, top5_acc: 0.7091, loss_cls: 2.3744, loss: 2.3744, grad_norm: 3.2062 2020-08-13 07:48:14,782 - mmaction - INFO - Epoch [11][780/1253] lr: 3.000e-02, eta: 1 day, 9:12:38, time: 0.817, data_time: 0.006, memory: 4947, top1_acc: 0.4487, top5_acc: 0.6906, loss_cls: 2.4360, loss: 2.4360, grad_norm: 3.2047 2020-08-13 07:48:29,478 - mmaction - INFO - Epoch [11][800/1253] lr: 3.000e-02, eta: 1 day, 9:11:20, time: 0.735, data_time: 0.008, memory: 4947, top1_acc: 0.4474, top5_acc: 0.7047, loss_cls: 2.3996, loss: 2.3996, grad_norm: 3.1873 2020-08-13 07:48:44,053 - mmaction - INFO - Epoch [11][820/1253] lr: 3.000e-02, eta: 1 day, 9:10:02, time: 0.727, data_time: 0.007, memory: 4947, top1_acc: 0.4380, top5_acc: 0.6961, loss_cls: 2.4309, loss: 2.4309, grad_norm: 3.2246 2020-08-13 07:49:00,075 - mmaction - INFO - Epoch [11][840/1253] lr: 3.000e-02, eta: 1 day, 9:08:57, time: 0.803, data_time: 0.007, memory: 4947, top1_acc: 0.4495, top5_acc: 0.7049, loss_cls: 2.4159, loss: 2.4159, grad_norm: 3.1936 2020-08-13 07:49:14,896 - mmaction - INFO - Epoch [11][860/1253] lr: 3.000e-02, eta: 1 day, 9:07:40, time: 0.738, data_time: 0.007, memory: 4947, top1_acc: 0.4440, top5_acc: 0.6982, loss_cls: 2.4165, loss: 2.4165, grad_norm: 3.2481 2020-08-13 07:49:29,970 - mmaction - INFO - Epoch [11][880/1253] lr: 3.000e-02, eta: 1 day, 9:06:28, time: 0.758, data_time: 0.007, memory: 4947, top1_acc: 0.4432, top5_acc: 0.6911, loss_cls: 2.4344, loss: 2.4344, grad_norm: 3.2191 2020-08-13 07:49:44,009 - mmaction - INFO - Epoch [11][900/1253] lr: 3.000e-02, eta: 1 day, 9:05:05, time: 0.699, data_time: 0.005, memory: 4947, top1_acc: 0.4620, top5_acc: 0.7068, loss_cls: 2.3766, loss: 2.3766, grad_norm: 3.1748 2020-08-13 07:50:00,025 - mmaction - INFO - Epoch [11][920/1253] lr: 3.000e-02, eta: 1 day, 9:04:01, time: 0.803, data_time: 0.007, memory: 4947, top1_acc: 0.4531, top5_acc: 0.7065, loss_cls: 2.3704, loss: 2.3704, grad_norm: 3.2300 2020-08-13 07:50:15,259 - mmaction - INFO - Epoch [11][940/1253] lr: 3.000e-02, eta: 1 day, 9:02:48, time: 0.758, data_time: 0.006, memory: 4947, top1_acc: 0.4388, top5_acc: 0.6906, loss_cls: 2.4626, loss: 2.4626, grad_norm: 3.2456 2020-08-13 07:50:30,186 - mmaction - INFO - Epoch [11][960/1253] lr: 3.000e-02, eta: 1 day, 9:01:35, time: 0.752, data_time: 0.007, memory: 4947, top1_acc: 0.4474, top5_acc: 0.6961, loss_cls: 2.4486, loss: 2.4486, grad_norm: 3.1956 2020-08-13 07:50:46,437 - mmaction - INFO - Epoch [11][980/1253] lr: 3.000e-02, eta: 1 day, 9:00:32, time: 0.811, data_time: 0.008, memory: 4947, top1_acc: 0.4497, top5_acc: 0.7047, loss_cls: 2.4047, loss: 2.4047, grad_norm: 3.2151 2020-08-13 07:51:00,562 - mmaction - INFO - Epoch [11][1000/1253] lr: 3.000e-02, eta: 1 day, 8:59:12, time: 0.708, data_time: 0.007, memory: 4947, top1_acc: 0.4552, top5_acc: 0.6956, loss_cls: 2.4061, loss: 2.4061, grad_norm: 3.2591 2020-08-13 07:51:15,934 - mmaction - INFO - Epoch [11][1020/1253] lr: 3.000e-02, eta: 1 day, 8:58:02, time: 0.767, data_time: 0.007, memory: 4947, top1_acc: 0.4453, top5_acc: 0.6974, loss_cls: 2.4659, loss: 2.4659, grad_norm: 3.2411 2020-08-13 07:51:31,573 - mmaction - INFO - Epoch [11][1040/1253] lr: 3.000e-02, eta: 1 day, 8:56:55, time: 0.784, data_time: 0.006, memory: 4947, top1_acc: 0.4620, top5_acc: 0.7081, loss_cls: 2.3941, loss: 2.3941, grad_norm: 3.2720 2020-08-13 07:51:47,541 - mmaction - INFO - Epoch [11][1060/1253] lr: 3.000e-02, eta: 1 day, 8:55:50, time: 0.796, data_time: 0.008, memory: 4947, top1_acc: 0.4284, top5_acc: 0.6922, loss_cls: 2.4975, loss: 2.4975, grad_norm: 3.2091 2020-08-13 07:52:01,991 - mmaction - INFO - Epoch [11][1080/1253] lr: 3.000e-02, eta: 1 day, 8:54:34, time: 0.725, data_time: 0.008, memory: 4947, top1_acc: 0.4365, top5_acc: 0.6898, loss_cls: 2.4415, loss: 2.4415, grad_norm: 3.2539 2020-08-13 07:52:17,650 - mmaction - INFO - Epoch [11][1100/1253] lr: 3.000e-02, eta: 1 day, 8:53:27, time: 0.781, data_time: 0.003, memory: 4947, top1_acc: 0.4393, top5_acc: 0.6885, loss_cls: 2.4799, loss: 2.4799, grad_norm: 3.3062 2020-08-13 07:52:30,902 - mmaction - INFO - Epoch [11][1120/1253] lr: 3.000e-02, eta: 1 day, 8:52:01, time: 0.663, data_time: 0.005, memory: 4947, top1_acc: 0.4573, top5_acc: 0.7049, loss_cls: 2.3692, loss: 2.3692, grad_norm: 3.2020 2020-08-13 07:52:46,278 - mmaction - INFO - Epoch [11][1140/1253] lr: 3.000e-02, eta: 1 day, 8:50:52, time: 0.771, data_time: 0.007, memory: 4947, top1_acc: 0.4474, top5_acc: 0.6966, loss_cls: 2.4112, loss: 2.4112, grad_norm: 3.2375 2020-08-13 07:53:02,204 - mmaction - INFO - Epoch [11][1160/1253] lr: 3.000e-02, eta: 1 day, 8:49:47, time: 0.792, data_time: 0.005, memory: 4947, top1_acc: 0.4469, top5_acc: 0.6969, loss_cls: 2.4166, loss: 2.4166, grad_norm: 3.1331 2020-08-13 07:53:16,555 - mmaction - INFO - Epoch [11][1180/1253] lr: 3.000e-02, eta: 1 day, 8:48:31, time: 0.720, data_time: 0.006, memory: 4947, top1_acc: 0.4456, top5_acc: 0.7076, loss_cls: 2.4122, loss: 2.4122, grad_norm: 3.2612 2020-08-13 07:53:32,756 - mmaction - INFO - Epoch [11][1200/1253] lr: 3.000e-02, eta: 1 day, 8:47:30, time: 0.810, data_time: 0.006, memory: 4947, top1_acc: 0.4385, top5_acc: 0.7005, loss_cls: 2.4028, loss: 2.4028, grad_norm: 3.2345 2020-08-13 07:53:47,621 - mmaction - INFO - Epoch [11][1220/1253] lr: 3.000e-02, eta: 1 day, 8:46:18, time: 0.745, data_time: 0.005, memory: 4947, top1_acc: 0.4536, top5_acc: 0.7008, loss_cls: 2.3838, loss: 2.3838, grad_norm: 3.1950 2020-08-13 07:54:03,669 - mmaction - INFO - Epoch [11][1240/1253] lr: 3.000e-02, eta: 1 day, 8:45:15, time: 0.801, data_time: 0.005, memory: 4947, top1_acc: 0.4654, top5_acc: 0.7083, loss_cls: 2.3352, loss: 2.3352, grad_norm: 3.1475 2020-08-13 07:54:12,768 - mmaction - INFO - Saving checkpoint at 11 epochs 2020-08-13 08:01:26,132 - mmaction - INFO - Epoch [12][20/1253] lr: 3.000e-02, eta: 1 day, 9:38:14, time: 21.640, data_time: 10.906, memory: 4947, top1_acc: 0.4615, top5_acc: 0.7070, loss_cls: 2.3821, loss: 2.3821, grad_norm: 3.2229 2020-08-13 08:01:38,662 - mmaction - INFO - Epoch [12][40/1253] lr: 3.000e-02, eta: 1 day, 9:36:39, time: 0.629, data_time: 0.017, memory: 4947, top1_acc: 0.4552, top5_acc: 0.7049, loss_cls: 2.3777, loss: 2.3777, grad_norm: 3.2747 2020-08-13 08:01:51,036 - mmaction - INFO - Epoch [12][60/1253] lr: 3.000e-02, eta: 1 day, 9:35:02, time: 0.620, data_time: 0.008, memory: 4947, top1_acc: 0.4599, top5_acc: 0.7258, loss_cls: 2.3290, loss: 2.3290, grad_norm: 3.2399 2020-08-13 08:02:03,410 - mmaction - INFO - Epoch [12][80/1253] lr: 3.000e-02, eta: 1 day, 9:33:25, time: 0.618, data_time: 0.008, memory: 4947, top1_acc: 0.4557, top5_acc: 0.7068, loss_cls: 2.3827, loss: 2.3827, grad_norm: 3.2316 2020-08-13 08:02:15,828 - mmaction - INFO - Epoch [12][100/1253] lr: 3.000e-02, eta: 1 day, 9:31:49, time: 0.619, data_time: 0.007, memory: 4947, top1_acc: 0.4703, top5_acc: 0.7193, loss_cls: 2.3353, loss: 2.3353, grad_norm: 3.2544 2020-08-13 08:02:30,028 - mmaction - INFO - Epoch [12][120/1253] lr: 3.000e-02, eta: 1 day, 9:30:28, time: 0.712, data_time: 0.007, memory: 4947, top1_acc: 0.4667, top5_acc: 0.7201, loss_cls: 2.3168, loss: 2.3168, grad_norm: 3.2002 2020-08-13 08:02:43,259 - mmaction - INFO - Epoch [12][140/1253] lr: 3.000e-02, eta: 1 day, 9:28:59, time: 0.661, data_time: 0.005, memory: 4947, top1_acc: 0.4448, top5_acc: 0.6971, loss_cls: 2.4144, loss: 2.4144, grad_norm: 3.2598 2020-08-13 08:02:58,681 - mmaction - INFO - Epoch [12][160/1253] lr: 3.000e-02, eta: 1 day, 9:27:47, time: 0.769, data_time: 0.002, memory: 4947, top1_acc: 0.4544, top5_acc: 0.7013, loss_cls: 2.4032, loss: 2.4032, grad_norm: 3.1974 2020-08-13 08:03:11,953 - mmaction - INFO - Epoch [12][180/1253] lr: 3.000e-02, eta: 1 day, 9:26:19, time: 0.667, data_time: 0.007, memory: 4947, top1_acc: 0.4456, top5_acc: 0.6964, loss_cls: 2.4332, loss: 2.4332, grad_norm: 3.2032 2020-08-13 08:03:26,789 - mmaction - INFO - Epoch [12][200/1253] lr: 3.000e-02, eta: 1 day, 9:25:03, time: 0.739, data_time: 0.006, memory: 4947, top1_acc: 0.4576, top5_acc: 0.7154, loss_cls: 2.3440, loss: 2.3440, grad_norm: 3.2193 2020-08-13 08:03:40,821 - mmaction - INFO - Epoch [12][220/1253] lr: 3.000e-02, eta: 1 day, 9:23:41, time: 0.702, data_time: 0.007, memory: 4947, top1_acc: 0.4633, top5_acc: 0.7039, loss_cls: 2.3914, loss: 2.3914, grad_norm: 3.2110 2020-08-13 08:03:54,006 - mmaction - INFO - Epoch [12][240/1253] lr: 3.000e-02, eta: 1 day, 9:22:13, time: 0.659, data_time: 0.007, memory: 4947, top1_acc: 0.4544, top5_acc: 0.7112, loss_cls: 2.3428, loss: 2.3428, grad_norm: 3.2107 2020-08-13 08:04:09,412 - mmaction - INFO - Epoch [12][260/1253] lr: 3.000e-02, eta: 1 day, 9:21:02, time: 0.768, data_time: 0.008, memory: 4947, top1_acc: 0.4458, top5_acc: 0.6875, loss_cls: 2.4649, loss: 2.4649, grad_norm: 3.2282 2020-08-13 08:04:23,451 - mmaction - INFO - Epoch [12][280/1253] lr: 3.000e-02, eta: 1 day, 9:19:41, time: 0.705, data_time: 0.007, memory: 4947, top1_acc: 0.4430, top5_acc: 0.6938, loss_cls: 2.4407, loss: 2.4407, grad_norm: 3.2426 2020-08-13 08:04:38,749 - mmaction - INFO - Epoch [12][300/1253] lr: 3.000e-02, eta: 1 day, 9:18:30, time: 0.765, data_time: 0.009, memory: 4947, top1_acc: 0.4523, top5_acc: 0.6997, loss_cls: 2.3935, loss: 2.3935, grad_norm: 3.2343 2020-08-13 08:04:53,664 - mmaction - INFO - Epoch [12][320/1253] lr: 3.000e-02, eta: 1 day, 9:17:16, time: 0.744, data_time: 0.009, memory: 4947, top1_acc: 0.4469, top5_acc: 0.6969, loss_cls: 2.4312, loss: 2.4312, grad_norm: 3.1472 2020-08-13 08:05:07,961 - mmaction - INFO - Epoch [12][340/1253] lr: 3.000e-02, eta: 1 day, 9:15:57, time: 0.715, data_time: 0.008, memory: 4947, top1_acc: 0.4620, top5_acc: 0.7109, loss_cls: 2.3536, loss: 2.3536, grad_norm: 3.2028 2020-08-13 08:05:23,546 - mmaction - INFO - Epoch [12][360/1253] lr: 3.000e-02, eta: 1 day, 9:14:49, time: 0.783, data_time: 0.007, memory: 4947, top1_acc: 0.4448, top5_acc: 0.7083, loss_cls: 2.4167, loss: 2.4167, grad_norm: 3.2984 2020-08-13 08:05:37,442 - mmaction - INFO - Epoch [12][380/1253] lr: 3.000e-02, eta: 1 day, 9:13:27, time: 0.691, data_time: 0.006, memory: 4947, top1_acc: 0.4628, top5_acc: 0.7062, loss_cls: 2.4011, loss: 2.4011, grad_norm: 3.2981 2020-08-13 08:05:53,067 - mmaction - INFO - Epoch [12][400/1253] lr: 3.000e-02, eta: 1 day, 9:12:20, time: 0.785, data_time: 0.007, memory: 4947, top1_acc: 0.4497, top5_acc: 0.7070, loss_cls: 2.3818, loss: 2.3818, grad_norm: 3.1954 2020-08-13 08:06:07,556 - mmaction - INFO - Epoch [12][420/1253] lr: 3.000e-02, eta: 1 day, 9:11:03, time: 0.719, data_time: 0.004, memory: 4947, top1_acc: 0.4625, top5_acc: 0.7102, loss_cls: 2.3821, loss: 2.3821, grad_norm: 3.2961 2020-08-13 08:06:22,848 - mmaction - INFO - Epoch [12][440/1253] lr: 3.000e-02, eta: 1 day, 9:09:53, time: 0.768, data_time: 0.007, memory: 4947, top1_acc: 0.4424, top5_acc: 0.6951, loss_cls: 2.4328, loss: 2.4328, grad_norm: 3.2523 2020-08-13 08:06:37,217 - mmaction - INFO - Epoch [12][460/1253] lr: 3.000e-02, eta: 1 day, 9:08:36, time: 0.720, data_time: 0.008, memory: 4947, top1_acc: 0.4549, top5_acc: 0.7102, loss_cls: 2.3670, loss: 2.3670, grad_norm: 3.2389 2020-08-13 08:06:51,943 - mmaction - INFO - Epoch [12][480/1253] lr: 3.000e-02, eta: 1 day, 9:07:22, time: 0.736, data_time: 0.006, memory: 4947, top1_acc: 0.4565, top5_acc: 0.7094, loss_cls: 2.3567, loss: 2.3567, grad_norm: 3.3456 2020-08-13 08:07:07,716 - mmaction - INFO - Epoch [12][500/1253] lr: 3.000e-02, eta: 1 day, 9:06:16, time: 0.789, data_time: 0.005, memory: 4947, top1_acc: 0.4479, top5_acc: 0.6974, loss_cls: 2.4201, loss: 2.4201, grad_norm: 3.2379 2020-08-13 08:07:21,861 - mmaction - INFO - Epoch [12][520/1253] lr: 3.000e-02, eta: 1 day, 9:04:58, time: 0.703, data_time: 0.006, memory: 4947, top1_acc: 0.4594, top5_acc: 0.7120, loss_cls: 2.3576, loss: 2.3576, grad_norm: 3.2047 2020-08-13 08:07:36,644 - mmaction - INFO - Epoch [12][540/1253] lr: 3.000e-02, eta: 1 day, 9:03:45, time: 0.743, data_time: 0.007, memory: 4947, top1_acc: 0.4563, top5_acc: 0.6997, loss_cls: 2.4146, loss: 2.4146, grad_norm: 3.2171 2020-08-13 08:07:50,520 - mmaction - INFO - Epoch [12][560/1253] lr: 3.000e-02, eta: 1 day, 9:02:24, time: 0.689, data_time: 0.008, memory: 4947, top1_acc: 0.4445, top5_acc: 0.6956, loss_cls: 2.4280, loss: 2.4280, grad_norm: 3.2053 2020-08-13 08:08:05,636 - mmaction - INFO - Epoch [12][580/1253] lr: 3.000e-02, eta: 1 day, 9:01:14, time: 0.758, data_time: 0.007, memory: 4947, top1_acc: 0.4602, top5_acc: 0.7034, loss_cls: 2.4137, loss: 2.4137, grad_norm: 3.2650 2020-08-13 08:08:21,296 - mmaction - INFO - Epoch [12][600/1253] lr: 3.000e-02, eta: 1 day, 9:00:08, time: 0.783, data_time: 0.009, memory: 4947, top1_acc: 0.4297, top5_acc: 0.6859, loss_cls: 2.4961, loss: 2.4961, grad_norm: 3.2796 2020-08-13 08:08:36,402 - mmaction - INFO - Epoch [12][620/1253] lr: 3.000e-02, eta: 1 day, 8:58:58, time: 0.756, data_time: 0.008, memory: 4947, top1_acc: 0.4552, top5_acc: 0.7159, loss_cls: 2.3486, loss: 2.3486, grad_norm: 3.1592 2020-08-13 08:08:50,836 - mmaction - INFO - Epoch [12][640/1253] lr: 3.000e-02, eta: 1 day, 8:57:43, time: 0.721, data_time: 0.008, memory: 4947, top1_acc: 0.4443, top5_acc: 0.7070, loss_cls: 2.4158, loss: 2.4158, grad_norm: 3.2311 2020-08-13 08:09:05,418 - mmaction - INFO - Epoch [12][660/1253] lr: 3.000e-02, eta: 1 day, 8:56:30, time: 0.732, data_time: 0.007, memory: 4947, top1_acc: 0.4583, top5_acc: 0.7076, loss_cls: 2.3783, loss: 2.3783, grad_norm: 3.2321 2020-08-13 08:09:19,471 - mmaction - INFO - Epoch [12][680/1253] lr: 3.000e-02, eta: 1 day, 8:55:11, time: 0.698, data_time: 0.005, memory: 4947, top1_acc: 0.4682, top5_acc: 0.7177, loss_cls: 2.3144, loss: 2.3144, grad_norm: 3.2430 2020-08-13 08:09:34,812 - mmaction - INFO - Epoch [12][700/1253] lr: 3.000e-02, eta: 1 day, 8:54:04, time: 0.767, data_time: 0.007, memory: 4947, top1_acc: 0.4555, top5_acc: 0.7034, loss_cls: 2.3693, loss: 2.3693, grad_norm: 3.2472 2020-08-13 08:09:48,875 - mmaction - INFO - Epoch [12][720/1253] lr: 3.000e-02, eta: 1 day, 8:52:47, time: 0.704, data_time: 0.009, memory: 4947, top1_acc: 0.4539, top5_acc: 0.7117, loss_cls: 2.3868, loss: 2.3868, grad_norm: 3.2743 2020-08-13 08:10:02,850 - mmaction - INFO - Epoch [12][740/1253] lr: 3.000e-02, eta: 1 day, 8:51:29, time: 0.701, data_time: 0.007, memory: 4947, top1_acc: 0.4607, top5_acc: 0.7089, loss_cls: 2.3456, loss: 2.3456, grad_norm: 3.2585 2020-08-13 08:10:18,119 - mmaction - INFO - Epoch [12][760/1253] lr: 3.000e-02, eta: 1 day, 8:50:21, time: 0.761, data_time: 0.002, memory: 4947, top1_acc: 0.4461, top5_acc: 0.7052, loss_cls: 2.3907, loss: 2.3907, grad_norm: 3.2826 2020-08-13 08:10:32,586 - mmaction - INFO - Epoch [12][780/1253] lr: 3.000e-02, eta: 1 day, 8:49:08, time: 0.726, data_time: 0.008, memory: 4947, top1_acc: 0.4734, top5_acc: 0.7198, loss_cls: 2.3171, loss: 2.3171, grad_norm: 3.1837 2020-08-13 08:10:47,193 - mmaction - INFO - Epoch [12][800/1253] lr: 3.000e-02, eta: 1 day, 8:47:55, time: 0.729, data_time: 0.007, memory: 4947, top1_acc: 0.4500, top5_acc: 0.7089, loss_cls: 2.3888, loss: 2.3888, grad_norm: 3.2778 2020-08-13 08:11:01,143 - mmaction - INFO - Epoch [12][820/1253] lr: 3.000e-02, eta: 1 day, 8:46:38, time: 0.696, data_time: 0.005, memory: 4947, top1_acc: 0.4596, top5_acc: 0.7003, loss_cls: 2.3855, loss: 2.3855, grad_norm: 3.2235 2020-08-13 08:11:15,589 - mmaction - INFO - Epoch [12][840/1253] lr: 3.000e-02, eta: 1 day, 8:45:25, time: 0.722, data_time: 0.009, memory: 4947, top1_acc: 0.4555, top5_acc: 0.7029, loss_cls: 2.4084, loss: 2.4084, grad_norm: 3.2436 2020-08-13 08:11:32,098 - mmaction - INFO - Epoch [12][860/1253] lr: 3.000e-02, eta: 1 day, 8:44:27, time: 0.829, data_time: 0.009, memory: 4947, top1_acc: 0.4482, top5_acc: 0.7057, loss_cls: 2.3768, loss: 2.3768, grad_norm: 3.3046 2020-08-13 08:11:46,296 - mmaction - INFO - Epoch [12][880/1253] lr: 3.000e-02, eta: 1 day, 8:43:12, time: 0.706, data_time: 0.004, memory: 4947, top1_acc: 0.4458, top5_acc: 0.7008, loss_cls: 2.4207, loss: 2.4207, grad_norm: 3.2705 2020-08-13 08:12:01,385 - mmaction - INFO - Epoch [12][900/1253] lr: 3.000e-02, eta: 1 day, 8:42:04, time: 0.756, data_time: 0.007, memory: 4947, top1_acc: 0.4500, top5_acc: 0.6997, loss_cls: 2.4288, loss: 2.4288, grad_norm: 3.1625 2020-08-13 08:12:16,818 - mmaction - INFO - Epoch [12][920/1253] lr: 3.000e-02, eta: 1 day, 8:40:59, time: 0.770, data_time: 0.007, memory: 4947, top1_acc: 0.4544, top5_acc: 0.7096, loss_cls: 2.3639, loss: 2.3639, grad_norm: 3.2674 2020-08-13 08:12:30,379 - mmaction - INFO - Epoch [12][940/1253] lr: 3.000e-02, eta: 1 day, 8:39:40, time: 0.681, data_time: 0.007, memory: 4947, top1_acc: 0.4438, top5_acc: 0.6945, loss_cls: 2.4484, loss: 2.4484, grad_norm: 3.2301 2020-08-13 08:12:45,465 - mmaction - INFO - Epoch [12][960/1253] lr: 3.000e-02, eta: 1 day, 8:38:32, time: 0.753, data_time: 0.009, memory: 4947, top1_acc: 0.4510, top5_acc: 0.6956, loss_cls: 2.4440, loss: 2.4440, grad_norm: 3.2330 2020-08-13 08:12:59,746 - mmaction - INFO - Epoch [12][980/1253] lr: 3.000e-02, eta: 1 day, 8:37:18, time: 0.712, data_time: 0.005, memory: 4947, top1_acc: 0.4563, top5_acc: 0.6969, loss_cls: 2.3905, loss: 2.3905, grad_norm: 3.2451 2020-08-13 08:13:15,076 - mmaction - INFO - Epoch [12][1000/1253] lr: 3.000e-02, eta: 1 day, 8:36:13, time: 0.768, data_time: 0.009, memory: 4947, top1_acc: 0.4589, top5_acc: 0.6995, loss_cls: 2.3850, loss: 2.3850, grad_norm: 3.2784 2020-08-13 08:13:29,610 - mmaction - INFO - Epoch [12][1020/1253] lr: 3.000e-02, eta: 1 day, 8:35:02, time: 0.728, data_time: 0.008, memory: 4947, top1_acc: 0.4372, top5_acc: 0.7026, loss_cls: 2.4172, loss: 2.4172, grad_norm: 3.2054 2020-08-13 08:13:45,112 - mmaction - INFO - Epoch [12][1040/1253] lr: 3.000e-02, eta: 1 day, 8:33:57, time: 0.772, data_time: 0.005, memory: 4947, top1_acc: 0.4529, top5_acc: 0.6932, loss_cls: 2.4036, loss: 2.4036, grad_norm: 3.2658 2020-08-13 08:13:59,206 - mmaction - INFO - Epoch [12][1060/1253] lr: 3.000e-02, eta: 1 day, 8:32:43, time: 0.707, data_time: 0.008, memory: 4947, top1_acc: 0.4526, top5_acc: 0.7029, loss_cls: 2.3764, loss: 2.3764, grad_norm: 3.2208 2020-08-13 08:14:14,893 - mmaction - INFO - Epoch [12][1080/1253] lr: 3.000e-02, eta: 1 day, 8:31:41, time: 0.785, data_time: 0.007, memory: 4947, top1_acc: 0.4568, top5_acc: 0.7070, loss_cls: 2.3351, loss: 2.3351, grad_norm: 3.2422 2020-08-13 08:14:30,017 - mmaction - INFO - Epoch [12][1100/1253] lr: 3.000e-02, eta: 1 day, 8:30:35, time: 0.757, data_time: 0.005, memory: 4947, top1_acc: 0.4622, top5_acc: 0.7182, loss_cls: 2.3299, loss: 2.3299, grad_norm: 3.2366 2020-08-13 08:14:45,276 - mmaction - INFO - Epoch [12][1120/1253] lr: 3.000e-02, eta: 1 day, 8:29:30, time: 0.761, data_time: 0.006, memory: 4947, top1_acc: 0.4505, top5_acc: 0.6943, loss_cls: 2.4381, loss: 2.4381, grad_norm: 3.2139 2020-08-13 08:14:59,804 - mmaction - INFO - Epoch [12][1140/1253] lr: 3.000e-02, eta: 1 day, 8:28:19, time: 0.728, data_time: 0.006, memory: 4947, top1_acc: 0.4669, top5_acc: 0.7089, loss_cls: 2.3665, loss: 2.3665, grad_norm: 3.2343 2020-08-13 08:15:15,003 - mmaction - INFO - Epoch [12][1160/1253] lr: 3.000e-02, eta: 1 day, 8:27:14, time: 0.759, data_time: 0.007, memory: 4947, top1_acc: 0.4464, top5_acc: 0.7003, loss_cls: 2.4083, loss: 2.4083, grad_norm: 3.2815 2020-08-13 08:15:31,545 - mmaction - INFO - Epoch [12][1180/1253] lr: 3.000e-02, eta: 1 day, 8:26:19, time: 0.830, data_time: 0.004, memory: 4947, top1_acc: 0.4635, top5_acc: 0.7068, loss_cls: 2.3492, loss: 2.3492, grad_norm: 3.1915 2020-08-13 08:15:46,531 - mmaction - INFO - Epoch [12][1200/1253] lr: 3.000e-02, eta: 1 day, 8:25:12, time: 0.746, data_time: 0.005, memory: 4947, top1_acc: 0.4526, top5_acc: 0.7060, loss_cls: 2.3799, loss: 2.3799, grad_norm: 3.1968 2020-08-13 08:16:02,616 - mmaction - INFO - Epoch [12][1220/1253] lr: 3.000e-02, eta: 1 day, 8:24:14, time: 0.808, data_time: 0.007, memory: 4947, top1_acc: 0.4474, top5_acc: 0.6969, loss_cls: 2.4242, loss: 2.4242, grad_norm: 3.2061 2020-08-13 08:16:17,468 - mmaction - INFO - Epoch [12][1240/1253] lr: 3.000e-02, eta: 1 day, 8:23:06, time: 0.739, data_time: 0.004, memory: 4947, top1_acc: 0.4802, top5_acc: 0.7195, loss_cls: 2.3050, loss: 2.3050, grad_norm: 3.2217 2020-08-13 08:16:26,657 - mmaction - INFO - Saving checkpoint at 12 epochs 2020-08-13 08:19:45,316 - mmaction - INFO - Epoch [13][20/1253] lr: 3.000e-02, eta: 1 day, 8:42:25, time: 9.896, data_time: 0.532, memory: 4947, top1_acc: 0.4646, top5_acc: 0.7188, loss_cls: 2.3145, loss: 2.3145, grad_norm: 3.1945 2020-08-13 08:19:57,726 - mmaction - INFO - Epoch [13][40/1253] lr: 3.000e-02, eta: 1 day, 8:40:58, time: 0.623, data_time: 0.007, memory: 4947, top1_acc: 0.4464, top5_acc: 0.7107, loss_cls: 2.3714, loss: 2.3714, grad_norm: 3.2301 2020-08-13 08:20:10,215 - mmaction - INFO - Epoch [13][60/1253] lr: 3.000e-02, eta: 1 day, 8:39:32, time: 0.624, data_time: 0.008, memory: 4947, top1_acc: 0.4583, top5_acc: 0.7029, loss_cls: 2.3839, loss: 2.3839, grad_norm: 3.2635 2020-08-13 08:20:22,642 - mmaction - INFO - Epoch [13][80/1253] lr: 3.000e-02, eta: 1 day, 8:38:06, time: 0.622, data_time: 0.009, memory: 4947, top1_acc: 0.4693, top5_acc: 0.7070, loss_cls: 2.3275, loss: 2.3275, grad_norm: 3.1459 2020-08-13 08:20:35,052 - mmaction - INFO - Epoch [13][100/1253] lr: 3.000e-02, eta: 1 day, 8:36:40, time: 0.620, data_time: 0.008, memory: 4947, top1_acc: 0.4648, top5_acc: 0.7076, loss_cls: 2.3798, loss: 2.3798, grad_norm: 3.2235 2020-08-13 08:20:48,425 - mmaction - INFO - Epoch [13][120/1253] lr: 3.000e-02, eta: 1 day, 8:35:20, time: 0.667, data_time: 0.008, memory: 4947, top1_acc: 0.4583, top5_acc: 0.7143, loss_cls: 2.3417, loss: 2.3417, grad_norm: 3.1833 2020-08-13 08:21:02,161 - mmaction - INFO - Epoch [13][140/1253] lr: 3.000e-02, eta: 1 day, 8:34:05, time: 0.690, data_time: 0.007, memory: 4947, top1_acc: 0.4732, top5_acc: 0.7172, loss_cls: 2.3014, loss: 2.3014, grad_norm: 3.2163 2020-08-13 08:21:15,277 - mmaction - INFO - Epoch [13][160/1253] lr: 3.000e-02, eta: 1 day, 8:32:43, time: 0.652, data_time: 0.006, memory: 4947, top1_acc: 0.4797, top5_acc: 0.7130, loss_cls: 2.3103, loss: 2.3103, grad_norm: 3.2034 2020-08-13 08:21:28,446 - mmaction - INFO - Epoch [13][180/1253] lr: 3.000e-02, eta: 1 day, 8:31:24, time: 0.660, data_time: 0.007, memory: 4947, top1_acc: 0.4776, top5_acc: 0.7117, loss_cls: 2.2901, loss: 2.2901, grad_norm: 3.2279 2020-08-13 08:21:42,476 - mmaction - INFO - Epoch [13][200/1253] lr: 3.000e-02, eta: 1 day, 8:30:10, time: 0.701, data_time: 0.007, memory: 4947, top1_acc: 0.4573, top5_acc: 0.7115, loss_cls: 2.3698, loss: 2.3698, grad_norm: 3.2093 2020-08-13 08:21:56,892 - mmaction - INFO - Epoch [13][220/1253] lr: 3.000e-02, eta: 1 day, 8:29:00, time: 0.723, data_time: 0.007, memory: 4947, top1_acc: 0.4570, top5_acc: 0.7091, loss_cls: 2.3333, loss: 2.3333, grad_norm: 3.2196 2020-08-13 08:22:10,741 - mmaction - INFO - Epoch [13][240/1253] lr: 3.000e-02, eta: 1 day, 8:27:45, time: 0.690, data_time: 0.006, memory: 4947, top1_acc: 0.4570, top5_acc: 0.7083, loss_cls: 2.3760, loss: 2.3760, grad_norm: 3.3462 2020-08-13 08:22:24,993 - mmaction - INFO - Epoch [13][260/1253] lr: 3.000e-02, eta: 1 day, 8:26:34, time: 0.716, data_time: 0.007, memory: 4947, top1_acc: 0.4716, top5_acc: 0.7122, loss_cls: 2.3227, loss: 2.3227, grad_norm: 3.1189 2020-08-13 08:22:40,177 - mmaction - INFO - Epoch [13][280/1253] lr: 3.000e-02, eta: 1 day, 8:25:29, time: 0.758, data_time: 0.005, memory: 4947, top1_acc: 0.4721, top5_acc: 0.7151, loss_cls: 2.3392, loss: 2.3392, grad_norm: 3.1815 2020-08-13 08:22:55,031 - mmaction - INFO - Epoch [13][300/1253] lr: 3.000e-02, eta: 1 day, 8:24:22, time: 0.741, data_time: 0.005, memory: 4947, top1_acc: 0.4641, top5_acc: 0.7135, loss_cls: 2.3444, loss: 2.3444, grad_norm: 3.1929 2020-08-13 08:23:09,337 - mmaction - INFO - Epoch [13][320/1253] lr: 3.000e-02, eta: 1 day, 8:23:11, time: 0.714, data_time: 0.009, memory: 4947, top1_acc: 0.4521, top5_acc: 0.7159, loss_cls: 2.3407, loss: 2.3407, grad_norm: 3.2309 2020-08-13 08:23:23,135 - mmaction - INFO - Epoch [13][340/1253] lr: 3.000e-02, eta: 1 day, 8:21:57, time: 0.694, data_time: 0.006, memory: 4947, top1_acc: 0.4677, top5_acc: 0.7206, loss_cls: 2.3351, loss: 2.3351, grad_norm: 3.2404 2020-08-13 08:23:36,780 - mmaction - INFO - Epoch [13][360/1253] lr: 3.000e-02, eta: 1 day, 8:20:41, time: 0.679, data_time: 0.005, memory: 4947, top1_acc: 0.4591, top5_acc: 0.7138, loss_cls: 2.3391, loss: 2.3391, grad_norm: 3.2381 2020-08-13 08:23:51,867 - mmaction - INFO - Epoch [13][380/1253] lr: 3.000e-02, eta: 1 day, 8:19:37, time: 0.758, data_time: 0.007, memory: 4947, top1_acc: 0.4622, top5_acc: 0.7172, loss_cls: 2.3532, loss: 2.3532, grad_norm: 3.2550 2020-08-13 08:24:05,355 - mmaction - INFO - Epoch [13][400/1253] lr: 3.000e-02, eta: 1 day, 8:18:21, time: 0.672, data_time: 0.006, memory: 4947, top1_acc: 0.4591, top5_acc: 0.7010, loss_cls: 2.4033, loss: 2.4033, grad_norm: 3.2699 2020-08-13 08:24:19,772 - mmaction - INFO - Epoch [13][420/1253] lr: 3.000e-02, eta: 1 day, 8:17:12, time: 0.724, data_time: 0.007, memory: 4947, top1_acc: 0.4362, top5_acc: 0.7031, loss_cls: 2.4279, loss: 2.4279, grad_norm: 3.2151 2020-08-13 08:24:32,987 - mmaction - INFO - Epoch [13][440/1253] lr: 3.000e-02, eta: 1 day, 8:15:54, time: 0.657, data_time: 0.005, memory: 4947, top1_acc: 0.4583, top5_acc: 0.7169, loss_cls: 2.3598, loss: 2.3598, grad_norm: 3.2766 2020-08-13 08:24:46,857 - mmaction - INFO - Epoch [13][460/1253] lr: 3.000e-02, eta: 1 day, 8:14:42, time: 0.695, data_time: 0.007, memory: 4947, top1_acc: 0.4620, top5_acc: 0.7023, loss_cls: 2.3920, loss: 2.3920, grad_norm: 3.2456 2020-08-13 08:24:59,883 - mmaction - INFO - Epoch [13][480/1253] lr: 3.000e-02, eta: 1 day, 8:13:23, time: 0.653, data_time: 0.004, memory: 4947, top1_acc: 0.4651, top5_acc: 0.7201, loss_cls: 2.3253, loss: 2.3253, grad_norm: 3.1671 2020-08-13 08:25:14,673 - mmaction - INFO - Epoch [13][500/1253] lr: 3.000e-02, eta: 1 day, 8:12:17, time: 0.738, data_time: 0.005, memory: 4947, top1_acc: 0.4482, top5_acc: 0.6969, loss_cls: 2.4158, loss: 2.4158, grad_norm: 3.2389 2020-08-13 08:25:27,892 - mmaction - INFO - Epoch [13][520/1253] lr: 3.000e-02, eta: 1 day, 8:11:00, time: 0.660, data_time: 0.006, memory: 4947, top1_acc: 0.4703, top5_acc: 0.7117, loss_cls: 2.3140, loss: 2.3140, grad_norm: 3.2583 2020-08-13 08:25:43,574 - mmaction - INFO - Epoch [13][540/1253] lr: 3.000e-02, eta: 1 day, 8:10:01, time: 0.786, data_time: 0.007, memory: 4947, top1_acc: 0.4742, top5_acc: 0.7164, loss_cls: 2.3161, loss: 2.3161, grad_norm: 3.2036 2020-08-13 08:25:59,142 - mmaction - INFO - Epoch [13][560/1253] lr: 3.000e-02, eta: 1 day, 8:09:01, time: 0.778, data_time: 0.005, memory: 4947, top1_acc: 0.4534, top5_acc: 0.7104, loss_cls: 2.3484, loss: 2.3484, grad_norm: 3.2352 2020-08-13 08:26:14,031 - mmaction - INFO - Epoch [13][580/1253] lr: 3.000e-02, eta: 1 day, 8:07:56, time: 0.745, data_time: 0.005, memory: 4947, top1_acc: 0.4635, top5_acc: 0.7081, loss_cls: 2.3403, loss: 2.3403, grad_norm: 3.2320 2020-08-13 08:26:29,584 - mmaction - INFO - Epoch [13][600/1253] lr: 3.000e-02, eta: 1 day, 8:06:56, time: 0.776, data_time: 0.006, memory: 4947, top1_acc: 0.4641, top5_acc: 0.7044, loss_cls: 2.3604, loss: 2.3604, grad_norm: 3.2992 2020-08-13 08:26:44,700 - mmaction - INFO - Epoch [13][620/1253] lr: 3.000e-02, eta: 1 day, 8:05:53, time: 0.758, data_time: 0.007, memory: 4947, top1_acc: 0.4620, top5_acc: 0.7154, loss_cls: 2.3690, loss: 2.3690, grad_norm: 3.1452 2020-08-13 08:26:58,750 - mmaction - INFO - Epoch [13][640/1253] lr: 3.000e-02, eta: 1 day, 8:04:42, time: 0.697, data_time: 0.007, memory: 4947, top1_acc: 0.4547, top5_acc: 0.7185, loss_cls: 2.3356, loss: 2.3356, grad_norm: 3.2771 2020-08-13 08:27:13,115 - mmaction - INFO - Epoch [13][660/1253] lr: 3.000e-02, eta: 1 day, 8:03:35, time: 0.724, data_time: 0.008, memory: 4947, top1_acc: 0.4586, top5_acc: 0.7195, loss_cls: 2.3430, loss: 2.3430, grad_norm: 3.2697 2020-08-13 08:27:27,401 - mmaction - INFO - Epoch [13][680/1253] lr: 3.000e-02, eta: 1 day, 8:02:27, time: 0.711, data_time: 0.005, memory: 4947, top1_acc: 0.4612, top5_acc: 0.7065, loss_cls: 2.3825, loss: 2.3825, grad_norm: 3.2180 2020-08-13 08:27:41,935 - mmaction - INFO - Epoch [13][700/1253] lr: 3.000e-02, eta: 1 day, 8:01:20, time: 0.727, data_time: 0.010, memory: 4947, top1_acc: 0.4677, top5_acc: 0.7086, loss_cls: 2.3285, loss: 2.3285, grad_norm: 3.1947 2020-08-13 08:27:55,853 - mmaction - INFO - Epoch [13][720/1253] lr: 3.000e-02, eta: 1 day, 8:00:10, time: 0.696, data_time: 0.007, memory: 4947, top1_acc: 0.4602, top5_acc: 0.7130, loss_cls: 2.3202, loss: 2.3202, grad_norm: 3.2548 2020-08-13 08:28:09,979 - mmaction - INFO - Epoch [13][740/1253] lr: 3.000e-02, eta: 1 day, 7:59:01, time: 0.708, data_time: 0.009, memory: 4947, top1_acc: 0.4547, top5_acc: 0.6990, loss_cls: 2.4184, loss: 2.4184, grad_norm: 3.2779 2020-08-13 08:28:24,111 - mmaction - INFO - Epoch [13][760/1253] lr: 3.000e-02, eta: 1 day, 7:57:52, time: 0.705, data_time: 0.007, memory: 4947, top1_acc: 0.4646, top5_acc: 0.7036, loss_cls: 2.3804, loss: 2.3804, grad_norm: 3.1991 2020-08-13 08:28:38,914 - mmaction - INFO - Epoch [13][780/1253] lr: 3.000e-02, eta: 1 day, 7:56:48, time: 0.742, data_time: 0.009, memory: 4947, top1_acc: 0.4565, top5_acc: 0.7057, loss_cls: 2.3829, loss: 2.3829, grad_norm: 3.3165 2020-08-13 08:28:54,222 - mmaction - INFO - Epoch [13][800/1253] lr: 3.000e-02, eta: 1 day, 7:55:48, time: 0.765, data_time: 0.006, memory: 4947, top1_acc: 0.4492, top5_acc: 0.7039, loss_cls: 2.3916, loss: 2.3916, grad_norm: 3.2851 2020-08-13 08:29:09,282 - mmaction - INFO - Epoch [13][820/1253] lr: 3.000e-02, eta: 1 day, 7:54:45, time: 0.750, data_time: 0.004, memory: 4947, top1_acc: 0.4552, top5_acc: 0.7029, loss_cls: 2.3775, loss: 2.3775, grad_norm: 3.1939 2020-08-13 08:29:24,415 - mmaction - INFO - Epoch [13][840/1253] lr: 3.000e-02, eta: 1 day, 7:53:44, time: 0.759, data_time: 0.009, memory: 4947, top1_acc: 0.4510, top5_acc: 0.7021, loss_cls: 2.4134, loss: 2.4134, grad_norm: 3.2778 2020-08-13 08:29:38,866 - mmaction - INFO - Epoch [13][860/1253] lr: 3.000e-02, eta: 1 day, 7:52:38, time: 0.723, data_time: 0.003, memory: 4947, top1_acc: 0.4599, top5_acc: 0.7112, loss_cls: 2.3203, loss: 2.3203, grad_norm: 3.2824 2020-08-13 08:29:51,780 - mmaction - INFO - Epoch [13][880/1253] lr: 3.000e-02, eta: 1 day, 7:51:21, time: 0.642, data_time: 0.006, memory: 4947, top1_acc: 0.4630, top5_acc: 0.7193, loss_cls: 2.3385, loss: 2.3385, grad_norm: 3.1829 2020-08-13 08:30:05,317 - mmaction - INFO - Epoch [13][900/1253] lr: 3.000e-02, eta: 1 day, 7:50:10, time: 0.678, data_time: 0.008, memory: 4947, top1_acc: 0.4557, top5_acc: 0.7133, loss_cls: 2.3416, loss: 2.3416, grad_norm: 3.2301 2020-08-13 08:30:20,288 - mmaction - INFO - Epoch [13][920/1253] lr: 3.000e-02, eta: 1 day, 7:49:08, time: 0.751, data_time: 0.005, memory: 4947, top1_acc: 0.4706, top5_acc: 0.7164, loss_cls: 2.3160, loss: 2.3160, grad_norm: 3.1295 2020-08-13 08:30:35,248 - mmaction - INFO - Epoch [13][940/1253] lr: 3.000e-02, eta: 1 day, 7:48:06, time: 0.746, data_time: 0.005, memory: 4947, top1_acc: 0.4516, top5_acc: 0.6990, loss_cls: 2.4017, loss: 2.4017, grad_norm: 3.2001 2020-08-13 08:30:49,122 - mmaction - INFO - Epoch [13][960/1253] lr: 3.000e-02, eta: 1 day, 7:46:56, time: 0.694, data_time: 0.006, memory: 4947, top1_acc: 0.4742, top5_acc: 0.7193, loss_cls: 2.3006, loss: 2.3006, grad_norm: 3.2333 2020-08-13 08:31:03,896 - mmaction - INFO - Epoch [13][980/1253] lr: 3.000e-02, eta: 1 day, 7:45:53, time: 0.738, data_time: 0.008, memory: 4947, top1_acc: 0.4680, top5_acc: 0.7250, loss_cls: 2.3011, loss: 2.3011, grad_norm: 3.1777 2020-08-13 08:31:20,191 - mmaction - INFO - Epoch [13][1000/1253] lr: 3.000e-02, eta: 1 day, 7:45:01, time: 0.817, data_time: 0.008, memory: 4947, top1_acc: 0.4547, top5_acc: 0.7161, loss_cls: 2.3361, loss: 2.3361, grad_norm: 3.2790 2020-08-13 08:31:34,177 - mmaction - INFO - Epoch [13][1020/1253] lr: 3.000e-02, eta: 1 day, 7:43:52, time: 0.695, data_time: 0.005, memory: 4947, top1_acc: 0.4591, top5_acc: 0.7052, loss_cls: 2.3737, loss: 2.3737, grad_norm: 3.2750 2020-08-13 08:31:48,967 - mmaction - INFO - Epoch [13][1040/1253] lr: 3.000e-02, eta: 1 day, 7:42:50, time: 0.743, data_time: 0.008, memory: 4947, top1_acc: 0.4500, top5_acc: 0.7068, loss_cls: 2.3840, loss: 2.3840, grad_norm: 3.2244 2020-08-13 08:32:04,271 - mmaction - INFO - Epoch [13][1060/1253] lr: 3.000e-02, eta: 1 day, 7:41:52, time: 0.767, data_time: 0.008, memory: 4947, top1_acc: 0.4781, top5_acc: 0.7237, loss_cls: 2.2716, loss: 2.2716, grad_norm: 3.1841 2020-08-13 08:32:17,682 - mmaction - INFO - Epoch [13][1080/1253] lr: 3.000e-02, eta: 1 day, 7:40:40, time: 0.669, data_time: 0.006, memory: 4947, top1_acc: 0.4549, top5_acc: 0.7094, loss_cls: 2.4175, loss: 2.4175, grad_norm: 3.3334 2020-08-13 08:32:33,148 - mmaction - INFO - Epoch [13][1100/1253] lr: 3.000e-02, eta: 1 day, 7:39:42, time: 0.774, data_time: 0.009, memory: 4947, top1_acc: 0.4732, top5_acc: 0.7141, loss_cls: 2.3224, loss: 2.3224, grad_norm: 3.1893 2020-08-13 08:32:47,100 - mmaction - INFO - Epoch [13][1120/1253] lr: 3.000e-02, eta: 1 day, 7:38:35, time: 0.697, data_time: 0.005, memory: 4947, top1_acc: 0.4424, top5_acc: 0.7034, loss_cls: 2.3887, loss: 2.3887, grad_norm: 3.2210 2020-08-13 08:33:03,339 - mmaction - INFO - Epoch [13][1140/1253] lr: 3.000e-02, eta: 1 day, 7:37:42, time: 0.809, data_time: 0.009, memory: 4947, top1_acc: 0.4573, top5_acc: 0.7057, loss_cls: 2.3865, loss: 2.3865, grad_norm: 3.2996 2020-08-13 08:33:18,083 - mmaction - INFO - Epoch [13][1160/1253] lr: 3.000e-02, eta: 1 day, 7:36:41, time: 0.741, data_time: 0.007, memory: 4947, top1_acc: 0.4766, top5_acc: 0.7227, loss_cls: 2.3248, loss: 2.3248, grad_norm: 3.2324 2020-08-13 08:33:33,395 - mmaction - INFO - Epoch [13][1180/1253] lr: 3.000e-02, eta: 1 day, 7:35:41, time: 0.758, data_time: 0.005, memory: 4947, top1_acc: 0.4633, top5_acc: 0.7107, loss_cls: 2.3462, loss: 2.3462, grad_norm: 3.1851 2020-08-13 08:33:48,697 - mmaction - INFO - Epoch [13][1200/1253] lr: 3.000e-02, eta: 1 day, 7:34:44, time: 0.772, data_time: 0.009, memory: 4947, top1_acc: 0.4656, top5_acc: 0.7174, loss_cls: 2.3418, loss: 2.3418, grad_norm: 3.2303 2020-08-13 08:34:03,965 - mmaction - INFO - Epoch [13][1220/1253] lr: 3.000e-02, eta: 1 day, 7:33:45, time: 0.759, data_time: 0.006, memory: 4947, top1_acc: 0.4740, top5_acc: 0.7188, loss_cls: 2.3331, loss: 2.3331, grad_norm: 3.3022 2020-08-13 08:34:18,186 - mmaction - INFO - Epoch [13][1240/1253] lr: 3.000e-02, eta: 1 day, 7:32:41, time: 0.715, data_time: 0.007, memory: 4947, top1_acc: 0.4633, top5_acc: 0.7047, loss_cls: 2.3665, loss: 2.3665, grad_norm: 3.1888 2020-08-13 08:34:27,526 - mmaction - INFO - Saving checkpoint at 13 epochs 2020-08-13 08:38:10,060 - mmaction - INFO - Epoch [14][20/1253] lr: 3.000e-02, eta: 1 day, 7:53:00, time: 11.098, data_time: 0.402, memory: 4947, top1_acc: 0.4695, top5_acc: 0.7151, loss_cls: 2.3206, loss: 2.3206, grad_norm: 3.1956 2020-08-13 08:38:22,442 - mmaction - INFO - Epoch [14][40/1253] lr: 3.000e-02, eta: 1 day, 7:51:41, time: 0.621, data_time: 0.007, memory: 4947, top1_acc: 0.4615, top5_acc: 0.7104, loss_cls: 2.3609, loss: 2.3609, grad_norm: 3.2464 2020-08-13 08:38:34,786 - mmaction - INFO - Epoch [14][60/1253] lr: 3.000e-02, eta: 1 day, 7:50:22, time: 0.618, data_time: 0.008, memory: 4947, top1_acc: 0.4768, top5_acc: 0.7375, loss_cls: 2.2627, loss: 2.2627, grad_norm: 3.1794 2020-08-13 08:38:47,718 - mmaction - INFO - Epoch [14][80/1253] lr: 3.000e-02, eta: 1 day, 7:49:07, time: 0.646, data_time: 0.008, memory: 4947, top1_acc: 0.4818, top5_acc: 0.7135, loss_cls: 2.3138, loss: 2.3138, grad_norm: 3.1720 2020-08-13 08:39:01,259 - mmaction - INFO - Epoch [14][100/1253] lr: 3.000e-02, eta: 1 day, 7:47:56, time: 0.677, data_time: 0.004, memory: 4947, top1_acc: 0.4706, top5_acc: 0.7177, loss_cls: 2.2999, loss: 2.2999, grad_norm: 3.2501 2020-08-13 08:39:14,921 - mmaction - INFO - Epoch [14][120/1253] lr: 3.000e-02, eta: 1 day, 7:46:47, time: 0.685, data_time: 0.009, memory: 4947, top1_acc: 0.4747, top5_acc: 0.7133, loss_cls: 2.2983, loss: 2.2983, grad_norm: 3.2316 2020-08-13 08:39:29,441 - mmaction - INFO - Epoch [14][140/1253] lr: 3.000e-02, eta: 1 day, 7:45:42, time: 0.724, data_time: 0.002, memory: 4947, top1_acc: 0.4779, top5_acc: 0.7190, loss_cls: 2.3115, loss: 2.3115, grad_norm: 3.3001 2020-08-13 08:39:43,539 - mmaction - INFO - Epoch [14][160/1253] lr: 3.000e-02, eta: 1 day, 7:44:36, time: 0.706, data_time: 0.007, memory: 4947, top1_acc: 0.4836, top5_acc: 0.7284, loss_cls: 2.2600, loss: 2.2600, grad_norm: 3.2059 2020-08-13 08:39:57,602 - mmaction - INFO - Epoch [14][180/1253] lr: 3.000e-02, eta: 1 day, 7:43:29, time: 0.701, data_time: 0.007, memory: 4947, top1_acc: 0.4711, top5_acc: 0.7214, loss_cls: 2.2895, loss: 2.2895, grad_norm: 3.2638 2020-08-13 08:40:12,970 - mmaction - INFO - Epoch [14][200/1253] lr: 3.000e-02, eta: 1 day, 7:42:30, time: 0.765, data_time: 0.007, memory: 4947, top1_acc: 0.4677, top5_acc: 0.7237, loss_cls: 2.3116, loss: 2.3116, grad_norm: 3.2634 2020-08-13 08:40:28,667 - mmaction - INFO - Epoch [14][220/1253] lr: 3.000e-02, eta: 1 day, 7:41:35, time: 0.791, data_time: 0.009, memory: 4947, top1_acc: 0.4669, top5_acc: 0.7268, loss_cls: 2.2850, loss: 2.2850, grad_norm: 3.2261 2020-08-13 08:40:43,564 - mmaction - INFO - Epoch [14][240/1253] lr: 3.000e-02, eta: 1 day, 7:40:34, time: 0.740, data_time: 0.005, memory: 4947, top1_acc: 0.4714, top5_acc: 0.7198, loss_cls: 2.3140, loss: 2.3140, grad_norm: 3.2473 2020-08-13 08:40:58,563 - mmaction - INFO - Epoch [14][260/1253] lr: 3.000e-02, eta: 1 day, 7:39:34, time: 0.752, data_time: 0.009, memory: 4947, top1_acc: 0.4802, top5_acc: 0.7359, loss_cls: 2.2320, loss: 2.2320, grad_norm: 3.2317 2020-08-13 08:41:13,801 - mmaction - INFO - Epoch [14][280/1253] lr: 3.000e-02, eta: 1 day, 7:38:35, time: 0.764, data_time: 0.005, memory: 4947, top1_acc: 0.4638, top5_acc: 0.7242, loss_cls: 2.3001, loss: 2.3001, grad_norm: 3.2073 2020-08-13 08:41:29,311 - mmaction - INFO - Epoch [14][300/1253] lr: 3.000e-02, eta: 1 day, 7:37:39, time: 0.774, data_time: 0.006, memory: 4947, top1_acc: 0.4635, top5_acc: 0.7172, loss_cls: 2.3418, loss: 2.3418, grad_norm: 3.1882 2020-08-13 08:41:44,001 - mmaction - INFO - Epoch [14][320/1253] lr: 3.000e-02, eta: 1 day, 7:36:37, time: 0.737, data_time: 0.008, memory: 4947, top1_acc: 0.4630, top5_acc: 0.7146, loss_cls: 2.3355, loss: 2.3355, grad_norm: 3.2801 2020-08-13 08:41:59,733 - mmaction - INFO - Epoch [14][340/1253] lr: 3.000e-02, eta: 1 day, 7:35:41, time: 0.782, data_time: 0.007, memory: 4947, top1_acc: 0.4635, top5_acc: 0.7062, loss_cls: 2.3591, loss: 2.3591, grad_norm: 3.2871 2020-08-13 08:42:14,233 - mmaction - INFO - Epoch [14][360/1253] lr: 3.000e-02, eta: 1 day, 7:34:39, time: 0.730, data_time: 0.007, memory: 4947, top1_acc: 0.4674, top5_acc: 0.7203, loss_cls: 2.3046, loss: 2.3046, grad_norm: 3.2018 2020-08-13 08:42:28,783 - mmaction - INFO - Epoch [14][380/1253] lr: 3.000e-02, eta: 1 day, 7:33:36, time: 0.724, data_time: 0.005, memory: 4947, top1_acc: 0.4646, top5_acc: 0.7161, loss_cls: 2.3166, loss: 2.3166, grad_norm: 3.2538 2020-08-13 08:42:45,683 - mmaction - INFO - Epoch [14][400/1253] lr: 3.000e-02, eta: 1 day, 7:32:49, time: 0.848, data_time: 0.007, memory: 4947, top1_acc: 0.4729, top5_acc: 0.7135, loss_cls: 2.3075, loss: 2.3075, grad_norm: 3.1847 2020-08-13 08:43:01,266 - mmaction - INFO - Epoch [14][420/1253] lr: 3.000e-02, eta: 1 day, 7:31:54, time: 0.778, data_time: 0.008, memory: 4947, top1_acc: 0.4641, top5_acc: 0.7070, loss_cls: 2.3434, loss: 2.3434, grad_norm: 3.2495 2020-08-13 08:43:16,344 - mmaction - INFO - Epoch [14][440/1253] lr: 3.000e-02, eta: 1 day, 7:30:55, time: 0.755, data_time: 0.006, memory: 4947, top1_acc: 0.4833, top5_acc: 0.7115, loss_cls: 2.3020, loss: 2.3020, grad_norm: 3.2501 2020-08-13 08:43:31,849 - mmaction - INFO - Epoch [14][460/1253] lr: 3.000e-02, eta: 1 day, 7:29:59, time: 0.774, data_time: 0.008, memory: 4947, top1_acc: 0.4792, top5_acc: 0.7237, loss_cls: 2.2792, loss: 2.2792, grad_norm: 3.2878 2020-08-13 08:43:45,516 - mmaction - INFO - Epoch [14][480/1253] lr: 3.000e-02, eta: 1 day, 7:28:52, time: 0.686, data_time: 0.006, memory: 4947, top1_acc: 0.4612, top5_acc: 0.7159, loss_cls: 2.3440, loss: 2.3440, grad_norm: 3.2637 2020-08-13 08:44:01,812 - mmaction - INFO - Epoch [14][500/1253] lr: 3.000e-02, eta: 1 day, 7:28:01, time: 0.813, data_time: 0.005, memory: 4947, top1_acc: 0.4591, top5_acc: 0.7055, loss_cls: 2.3243, loss: 2.3243, grad_norm: 3.2187 2020-08-13 08:44:18,789 - mmaction - INFO - Epoch [14][520/1253] lr: 3.000e-02, eta: 1 day, 7:27:15, time: 0.851, data_time: 0.006, memory: 4947, top1_acc: 0.4641, top5_acc: 0.7125, loss_cls: 2.3386, loss: 2.3386, grad_norm: 3.3158 2020-08-13 08:44:33,633 - mmaction - INFO - Epoch [14][540/1253] lr: 3.000e-02, eta: 1 day, 7:26:15, time: 0.738, data_time: 0.005, memory: 4947, top1_acc: 0.4716, top5_acc: 0.7211, loss_cls: 2.2885, loss: 2.2885, grad_norm: 3.2059 2020-08-13 08:44:48,585 - mmaction - INFO - Epoch [14][560/1253] lr: 3.000e-02, eta: 1 day, 7:25:16, time: 0.750, data_time: 0.007, memory: 4947, top1_acc: 0.4641, top5_acc: 0.7174, loss_cls: 2.3127, loss: 2.3127, grad_norm: 3.2556 2020-08-13 08:45:03,355 - mmaction - INFO - Epoch [14][580/1253] lr: 3.000e-02, eta: 1 day, 7:24:16, time: 0.740, data_time: 0.008, memory: 4947, top1_acc: 0.4469, top5_acc: 0.7039, loss_cls: 2.3808, loss: 2.3808, grad_norm: 3.2692 2020-08-13 08:45:19,356 - mmaction - INFO - Epoch [14][600/1253] lr: 3.000e-02, eta: 1 day, 7:23:24, time: 0.800, data_time: 0.002, memory: 4947, top1_acc: 0.4617, top5_acc: 0.6992, loss_cls: 2.3956, loss: 2.3956, grad_norm: 3.3406 2020-08-13 08:45:35,606 - mmaction - INFO - Epoch [14][620/1253] lr: 3.000e-02, eta: 1 day, 7:22:34, time: 0.811, data_time: 0.005, memory: 4947, top1_acc: 0.4779, top5_acc: 0.7203, loss_cls: 2.2931, loss: 2.2931, grad_norm: 3.1939 2020-08-13 08:45:51,240 - mmaction - INFO - Epoch [14][640/1253] lr: 3.000e-02, eta: 1 day, 7:21:40, time: 0.784, data_time: 0.004, memory: 4947, top1_acc: 0.4753, top5_acc: 0.7266, loss_cls: 2.2498, loss: 2.2498, grad_norm: 3.2051 2020-08-13 08:46:07,158 - mmaction - INFO - Epoch [14][660/1253] lr: 3.000e-02, eta: 1 day, 7:20:47, time: 0.794, data_time: 0.005, memory: 4947, top1_acc: 0.4792, top5_acc: 0.7198, loss_cls: 2.2974, loss: 2.2974, grad_norm: 3.2056 2020-08-13 08:46:21,467 - mmaction - INFO - Epoch [14][680/1253] lr: 3.000e-02, eta: 1 day, 7:19:45, time: 0.712, data_time: 0.007, memory: 4947, top1_acc: 0.4596, top5_acc: 0.7047, loss_cls: 2.3580, loss: 2.3580, grad_norm: 3.2664 2020-08-13 08:46:36,463 - mmaction - INFO - Epoch [14][700/1253] lr: 3.000e-02, eta: 1 day, 7:18:47, time: 0.752, data_time: 0.012, memory: 4947, top1_acc: 0.4630, top5_acc: 0.7052, loss_cls: 2.3426, loss: 2.3426, grad_norm: 3.1817 2020-08-13 08:46:52,767 - mmaction - INFO - Epoch [14][720/1253] lr: 3.000e-02, eta: 1 day, 7:17:58, time: 0.818, data_time: 0.006, memory: 4947, top1_acc: 0.4703, top5_acc: 0.7034, loss_cls: 2.3683, loss: 2.3683, grad_norm: 3.1907 2020-08-13 08:47:07,493 - mmaction - INFO - Epoch [14][740/1253] lr: 3.000e-02, eta: 1 day, 7:16:58, time: 0.734, data_time: 0.005, memory: 4947, top1_acc: 0.4622, top5_acc: 0.7125, loss_cls: 2.3515, loss: 2.3515, grad_norm: 3.3092 2020-08-13 08:47:23,842 - mmaction - INFO - Epoch [14][760/1253] lr: 3.000e-02, eta: 1 day, 7:16:09, time: 0.820, data_time: 0.007, memory: 4947, top1_acc: 0.4682, top5_acc: 0.7125, loss_cls: 2.3155, loss: 2.3155, grad_norm: 3.2801 2020-08-13 08:47:39,437 - mmaction - INFO - Epoch [14][780/1253] lr: 3.000e-02, eta: 1 day, 7:15:15, time: 0.777, data_time: 0.005, memory: 4947, top1_acc: 0.4734, top5_acc: 0.7195, loss_cls: 2.3074, loss: 2.3074, grad_norm: 3.2042 2020-08-13 08:47:54,429 - mmaction - INFO - Epoch [14][800/1253] lr: 3.000e-02, eta: 1 day, 7:14:17, time: 0.750, data_time: 0.007, memory: 4947, top1_acc: 0.4807, top5_acc: 0.7362, loss_cls: 2.2586, loss: 2.2586, grad_norm: 3.2018 2020-08-13 08:48:10,428 - mmaction - INFO - Epoch [14][820/1253] lr: 3.000e-02, eta: 1 day, 7:13:27, time: 0.802, data_time: 0.005, memory: 4947, top1_acc: 0.4523, top5_acc: 0.6990, loss_cls: 2.3996, loss: 2.3996, grad_norm: 3.3070 2020-08-13 08:48:25,760 - mmaction - INFO - Epoch [14][840/1253] lr: 3.000e-02, eta: 1 day, 7:12:31, time: 0.766, data_time: 0.003, memory: 4947, top1_acc: 0.4615, top5_acc: 0.7138, loss_cls: 2.3404, loss: 2.3404, grad_norm: 3.2407 2020-08-13 08:48:40,395 - mmaction - INFO - Epoch [14][860/1253] lr: 3.000e-02, eta: 1 day, 7:11:32, time: 0.733, data_time: 0.006, memory: 4947, top1_acc: 0.4703, top5_acc: 0.7174, loss_cls: 2.3137, loss: 2.3137, grad_norm: 3.2606 2020-08-13 08:48:56,488 - mmaction - INFO - Epoch [14][880/1253] lr: 3.000e-02, eta: 1 day, 7:10:42, time: 0.805, data_time: 0.002, memory: 4947, top1_acc: 0.4589, top5_acc: 0.7078, loss_cls: 2.3764, loss: 2.3764, grad_norm: 3.3001 2020-08-13 08:49:10,883 - mmaction - INFO - Epoch [14][900/1253] lr: 3.000e-02, eta: 1 day, 7:09:41, time: 0.717, data_time: 0.007, memory: 4947, top1_acc: 0.4727, top5_acc: 0.7156, loss_cls: 2.2969, loss: 2.2969, grad_norm: 3.1974 2020-08-13 08:49:26,714 - mmaction - INFO - Epoch [14][920/1253] lr: 3.000e-02, eta: 1 day, 7:08:49, time: 0.795, data_time: 0.007, memory: 4947, top1_acc: 0.4729, top5_acc: 0.7146, loss_cls: 2.3433, loss: 2.3433, grad_norm: 3.2210 2020-08-13 08:49:42,661 - mmaction - INFO - Epoch [14][940/1253] lr: 3.000e-02, eta: 1 day, 7:07:59, time: 0.797, data_time: 0.002, memory: 4947, top1_acc: 0.4766, top5_acc: 0.7258, loss_cls: 2.2973, loss: 2.2973, grad_norm: 3.1863 2020-08-13 08:49:56,794 - mmaction - INFO - Epoch [14][960/1253] lr: 3.000e-02, eta: 1 day, 7:06:56, time: 0.704, data_time: 0.006, memory: 4947, top1_acc: 0.4656, top5_acc: 0.7229, loss_cls: 2.3209, loss: 2.3209, grad_norm: 3.1763 2020-08-13 08:50:13,837 - mmaction - INFO - Epoch [14][980/1253] lr: 3.000e-02, eta: 1 day, 7:06:12, time: 0.850, data_time: 0.006, memory: 4947, top1_acc: 0.4685, top5_acc: 0.7120, loss_cls: 2.3507, loss: 2.3507, grad_norm: 3.2846 2020-08-13 08:50:28,849 - mmaction - INFO - Epoch [14][1000/1253] lr: 3.000e-02, eta: 1 day, 7:05:16, time: 0.754, data_time: 0.009, memory: 4947, top1_acc: 0.4758, top5_acc: 0.7185, loss_cls: 2.3386, loss: 2.3386, grad_norm: 3.2715 2020-08-13 08:50:43,919 - mmaction - INFO - Epoch [14][1020/1253] lr: 3.000e-02, eta: 1 day, 7:04:20, time: 0.751, data_time: 0.004, memory: 4947, top1_acc: 0.4643, top5_acc: 0.7164, loss_cls: 2.3225, loss: 2.3225, grad_norm: 3.1148 2020-08-13 08:50:58,882 - mmaction - INFO - Epoch [14][1040/1253] lr: 3.000e-02, eta: 1 day, 7:03:24, time: 0.752, data_time: 0.009, memory: 4947, top1_acc: 0.4633, top5_acc: 0.7063, loss_cls: 2.3347, loss: 2.3347, grad_norm: 3.2910 2020-08-13 08:51:14,764 - mmaction - INFO - Epoch [14][1060/1253] lr: 3.000e-02, eta: 1 day, 7:02:32, time: 0.791, data_time: 0.003, memory: 4947, top1_acc: 0.4589, top5_acc: 0.7047, loss_cls: 2.3681, loss: 2.3681, grad_norm: 3.2274 2020-08-13 08:51:30,524 - mmaction - INFO - Epoch [14][1080/1253] lr: 3.000e-02, eta: 1 day, 7:01:41, time: 0.786, data_time: 0.007, memory: 4947, top1_acc: 0.4536, top5_acc: 0.7036, loss_cls: 2.4078, loss: 2.4078, grad_norm: 3.2990 2020-08-13 08:51:46,433 - mmaction - INFO - Epoch [14][1100/1253] lr: 3.000e-02, eta: 1 day, 7:00:51, time: 0.800, data_time: 0.008, memory: 4947, top1_acc: 0.4677, top5_acc: 0.7177, loss_cls: 2.3502, loss: 2.3502, grad_norm: 3.2486 2020-08-13 08:52:00,643 - mmaction - INFO - Epoch [14][1120/1253] lr: 3.000e-02, eta: 1 day, 6:59:50, time: 0.707, data_time: 0.006, memory: 4947, top1_acc: 0.4620, top5_acc: 0.7294, loss_cls: 2.3028, loss: 2.3028, grad_norm: 3.2052 2020-08-13 08:52:15,424 - mmaction - INFO - Epoch [14][1140/1253] lr: 3.000e-02, eta: 1 day, 6:58:53, time: 0.743, data_time: 0.007, memory: 4947, top1_acc: 0.4635, top5_acc: 0.7107, loss_cls: 2.3419, loss: 2.3419, grad_norm: 3.2322 2020-08-13 08:52:32,432 - mmaction - INFO - Epoch [14][1160/1253] lr: 3.000e-02, eta: 1 day, 6:58:09, time: 0.849, data_time: 0.007, memory: 4947, top1_acc: 0.4602, top5_acc: 0.7214, loss_cls: 2.3426, loss: 2.3426, grad_norm: 3.2555 2020-08-13 08:52:47,893 - mmaction - INFO - Epoch [14][1180/1253] lr: 3.000e-02, eta: 1 day, 6:57:16, time: 0.773, data_time: 0.005, memory: 4947, top1_acc: 0.4534, top5_acc: 0.7143, loss_cls: 2.3822, loss: 2.3822, grad_norm: 3.2444 2020-08-13 08:53:02,785 - mmaction - INFO - Epoch [14][1200/1253] lr: 3.000e-02, eta: 1 day, 6:56:20, time: 0.746, data_time: 0.007, memory: 4947, top1_acc: 0.4646, top5_acc: 0.7089, loss_cls: 2.3583, loss: 2.3583, grad_norm: 3.1657 2020-08-13 08:53:18,303 - mmaction - INFO - Epoch [14][1220/1253] lr: 3.000e-02, eta: 1 day, 6:55:28, time: 0.776, data_time: 0.004, memory: 4947, top1_acc: 0.4602, top5_acc: 0.7143, loss_cls: 2.3294, loss: 2.3294, grad_norm: 3.2742 2020-08-13 08:53:33,027 - mmaction - INFO - Epoch [14][1240/1253] lr: 3.000e-02, eta: 1 day, 6:54:31, time: 0.734, data_time: 0.005, memory: 4947, top1_acc: 0.4510, top5_acc: 0.7073, loss_cls: 2.3804, loss: 2.3804, grad_norm: 3.2015 2020-08-13 08:53:42,603 - mmaction - INFO - Saving checkpoint at 14 epochs 2020-08-13 08:59:24,372 - mmaction - INFO - Epoch [15][20/1253] lr: 3.000e-02, eta: 1 day, 7:25:21, time: 17.063, data_time: 10.266, memory: 4947, top1_acc: 0.4760, top5_acc: 0.7206, loss_cls: 2.2865, loss: 2.2865, grad_norm: 3.1868 2020-08-13 08:59:36,728 - mmaction - INFO - Epoch [15][40/1253] lr: 3.000e-02, eta: 1 day, 7:24:07, time: 0.614, data_time: 0.003, memory: 4947, top1_acc: 0.4646, top5_acc: 0.7125, loss_cls: 2.3268, loss: 2.3268, grad_norm: 3.2412 2020-08-13 08:59:49,188 - mmaction - INFO - Epoch [15][60/1253] lr: 3.000e-02, eta: 1 day, 7:22:53, time: 0.622, data_time: 0.008, memory: 4947, top1_acc: 0.4768, top5_acc: 0.7245, loss_cls: 2.2661, loss: 2.2661, grad_norm: 3.2761 2020-08-13 09:00:01,586 - mmaction - INFO - Epoch [15][80/1253] lr: 3.000e-02, eta: 1 day, 7:21:40, time: 0.621, data_time: 0.007, memory: 4947, top1_acc: 0.4805, top5_acc: 0.7154, loss_cls: 2.2861, loss: 2.2861, grad_norm: 3.1636 2020-08-13 09:00:16,451 - mmaction - INFO - Epoch [15][100/1253] lr: 3.000e-02, eta: 1 day, 7:20:42, time: 0.741, data_time: 0.008, memory: 4947, top1_acc: 0.4674, top5_acc: 0.7159, loss_cls: 2.2899, loss: 2.2899, grad_norm: 3.2252 2020-08-13 09:00:29,429 - mmaction - INFO - Epoch [15][120/1253] lr: 3.000e-02, eta: 1 day, 7:19:32, time: 0.650, data_time: 0.018, memory: 4947, top1_acc: 0.4716, top5_acc: 0.7232, loss_cls: 2.2715, loss: 2.2715, grad_norm: 3.2700 2020-08-13 09:00:42,473 - mmaction - INFO - Epoch [15][140/1253] lr: 3.000e-02, eta: 1 day, 7:18:23, time: 0.654, data_time: 0.007, memory: 4947, top1_acc: 0.4859, top5_acc: 0.7302, loss_cls: 2.2434, loss: 2.2434, grad_norm: 3.1649 2020-08-13 09:00:55,724 - mmaction - INFO - Epoch [15][160/1253] lr: 3.000e-02, eta: 1 day, 7:17:16, time: 0.663, data_time: 0.008, memory: 4947, top1_acc: 0.4734, top5_acc: 0.7073, loss_cls: 2.3137, loss: 2.3137, grad_norm: 3.1913 2020-08-13 09:01:09,669 - mmaction - INFO - Epoch [15][180/1253] lr: 3.000e-02, eta: 1 day, 7:16:12, time: 0.698, data_time: 0.004, memory: 4947, top1_acc: 0.4677, top5_acc: 0.7154, loss_cls: 2.3405, loss: 2.3405, grad_norm: 3.2374 2020-08-13 09:01:23,359 - mmaction - INFO - Epoch [15][200/1253] lr: 3.000e-02, eta: 1 day, 7:15:07, time: 0.680, data_time: 0.005, memory: 4947, top1_acc: 0.4701, top5_acc: 0.7133, loss_cls: 2.3274, loss: 2.3274, grad_norm: 3.2427 2020-08-13 09:01:38,457 - mmaction - INFO - Epoch [15][220/1253] lr: 3.000e-02, eta: 1 day, 7:14:11, time: 0.760, data_time: 0.009, memory: 4947, top1_acc: 0.4859, top5_acc: 0.7240, loss_cls: 2.2632, loss: 2.2632, grad_norm: 3.1611 2020-08-13 09:01:53,461 - mmaction - INFO - Epoch [15][240/1253] lr: 3.000e-02, eta: 1 day, 7:13:15, time: 0.750, data_time: 0.006, memory: 4947, top1_acc: 0.4789, top5_acc: 0.7185, loss_cls: 2.2809, loss: 2.2809, grad_norm: 3.2026 2020-08-13 09:02:08,069 - mmaction - INFO - Epoch [15][260/1253] lr: 3.000e-02, eta: 1 day, 7:12:15, time: 0.726, data_time: 0.006, memory: 4947, top1_acc: 0.4828, top5_acc: 0.7154, loss_cls: 2.2729, loss: 2.2729, grad_norm: 3.2720 2020-08-13 09:02:23,591 - mmaction - INFO - Epoch [15][280/1253] lr: 3.000e-02, eta: 1 day, 7:11:22, time: 0.780, data_time: 0.007, memory: 4947, top1_acc: 0.4672, top5_acc: 0.7120, loss_cls: 2.3262, loss: 2.3262, grad_norm: 3.3422 2020-08-13 09:02:39,483 - mmaction - INFO - Epoch [15][300/1253] lr: 3.000e-02, eta: 1 day, 7:10:31, time: 0.792, data_time: 0.008, memory: 4947, top1_acc: 0.4604, top5_acc: 0.7227, loss_cls: 2.3280, loss: 2.3280, grad_norm: 3.3016 2020-08-13 09:02:53,514 - mmaction - INFO - Epoch [15][320/1253] lr: 3.000e-02, eta: 1 day, 7:09:29, time: 0.703, data_time: 0.007, memory: 4947, top1_acc: 0.4615, top5_acc: 0.7224, loss_cls: 2.3280, loss: 2.3280, grad_norm: 3.3065 2020-08-13 09:03:07,915 - mmaction - INFO - Epoch [15][340/1253] lr: 3.000e-02, eta: 1 day, 7:08:30, time: 0.721, data_time: 0.002, memory: 4947, top1_acc: 0.4714, top5_acc: 0.7141, loss_cls: 2.3096, loss: 2.3096, grad_norm: 3.2155 2020-08-13 09:03:23,984 - mmaction - INFO - Epoch [15][360/1253] lr: 3.000e-02, eta: 1 day, 7:07:40, time: 0.802, data_time: 0.007, memory: 4947, top1_acc: 0.4724, top5_acc: 0.7169, loss_cls: 2.3056, loss: 2.3056, grad_norm: 3.2022 2020-08-13 09:03:40,260 - mmaction - INFO - Epoch [15][380/1253] lr: 3.000e-02, eta: 1 day, 7:06:51, time: 0.813, data_time: 0.007, memory: 4947, top1_acc: 0.4833, top5_acc: 0.7279, loss_cls: 2.2745, loss: 2.2745, grad_norm: 3.2162 2020-08-13 09:03:54,105 - mmaction - INFO - Epoch [15][400/1253] lr: 3.000e-02, eta: 1 day, 7:05:48, time: 0.693, data_time: 0.007, memory: 4947, top1_acc: 0.4708, top5_acc: 0.7164, loss_cls: 2.3065, loss: 2.3065, grad_norm: 3.2012 2020-08-13 09:04:08,817 - mmaction - INFO - Epoch [15][420/1253] lr: 3.000e-02, eta: 1 day, 7:04:51, time: 0.734, data_time: 0.005, memory: 4947, top1_acc: 0.4711, top5_acc: 0.7208, loss_cls: 2.3067, loss: 2.3067, grad_norm: 3.2127 2020-08-13 09:04:23,774 - mmaction - INFO - Epoch [15][440/1253] lr: 3.000e-02, eta: 1 day, 7:03:55, time: 0.750, data_time: 0.009, memory: 4947, top1_acc: 0.4732, top5_acc: 0.7198, loss_cls: 2.2971, loss: 2.2971, grad_norm: 3.2887 2020-08-13 09:04:40,374 - mmaction - INFO - Epoch [15][460/1253] lr: 3.000e-02, eta: 1 day, 7:03:09, time: 0.830, data_time: 0.004, memory: 4947, top1_acc: 0.4711, top5_acc: 0.7159, loss_cls: 2.2993, loss: 2.2993, grad_norm: 3.2277 2020-08-13 09:04:56,487 - mmaction - INFO - Epoch [15][480/1253] lr: 3.000e-02, eta: 1 day, 7:02:20, time: 0.805, data_time: 0.009, memory: 4947, top1_acc: 0.4703, top5_acc: 0.7198, loss_cls: 2.3062, loss: 2.3062, grad_norm: 3.2596 2020-08-13 09:05:11,494 - mmaction - INFO - Epoch [15][500/1253] lr: 3.000e-02, eta: 1 day, 7:01:24, time: 0.751, data_time: 0.005, memory: 4947, top1_acc: 0.4724, top5_acc: 0.7240, loss_cls: 2.3103, loss: 2.3103, grad_norm: 3.2467 2020-08-13 09:05:27,546 - mmaction - INFO - Epoch [15][520/1253] lr: 3.000e-02, eta: 1 day, 7:00:35, time: 0.801, data_time: 0.007, memory: 4947, top1_acc: 0.4672, top5_acc: 0.7232, loss_cls: 2.2927, loss: 2.2927, grad_norm: 3.2327 2020-08-13 09:05:43,334 - mmaction - INFO - Epoch [15][540/1253] lr: 3.000e-02, eta: 1 day, 6:59:45, time: 0.792, data_time: 0.007, memory: 4947, top1_acc: 0.4651, top5_acc: 0.7096, loss_cls: 2.3597, loss: 2.3597, grad_norm: 3.2785 2020-08-13 09:05:59,303 - mmaction - INFO - Epoch [15][560/1253] lr: 3.000e-02, eta: 1 day, 6:58:55, time: 0.796, data_time: 0.005, memory: 4947, top1_acc: 0.4630, top5_acc: 0.7211, loss_cls: 2.3049, loss: 2.3049, grad_norm: 3.2016 2020-08-13 09:06:14,490 - mmaction - INFO - Epoch [15][580/1253] lr: 3.000e-02, eta: 1 day, 6:58:01, time: 0.762, data_time: 0.007, memory: 4947, top1_acc: 0.4576, top5_acc: 0.7208, loss_cls: 2.2911, loss: 2.2911, grad_norm: 3.1702 2020-08-13 09:06:28,529 - mmaction - INFO - Epoch [15][600/1253] lr: 3.000e-02, eta: 1 day, 6:57:00, time: 0.700, data_time: 0.005, memory: 4947, top1_acc: 0.4638, top5_acc: 0.7133, loss_cls: 2.2924, loss: 2.2924, grad_norm: 3.1794 2020-08-13 09:06:44,653 - mmaction - INFO - Epoch [15][620/1253] lr: 3.000e-02, eta: 1 day, 6:56:12, time: 0.809, data_time: 0.006, memory: 4947, top1_acc: 0.4643, top5_acc: 0.7156, loss_cls: 2.3275, loss: 2.3275, grad_norm: 3.2675 2020-08-13 09:06:59,890 - mmaction - INFO - Epoch [15][640/1253] lr: 3.000e-02, eta: 1 day, 6:55:18, time: 0.761, data_time: 0.008, memory: 4947, top1_acc: 0.4755, top5_acc: 0.7299, loss_cls: 2.2542, loss: 2.2542, grad_norm: 3.2202 2020-08-13 09:07:16,338 - mmaction - INFO - Epoch [15][660/1253] lr: 3.000e-02, eta: 1 day, 6:54:32, time: 0.823, data_time: 0.004, memory: 4947, top1_acc: 0.4646, top5_acc: 0.7242, loss_cls: 2.2961, loss: 2.2961, grad_norm: 3.2653 2020-08-13 09:07:30,072 - mmaction - INFO - Epoch [15][680/1253] lr: 3.000e-02, eta: 1 day, 6:53:30, time: 0.685, data_time: 0.007, memory: 4947, top1_acc: 0.4609, top5_acc: 0.7266, loss_cls: 2.3020, loss: 2.3020, grad_norm: 3.3102 2020-08-13 09:07:46,113 - mmaction - INFO - Epoch [15][700/1253] lr: 3.000e-02, eta: 1 day, 6:52:41, time: 0.802, data_time: 0.005, memory: 4947, top1_acc: 0.4607, top5_acc: 0.7188, loss_cls: 2.3110, loss: 2.3110, grad_norm: 3.3097 2020-08-13 09:08:00,711 - mmaction - INFO - Epoch [15][720/1253] lr: 3.000e-02, eta: 1 day, 6:51:45, time: 0.732, data_time: 0.008, memory: 4947, top1_acc: 0.4648, top5_acc: 0.7169, loss_cls: 2.2985, loss: 2.2985, grad_norm: 3.2093 2020-08-13 09:08:17,499 - mmaction - INFO - Epoch [15][740/1253] lr: 3.000e-02, eta: 1 day, 6:51:00, time: 0.837, data_time: 0.006, memory: 4947, top1_acc: 0.4766, top5_acc: 0.7146, loss_cls: 2.2947, loss: 2.2947, grad_norm: 3.2705 2020-08-13 09:08:32,506 - mmaction - INFO - Epoch [15][760/1253] lr: 3.000e-02, eta: 1 day, 6:50:06, time: 0.753, data_time: 0.009, memory: 4947, top1_acc: 0.4638, top5_acc: 0.7109, loss_cls: 2.3393, loss: 2.3393, grad_norm: 3.1872 2020-08-13 09:08:48,543 - mmaction - INFO - Epoch [15][780/1253] lr: 3.000e-02, eta: 1 day, 6:49:18, time: 0.802, data_time: 0.005, memory: 4947, top1_acc: 0.4708, top5_acc: 0.7221, loss_cls: 2.2903, loss: 2.2903, grad_norm: 3.2124 2020-08-13 09:09:03,922 - mmaction - INFO - Epoch [15][800/1253] lr: 3.000e-02, eta: 1 day, 6:48:26, time: 0.767, data_time: 0.002, memory: 4947, top1_acc: 0.4688, top5_acc: 0.7242, loss_cls: 2.3039, loss: 2.3039, grad_norm: 3.2707 2020-08-13 09:09:19,699 - mmaction - INFO - Epoch [15][820/1253] lr: 3.000e-02, eta: 1 day, 6:47:36, time: 0.790, data_time: 0.008, memory: 4947, top1_acc: 0.4674, top5_acc: 0.7185, loss_cls: 2.3193, loss: 2.3193, grad_norm: 3.2916 2020-08-13 09:09:35,503 - mmaction - INFO - Epoch [15][840/1253] lr: 3.000e-02, eta: 1 day, 6:46:46, time: 0.788, data_time: 0.007, memory: 4947, top1_acc: 0.4609, top5_acc: 0.7182, loss_cls: 2.3264, loss: 2.3264, grad_norm: 3.1984 2020-08-13 09:09:49,663 - mmaction - INFO - Epoch [15][860/1253] lr: 3.000e-02, eta: 1 day, 6:45:48, time: 0.711, data_time: 0.006, memory: 4947, top1_acc: 0.4932, top5_acc: 0.7326, loss_cls: 2.2433, loss: 2.2433, grad_norm: 3.2136 2020-08-13 09:10:04,542 - mmaction - INFO - Epoch [15][880/1253] lr: 3.000e-02, eta: 1 day, 6:44:53, time: 0.742, data_time: 0.006, memory: 4947, top1_acc: 0.4779, top5_acc: 0.7279, loss_cls: 2.2567, loss: 2.2567, grad_norm: 3.2583 2020-08-13 09:10:19,963 - mmaction - INFO - Epoch [15][900/1253] lr: 3.000e-02, eta: 1 day, 6:44:02, time: 0.771, data_time: 0.004, memory: 4947, top1_acc: 0.4656, top5_acc: 0.7083, loss_cls: 2.3643, loss: 2.3643, grad_norm: 3.1905 2020-08-13 09:10:34,201 - mmaction - INFO - Epoch [15][920/1253] lr: 3.000e-02, eta: 1 day, 6:43:04, time: 0.713, data_time: 0.008, memory: 4947, top1_acc: 0.4914, top5_acc: 0.7357, loss_cls: 2.2411, loss: 2.2411, grad_norm: 3.1013 2020-08-13 09:10:50,646 - mmaction - INFO - Epoch [15][940/1253] lr: 3.000e-02, eta: 1 day, 6:42:18, time: 0.820, data_time: 0.008, memory: 4947, top1_acc: 0.4776, top5_acc: 0.7159, loss_cls: 2.2740, loss: 2.2740, grad_norm: 3.2259 2020-08-13 09:11:06,620 - mmaction - INFO - Epoch [15][960/1253] lr: 3.000e-02, eta: 1 day, 6:41:30, time: 0.799, data_time: 0.008, memory: 4947, top1_acc: 0.4734, top5_acc: 0.7151, loss_cls: 2.3254, loss: 2.3254, grad_norm: 3.2769 2020-08-13 09:16:06,752 - mmaction - INFO - Epoch [15][980/1253] lr: 3.000e-02, eta: 1 day, 7:08:00, time: 15.006, data_time: 5.793, memory: 4947, top1_acc: 0.4607, top5_acc: 0.7055, loss_cls: 2.3508, loss: 2.3508, grad_norm: 3.2873 2020-08-13 09:16:19,014 - mmaction - INFO - Epoch [15][1000/1253] lr: 3.000e-02, eta: 1 day, 7:06:49, time: 0.616, data_time: 0.009, memory: 4947, top1_acc: 0.4570, top5_acc: 0.7130, loss_cls: 2.3692, loss: 2.3692, grad_norm: 3.2807 2020-08-13 09:16:31,331 - mmaction - INFO - Epoch [15][1020/1253] lr: 3.000e-02, eta: 1 day, 7:05:38, time: 0.614, data_time: 0.006, memory: 4947, top1_acc: 0.4802, top5_acc: 0.7302, loss_cls: 2.2682, loss: 2.2682, grad_norm: 3.2108 2020-08-13 09:16:43,971 - mmaction - INFO - Epoch [15][1040/1253] lr: 3.000e-02, eta: 1 day, 7:04:30, time: 0.633, data_time: 0.007, memory: 4947, top1_acc: 0.4578, top5_acc: 0.7081, loss_cls: 2.3576, loss: 2.3576, grad_norm: 3.2581 2020-08-13 09:16:56,304 - mmaction - INFO - Epoch [15][1060/1253] lr: 3.000e-02, eta: 1 day, 7:03:19, time: 0.615, data_time: 0.008, memory: 4947, top1_acc: 0.4732, top5_acc: 0.7201, loss_cls: 2.3182, loss: 2.3182, grad_norm: 3.2282 2020-08-13 09:17:08,699 - mmaction - INFO - Epoch [15][1080/1253] lr: 3.000e-02, eta: 1 day, 7:02:09, time: 0.621, data_time: 0.007, memory: 4947, top1_acc: 0.4771, top5_acc: 0.7206, loss_cls: 2.2811, loss: 2.2811, grad_norm: 3.2173 2020-08-13 09:17:23,022 - mmaction - INFO - Epoch [15][1100/1253] lr: 3.000e-02, eta: 1 day, 7:01:10, time: 0.716, data_time: 0.008, memory: 4947, top1_acc: 0.4661, top5_acc: 0.7102, loss_cls: 2.3355, loss: 2.3355, grad_norm: 3.2826 2020-08-13 09:17:36,143 - mmaction - INFO - Epoch [15][1120/1253] lr: 3.000e-02, eta: 1 day, 7:00:05, time: 0.657, data_time: 0.008, memory: 4947, top1_acc: 0.4609, top5_acc: 0.7073, loss_cls: 2.3611, loss: 2.3611, grad_norm: 3.3042 2020-08-13 09:17:50,324 - mmaction - INFO - Epoch [15][1140/1253] lr: 3.000e-02, eta: 1 day, 6:59:05, time: 0.711, data_time: 0.008, memory: 4947, top1_acc: 0.4701, top5_acc: 0.7286, loss_cls: 2.2589, loss: 2.2589, grad_norm: 3.2017 2020-08-13 09:18:04,785 - mmaction - INFO - Epoch [15][1160/1253] lr: 3.000e-02, eta: 1 day, 6:58:07, time: 0.721, data_time: 0.005, memory: 4947, top1_acc: 0.4732, top5_acc: 0.7273, loss_cls: 2.2689, loss: 2.2689, grad_norm: 3.1962 2020-08-13 09:18:18,605 - mmaction - INFO - Epoch [15][1180/1253] lr: 3.000e-02, eta: 1 day, 6:57:06, time: 0.692, data_time: 0.007, memory: 4947, top1_acc: 0.4677, top5_acc: 0.7208, loss_cls: 2.2809, loss: 2.2809, grad_norm: 3.3204 2020-08-13 09:18:33,288 - mmaction - INFO - Epoch [15][1200/1253] lr: 3.000e-02, eta: 1 day, 6:56:10, time: 0.735, data_time: 0.009, memory: 4947, top1_acc: 0.4698, top5_acc: 0.7107, loss_cls: 2.3067, loss: 2.3067, grad_norm: 3.1891 2020-08-13 09:18:48,493 - mmaction - INFO - Epoch [15][1220/1253] lr: 3.000e-02, eta: 1 day, 6:55:17, time: 0.761, data_time: 0.007, memory: 4947, top1_acc: 0.4753, top5_acc: 0.7273, loss_cls: 2.2779, loss: 2.2779, grad_norm: 3.2145 2020-08-13 09:19:03,255 - mmaction - INFO - Epoch [15][1240/1253] lr: 3.000e-02, eta: 1 day, 6:54:21, time: 0.738, data_time: 0.002, memory: 4947, top1_acc: 0.4674, top5_acc: 0.7148, loss_cls: 2.3202, loss: 2.3202, grad_norm: 3.2087 2020-08-13 09:25:03,876 - mmaction - INFO - Saving checkpoint at 15 epochs 2020-08-13 09:31:09,971 - mmaction - INFO - Epoch [16][20/1253] lr: 3.000e-02, eta: 1 day, 7:24:59, time: 18.268, data_time: 17.648, memory: 4947, top1_acc: 0.4784, top5_acc: 0.7279, loss_cls: 2.2275, loss: 2.2275, grad_norm: 3.2219 2020-08-13 09:31:22,149 - mmaction - INFO - Epoch [16][40/1253] lr: 3.000e-02, eta: 1 day, 7:23:47, time: 0.612, data_time: 0.007, memory: 4947, top1_acc: 0.4927, top5_acc: 0.7422, loss_cls: 2.1685, loss: 2.1685, grad_norm: 3.2111 2020-08-13 09:31:34,602 - mmaction - INFO - Epoch [16][60/1253] lr: 3.000e-02, eta: 1 day, 7:22:36, time: 0.620, data_time: 0.008, memory: 4947, top1_acc: 0.4625, top5_acc: 0.7203, loss_cls: 2.3124, loss: 2.3124, grad_norm: 3.2940 2020-08-13 09:31:46,916 - mmaction - INFO - Epoch [16][80/1253] lr: 3.000e-02, eta: 1 day, 7:21:25, time: 0.615, data_time: 0.008, memory: 4947, top1_acc: 0.4693, top5_acc: 0.7229, loss_cls: 2.2874, loss: 2.2874, grad_norm: 3.3027 2020-08-13 09:31:59,760 - mmaction - INFO - Epoch [16][100/1253] lr: 3.000e-02, eta: 1 day, 7:20:17, time: 0.645, data_time: 0.010, memory: 4947, top1_acc: 0.4714, top5_acc: 0.7146, loss_cls: 2.3042, loss: 2.3042, grad_norm: 3.3228 2020-08-13 09:32:12,169 - mmaction - INFO - Epoch [16][120/1253] lr: 3.000e-02, eta: 1 day, 7:19:06, time: 0.620, data_time: 0.003, memory: 4947, top1_acc: 0.4813, top5_acc: 0.7279, loss_cls: 2.2501, loss: 2.2501, grad_norm: 3.2177 2020-08-13 09:32:24,727 - mmaction - INFO - Epoch [16][140/1253] lr: 3.000e-02, eta: 1 day, 7:17:56, time: 0.625, data_time: 0.007, memory: 4947, top1_acc: 0.4760, top5_acc: 0.7195, loss_cls: 2.2729, loss: 2.2729, grad_norm: 3.1560 2020-08-13 09:32:37,264 - mmaction - INFO - Epoch [16][160/1253] lr: 3.000e-02, eta: 1 day, 7:16:46, time: 0.630, data_time: 0.007, memory: 4947, top1_acc: 0.4654, top5_acc: 0.7125, loss_cls: 2.3207, loss: 2.3207, grad_norm: 3.2451 2020-08-13 09:32:51,707 - mmaction - INFO - Epoch [16][180/1253] lr: 3.000e-02, eta: 1 day, 7:15:48, time: 0.723, data_time: 0.008, memory: 4947, top1_acc: 0.4966, top5_acc: 0.7375, loss_cls: 2.2067, loss: 2.2067, grad_norm: 3.2220 2020-08-13 09:33:05,665 - mmaction - INFO - Epoch [16][200/1253] lr: 3.000e-02, eta: 1 day, 7:14:46, time: 0.697, data_time: 0.002, memory: 4947, top1_acc: 0.4776, top5_acc: 0.7258, loss_cls: 2.2368, loss: 2.2368, grad_norm: 3.2073 2020-08-13 09:33:21,423 - mmaction - INFO - Epoch [16][220/1253] lr: 3.000e-02, eta: 1 day, 7:13:54, time: 0.787, data_time: 0.003, memory: 4947, top1_acc: 0.4768, top5_acc: 0.7174, loss_cls: 2.2917, loss: 2.2917, grad_norm: 3.2452 2020-08-13 09:33:35,393 - mmaction - INFO - Epoch [16][240/1253] lr: 3.000e-02, eta: 1 day, 7:12:53, time: 0.695, data_time: 0.007, memory: 4947, top1_acc: 0.4792, top5_acc: 0.7279, loss_cls: 2.2745, loss: 2.2745, grad_norm: 3.2255 2020-08-13 09:33:49,058 - mmaction - INFO - Epoch [16][260/1253] lr: 3.000e-02, eta: 1 day, 7:11:51, time: 0.689, data_time: 0.009, memory: 4947, top1_acc: 0.4638, top5_acc: 0.7122, loss_cls: 2.3017, loss: 2.3017, grad_norm: 3.2100 2020-08-13 09:34:02,370 - mmaction - INFO - Epoch [16][280/1253] lr: 3.000e-02, eta: 1 day, 7:10:45, time: 0.662, data_time: 0.005, memory: 4947, top1_acc: 0.4784, top5_acc: 0.7320, loss_cls: 2.2237, loss: 2.2237, grad_norm: 3.1597 2020-08-13 09:34:17,497 - mmaction - INFO - Epoch [16][300/1253] lr: 3.000e-02, eta: 1 day, 7:09:51, time: 0.759, data_time: 0.008, memory: 4947, top1_acc: 0.4945, top5_acc: 0.7359, loss_cls: 2.1991, loss: 2.1991, grad_norm: 3.1877 2020-08-13 09:34:32,075 - mmaction - INFO - Epoch [16][320/1253] lr: 3.000e-02, eta: 1 day, 7:08:54, time: 0.729, data_time: 0.007, memory: 4947, top1_acc: 0.4906, top5_acc: 0.7323, loss_cls: 2.1942, loss: 2.1942, grad_norm: 3.2590 2020-08-13 09:34:46,324 - mmaction - INFO - Epoch [16][340/1253] lr: 3.000e-02, eta: 1 day, 7:07:54, time: 0.712, data_time: 0.004, memory: 4947, top1_acc: 0.4753, top5_acc: 0.7169, loss_cls: 2.2849, loss: 2.2849, grad_norm: 3.2997 2020-08-13 09:35:00,929 - mmaction - INFO - Epoch [16][360/1253] lr: 3.000e-02, eta: 1 day, 7:06:57, time: 0.729, data_time: 0.007, memory: 4947, top1_acc: 0.4672, top5_acc: 0.7161, loss_cls: 2.2985, loss: 2.2985, grad_norm: 3.2450 2020-08-13 09:35:14,909 - mmaction - INFO - Epoch [16][380/1253] lr: 3.000e-02, eta: 1 day, 7:05:56, time: 0.696, data_time: 0.006, memory: 4947, top1_acc: 0.4737, top5_acc: 0.7258, loss_cls: 2.2807, loss: 2.2807, grad_norm: 3.2847 2020-08-13 09:35:30,591 - mmaction - INFO - Epoch [16][400/1253] lr: 3.000e-02, eta: 1 day, 7:05:06, time: 0.789, data_time: 0.010, memory: 4947, top1_acc: 0.4857, top5_acc: 0.7237, loss_cls: 2.2669, loss: 2.2669, grad_norm: 3.2552 2020-08-13 09:35:45,029 - mmaction - INFO - Epoch [16][420/1253] lr: 3.000e-02, eta: 1 day, 7:04:08, time: 0.720, data_time: 0.006, memory: 4947, top1_acc: 0.4896, top5_acc: 0.7341, loss_cls: 2.2436, loss: 2.2436, grad_norm: 3.2229 2020-08-13 09:36:00,146 - mmaction - INFO - Epoch [16][440/1253] lr: 3.000e-02, eta: 1 day, 7:03:14, time: 0.758, data_time: 0.005, memory: 4947, top1_acc: 0.4799, top5_acc: 0.7273, loss_cls: 2.2739, loss: 2.2739, grad_norm: 3.2601 2020-08-13 09:36:15,718 - mmaction - INFO - Epoch [16][460/1253] lr: 3.000e-02, eta: 1 day, 7:02:22, time: 0.776, data_time: 0.008, memory: 4947, top1_acc: 0.4815, top5_acc: 0.7237, loss_cls: 2.2940, loss: 2.2940, grad_norm: 3.2941 2020-08-13 09:36:30,975 - mmaction - INFO - Epoch [16][480/1253] lr: 3.000e-02, eta: 1 day, 7:01:29, time: 0.765, data_time: 0.007, memory: 4947, top1_acc: 0.4703, top5_acc: 0.7159, loss_cls: 2.2992, loss: 2.2992, grad_norm: 3.2115 2020-08-13 09:36:45,710 - mmaction - INFO - Epoch [16][500/1253] lr: 3.000e-02, eta: 1 day, 7:00:33, time: 0.738, data_time: 0.007, memory: 4947, top1_acc: 0.4656, top5_acc: 0.6977, loss_cls: 2.3640, loss: 2.3640, grad_norm: 3.2215 2020-08-13 09:37:00,918 - mmaction - INFO - Epoch [16][520/1253] lr: 3.000e-02, eta: 1 day, 6:59:40, time: 0.758, data_time: 0.007, memory: 4947, top1_acc: 0.4737, top5_acc: 0.7211, loss_cls: 2.2883, loss: 2.2883, grad_norm: 3.2207 2020-08-13 09:37:16,800 - mmaction - INFO - Epoch [16][540/1253] lr: 3.000e-02, eta: 1 day, 6:58:51, time: 0.796, data_time: 0.007, memory: 4947, top1_acc: 0.4729, top5_acc: 0.7328, loss_cls: 2.2521, loss: 2.2521, grad_norm: 3.3115 2020-08-13 09:37:31,422 - mmaction - INFO - Epoch [16][560/1253] lr: 3.000e-02, eta: 1 day, 6:57:54, time: 0.727, data_time: 0.002, memory: 4947, top1_acc: 0.4753, top5_acc: 0.7250, loss_cls: 2.2411, loss: 2.2411, grad_norm: 3.2252 2020-08-13 09:37:46,643 - mmaction - INFO - Epoch [16][580/1253] lr: 3.000e-02, eta: 1 day, 6:57:01, time: 0.762, data_time: 0.009, memory: 4947, top1_acc: 0.4859, top5_acc: 0.7276, loss_cls: 2.2538, loss: 2.2538, grad_norm: 3.1446 2020-08-13 09:38:02,017 - mmaction - INFO - Epoch [16][600/1253] lr: 3.000e-02, eta: 1 day, 6:56:10, time: 0.770, data_time: 0.007, memory: 4947, top1_acc: 0.4776, top5_acc: 0.7294, loss_cls: 2.2448, loss: 2.2448, grad_norm: 3.1555 2020-08-13 09:38:16,993 - mmaction - INFO - Epoch [16][620/1253] lr: 3.000e-02, eta: 1 day, 6:55:15, time: 0.747, data_time: 0.007, memory: 4947, top1_acc: 0.4867, top5_acc: 0.7378, loss_cls: 2.2183, loss: 2.2183, grad_norm: 3.1966 2020-08-13 09:38:31,712 - mmaction - INFO - Epoch [16][640/1253] lr: 3.000e-02, eta: 1 day, 6:54:20, time: 0.739, data_time: 0.008, memory: 4947, top1_acc: 0.4810, top5_acc: 0.7260, loss_cls: 2.2362, loss: 2.2362, grad_norm: 3.2172 2020-08-13 09:38:46,433 - mmaction - INFO - Epoch [16][660/1253] lr: 3.000e-02, eta: 1 day, 6:53:25, time: 0.736, data_time: 0.007, memory: 4947, top1_acc: 0.4768, top5_acc: 0.7310, loss_cls: 2.2549, loss: 2.2549, grad_norm: 3.2024 2020-08-13 09:39:02,463 - mmaction - INFO - Epoch [16][680/1253] lr: 3.000e-02, eta: 1 day, 6:52:37, time: 0.802, data_time: 0.004, memory: 4947, top1_acc: 0.4768, top5_acc: 0.7211, loss_cls: 2.2781, loss: 2.2781, grad_norm: 3.2733 2020-08-13 09:39:16,377 - mmaction - INFO - Epoch [16][700/1253] lr: 3.000e-02, eta: 1 day, 6:51:37, time: 0.695, data_time: 0.009, memory: 4947, top1_acc: 0.4724, top5_acc: 0.7195, loss_cls: 2.2918, loss: 2.2918, grad_norm: 3.2048 2020-08-13 09:39:31,711 - mmaction - INFO - Epoch [16][720/1253] lr: 3.000e-02, eta: 1 day, 6:50:46, time: 0.767, data_time: 0.005, memory: 4947, top1_acc: 0.4737, top5_acc: 0.7156, loss_cls: 2.3344, loss: 2.3344, grad_norm: 3.2607 2020-08-13 09:39:47,499 - mmaction - INFO - Epoch [16][740/1253] lr: 3.000e-02, eta: 1 day, 6:49:56, time: 0.788, data_time: 0.009, memory: 4947, top1_acc: 0.4695, top5_acc: 0.7135, loss_cls: 2.3145, loss: 2.3145, grad_norm: 3.3188 2020-08-13 09:40:03,384 - mmaction - INFO - Epoch [16][760/1253] lr: 3.000e-02, eta: 1 day, 6:49:08, time: 0.796, data_time: 0.007, memory: 4947, top1_acc: 0.4589, top5_acc: 0.7135, loss_cls: 2.3466, loss: 2.3466, grad_norm: 3.2700 2020-08-13 09:40:17,837 - mmaction - INFO - Epoch [16][780/1253] lr: 3.000e-02, eta: 1 day, 6:48:12, time: 0.724, data_time: 0.003, memory: 4947, top1_acc: 0.4865, top5_acc: 0.7375, loss_cls: 2.2534, loss: 2.2534, grad_norm: 3.2856 2020-08-13 09:40:34,014 - mmaction - INFO - Epoch [16][800/1253] lr: 3.000e-02, eta: 1 day, 6:47:24, time: 0.805, data_time: 0.005, memory: 4947, top1_acc: 0.4654, top5_acc: 0.7198, loss_cls: 2.3149, loss: 2.3149, grad_norm: 3.3319 2020-08-13 09:40:48,366 - mmaction - INFO - Epoch [16][820/1253] lr: 3.000e-02, eta: 1 day, 6:46:28, time: 0.721, data_time: 0.008, memory: 4947, top1_acc: 0.4724, top5_acc: 0.7214, loss_cls: 2.2938, loss: 2.2938, grad_norm: 3.2326 2020-08-13 09:41:02,819 - mmaction - INFO - Epoch [16][840/1253] lr: 3.000e-02, eta: 1 day, 6:45:32, time: 0.721, data_time: 0.006, memory: 4947, top1_acc: 0.4654, top5_acc: 0.7169, loss_cls: 2.3087, loss: 2.3087, grad_norm: 3.1501 2020-08-13 09:41:17,473 - mmaction - INFO - Epoch [16][860/1253] lr: 3.000e-02, eta: 1 day, 6:44:37, time: 0.733, data_time: 0.005, memory: 4947, top1_acc: 0.4865, top5_acc: 0.7315, loss_cls: 2.2542, loss: 2.2542, grad_norm: 3.1969 2020-08-13 09:41:32,022 - mmaction - INFO - Epoch [16][880/1253] lr: 3.000e-02, eta: 1 day, 6:43:42, time: 0.727, data_time: 0.009, memory: 4947, top1_acc: 0.4763, top5_acc: 0.7240, loss_cls: 2.2648, loss: 2.2648, grad_norm: 3.1502 2020-08-13 09:41:47,461 - mmaction - INFO - Epoch [16][900/1253] lr: 3.000e-02, eta: 1 day, 6:42:51, time: 0.773, data_time: 0.007, memory: 4947, top1_acc: 0.4815, top5_acc: 0.7253, loss_cls: 2.2703, loss: 2.2703, grad_norm: 3.1679 2020-08-13 09:42:02,455 - mmaction - INFO - Epoch [16][920/1253] lr: 3.000e-02, eta: 1 day, 6:41:58, time: 0.749, data_time: 0.007, memory: 4947, top1_acc: 0.4841, top5_acc: 0.7260, loss_cls: 2.2872, loss: 2.2872, grad_norm: 3.3038 2020-08-13 09:42:17,567 - mmaction - INFO - Epoch [16][940/1253] lr: 3.000e-02, eta: 1 day, 6:41:07, time: 0.757, data_time: 0.009, memory: 4947, top1_acc: 0.4646, top5_acc: 0.7198, loss_cls: 2.3275, loss: 2.3275, grad_norm: 3.2719 2020-08-13 09:42:32,546 - mmaction - INFO - Epoch [16][960/1253] lr: 3.000e-02, eta: 1 day, 6:40:14, time: 0.748, data_time: 0.006, memory: 4947, top1_acc: 0.4635, top5_acc: 0.7154, loss_cls: 2.3340, loss: 2.3340, grad_norm: 3.2900 2020-08-13 09:42:47,162 - mmaction - INFO - Epoch [16][980/1253] lr: 3.000e-02, eta: 1 day, 6:39:19, time: 0.732, data_time: 0.005, memory: 4947, top1_acc: 0.4737, top5_acc: 0.7195, loss_cls: 2.2919, loss: 2.2919, grad_norm: 3.2493 2020-08-13 09:43:02,962 - mmaction - INFO - Epoch [16][1000/1253] lr: 3.000e-02, eta: 1 day, 6:38:31, time: 0.790, data_time: 0.008, memory: 4947, top1_acc: 0.4784, top5_acc: 0.7237, loss_cls: 2.2704, loss: 2.2704, grad_norm: 3.2131 2020-08-13 09:43:18,098 - mmaction - INFO - Epoch [16][1020/1253] lr: 3.000e-02, eta: 1 day, 6:37:39, time: 0.757, data_time: 0.005, memory: 4947, top1_acc: 0.4745, top5_acc: 0.7169, loss_cls: 2.2688, loss: 2.2688, grad_norm: 3.1564 2020-08-13 09:43:34,201 - mmaction - INFO - Epoch [16][1040/1253] lr: 3.000e-02, eta: 1 day, 6:36:53, time: 0.806, data_time: 0.008, memory: 4947, top1_acc: 0.4648, top5_acc: 0.7232, loss_cls: 2.2837, loss: 2.2837, grad_norm: 3.2556 2020-08-13 09:43:49,868 - mmaction - INFO - Epoch [16][1060/1253] lr: 3.000e-02, eta: 1 day, 6:36:04, time: 0.780, data_time: 0.007, memory: 4947, top1_acc: 0.4865, top5_acc: 0.7198, loss_cls: 2.2731, loss: 2.2731, grad_norm: 3.1910 2020-08-13 09:44:04,354 - mmaction - INFO - Epoch [16][1080/1253] lr: 3.000e-02, eta: 1 day, 6:35:09, time: 0.726, data_time: 0.007, memory: 4947, top1_acc: 0.4815, top5_acc: 0.7266, loss_cls: 2.2336, loss: 2.2336, grad_norm: 3.2237 2020-08-13 09:44:20,679 - mmaction - INFO - Epoch [16][1100/1253] lr: 3.000e-02, eta: 1 day, 6:34:24, time: 0.817, data_time: 0.009, memory: 4947, top1_acc: 0.4661, top5_acc: 0.7141, loss_cls: 2.3140, loss: 2.3140, grad_norm: 3.2060 2020-08-13 09:44:36,407 - mmaction - INFO - Epoch [16][1120/1253] lr: 3.000e-02, eta: 1 day, 6:33:36, time: 0.784, data_time: 0.008, memory: 4947, top1_acc: 0.4784, top5_acc: 0.7268, loss_cls: 2.2573, loss: 2.2573, grad_norm: 3.2567 2020-08-13 09:44:52,790 - mmaction - INFO - Epoch [16][1140/1253] lr: 3.000e-02, eta: 1 day, 6:32:51, time: 0.822, data_time: 0.008, memory: 4947, top1_acc: 0.4766, top5_acc: 0.7273, loss_cls: 2.2697, loss: 2.2697, grad_norm: 3.2762 2020-08-13 09:45:09,481 - mmaction - INFO - Epoch [16][1160/1253] lr: 3.000e-02, eta: 1 day, 6:32:08, time: 0.834, data_time: 0.006, memory: 4947, top1_acc: 0.4573, top5_acc: 0.7253, loss_cls: 2.2890, loss: 2.2890, grad_norm: 3.2347 2020-08-13 09:45:24,361 - mmaction - INFO - Epoch [16][1180/1253] lr: 3.000e-02, eta: 1 day, 6:31:16, time: 0.743, data_time: 0.006, memory: 4947, top1_acc: 0.4745, top5_acc: 0.7232, loss_cls: 2.3003, loss: 2.3003, grad_norm: 3.2239 2020-08-13 09:45:39,989 - mmaction - INFO - Epoch [16][1200/1253] lr: 3.000e-02, eta: 1 day, 6:30:28, time: 0.782, data_time: 0.008, memory: 4947, top1_acc: 0.4786, top5_acc: 0.7221, loss_cls: 2.2796, loss: 2.2796, grad_norm: 3.2464 2020-08-13 09:45:56,075 - mmaction - INFO - Epoch [16][1220/1253] lr: 3.000e-02, eta: 1 day, 6:29:42, time: 0.807, data_time: 0.007, memory: 4947, top1_acc: 0.4729, top5_acc: 0.7141, loss_cls: 2.3387, loss: 2.3387, grad_norm: 3.1893 2020-08-13 09:46:12,588 - mmaction - INFO - Epoch [16][1240/1253] lr: 3.000e-02, eta: 1 day, 6:28:58, time: 0.824, data_time: 0.007, memory: 4947, top1_acc: 0.4807, top5_acc: 0.7354, loss_cls: 2.2396, loss: 2.2396, grad_norm: 3.1619 2020-08-13 09:46:21,002 - mmaction - INFO - Saving checkpoint at 16 epochs 2020-08-13 09:51:09,617 - mmaction - INFO - Epoch [17][20/1253] lr: 3.000e-02, eta: 1 day, 6:50:34, time: 14.404, data_time: 9.949, memory: 4947, top1_acc: 0.4818, top5_acc: 0.7297, loss_cls: 2.2316, loss: 2.2316, grad_norm: 3.2809 2020-08-13 09:51:22,184 - mmaction - INFO - Epoch [17][40/1253] lr: 3.000e-02, eta: 1 day, 6:49:28, time: 0.630, data_time: 0.008, memory: 4947, top1_acc: 0.4841, top5_acc: 0.7198, loss_cls: 2.2720, loss: 2.2720, grad_norm: 3.2980 2020-08-13 09:51:34,899 - mmaction - INFO - Epoch [17][60/1253] lr: 3.000e-02, eta: 1 day, 6:48:23, time: 0.635, data_time: 0.007, memory: 4947, top1_acc: 0.4836, top5_acc: 0.7315, loss_cls: 2.2483, loss: 2.2483, grad_norm: 3.2372 2020-08-13 09:51:48,451 - mmaction - INFO - Epoch [17][80/1253] lr: 3.000e-02, eta: 1 day, 6:47:23, time: 0.680, data_time: 0.009, memory: 4947, top1_acc: 0.4911, top5_acc: 0.7318, loss_cls: 2.2046, loss: 2.2046, grad_norm: 3.2168 2020-08-13 09:52:01,536 - mmaction - INFO - Epoch [17][100/1253] lr: 3.000e-02, eta: 1 day, 6:46:20, time: 0.655, data_time: 0.005, memory: 4947, top1_acc: 0.4784, top5_acc: 0.7276, loss_cls: 2.2467, loss: 2.2467, grad_norm: 3.2290 2020-08-13 09:52:15,418 - mmaction - INFO - Epoch [17][120/1253] lr: 3.000e-02, eta: 1 day, 6:45:22, time: 0.694, data_time: 0.003, memory: 4947, top1_acc: 0.4797, top5_acc: 0.7323, loss_cls: 2.1974, loss: 2.1974, grad_norm: 3.2241 2020-08-13 09:52:30,121 - mmaction - INFO - Epoch [17][140/1253] lr: 3.000e-02, eta: 1 day, 6:44:27, time: 0.732, data_time: 0.006, memory: 4947, top1_acc: 0.4932, top5_acc: 0.7284, loss_cls: 2.2323, loss: 2.2323, grad_norm: 3.2781 2020-08-13 09:52:44,402 - mmaction - INFO - Epoch [17][160/1253] lr: 3.000e-02, eta: 1 day, 6:43:31, time: 0.716, data_time: 0.007, memory: 4947, top1_acc: 0.4779, top5_acc: 0.7266, loss_cls: 2.2682, loss: 2.2682, grad_norm: 3.2369 2020-08-13 09:52:59,536 - mmaction - INFO - Epoch [17][180/1253] lr: 3.000e-02, eta: 1 day, 6:42:39, time: 0.756, data_time: 0.009, memory: 4947, top1_acc: 0.4872, top5_acc: 0.7237, loss_cls: 2.2287, loss: 2.2287, grad_norm: 3.2549 2020-08-13 09:53:14,078 - mmaction - INFO - Epoch [17][200/1253] lr: 3.000e-02, eta: 1 day, 6:41:44, time: 0.725, data_time: 0.007, memory: 4947, top1_acc: 0.4836, top5_acc: 0.7370, loss_cls: 2.2273, loss: 2.2273, grad_norm: 3.3011 2020-08-13 09:53:29,301 - mmaction - INFO - Epoch [17][220/1253] lr: 3.000e-02, eta: 1 day, 6:40:53, time: 0.763, data_time: 0.009, memory: 4947, top1_acc: 0.4714, top5_acc: 0.7154, loss_cls: 2.2785, loss: 2.2785, grad_norm: 3.2617 2020-08-13 09:53:45,847 - mmaction - INFO - Epoch [17][240/1253] lr: 3.000e-02, eta: 1 day, 6:40:09, time: 0.827, data_time: 0.009, memory: 4947, top1_acc: 0.4797, top5_acc: 0.7211, loss_cls: 2.2709, loss: 2.2709, grad_norm: 3.1692 2020-08-13 09:54:01,488 - mmaction - INFO - Epoch [17][260/1253] lr: 3.000e-02, eta: 1 day, 6:39:20, time: 0.784, data_time: 0.007, memory: 4947, top1_acc: 0.4844, top5_acc: 0.7367, loss_cls: 2.2243, loss: 2.2243, grad_norm: 3.2653 2020-08-13 09:54:16,476 - mmaction - INFO - Epoch [17][280/1253] lr: 3.000e-02, eta: 1 day, 6:38:28, time: 0.747, data_time: 0.006, memory: 4947, top1_acc: 0.4849, top5_acc: 0.7328, loss_cls: 2.2046, loss: 2.2046, grad_norm: 3.1703 2020-08-13 09:54:30,354 - mmaction - INFO - Epoch [17][300/1253] lr: 3.000e-02, eta: 1 day, 6:37:30, time: 0.696, data_time: 0.007, memory: 4947, top1_acc: 0.4930, top5_acc: 0.7310, loss_cls: 2.2072, loss: 2.2072, grad_norm: 3.1750 2020-08-13 09:54:46,405 - mmaction - INFO - Epoch [17][320/1253] lr: 3.000e-02, eta: 1 day, 6:36:44, time: 0.804, data_time: 0.008, memory: 4947, top1_acc: 0.4831, top5_acc: 0.7250, loss_cls: 2.2605, loss: 2.2605, grad_norm: 3.2223 2020-08-13 09:55:01,316 - mmaction - INFO - Epoch [17][340/1253] lr: 3.000e-02, eta: 1 day, 6:35:51, time: 0.744, data_time: 0.007, memory: 4947, top1_acc: 0.4750, top5_acc: 0.7250, loss_cls: 2.2775, loss: 2.2775, grad_norm: 3.2586 2020-08-13 09:55:17,290 - mmaction - INFO - Epoch [17][360/1253] lr: 3.000e-02, eta: 1 day, 6:35:04, time: 0.800, data_time: 0.006, memory: 4947, top1_acc: 0.4758, top5_acc: 0.7255, loss_cls: 2.2805, loss: 2.2805, grad_norm: 3.2548 2020-08-13 09:55:32,984 - mmaction - INFO - Epoch [17][380/1253] lr: 3.000e-02, eta: 1 day, 6:34:16, time: 0.783, data_time: 0.008, memory: 4947, top1_acc: 0.4758, top5_acc: 0.7250, loss_cls: 2.2984, loss: 2.2984, grad_norm: 3.3007 2020-08-13 09:55:48,498 - mmaction - INFO - Epoch [17][400/1253] lr: 3.000e-02, eta: 1 day, 6:33:27, time: 0.777, data_time: 0.006, memory: 4947, top1_acc: 0.4826, top5_acc: 0.7250, loss_cls: 2.2545, loss: 2.2545, grad_norm: 3.2227 2020-08-13 09:56:04,111 - mmaction - INFO - Epoch [17][420/1253] lr: 3.000e-02, eta: 1 day, 6:32:39, time: 0.781, data_time: 0.007, memory: 4947, top1_acc: 0.4747, top5_acc: 0.7219, loss_cls: 2.2794, loss: 2.2794, grad_norm: 3.1694 2020-08-13 09:56:20,338 - mmaction - INFO - Epoch [17][440/1253] lr: 3.000e-02, eta: 1 day, 6:31:53, time: 0.809, data_time: 0.008, memory: 4947, top1_acc: 0.4779, top5_acc: 0.7286, loss_cls: 2.2599, loss: 2.2599, grad_norm: 3.2972 2020-08-13 09:56:34,609 - mmaction - INFO - Epoch [17][460/1253] lr: 3.000e-02, eta: 1 day, 6:30:58, time: 0.716, data_time: 0.007, memory: 4947, top1_acc: 0.4883, top5_acc: 0.7388, loss_cls: 2.2134, loss: 2.2134, grad_norm: 3.1829 2020-08-13 09:56:50,894 - mmaction - INFO - Epoch [17][480/1253] lr: 3.000e-02, eta: 1 day, 6:30:13, time: 0.811, data_time: 0.006, memory: 4947, top1_acc: 0.4688, top5_acc: 0.7240, loss_cls: 2.2897, loss: 2.2897, grad_norm: 3.3065 2020-08-13 09:57:07,923 - mmaction - INFO - Epoch [17][500/1253] lr: 3.000e-02, eta: 1 day, 6:29:32, time: 0.856, data_time: 0.007, memory: 4947, top1_acc: 0.4826, top5_acc: 0.7284, loss_cls: 2.2280, loss: 2.2280, grad_norm: 3.2537 2020-08-13 09:57:22,012 - mmaction - INFO - Epoch [17][520/1253] lr: 3.000e-02, eta: 1 day, 6:28:36, time: 0.702, data_time: 0.007, memory: 4947, top1_acc: 0.4833, top5_acc: 0.7286, loss_cls: 2.2318, loss: 2.2318, grad_norm: 3.2291 2020-08-13 09:57:38,151 - mmaction - INFO - Epoch [17][540/1253] lr: 3.000e-02, eta: 1 day, 6:27:51, time: 0.809, data_time: 0.006, memory: 4947, top1_acc: 0.4867, top5_acc: 0.7380, loss_cls: 2.2319, loss: 2.2319, grad_norm: 3.2432 2020-08-13 09:57:53,914 - mmaction - INFO - Epoch [17][560/1253] lr: 3.000e-02, eta: 1 day, 6:27:04, time: 0.787, data_time: 0.002, memory: 4947, top1_acc: 0.4914, top5_acc: 0.7354, loss_cls: 2.2183, loss: 2.2183, grad_norm: 3.1966 2020-08-13 09:58:09,502 - mmaction - INFO - Epoch [17][580/1253] lr: 3.000e-02, eta: 1 day, 6:26:15, time: 0.777, data_time: 0.007, memory: 4947, top1_acc: 0.4708, top5_acc: 0.7221, loss_cls: 2.2570, loss: 2.2570, grad_norm: 3.2457 2020-08-13 09:58:25,373 - mmaction - INFO - Epoch [17][600/1253] lr: 3.000e-02, eta: 1 day, 6:25:29, time: 0.795, data_time: 0.007, memory: 4947, top1_acc: 0.4815, top5_acc: 0.7193, loss_cls: 2.2767, loss: 2.2767, grad_norm: 3.2976 2020-08-13 09:58:41,343 - mmaction - INFO - Epoch [17][620/1253] lr: 3.000e-02, eta: 1 day, 6:24:43, time: 0.797, data_time: 0.008, memory: 4947, top1_acc: 0.4680, top5_acc: 0.7122, loss_cls: 2.3071, loss: 2.3071, grad_norm: 3.3242 2020-08-13 09:58:58,353 - mmaction - INFO - Epoch [17][640/1253] lr: 3.000e-02, eta: 1 day, 6:24:02, time: 0.853, data_time: 0.008, memory: 4947, top1_acc: 0.4797, top5_acc: 0.7326, loss_cls: 2.2428, loss: 2.2428, grad_norm: 3.2504 2020-08-13 09:59:13,444 - mmaction - INFO - Epoch [17][660/1253] lr: 3.000e-02, eta: 1 day, 6:23:12, time: 0.754, data_time: 0.005, memory: 4947, top1_acc: 0.4779, top5_acc: 0.7237, loss_cls: 2.2746, loss: 2.2746, grad_norm: 3.2032 2020-08-13 09:59:28,969 - mmaction - INFO - Epoch [17][680/1253] lr: 3.000e-02, eta: 1 day, 6:22:24, time: 0.776, data_time: 0.003, memory: 4947, top1_acc: 0.4839, top5_acc: 0.7315, loss_cls: 2.2336, loss: 2.2336, grad_norm: 3.2094 2020-08-13 09:59:44,064 - mmaction - INFO - Epoch [17][700/1253] lr: 3.000e-02, eta: 1 day, 6:21:33, time: 0.753, data_time: 0.006, memory: 4947, top1_acc: 0.4721, top5_acc: 0.7281, loss_cls: 2.2830, loss: 2.2830, grad_norm: 3.2629 2020-08-13 09:59:59,935 - mmaction - INFO - Epoch [17][720/1253] lr: 3.000e-02, eta: 1 day, 6:20:47, time: 0.796, data_time: 0.006, memory: 4947, top1_acc: 0.4742, top5_acc: 0.7221, loss_cls: 2.3092, loss: 2.3092, grad_norm: 3.2544 2020-08-13 10:06:47,036 - mmaction - INFO - Epoch [17][740/1253] lr: 3.000e-02, eta: 1 day, 6:52:47, time: 20.343, data_time: 0.201, memory: 4947, top1_acc: 0.4922, top5_acc: 0.7492, loss_cls: 2.1744, loss: 2.1744, grad_norm: 3.2378 2020-08-13 10:06:59,591 - mmaction - INFO - Epoch [17][760/1253] lr: 3.000e-02, eta: 1 day, 6:51:43, time: 0.640, data_time: 0.025, memory: 4947, top1_acc: 0.4776, top5_acc: 0.7201, loss_cls: 2.2837, loss: 2.2837, grad_norm: 3.1707 2020-08-13 10:07:12,192 - mmaction - INFO - Epoch [17][780/1253] lr: 3.000e-02, eta: 1 day, 6:50:38, time: 0.627, data_time: 0.005, memory: 4947, top1_acc: 0.4792, top5_acc: 0.7263, loss_cls: 2.2742, loss: 2.2742, grad_norm: 3.1722 2020-08-13 10:07:25,011 - mmaction - INFO - Epoch [17][800/1253] lr: 3.000e-02, eta: 1 day, 6:49:34, time: 0.641, data_time: 0.007, memory: 4947, top1_acc: 0.4880, top5_acc: 0.7331, loss_cls: 2.2362, loss: 2.2362, grad_norm: 3.2228 2020-08-13 10:07:37,613 - mmaction - INFO - Epoch [17][820/1253] lr: 3.000e-02, eta: 1 day, 6:48:30, time: 0.630, data_time: 0.009, memory: 4947, top1_acc: 0.4846, top5_acc: 0.7346, loss_cls: 2.2533, loss: 2.2533, grad_norm: 3.2003 2020-08-13 10:07:51,025 - mmaction - INFO - Epoch [17][840/1253] lr: 3.000e-02, eta: 1 day, 6:47:30, time: 0.673, data_time: 0.006, memory: 4947, top1_acc: 0.4867, top5_acc: 0.7312, loss_cls: 2.2109, loss: 2.2109, grad_norm: 3.2713 2020-08-13 10:08:05,646 - mmaction - INFO - Epoch [17][860/1253] lr: 3.000e-02, eta: 1 day, 6:46:35, time: 0.731, data_time: 0.005, memory: 4947, top1_acc: 0.4846, top5_acc: 0.7255, loss_cls: 2.2551, loss: 2.2551, grad_norm: 3.2468 2020-08-13 10:08:20,619 - mmaction - INFO - Epoch [17][880/1253] lr: 3.000e-02, eta: 1 day, 6:45:43, time: 0.746, data_time: 0.003, memory: 4947, top1_acc: 0.4865, top5_acc: 0.7208, loss_cls: 2.2663, loss: 2.2663, grad_norm: 3.2748 2020-08-13 10:08:35,868 - mmaction - INFO - Epoch [17][900/1253] lr: 3.000e-02, eta: 1 day, 6:44:52, time: 0.765, data_time: 0.008, memory: 4947, top1_acc: 0.4815, top5_acc: 0.7221, loss_cls: 2.2603, loss: 2.2603, grad_norm: 3.2257 2020-08-13 10:08:50,565 - mmaction - INFO - Epoch [17][920/1253] lr: 3.000e-02, eta: 1 day, 6:43:58, time: 0.733, data_time: 0.007, memory: 4947, top1_acc: 0.4865, top5_acc: 0.7372, loss_cls: 2.2045, loss: 2.2045, grad_norm: 3.1394 2020-08-13 10:09:05,627 - mmaction - INFO - Epoch [17][940/1253] lr: 3.000e-02, eta: 1 day, 6:43:07, time: 0.755, data_time: 0.004, memory: 4947, top1_acc: 0.4690, top5_acc: 0.7227, loss_cls: 2.3183, loss: 2.3183, grad_norm: 3.2549 2020-08-13 10:09:20,633 - mmaction - INFO - Epoch [17][960/1253] lr: 3.000e-02, eta: 1 day, 6:42:14, time: 0.748, data_time: 0.006, memory: 4947, top1_acc: 0.4734, top5_acc: 0.7177, loss_cls: 2.2999, loss: 2.2999, grad_norm: 3.2096 2020-08-13 10:09:36,293 - mmaction - INFO - Epoch [17][980/1253] lr: 3.000e-02, eta: 1 day, 6:41:26, time: 0.783, data_time: 0.006, memory: 4947, top1_acc: 0.4786, top5_acc: 0.7279, loss_cls: 2.2569, loss: 2.2569, grad_norm: 3.2262 2020-08-13 10:09:51,760 - mmaction - INFO - Epoch [17][1000/1253] lr: 3.000e-02, eta: 1 day, 6:40:36, time: 0.775, data_time: 0.008, memory: 4947, top1_acc: 0.4818, top5_acc: 0.7320, loss_cls: 2.2491, loss: 2.2491, grad_norm: 3.2606 2020-08-13 10:10:07,735 - mmaction - INFO - Epoch [17][1020/1253] lr: 3.000e-02, eta: 1 day, 6:39:49, time: 0.798, data_time: 0.007, memory: 4947, top1_acc: 0.4831, top5_acc: 0.7346, loss_cls: 2.2338, loss: 2.2338, grad_norm: 3.2490 2020-08-13 10:10:21,802 - mmaction - INFO - Epoch [17][1040/1253] lr: 3.000e-02, eta: 1 day, 6:38:53, time: 0.704, data_time: 0.003, memory: 4947, top1_acc: 0.4831, top5_acc: 0.7318, loss_cls: 2.2318, loss: 2.2318, grad_norm: 3.2990 2020-08-13 10:10:36,391 - mmaction - INFO - Epoch [17][1060/1253] lr: 3.000e-02, eta: 1 day, 6:37:59, time: 0.727, data_time: 0.006, memory: 4947, top1_acc: 0.4674, top5_acc: 0.7177, loss_cls: 2.2988, loss: 2.2988, grad_norm: 3.2598 2020-08-13 10:10:52,685 - mmaction - INFO - Epoch [17][1080/1253] lr: 3.000e-02, eta: 1 day, 6:37:14, time: 0.816, data_time: 0.008, memory: 4947, top1_acc: 0.4813, top5_acc: 0.7302, loss_cls: 2.2539, loss: 2.2539, grad_norm: 3.2617 2020-08-13 10:11:08,089 - mmaction - INFO - Epoch [17][1100/1253] lr: 3.000e-02, eta: 1 day, 6:36:24, time: 0.769, data_time: 0.008, memory: 4947, top1_acc: 0.4768, top5_acc: 0.7128, loss_cls: 2.3079, loss: 2.3079, grad_norm: 3.1931 2020-08-13 10:11:24,165 - mmaction - INFO - Epoch [17][1120/1253] lr: 3.000e-02, eta: 1 day, 6:35:38, time: 0.806, data_time: 0.007, memory: 4947, top1_acc: 0.4758, top5_acc: 0.7234, loss_cls: 2.2968, loss: 2.2968, grad_norm: 3.2348 2020-08-13 10:11:39,994 - mmaction - INFO - Epoch [17][1140/1253] lr: 3.000e-02, eta: 1 day, 6:34:51, time: 0.790, data_time: 0.006, memory: 4947, top1_acc: 0.4818, top5_acc: 0.7263, loss_cls: 2.2404, loss: 2.2404, grad_norm: 3.2294 2020-08-13 10:11:54,982 - mmaction - INFO - Epoch [17][1160/1253] lr: 3.000e-02, eta: 1 day, 6:33:59, time: 0.749, data_time: 0.007, memory: 4947, top1_acc: 0.4729, top5_acc: 0.7201, loss_cls: 2.3041, loss: 2.3041, grad_norm: 3.2642 2020-08-13 10:12:09,208 - mmaction - INFO - Epoch [17][1180/1253] lr: 3.000e-02, eta: 1 day, 6:33:04, time: 0.712, data_time: 0.008, memory: 4947, top1_acc: 0.4805, top5_acc: 0.7180, loss_cls: 2.2858, loss: 2.2858, grad_norm: 3.2274 2020-08-13 10:12:24,369 - mmaction - INFO - Epoch [17][1200/1253] lr: 3.000e-02, eta: 1 day, 6:32:14, time: 0.760, data_time: 0.006, memory: 4947, top1_acc: 0.4815, top5_acc: 0.7336, loss_cls: 2.2600, loss: 2.2600, grad_norm: 3.2247 2020-08-13 10:12:39,271 - mmaction - INFO - Epoch [17][1220/1253] lr: 3.000e-02, eta: 1 day, 6:31:22, time: 0.742, data_time: 0.009, memory: 4947, top1_acc: 0.4714, top5_acc: 0.7096, loss_cls: 2.2918, loss: 2.2918, grad_norm: 3.1718 2020-08-13 10:12:55,412 - mmaction - INFO - Epoch [17][1240/1253] lr: 3.000e-02, eta: 1 day, 6:30:37, time: 0.811, data_time: 0.007, memory: 4947, top1_acc: 0.4591, top5_acc: 0.7063, loss_cls: 2.3198, loss: 2.3198, grad_norm: 3.2456 2020-08-13 10:13:04,418 - mmaction - INFO - Saving checkpoint at 17 epochs 2020-08-13 10:21:48,735 - mmaction - INFO - Epoch [18][20/1253] lr: 3.000e-02, eta: 1 day, 7:09:46, time: 26.181, data_time: 25.548, memory: 4947, top1_acc: 0.4841, top5_acc: 0.7299, loss_cls: 2.2218, loss: 2.2218, grad_norm: 3.3116 2020-08-13 10:22:01,472 - mmaction - INFO - Epoch [18][40/1253] lr: 3.000e-02, eta: 1 day, 7:08:41, time: 0.634, data_time: 0.003, memory: 4947, top1_acc: 0.4820, top5_acc: 0.7263, loss_cls: 2.2795, loss: 2.2795, grad_norm: 3.2912 2020-08-13 10:22:14,273 - mmaction - INFO - Epoch [18][60/1253] lr: 3.000e-02, eta: 1 day, 7:07:37, time: 0.641, data_time: 0.010, memory: 4947, top1_acc: 0.4839, top5_acc: 0.7357, loss_cls: 2.2292, loss: 2.2292, grad_norm: 3.1879 2020-08-13 10:22:27,474 - mmaction - INFO - Epoch [18][80/1253] lr: 3.000e-02, eta: 1 day, 7:06:35, time: 0.660, data_time: 0.004, memory: 4947, top1_acc: 0.4995, top5_acc: 0.7508, loss_cls: 2.1313, loss: 2.1313, grad_norm: 3.1521 2020-08-13 10:22:40,636 - mmaction - INFO - Epoch [18][100/1253] lr: 3.000e-02, eta: 1 day, 7:05:32, time: 0.656, data_time: 0.008, memory: 4947, top1_acc: 0.5016, top5_acc: 0.7435, loss_cls: 2.1555, loss: 2.1555, grad_norm: 3.2983 2020-08-13 10:22:54,879 - mmaction - INFO - Epoch [18][120/1253] lr: 3.000e-02, eta: 1 day, 7:04:36, time: 0.717, data_time: 0.008, memory: 4947, top1_acc: 0.4797, top5_acc: 0.7268, loss_cls: 2.2387, loss: 2.2387, grad_norm: 3.3380 2020-08-13 10:23:08,634 - mmaction - INFO - Epoch [18][140/1253] lr: 3.000e-02, eta: 1 day, 7:03:36, time: 0.687, data_time: 0.002, memory: 4947, top1_acc: 0.4956, top5_acc: 0.7367, loss_cls: 2.2162, loss: 2.2162, grad_norm: 3.3020 2020-08-13 10:23:23,043 - mmaction - INFO - Epoch [18][160/1253] lr: 3.000e-02, eta: 1 day, 7:02:40, time: 0.720, data_time: 0.007, memory: 4947, top1_acc: 0.4703, top5_acc: 0.7331, loss_cls: 2.2576, loss: 2.2576, grad_norm: 3.2427 2020-08-13 10:23:37,387 - mmaction - INFO - Epoch [18][180/1253] lr: 3.000e-02, eta: 1 day, 7:01:44, time: 0.719, data_time: 0.005, memory: 4947, top1_acc: 0.4750, top5_acc: 0.7180, loss_cls: 2.2873, loss: 2.2873, grad_norm: 3.2816 2020-08-13 10:23:52,747 - mmaction - INFO - Epoch [18][200/1253] lr: 3.000e-02, eta: 1 day, 7:00:53, time: 0.767, data_time: 0.005, memory: 4947, top1_acc: 0.4917, top5_acc: 0.7393, loss_cls: 2.1966, loss: 2.1966, grad_norm: 3.1776 2020-08-13 10:24:07,256 - mmaction - INFO - Epoch [18][220/1253] lr: 3.000e-02, eta: 1 day, 6:59:58, time: 0.726, data_time: 0.004, memory: 4947, top1_acc: 0.4719, top5_acc: 0.7344, loss_cls: 2.2361, loss: 2.2361, grad_norm: 3.2225 2020-08-13 10:24:22,133 - mmaction - INFO - Epoch [18][240/1253] lr: 3.000e-02, eta: 1 day, 6:59:04, time: 0.743, data_time: 0.006, memory: 4947, top1_acc: 0.4812, top5_acc: 0.7253, loss_cls: 2.2595, loss: 2.2595, grad_norm: 3.2388 2020-08-13 10:24:36,880 - mmaction - INFO - Epoch [18][260/1253] lr: 3.000e-02, eta: 1 day, 6:58:10, time: 0.736, data_time: 0.003, memory: 4947, top1_acc: 0.4891, top5_acc: 0.7315, loss_cls: 2.1984, loss: 2.1984, grad_norm: 3.2365 2020-08-13 10:24:52,770 - mmaction - INFO - Epoch [18][280/1253] lr: 3.000e-02, eta: 1 day, 6:57:22, time: 0.796, data_time: 0.008, memory: 4947, top1_acc: 0.4904, top5_acc: 0.7336, loss_cls: 2.2194, loss: 2.2194, grad_norm: 3.2473 2020-08-13 10:25:08,782 - mmaction - INFO - Epoch [18][300/1253] lr: 3.000e-02, eta: 1 day, 6:56:34, time: 0.799, data_time: 0.007, memory: 4947, top1_acc: 0.4810, top5_acc: 0.7286, loss_cls: 2.2373, loss: 2.2373, grad_norm: 3.2002 2020-08-13 10:25:23,268 - mmaction - INFO - Epoch [18][320/1253] lr: 3.000e-02, eta: 1 day, 6:55:39, time: 0.725, data_time: 0.007, memory: 4947, top1_acc: 0.4815, top5_acc: 0.7328, loss_cls: 2.2327, loss: 2.2327, grad_norm: 3.2396 2020-08-13 10:25:39,657 - mmaction - INFO - Epoch [18][340/1253] lr: 3.000e-02, eta: 1 day, 6:54:53, time: 0.819, data_time: 0.007, memory: 4947, top1_acc: 0.4924, top5_acc: 0.7359, loss_cls: 2.2068, loss: 2.2068, grad_norm: 3.1979 2020-08-13 10:25:54,014 - mmaction - INFO - Epoch [18][360/1253] lr: 3.000e-02, eta: 1 day, 6:53:57, time: 0.718, data_time: 0.005, memory: 4947, top1_acc: 0.4823, top5_acc: 0.7221, loss_cls: 2.2574, loss: 2.2574, grad_norm: 3.2366 2020-08-13 10:26:09,664 - mmaction - INFO - Epoch [18][380/1253] lr: 3.000e-02, eta: 1 day, 6:53:08, time: 0.779, data_time: 0.006, memory: 4947, top1_acc: 0.4747, top5_acc: 0.7229, loss_cls: 2.2881, loss: 2.2881, grad_norm: 3.3088 2020-08-13 10:26:25,855 - mmaction - INFO - Epoch [18][400/1253] lr: 3.000e-02, eta: 1 day, 6:52:21, time: 0.811, data_time: 0.009, memory: 4947, top1_acc: 0.4914, top5_acc: 0.7398, loss_cls: 2.2019, loss: 2.2019, grad_norm: 3.2735 2020-08-13 10:26:41,617 - mmaction - INFO - Epoch [18][420/1253] lr: 3.000e-02, eta: 1 day, 6:51:33, time: 0.791, data_time: 0.005, memory: 4947, top1_acc: 0.4766, top5_acc: 0.7273, loss_cls: 2.2575, loss: 2.2575, grad_norm: 3.1724 2020-08-13 10:26:57,868 - mmaction - INFO - Epoch [18][440/1253] lr: 3.000e-02, eta: 1 day, 6:50:47, time: 0.811, data_time: 0.005, memory: 4947, top1_acc: 0.4820, top5_acc: 0.7253, loss_cls: 2.2805, loss: 2.2805, grad_norm: 3.2735 2020-08-13 10:27:13,085 - mmaction - INFO - Epoch [18][460/1253] lr: 3.000e-02, eta: 1 day, 6:49:56, time: 0.761, data_time: 0.005, memory: 4947, top1_acc: 0.4805, top5_acc: 0.7305, loss_cls: 2.2419, loss: 2.2419, grad_norm: 3.2191 2020-08-13 10:27:27,879 - mmaction - INFO - Epoch [18][480/1253] lr: 3.000e-02, eta: 1 day, 6:49:03, time: 0.739, data_time: 0.007, memory: 4947, top1_acc: 0.4776, top5_acc: 0.7302, loss_cls: 2.2269, loss: 2.2269, grad_norm: 3.2233 2020-08-13 10:27:43,683 - mmaction - INFO - Epoch [18][500/1253] lr: 3.000e-02, eta: 1 day, 6:48:15, time: 0.792, data_time: 0.005, memory: 4947, top1_acc: 0.4919, top5_acc: 0.7286, loss_cls: 2.2459, loss: 2.2459, grad_norm: 3.1694 2020-08-13 10:27:59,138 - mmaction - INFO - Epoch [18][520/1253] lr: 3.000e-02, eta: 1 day, 6:47:25, time: 0.772, data_time: 0.006, memory: 4947, top1_acc: 0.4888, top5_acc: 0.7323, loss_cls: 2.2113, loss: 2.2113, grad_norm: 3.2329 2020-08-13 10:28:15,140 - mmaction - INFO - Epoch [18][540/1253] lr: 3.000e-02, eta: 1 day, 6:46:38, time: 0.800, data_time: 0.005, memory: 4947, top1_acc: 0.4956, top5_acc: 0.7435, loss_cls: 2.1761, loss: 2.1761, grad_norm: 3.2668 2020-08-13 10:28:31,585 - mmaction - INFO - Epoch [18][560/1253] lr: 3.000e-02, eta: 1 day, 6:45:53, time: 0.822, data_time: 0.007, memory: 4947, top1_acc: 0.4859, top5_acc: 0.7346, loss_cls: 2.2104, loss: 2.2104, grad_norm: 3.3088 2020-08-13 10:28:47,534 - mmaction - INFO - Epoch [18][580/1253] lr: 3.000e-02, eta: 1 day, 6:45:05, time: 0.799, data_time: 0.004, memory: 4947, top1_acc: 0.4875, top5_acc: 0.7286, loss_cls: 2.2562, loss: 2.2562, grad_norm: 3.1746 2020-08-13 10:29:03,885 - mmaction - INFO - Epoch [18][600/1253] lr: 3.000e-02, eta: 1 day, 6:44:20, time: 0.818, data_time: 0.003, memory: 4947, top1_acc: 0.4779, top5_acc: 0.7349, loss_cls: 2.2172, loss: 2.2172, grad_norm: 3.2645 2020-08-13 10:29:19,095 - mmaction - INFO - Epoch [18][620/1253] lr: 3.000e-02, eta: 1 day, 6:43:29, time: 0.759, data_time: 0.006, memory: 4947, top1_acc: 0.4867, top5_acc: 0.7245, loss_cls: 2.2397, loss: 2.2397, grad_norm: 3.2605 2020-08-13 10:29:34,131 - mmaction - INFO - Epoch [18][640/1253] lr: 3.000e-02, eta: 1 day, 6:42:38, time: 0.754, data_time: 0.006, memory: 4947, top1_acc: 0.4836, top5_acc: 0.7185, loss_cls: 2.2617, loss: 2.2617, grad_norm: 3.2373 2020-08-13 10:29:49,753 - mmaction - INFO - Epoch [18][660/1253] lr: 3.000e-02, eta: 1 day, 6:41:50, time: 0.781, data_time: 0.005, memory: 4947, top1_acc: 0.4820, top5_acc: 0.7240, loss_cls: 2.2592, loss: 2.2592, grad_norm: 3.1994 2020-08-13 10:30:04,538 - mmaction - INFO - Epoch [18][680/1253] lr: 3.000e-02, eta: 1 day, 6:40:57, time: 0.737, data_time: 0.002, memory: 4947, top1_acc: 0.4669, top5_acc: 0.7174, loss_cls: 2.2974, loss: 2.2974, grad_norm: 3.2186 2020-08-13 10:30:20,904 - mmaction - INFO - Epoch [18][700/1253] lr: 3.000e-02, eta: 1 day, 6:40:12, time: 0.821, data_time: 0.004, memory: 4947, top1_acc: 0.4820, top5_acc: 0.7310, loss_cls: 2.2546, loss: 2.2546, grad_norm: 3.2795 2020-08-13 10:30:36,739 - mmaction - INFO - Epoch [18][720/1253] lr: 3.000e-02, eta: 1 day, 6:39:25, time: 0.792, data_time: 0.008, memory: 4947, top1_acc: 0.4758, top5_acc: 0.7164, loss_cls: 2.2955, loss: 2.2955, grad_norm: 3.2418 2020-08-13 10:30:51,447 - mmaction - INFO - Epoch [18][740/1253] lr: 3.000e-02, eta: 1 day, 6:38:32, time: 0.735, data_time: 0.002, memory: 4947, top1_acc: 0.4969, top5_acc: 0.7315, loss_cls: 2.2247, loss: 2.2247, grad_norm: 3.1424 2020-08-13 10:31:07,968 - mmaction - INFO - Epoch [18][760/1253] lr: 3.000e-02, eta: 1 day, 6:37:48, time: 0.825, data_time: 0.006, memory: 4947, top1_acc: 0.5042, top5_acc: 0.7263, loss_cls: 2.2110, loss: 2.2110, grad_norm: 3.1453 2020-08-13 10:31:22,759 - mmaction - INFO - Epoch [18][780/1253] lr: 3.000e-02, eta: 1 day, 6:36:56, time: 0.741, data_time: 0.005, memory: 4947, top1_acc: 0.4872, top5_acc: 0.7411, loss_cls: 2.2122, loss: 2.2122, grad_norm: 3.3095 2020-08-13 10:31:40,171 - mmaction - INFO - Epoch [18][800/1253] lr: 3.000e-02, eta: 1 day, 6:36:16, time: 0.871, data_time: 0.007, memory: 4947, top1_acc: 0.4820, top5_acc: 0.7302, loss_cls: 2.2194, loss: 2.2194, grad_norm: 3.1937 2020-08-13 10:31:55,440 - mmaction - INFO - Epoch [18][820/1253] lr: 3.000e-02, eta: 1 day, 6:35:27, time: 0.763, data_time: 0.004, memory: 4947, top1_acc: 0.4776, top5_acc: 0.7281, loss_cls: 2.2714, loss: 2.2714, grad_norm: 3.2391 2020-08-13 10:32:11,621 - mmaction - INFO - Epoch [18][840/1253] lr: 3.000e-02, eta: 1 day, 6:34:41, time: 0.809, data_time: 0.002, memory: 4947, top1_acc: 0.4904, top5_acc: 0.7323, loss_cls: 2.2376, loss: 2.2376, grad_norm: 3.2649 2020-08-13 10:32:27,412 - mmaction - INFO - Epoch [18][860/1253] lr: 3.000e-02, eta: 1 day, 6:33:54, time: 0.786, data_time: 0.008, memory: 4947, top1_acc: 0.4831, top5_acc: 0.7214, loss_cls: 2.2601, loss: 2.2601, grad_norm: 3.1836 2020-08-13 10:32:43,522 - mmaction - INFO - Epoch [18][880/1253] lr: 3.000e-02, eta: 1 day, 6:33:08, time: 0.808, data_time: 0.007, memory: 4947, top1_acc: 0.4854, top5_acc: 0.7422, loss_cls: 2.2062, loss: 2.2062, grad_norm: 3.2449 2020-08-13 10:32:58,475 - mmaction - INFO - Epoch [18][900/1253] lr: 3.000e-02, eta: 1 day, 6:32:18, time: 0.748, data_time: 0.003, memory: 4947, top1_acc: 0.4758, top5_acc: 0.7232, loss_cls: 2.2623, loss: 2.2623, grad_norm: 3.2344 2020-08-13 10:33:13,443 - mmaction - INFO - Epoch [18][920/1253] lr: 3.000e-02, eta: 1 day, 6:31:27, time: 0.747, data_time: 0.006, memory: 4947, top1_acc: 0.4779, top5_acc: 0.7247, loss_cls: 2.2743, loss: 2.2743, grad_norm: 3.2031 2020-08-13 10:33:28,835 - mmaction - INFO - Epoch [18][940/1253] lr: 3.000e-02, eta: 1 day, 6:30:38, time: 0.772, data_time: 0.005, memory: 4947, top1_acc: 0.4766, top5_acc: 0.7258, loss_cls: 2.2258, loss: 2.2258, grad_norm: 3.2006 2020-08-13 10:33:44,450 - mmaction - INFO - Epoch [18][960/1253] lr: 3.000e-02, eta: 1 day, 6:29:50, time: 0.778, data_time: 0.005, memory: 4947, top1_acc: 0.4833, top5_acc: 0.7297, loss_cls: 2.2295, loss: 2.2295, grad_norm: 3.2192 2020-08-13 10:34:00,111 - mmaction - INFO - Epoch [18][980/1253] lr: 3.000e-02, eta: 1 day, 6:29:03, time: 0.785, data_time: 0.005, memory: 4947, top1_acc: 0.4932, top5_acc: 0.7427, loss_cls: 2.1918, loss: 2.1918, grad_norm: 3.2426 2020-08-13 10:34:15,347 - mmaction - INFO - Epoch [18][1000/1253] lr: 3.000e-02, eta: 1 day, 6:28:13, time: 0.758, data_time: 0.005, memory: 4947, top1_acc: 0.4844, top5_acc: 0.7372, loss_cls: 2.2461, loss: 2.2461, grad_norm: 3.2811 2020-08-13 10:34:31,111 - mmaction - INFO - Epoch [18][1020/1253] lr: 3.000e-02, eta: 1 day, 6:27:26, time: 0.789, data_time: 0.007, memory: 4947, top1_acc: 0.4807, top5_acc: 0.7276, loss_cls: 2.2402, loss: 2.2402, grad_norm: 3.2382 2020-08-13 10:34:45,572 - mmaction - INFO - Epoch [18][1040/1253] lr: 3.000e-02, eta: 1 day, 6:26:33, time: 0.723, data_time: 0.008, memory: 4947, top1_acc: 0.4872, top5_acc: 0.7266, loss_cls: 2.2241, loss: 2.2241, grad_norm: 3.2309 2020-08-13 10:35:01,333 - mmaction - INFO - Epoch [18][1060/1253] lr: 3.000e-02, eta: 1 day, 6:25:47, time: 0.792, data_time: 0.011, memory: 4947, top1_acc: 0.4948, top5_acc: 0.7385, loss_cls: 2.1810, loss: 2.1810, grad_norm: 3.1930 2020-08-13 10:35:17,267 - mmaction - INFO - Epoch [18][1080/1253] lr: 3.000e-02, eta: 1 day, 6:25:01, time: 0.795, data_time: 0.017, memory: 4947, top1_acc: 0.4745, top5_acc: 0.7271, loss_cls: 2.2643, loss: 2.2643, grad_norm: 3.3202 2020-08-13 10:35:33,153 - mmaction - INFO - Epoch [18][1100/1253] lr: 3.000e-02, eta: 1 day, 6:24:15, time: 0.794, data_time: 0.009, memory: 4947, top1_acc: 0.4958, top5_acc: 0.7445, loss_cls: 2.1652, loss: 2.1652, grad_norm: 3.2138 2020-08-13 10:35:48,784 - mmaction - INFO - Epoch [18][1120/1253] lr: 3.000e-02, eta: 1 day, 6:23:28, time: 0.780, data_time: 0.009, memory: 4947, top1_acc: 0.4789, top5_acc: 0.7208, loss_cls: 2.2794, loss: 2.2794, grad_norm: 3.2492 2020-08-13 10:36:04,658 - mmaction - INFO - Epoch [18][1140/1253] lr: 3.000e-02, eta: 1 day, 6:22:42, time: 0.798, data_time: 0.008, memory: 4947, top1_acc: 0.4758, top5_acc: 0.7240, loss_cls: 2.3235, loss: 2.3235, grad_norm: 3.2754 2020-08-13 10:36:20,652 - mmaction - INFO - Epoch [18][1160/1253] lr: 3.000e-02, eta: 1 day, 6:21:57, time: 0.800, data_time: 0.005, memory: 4947, top1_acc: 0.4576, top5_acc: 0.7109, loss_cls: 2.3427, loss: 2.3427, grad_norm: 3.2606 2020-08-13 10:36:35,168 - mmaction - INFO - Epoch [18][1180/1253] lr: 3.000e-02, eta: 1 day, 6:21:04, time: 0.725, data_time: 0.004, memory: 4947, top1_acc: 0.4768, top5_acc: 0.7164, loss_cls: 2.2844, loss: 2.2844, grad_norm: 3.1843 2020-08-13 10:36:49,657 - mmaction - INFO - Epoch [18][1200/1253] lr: 3.000e-02, eta: 1 day, 6:20:12, time: 0.722, data_time: 0.008, memory: 4947, top1_acc: 0.4893, top5_acc: 0.7359, loss_cls: 2.2241, loss: 2.2241, grad_norm: 3.1695 2020-08-13 10:37:04,531 - mmaction - INFO - Epoch [18][1220/1253] lr: 3.000e-02, eta: 1 day, 6:19:22, time: 0.745, data_time: 0.006, memory: 4947, top1_acc: 0.4818, top5_acc: 0.7367, loss_cls: 2.2298, loss: 2.2298, grad_norm: 3.2218 2020-08-13 10:37:20,523 - mmaction - INFO - Epoch [18][1240/1253] lr: 3.000e-02, eta: 1 day, 6:18:37, time: 0.798, data_time: 0.003, memory: 4947, top1_acc: 0.4786, top5_acc: 0.7323, loss_cls: 2.2189, loss: 2.2189, grad_norm: 3.2235 2020-08-13 10:37:29,506 - mmaction - INFO - Saving checkpoint at 18 epochs 2020-08-13 10:43:15,498 - mmaction - INFO - Epoch [19][20/1253] lr: 3.000e-02, eta: 1 day, 6:41:34, time: 17.272, data_time: 0.423, memory: 4947, top1_acc: 0.4966, top5_acc: 0.7430, loss_cls: 2.1856, loss: 2.1856, grad_norm: 3.1327 2020-08-13 10:43:27,992 - mmaction - INFO - Epoch [19][40/1253] lr: 3.000e-02, eta: 1 day, 6:40:32, time: 0.628, data_time: 0.008, memory: 4947, top1_acc: 0.4969, top5_acc: 0.7289, loss_cls: 2.2153, loss: 2.2153, grad_norm: 3.1963 2020-08-13 10:43:40,785 - mmaction - INFO - Epoch [19][60/1253] lr: 3.000e-02, eta: 1 day, 6:39:30, time: 0.637, data_time: 0.005, memory: 4947, top1_acc: 0.4943, top5_acc: 0.7495, loss_cls: 2.1735, loss: 2.1735, grad_norm: 3.1925 2020-08-13 10:43:53,587 - mmaction - INFO - Epoch [19][80/1253] lr: 3.000e-02, eta: 1 day, 6:38:30, time: 0.643, data_time: 0.007, memory: 4947, top1_acc: 0.4906, top5_acc: 0.7305, loss_cls: 2.1989, loss: 2.1989, grad_norm: 3.1466 2020-08-13 10:44:06,411 - mmaction - INFO - Epoch [19][100/1253] lr: 3.000e-02, eta: 1 day, 6:37:29, time: 0.639, data_time: 0.009, memory: 4947, top1_acc: 0.4904, top5_acc: 0.7318, loss_cls: 2.2123, loss: 2.2123, grad_norm: 3.2596 2020-08-13 10:44:20,193 - mmaction - INFO - Epoch [19][120/1253] lr: 3.000e-02, eta: 1 day, 6:36:33, time: 0.692, data_time: 0.008, memory: 4947, top1_acc: 0.4885, top5_acc: 0.7266, loss_cls: 2.2410, loss: 2.2410, grad_norm: 3.2613 2020-08-13 10:44:33,913 - mmaction - INFO - Epoch [19][140/1253] lr: 3.000e-02, eta: 1 day, 6:35:36, time: 0.684, data_time: 0.006, memory: 4947, top1_acc: 0.5005, top5_acc: 0.7344, loss_cls: 2.1785, loss: 2.1785, grad_norm: 3.1612 2020-08-13 10:44:47,292 - mmaction - INFO - Epoch [19][160/1253] lr: 3.000e-02, eta: 1 day, 6:34:38, time: 0.669, data_time: 0.007, memory: 4947, top1_acc: 0.4961, top5_acc: 0.7375, loss_cls: 2.1962, loss: 2.1962, grad_norm: 3.2053 2020-08-13 10:45:01,084 - mmaction - INFO - Epoch [19][180/1253] lr: 3.000e-02, eta: 1 day, 6:33:42, time: 0.692, data_time: 0.006, memory: 4947, top1_acc: 0.4966, top5_acc: 0.7370, loss_cls: 2.1860, loss: 2.1860, grad_norm: 3.1988 2020-08-13 10:45:16,015 - mmaction - INFO - Epoch [19][200/1253] lr: 3.000e-02, eta: 1 day, 6:32:51, time: 0.742, data_time: 0.007, memory: 4947, top1_acc: 0.4922, top5_acc: 0.7284, loss_cls: 2.2180, loss: 2.2180, grad_norm: 3.2672 2020-08-13 10:45:32,159 - mmaction - INFO - Epoch [19][220/1253] lr: 3.000e-02, eta: 1 day, 6:32:06, time: 0.811, data_time: 0.008, memory: 4947, top1_acc: 0.4982, top5_acc: 0.7406, loss_cls: 2.1509, loss: 2.1509, grad_norm: 3.2533 2020-08-13 10:45:47,397 - mmaction - INFO - Epoch [19][240/1253] lr: 3.000e-02, eta: 1 day, 6:31:16, time: 0.759, data_time: 0.005, memory: 4947, top1_acc: 0.4969, top5_acc: 0.7404, loss_cls: 2.1839, loss: 2.1839, grad_norm: 3.3086 2020-08-13 10:46:03,168 - mmaction - INFO - Epoch [19][260/1253] lr: 3.000e-02, eta: 1 day, 6:30:30, time: 0.792, data_time: 0.008, memory: 4947, top1_acc: 0.5010, top5_acc: 0.7315, loss_cls: 2.1954, loss: 2.1954, grad_norm: 3.3609 2020-08-13 10:46:16,902 - mmaction - INFO - Epoch [19][280/1253] lr: 3.000e-02, eta: 1 day, 6:29:33, time: 0.684, data_time: 0.005, memory: 4947, top1_acc: 0.4995, top5_acc: 0.7336, loss_cls: 2.1933, loss: 2.1933, grad_norm: 3.1992 2020-08-13 10:46:31,910 - mmaction - INFO - Epoch [19][300/1253] lr: 3.000e-02, eta: 1 day, 6:28:43, time: 0.753, data_time: 0.007, memory: 4947, top1_acc: 0.4958, top5_acc: 0.7333, loss_cls: 2.2104, loss: 2.2104, grad_norm: 3.2045 2020-08-13 10:46:47,231 - mmaction - INFO - Epoch [19][320/1253] lr: 3.000e-02, eta: 1 day, 6:27:54, time: 0.763, data_time: 0.005, memory: 4947, top1_acc: 0.4865, top5_acc: 0.7362, loss_cls: 2.2422, loss: 2.2422, grad_norm: 3.3019 2020-08-13 10:47:02,708 - mmaction - INFO - Epoch [19][340/1253] lr: 3.000e-02, eta: 1 day, 6:27:07, time: 0.775, data_time: 0.007, memory: 4947, top1_acc: 0.4982, top5_acc: 0.7388, loss_cls: 2.1805, loss: 2.1805, grad_norm: 3.2077 2020-08-13 10:47:18,660 - mmaction - INFO - Epoch [19][360/1253] lr: 3.000e-02, eta: 1 day, 6:26:21, time: 0.799, data_time: 0.007, memory: 4947, top1_acc: 0.4906, top5_acc: 0.7297, loss_cls: 2.2057, loss: 2.2057, grad_norm: 3.2618 2020-08-13 10:47:32,670 - mmaction - INFO - Epoch [19][380/1253] lr: 3.000e-02, eta: 1 day, 6:25:26, time: 0.700, data_time: 0.008, memory: 4947, top1_acc: 0.4828, top5_acc: 0.7310, loss_cls: 2.2193, loss: 2.2193, grad_norm: 3.2700 2020-08-13 10:47:47,906 - mmaction - INFO - Epoch [19][400/1253] lr: 3.000e-02, eta: 1 day, 6:24:38, time: 0.763, data_time: 0.004, memory: 4947, top1_acc: 0.4974, top5_acc: 0.7344, loss_cls: 2.2103, loss: 2.2103, grad_norm: 3.2364 2020-08-13 10:48:03,367 - mmaction - INFO - Epoch [19][420/1253] lr: 3.000e-02, eta: 1 day, 6:23:49, time: 0.767, data_time: 0.005, memory: 4947, top1_acc: 0.4740, top5_acc: 0.7214, loss_cls: 2.2595, loss: 2.2595, grad_norm: 3.2361 2020-08-13 10:48:17,844 - mmaction - INFO - Epoch [19][440/1253] lr: 3.000e-02, eta: 1 day, 6:22:57, time: 0.727, data_time: 0.008, memory: 4947, top1_acc: 0.5008, top5_acc: 0.7370, loss_cls: 2.1788, loss: 2.1788, grad_norm: 3.2273 2020-08-13 10:48:34,738 - mmaction - INFO - Epoch [19][460/1253] lr: 3.000e-02, eta: 1 day, 6:22:16, time: 0.846, data_time: 0.009, memory: 4947, top1_acc: 0.4885, top5_acc: 0.7307, loss_cls: 2.2106, loss: 2.2106, grad_norm: 3.2995 2020-08-13 10:48:49,322 - mmaction - INFO - Epoch [19][480/1253] lr: 3.000e-02, eta: 1 day, 6:21:25, time: 0.729, data_time: 0.007, memory: 4947, top1_acc: 0.4815, top5_acc: 0.7307, loss_cls: 2.2431, loss: 2.2431, grad_norm: 3.2632 2020-08-13 10:49:04,458 - mmaction - INFO - Epoch [19][500/1253] lr: 3.000e-02, eta: 1 day, 6:20:36, time: 0.759, data_time: 0.005, memory: 4947, top1_acc: 0.4776, top5_acc: 0.7216, loss_cls: 2.2537, loss: 2.2537, grad_norm: 3.2803 2020-08-13 10:49:19,293 - mmaction - INFO - Epoch [19][520/1253] lr: 3.000e-02, eta: 1 day, 6:19:46, time: 0.742, data_time: 0.002, memory: 4947, top1_acc: 0.4797, top5_acc: 0.7154, loss_cls: 2.2718, loss: 2.2718, grad_norm: 3.1643 2020-08-13 10:49:33,718 - mmaction - INFO - Epoch [19][540/1253] lr: 3.000e-02, eta: 1 day, 6:18:53, time: 0.720, data_time: 0.002, memory: 4947, top1_acc: 0.4878, top5_acc: 0.7318, loss_cls: 2.2308, loss: 2.2308, grad_norm: 3.2264 2020-08-13 10:49:48,949 - mmaction - INFO - Epoch [19][560/1253] lr: 3.000e-02, eta: 1 day, 6:18:05, time: 0.762, data_time: 0.004, memory: 4947, top1_acc: 0.4872, top5_acc: 0.7365, loss_cls: 2.2075, loss: 2.2075, grad_norm: 3.2195 2020-08-13 10:50:04,504 - mmaction - INFO - Epoch [19][580/1253] lr: 3.000e-02, eta: 1 day, 6:17:18, time: 0.778, data_time: 0.006, memory: 4947, top1_acc: 0.4844, top5_acc: 0.7424, loss_cls: 2.1859, loss: 2.1859, grad_norm: 3.2057 2020-08-13 10:50:19,844 - mmaction - INFO - Epoch [19][600/1253] lr: 3.000e-02, eta: 1 day, 6:16:30, time: 0.766, data_time: 0.003, memory: 4947, top1_acc: 0.4799, top5_acc: 0.7331, loss_cls: 2.2484, loss: 2.2484, grad_norm: 3.2830 2020-08-13 10:50:34,365 - mmaction - INFO - Epoch [19][620/1253] lr: 3.000e-02, eta: 1 day, 6:15:39, time: 0.726, data_time: 0.008, memory: 4947, top1_acc: 0.4984, top5_acc: 0.7411, loss_cls: 2.1643, loss: 2.1643, grad_norm: 3.2130 2020-08-13 10:50:49,280 - mmaction - INFO - Epoch [19][640/1253] lr: 3.000e-02, eta: 1 day, 6:14:49, time: 0.746, data_time: 0.008, memory: 4947, top1_acc: 0.5000, top5_acc: 0.7378, loss_cls: 2.1846, loss: 2.1846, grad_norm: 3.2279 2020-08-13 10:51:04,822 - mmaction - INFO - Epoch [19][660/1253] lr: 3.000e-02, eta: 1 day, 6:14:02, time: 0.779, data_time: 0.009, memory: 4947, top1_acc: 0.4883, top5_acc: 0.7326, loss_cls: 2.2197, loss: 2.2197, grad_norm: 3.2652 2020-08-13 10:51:19,873 - mmaction - INFO - Epoch [19][680/1253] lr: 3.000e-02, eta: 1 day, 6:13:13, time: 0.748, data_time: 0.007, memory: 4947, top1_acc: 0.4826, top5_acc: 0.7245, loss_cls: 2.2543, loss: 2.2543, grad_norm: 3.2680 2020-08-13 10:51:34,078 - mmaction - INFO - Epoch [19][700/1253] lr: 3.000e-02, eta: 1 day, 6:12:21, time: 0.713, data_time: 0.007, memory: 4947, top1_acc: 0.5021, top5_acc: 0.7380, loss_cls: 2.1924, loss: 2.1924, grad_norm: 3.2952 2020-08-13 10:51:50,313 - mmaction - INFO - Epoch [19][720/1253] lr: 3.000e-02, eta: 1 day, 6:11:37, time: 0.813, data_time: 0.009, memory: 4947, top1_acc: 0.4969, top5_acc: 0.7443, loss_cls: 2.1732, loss: 2.1732, grad_norm: 3.2337 2020-08-13 10:52:06,382 - mmaction - INFO - Epoch [19][740/1253] lr: 3.000e-02, eta: 1 day, 6:10:53, time: 0.804, data_time: 0.002, memory: 4947, top1_acc: 0.4872, top5_acc: 0.7315, loss_cls: 2.2211, loss: 2.2211, grad_norm: 3.2569 2020-08-13 10:52:20,653 - mmaction - INFO - Epoch [19][760/1253] lr: 3.000e-02, eta: 1 day, 6:10:01, time: 0.711, data_time: 0.007, memory: 4947, top1_acc: 0.4833, top5_acc: 0.7263, loss_cls: 2.2556, loss: 2.2556, grad_norm: 3.3161 2020-08-13 10:52:35,495 - mmaction - INFO - Epoch [19][780/1253] lr: 3.000e-02, eta: 1 day, 6:09:12, time: 0.743, data_time: 0.007, memory: 4947, top1_acc: 0.4878, top5_acc: 0.7240, loss_cls: 2.2524, loss: 2.2524, grad_norm: 3.2351 2020-08-13 10:52:51,289 - mmaction - INFO - Epoch [19][800/1253] lr: 3.000e-02, eta: 1 day, 6:08:26, time: 0.791, data_time: 0.004, memory: 4947, top1_acc: 0.4948, top5_acc: 0.7404, loss_cls: 2.1796, loss: 2.1796, grad_norm: 3.2099 2020-08-13 10:53:05,699 - mmaction - INFO - Epoch [19][820/1253] lr: 3.000e-02, eta: 1 day, 6:07:35, time: 0.718, data_time: 0.006, memory: 4947, top1_acc: 0.4833, top5_acc: 0.7375, loss_cls: 2.2299, loss: 2.2299, grad_norm: 3.2136 2020-08-13 10:53:20,592 - mmaction - INFO - Epoch [19][840/1253] lr: 3.000e-02, eta: 1 day, 6:06:46, time: 0.747, data_time: 0.007, memory: 4947, top1_acc: 0.4854, top5_acc: 0.7195, loss_cls: 2.2505, loss: 2.2505, grad_norm: 3.2141 2020-08-13 10:53:35,728 - mmaction - INFO - Epoch [19][860/1253] lr: 3.000e-02, eta: 1 day, 6:05:58, time: 0.753, data_time: 0.007, memory: 4947, top1_acc: 0.4922, top5_acc: 0.7320, loss_cls: 2.2140, loss: 2.2140, grad_norm: 3.2067 2020-08-13 10:53:51,657 - mmaction - INFO - Epoch [19][880/1253] lr: 3.000e-02, eta: 1 day, 6:05:14, time: 0.801, data_time: 0.007, memory: 4947, top1_acc: 0.4935, top5_acc: 0.7331, loss_cls: 2.2388, loss: 2.2388, grad_norm: 3.2340 2020-08-13 10:54:06,047 - mmaction - INFO - Epoch [19][900/1253] lr: 3.000e-02, eta: 1 day, 6:04:22, time: 0.717, data_time: 0.005, memory: 4947, top1_acc: 0.4836, top5_acc: 0.7294, loss_cls: 2.2241, loss: 2.2241, grad_norm: 3.2639 2020-08-13 10:54:21,757 - mmaction - INFO - Epoch [19][920/1253] lr: 3.000e-02, eta: 1 day, 6:03:37, time: 0.787, data_time: 0.008, memory: 4947, top1_acc: 0.4953, top5_acc: 0.7352, loss_cls: 2.1961, loss: 2.1961, grad_norm: 3.1957 2020-08-13 10:54:35,658 - mmaction - INFO - Epoch [19][940/1253] lr: 3.000e-02, eta: 1 day, 6:02:44, time: 0.693, data_time: 0.007, memory: 4947, top1_acc: 0.4862, top5_acc: 0.7385, loss_cls: 2.2030, loss: 2.2030, grad_norm: 3.2261 2020-08-13 10:54:51,294 - mmaction - INFO - Epoch [19][960/1253] lr: 3.000e-02, eta: 1 day, 6:01:58, time: 0.782, data_time: 0.007, memory: 4947, top1_acc: 0.4875, top5_acc: 0.7211, loss_cls: 2.2654, loss: 2.2654, grad_norm: 3.1801 2020-08-13 10:55:05,964 - mmaction - INFO - Epoch [19][980/1253] lr: 3.000e-02, eta: 1 day, 6:01:09, time: 0.734, data_time: 0.007, memory: 4947, top1_acc: 0.4846, top5_acc: 0.7255, loss_cls: 2.2335, loss: 2.2335, grad_norm: 3.2802 2020-08-13 10:55:21,437 - mmaction - INFO - Epoch [19][1000/1253] lr: 3.000e-02, eta: 1 day, 6:00:22, time: 0.774, data_time: 0.004, memory: 4947, top1_acc: 0.4846, top5_acc: 0.7268, loss_cls: 2.2502, loss: 2.2502, grad_norm: 3.2476 2020-08-13 10:55:36,683 - mmaction - INFO - Epoch [19][1020/1253] lr: 3.000e-02, eta: 1 day, 5:59:36, time: 0.764, data_time: 0.006, memory: 4947, top1_acc: 0.4880, top5_acc: 0.7289, loss_cls: 2.2456, loss: 2.2456, grad_norm: 3.2639 2020-08-13 10:55:52,266 - mmaction - INFO - Epoch [19][1040/1253] lr: 3.000e-02, eta: 1 day, 5:58:50, time: 0.778, data_time: 0.006, memory: 4947, top1_acc: 0.4958, top5_acc: 0.7341, loss_cls: 2.1973, loss: 2.1973, grad_norm: 3.1878 2020-08-13 10:56:06,972 - mmaction - INFO - Epoch [19][1060/1253] lr: 3.000e-02, eta: 1 day, 5:58:01, time: 0.736, data_time: 0.008, memory: 4947, top1_acc: 0.4872, top5_acc: 0.7232, loss_cls: 2.2501, loss: 2.2501, grad_norm: 3.2234 2020-08-13 10:56:21,771 - mmaction - INFO - Epoch [19][1080/1253] lr: 3.000e-02, eta: 1 day, 5:57:12, time: 0.739, data_time: 0.004, memory: 4947, top1_acc: 0.4841, top5_acc: 0.7359, loss_cls: 2.2314, loss: 2.2314, grad_norm: 3.2644 2020-08-13 10:56:36,975 - mmaction - INFO - Epoch [19][1100/1253] lr: 3.000e-02, eta: 1 day, 5:56:25, time: 0.761, data_time: 0.002, memory: 4947, top1_acc: 0.4799, top5_acc: 0.7258, loss_cls: 2.2411, loss: 2.2411, grad_norm: 3.2819 2020-08-13 10:56:51,446 - mmaction - INFO - Epoch [19][1120/1253] lr: 3.000e-02, eta: 1 day, 5:55:35, time: 0.723, data_time: 0.004, memory: 4947, top1_acc: 0.4935, top5_acc: 0.7424, loss_cls: 2.1804, loss: 2.1804, grad_norm: 3.2686 2020-08-13 10:57:06,123 - mmaction - INFO - Epoch [19][1140/1253] lr: 3.000e-02, eta: 1 day, 5:54:45, time: 0.732, data_time: 0.009, memory: 4947, top1_acc: 0.4706, top5_acc: 0.7245, loss_cls: 2.2357, loss: 2.2357, grad_norm: 3.2899 2020-08-13 10:57:21,825 - mmaction - INFO - Epoch [19][1160/1253] lr: 3.000e-02, eta: 1 day, 5:54:01, time: 0.786, data_time: 0.005, memory: 4947, top1_acc: 0.4763, top5_acc: 0.7135, loss_cls: 2.2929, loss: 2.2929, grad_norm: 3.1164 2020-08-13 10:57:38,001 - mmaction - INFO - Epoch [19][1180/1253] lr: 3.000e-02, eta: 1 day, 5:53:18, time: 0.808, data_time: 0.007, memory: 4947, top1_acc: 0.4875, top5_acc: 0.7346, loss_cls: 2.2308, loss: 2.2308, grad_norm: 3.2679 2020-08-13 10:57:53,123 - mmaction - INFO - Epoch [19][1200/1253] lr: 3.000e-02, eta: 1 day, 5:52:31, time: 0.757, data_time: 0.007, memory: 4947, top1_acc: 0.4930, top5_acc: 0.7336, loss_cls: 2.2442, loss: 2.2442, grad_norm: 3.2551 2020-08-13 10:58:07,367 - mmaction - INFO - Epoch [19][1220/1253] lr: 3.000e-02, eta: 1 day, 5:51:40, time: 0.710, data_time: 0.006, memory: 4947, top1_acc: 0.4880, top5_acc: 0.7260, loss_cls: 2.2715, loss: 2.2715, grad_norm: 3.2792 2020-08-13 10:58:22,839 - mmaction - INFO - Epoch [19][1240/1253] lr: 3.000e-02, eta: 1 day, 5:50:55, time: 0.776, data_time: 0.007, memory: 4947, top1_acc: 0.4849, top5_acc: 0.7367, loss_cls: 2.2123, loss: 2.2123, grad_norm: 3.1553 2020-08-13 10:58:32,463 - mmaction - INFO - Saving checkpoint at 19 epochs 2020-08-13 11:02:42,735 - mmaction - INFO - Epoch [20][20/1253] lr: 3.000e-02, eta: 1 day, 6:05:32, time: 12.463, data_time: 11.589, memory: 4947, top1_acc: 0.4930, top5_acc: 0.7258, loss_cls: 2.2259, loss: 2.2259, grad_norm: 3.1726 2020-08-13 11:02:55,434 - mmaction - INFO - Epoch [20][40/1253] lr: 3.000e-02, eta: 1 day, 6:04:36, time: 0.652, data_time: 0.035, memory: 4947, top1_acc: 0.5060, top5_acc: 0.7477, loss_cls: 2.1359, loss: 2.1359, grad_norm: 3.2051 2020-08-13 11:03:07,944 - mmaction - INFO - Epoch [20][60/1253] lr: 3.000e-02, eta: 1 day, 6:03:36, time: 0.622, data_time: 0.007, memory: 4947, top1_acc: 0.4901, top5_acc: 0.7240, loss_cls: 2.2409, loss: 2.2409, grad_norm: 3.1816 2020-08-13 11:03:20,498 - mmaction - INFO - Epoch [20][80/1253] lr: 3.000e-02, eta: 1 day, 6:02:38, time: 0.633, data_time: 0.008, memory: 4947, top1_acc: 0.4839, top5_acc: 0.7268, loss_cls: 2.2314, loss: 2.2314, grad_norm: 3.2719 2020-08-13 11:03:33,098 - mmaction - INFO - Epoch [20][100/1253] lr: 3.000e-02, eta: 1 day, 6:01:40, time: 0.628, data_time: 0.008, memory: 4947, top1_acc: 0.4898, top5_acc: 0.7344, loss_cls: 2.2058, loss: 2.2058, grad_norm: 3.2427 2020-08-13 11:03:45,984 - mmaction - INFO - Epoch [20][120/1253] lr: 3.000e-02, eta: 1 day, 6:00:43, time: 0.645, data_time: 0.007, memory: 4947, top1_acc: 0.5026, top5_acc: 0.7359, loss_cls: 2.1782, loss: 2.1782, grad_norm: 3.1472 2020-08-13 11:03:59,828 - mmaction - INFO - Epoch [20][140/1253] lr: 3.000e-02, eta: 1 day, 5:59:50, time: 0.692, data_time: 0.006, memory: 4947, top1_acc: 0.4982, top5_acc: 0.7401, loss_cls: 2.1805, loss: 2.1805, grad_norm: 3.2408 2020-08-13 11:04:14,248 - mmaction - INFO - Epoch [20][160/1253] lr: 3.000e-02, eta: 1 day, 5:58:59, time: 0.721, data_time: 0.005, memory: 4947, top1_acc: 0.4979, top5_acc: 0.7438, loss_cls: 2.1751, loss: 2.1751, grad_norm: 3.2916 2020-08-13 11:04:28,840 - mmaction - INFO - Epoch [20][180/1253] lr: 3.000e-02, eta: 1 day, 5:58:10, time: 0.726, data_time: 0.008, memory: 4947, top1_acc: 0.4984, top5_acc: 0.7464, loss_cls: 2.1474, loss: 2.1474, grad_norm: 3.2355 2020-08-13 11:04:44,101 - mmaction - INFO - Epoch [20][200/1253] lr: 3.000e-02, eta: 1 day, 5:57:23, time: 0.767, data_time: 0.007, memory: 4947, top1_acc: 0.4771, top5_acc: 0.7273, loss_cls: 2.2640, loss: 2.2640, grad_norm: 3.3508 2020-08-13 11:04:58,771 - mmaction - INFO - Epoch [20][220/1253] lr: 3.000e-02, eta: 1 day, 5:56:34, time: 0.731, data_time: 0.007, memory: 4947, top1_acc: 0.4872, top5_acc: 0.7268, loss_cls: 2.2121, loss: 2.2121, grad_norm: 3.2275 2020-08-13 11:05:13,499 - mmaction - INFO - Epoch [20][240/1253] lr: 3.000e-02, eta: 1 day, 5:55:45, time: 0.738, data_time: 0.006, memory: 4947, top1_acc: 0.4693, top5_acc: 0.7331, loss_cls: 2.2334, loss: 2.2334, grad_norm: 3.2783 2020-08-13 11:05:27,711 - mmaction - INFO - Epoch [20][260/1253] lr: 3.000e-02, eta: 1 day, 5:54:54, time: 0.709, data_time: 0.007, memory: 4947, top1_acc: 0.4833, top5_acc: 0.7388, loss_cls: 2.2287, loss: 2.2287, grad_norm: 3.2336 2020-08-13 11:05:42,264 - mmaction - INFO - Epoch [20][280/1253] lr: 3.000e-02, eta: 1 day, 5:54:04, time: 0.729, data_time: 0.006, memory: 4947, top1_acc: 0.4901, top5_acc: 0.7396, loss_cls: 2.2202, loss: 2.2202, grad_norm: 3.3159 2020-08-13 11:05:58,567 - mmaction - INFO - Epoch [20][300/1253] lr: 3.000e-02, eta: 1 day, 5:53:22, time: 0.816, data_time: 0.007, memory: 4947, top1_acc: 0.4883, top5_acc: 0.7276, loss_cls: 2.2257, loss: 2.2257, grad_norm: 3.2205 2020-08-13 11:06:13,266 - mmaction - INFO - Epoch [20][320/1253] lr: 3.000e-02, eta: 1 day, 5:52:33, time: 0.733, data_time: 0.007, memory: 4947, top1_acc: 0.5065, top5_acc: 0.7427, loss_cls: 2.1417, loss: 2.1417, grad_norm: 3.1954 2020-08-13 11:06:27,064 - mmaction - INFO - Epoch [20][340/1253] lr: 3.000e-02, eta: 1 day, 5:51:41, time: 0.690, data_time: 0.006, memory: 4947, top1_acc: 0.4805, top5_acc: 0.7289, loss_cls: 2.2566, loss: 2.2566, grad_norm: 3.3046 2020-08-13 11:06:41,955 - mmaction - INFO - Epoch [20][360/1253] lr: 3.000e-02, eta: 1 day, 5:50:53, time: 0.745, data_time: 0.008, memory: 4947, top1_acc: 0.4935, top5_acc: 0.7310, loss_cls: 2.1965, loss: 2.1965, grad_norm: 3.2481 2020-08-13 11:06:57,701 - mmaction - INFO - Epoch [20][380/1253] lr: 3.000e-02, eta: 1 day, 5:50:09, time: 0.787, data_time: 0.007, memory: 4947, top1_acc: 0.4997, top5_acc: 0.7370, loss_cls: 2.1603, loss: 2.1603, grad_norm: 3.2355 2020-08-13 11:07:13,458 - mmaction - INFO - Epoch [20][400/1253] lr: 3.000e-02, eta: 1 day, 5:49:25, time: 0.788, data_time: 0.003, memory: 4947, top1_acc: 0.5021, top5_acc: 0.7469, loss_cls: 2.1567, loss: 2.1567, grad_norm: 3.2833 2020-08-13 11:07:27,154 - mmaction - INFO - Epoch [20][420/1253] lr: 3.000e-02, eta: 1 day, 5:48:32, time: 0.681, data_time: 0.005, memory: 4947, top1_acc: 0.4891, top5_acc: 0.7341, loss_cls: 2.2085, loss: 2.2085, grad_norm: 3.2321 2020-08-13 11:07:43,314 - mmaction - INFO - Epoch [20][440/1253] lr: 3.000e-02, eta: 1 day, 5:47:50, time: 0.812, data_time: 0.007, memory: 4947, top1_acc: 0.4969, top5_acc: 0.7312, loss_cls: 2.2101, loss: 2.2101, grad_norm: 3.2342 2020-08-13 11:07:58,635 - mmaction - INFO - Epoch [20][460/1253] lr: 3.000e-02, eta: 1 day, 5:47:04, time: 0.764, data_time: 0.005, memory: 4947, top1_acc: 0.4779, top5_acc: 0.7208, loss_cls: 2.2754, loss: 2.2754, grad_norm: 3.2785 2020-08-13 11:08:13,406 - mmaction - INFO - Epoch [20][480/1253] lr: 3.000e-02, eta: 1 day, 5:46:15, time: 0.737, data_time: 0.007, memory: 4947, top1_acc: 0.4901, top5_acc: 0.7362, loss_cls: 2.1918, loss: 2.1918, grad_norm: 3.2487 2020-08-13 11:08:27,839 - mmaction - INFO - Epoch [20][500/1253] lr: 3.000e-02, eta: 1 day, 5:45:26, time: 0.723, data_time: 0.006, memory: 4947, top1_acc: 0.4940, top5_acc: 0.7432, loss_cls: 2.1660, loss: 2.1660, grad_norm: 3.2508 2020-08-13 11:08:43,489 - mmaction - INFO - Epoch [20][520/1253] lr: 3.000e-02, eta: 1 day, 5:44:42, time: 0.782, data_time: 0.006, memory: 4947, top1_acc: 0.4979, top5_acc: 0.7328, loss_cls: 2.2037, loss: 2.2037, grad_norm: 3.2687 2020-08-13 11:08:58,182 - mmaction - INFO - Epoch [20][540/1253] lr: 3.000e-02, eta: 1 day, 5:43:54, time: 0.735, data_time: 0.009, memory: 4947, top1_acc: 0.4857, top5_acc: 0.7323, loss_cls: 2.1960, loss: 2.1960, grad_norm: 3.2139 2020-08-13 11:09:13,647 - mmaction - INFO - Epoch [20][560/1253] lr: 3.000e-02, eta: 1 day, 5:43:09, time: 0.775, data_time: 0.006, memory: 4947, top1_acc: 0.5081, top5_acc: 0.7599, loss_cls: 2.1106, loss: 2.1106, grad_norm: 3.1941 2020-08-13 11:09:27,912 - mmaction - INFO - Epoch [20][580/1253] lr: 3.000e-02, eta: 1 day, 5:42:19, time: 0.711, data_time: 0.006, memory: 4947, top1_acc: 0.4883, top5_acc: 0.7312, loss_cls: 2.2597, loss: 2.2597, grad_norm: 3.3346 2020-08-13 11:09:43,178 - mmaction - INFO - Epoch [20][600/1253] lr: 3.000e-02, eta: 1 day, 5:41:33, time: 0.765, data_time: 0.006, memory: 4947, top1_acc: 0.4883, top5_acc: 0.7365, loss_cls: 2.2095, loss: 2.2095, grad_norm: 3.2525 2020-08-13 11:09:58,705 - mmaction - INFO - Epoch [20][620/1253] lr: 3.000e-02, eta: 1 day, 5:40:48, time: 0.776, data_time: 0.007, memory: 4947, top1_acc: 0.4901, top5_acc: 0.7289, loss_cls: 2.2401, loss: 2.2401, grad_norm: 3.2461 2020-08-13 11:10:13,427 - mmaction - INFO - Epoch [20][640/1253] lr: 3.000e-02, eta: 1 day, 5:40:00, time: 0.734, data_time: 0.009, memory: 4947, top1_acc: 0.4924, top5_acc: 0.7346, loss_cls: 2.2336, loss: 2.2336, grad_norm: 3.2383 2020-08-13 11:10:28,516 - mmaction - INFO - Epoch [20][660/1253] lr: 3.000e-02, eta: 1 day, 5:39:14, time: 0.757, data_time: 0.007, memory: 4947, top1_acc: 0.5044, top5_acc: 0.7471, loss_cls: 2.1319, loss: 2.1319, grad_norm: 3.1865 2020-08-13 11:10:43,800 - mmaction - INFO - Epoch [20][680/1253] lr: 3.000e-02, eta: 1 day, 5:38:29, time: 0.760, data_time: 0.006, memory: 4947, top1_acc: 0.4992, top5_acc: 0.7391, loss_cls: 2.2022, loss: 2.2022, grad_norm: 3.2994 2020-08-13 11:10:58,610 - mmaction - INFO - Epoch [20][700/1253] lr: 3.000e-02, eta: 1 day, 5:37:41, time: 0.742, data_time: 0.007, memory: 4947, top1_acc: 0.4885, top5_acc: 0.7451, loss_cls: 2.1609, loss: 2.1609, grad_norm: 3.2763 2020-08-13 11:11:14,645 - mmaction - INFO - Epoch [20][720/1253] lr: 3.000e-02, eta: 1 day, 5:36:59, time: 0.803, data_time: 0.009, memory: 4947, top1_acc: 0.4898, top5_acc: 0.7289, loss_cls: 2.2420, loss: 2.2420, grad_norm: 3.2998 2020-08-13 11:11:29,971 - mmaction - INFO - Epoch [20][740/1253] lr: 3.000e-02, eta: 1 day, 5:36:14, time: 0.765, data_time: 0.007, memory: 4947, top1_acc: 0.4932, top5_acc: 0.7331, loss_cls: 2.2241, loss: 2.2241, grad_norm: 3.2388 2020-08-13 11:11:45,428 - mmaction - INFO - Epoch [20][760/1253] lr: 3.000e-02, eta: 1 day, 5:35:30, time: 0.774, data_time: 0.007, memory: 4947, top1_acc: 0.4745, top5_acc: 0.7198, loss_cls: 2.2733, loss: 2.2733, grad_norm: 3.3203 2020-08-13 11:12:01,405 - mmaction - INFO - Epoch [20][780/1253] lr: 3.000e-02, eta: 1 day, 5:34:47, time: 0.798, data_time: 0.007, memory: 4947, top1_acc: 0.5039, top5_acc: 0.7438, loss_cls: 2.1276, loss: 2.1276, grad_norm: 3.1731 2020-08-13 11:12:16,089 - mmaction - INFO - Epoch [20][800/1253] lr: 3.000e-02, eta: 1 day, 5:34:00, time: 0.736, data_time: 0.005, memory: 4947, top1_acc: 0.4930, top5_acc: 0.7573, loss_cls: 2.1551, loss: 2.1551, grad_norm: 3.2739 2020-08-13 11:12:31,262 - mmaction - INFO - Epoch [20][820/1253] lr: 3.000e-02, eta: 1 day, 5:33:14, time: 0.757, data_time: 0.009, memory: 4947, top1_acc: 0.5000, top5_acc: 0.7359, loss_cls: 2.1948, loss: 2.1948, grad_norm: 3.2162 2020-08-13 11:12:47,400 - mmaction - INFO - Epoch [20][840/1253] lr: 3.000e-02, eta: 1 day, 5:32:33, time: 0.810, data_time: 0.008, memory: 4947, top1_acc: 0.4951, top5_acc: 0.7378, loss_cls: 2.2007, loss: 2.2007, grad_norm: 3.2469 2020-08-13 11:13:03,230 - mmaction - INFO - Epoch [20][860/1253] lr: 3.000e-02, eta: 1 day, 5:31:50, time: 0.791, data_time: 0.002, memory: 4947, top1_acc: 0.5086, top5_acc: 0.7568, loss_cls: 2.1310, loss: 2.1310, grad_norm: 3.2255 2020-08-13 11:13:17,940 - mmaction - INFO - Epoch [20][880/1253] lr: 3.000e-02, eta: 1 day, 5:31:02, time: 0.733, data_time: 0.005, memory: 4947, top1_acc: 0.5003, top5_acc: 0.7422, loss_cls: 2.1620, loss: 2.1620, grad_norm: 3.2358 2020-08-13 11:13:33,325 - mmaction - INFO - Epoch [20][900/1253] lr: 3.000e-02, eta: 1 day, 5:30:18, time: 0.770, data_time: 0.009, memory: 4947, top1_acc: 0.4854, top5_acc: 0.7273, loss_cls: 2.2591, loss: 2.2591, grad_norm: 3.3490 2020-08-13 11:13:48,382 - mmaction - INFO - Epoch [20][920/1253] lr: 3.000e-02, eta: 1 day, 5:29:32, time: 0.754, data_time: 0.007, memory: 4947, top1_acc: 0.4940, top5_acc: 0.7352, loss_cls: 2.2022, loss: 2.2022, grad_norm: 3.2577 2020-08-13 11:14:04,025 - mmaction - INFO - Epoch [20][940/1253] lr: 3.000e-02, eta: 1 day, 5:28:49, time: 0.781, data_time: 0.004, memory: 4947, top1_acc: 0.4995, top5_acc: 0.7393, loss_cls: 2.2072, loss: 2.2072, grad_norm: 3.2073 2020-08-13 11:14:19,238 - mmaction - INFO - Epoch [20][960/1253] lr: 3.000e-02, eta: 1 day, 5:28:04, time: 0.758, data_time: 0.007, memory: 4947, top1_acc: 0.4943, top5_acc: 0.7378, loss_cls: 2.1850, loss: 2.1850, grad_norm: 3.2692 2020-08-13 11:14:33,845 - mmaction - INFO - Epoch [20][980/1253] lr: 3.000e-02, eta: 1 day, 5:27:16, time: 0.733, data_time: 0.007, memory: 4947, top1_acc: 0.4901, top5_acc: 0.7315, loss_cls: 2.2286, loss: 2.2286, grad_norm: 3.2676 2020-08-13 11:14:49,643 - mmaction - INFO - Epoch [20][1000/1253] lr: 3.000e-02, eta: 1 day, 5:26:34, time: 0.788, data_time: 0.007, memory: 4947, top1_acc: 0.4940, top5_acc: 0.7391, loss_cls: 2.2008, loss: 2.2008, grad_norm: 3.2351 2020-08-13 11:15:03,625 - mmaction - INFO - Epoch [20][1020/1253] lr: 3.000e-02, eta: 1 day, 5:25:44, time: 0.702, data_time: 0.007, memory: 4947, top1_acc: 0.4833, top5_acc: 0.7305, loss_cls: 2.2421, loss: 2.2421, grad_norm: 3.2269 2020-08-13 11:15:18,860 - mmaction - INFO - Epoch [20][1040/1253] lr: 3.000e-02, eta: 1 day, 5:24:59, time: 0.763, data_time: 0.003, memory: 4947, top1_acc: 0.4878, top5_acc: 0.7307, loss_cls: 2.2252, loss: 2.2252, grad_norm: 3.1772 2020-08-13 11:15:35,518 - mmaction - INFO - Epoch [20][1060/1253] lr: 3.000e-02, eta: 1 day, 5:24:20, time: 0.833, data_time: 0.002, memory: 4947, top1_acc: 0.4943, top5_acc: 0.7305, loss_cls: 2.2234, loss: 2.2234, grad_norm: 3.2261 2020-08-13 11:15:50,397 - mmaction - INFO - Epoch [20][1080/1253] lr: 3.000e-02, eta: 1 day, 5:23:34, time: 0.740, data_time: 0.005, memory: 4947, top1_acc: 0.4927, top5_acc: 0.7354, loss_cls: 2.1699, loss: 2.1699, grad_norm: 3.2052 2020-08-13 11:16:05,212 - mmaction - INFO - Epoch [20][1100/1253] lr: 3.000e-02, eta: 1 day, 5:22:48, time: 0.744, data_time: 0.007, memory: 4947, top1_acc: 0.4875, top5_acc: 0.7367, loss_cls: 2.2202, loss: 2.2202, grad_norm: 3.2278 2020-08-13 11:16:20,063 - mmaction - INFO - Epoch [20][1120/1253] lr: 3.000e-02, eta: 1 day, 5:22:02, time: 0.742, data_time: 0.003, memory: 4947, top1_acc: 0.4865, top5_acc: 0.7393, loss_cls: 2.2030, loss: 2.2030, grad_norm: 3.1800 2020-08-13 11:16:36,063 - mmaction - INFO - Epoch [20][1140/1253] lr: 3.000e-02, eta: 1 day, 5:21:20, time: 0.801, data_time: 0.005, memory: 4947, top1_acc: 0.4979, top5_acc: 0.7352, loss_cls: 2.1847, loss: 2.1847, grad_norm: 3.1872 2020-08-13 11:16:50,485 - mmaction - INFO - Epoch [20][1160/1253] lr: 3.000e-02, eta: 1 day, 5:20:33, time: 0.719, data_time: 0.003, memory: 4947, top1_acc: 0.5003, top5_acc: 0.7451, loss_cls: 2.1355, loss: 2.1355, grad_norm: 3.2243 2020-08-13 11:17:05,921 - mmaction - INFO - Epoch [20][1180/1253] lr: 3.000e-02, eta: 1 day, 5:19:49, time: 0.772, data_time: 0.007, memory: 4947, top1_acc: 0.4831, top5_acc: 0.7378, loss_cls: 2.2044, loss: 2.2044, grad_norm: 3.2651 2020-08-13 11:17:21,270 - mmaction - INFO - Epoch [20][1200/1253] lr: 3.000e-02, eta: 1 day, 5:19:05, time: 0.769, data_time: 0.005, memory: 4947, top1_acc: 0.4883, top5_acc: 0.7432, loss_cls: 2.1825, loss: 2.1825, grad_norm: 3.2803 2020-08-13 11:17:35,874 - mmaction - INFO - Epoch [20][1220/1253] lr: 3.000e-02, eta: 1 day, 5:18:18, time: 0.728, data_time: 0.005, memory: 4947, top1_acc: 0.4914, top5_acc: 0.7372, loss_cls: 2.2021, loss: 2.2021, grad_norm: 3.3325 2020-08-13 11:17:50,105 - mmaction - INFO - Epoch [20][1240/1253] lr: 3.000e-02, eta: 1 day, 5:17:30, time: 0.712, data_time: 0.007, memory: 4947, top1_acc: 0.4818, top5_acc: 0.7253, loss_cls: 2.2633, loss: 2.2633, grad_norm: 3.3333 2020-08-13 11:17:59,680 - mmaction - INFO - Saving checkpoint at 20 epochs 2020-08-13 11:30:15,139 - mmaction - INFO - Epoch [21][20/1253] lr: 3.000e-02, eta: 1 day, 6:03:32, time: 36.738, data_time: 36.091, memory: 4947, top1_acc: 0.4961, top5_acc: 0.7516, loss_cls: 2.1591, loss: 2.1591, grad_norm: 3.1861 2020-08-13 11:30:27,772 - mmaction - INFO - Epoch [21][40/1253] lr: 3.000e-02, eta: 1 day, 6:02:35, time: 0.632, data_time: 0.007, memory: 4947, top1_acc: 0.4862, top5_acc: 0.7258, loss_cls: 2.2359, loss: 2.2359, grad_norm: 3.3453 2020-08-13 11:30:40,360 - mmaction - INFO - Epoch [21][60/1253] lr: 3.000e-02, eta: 1 day, 6:01:38, time: 0.627, data_time: 0.010, memory: 4947, top1_acc: 0.4927, top5_acc: 0.7378, loss_cls: 2.1704, loss: 2.1704, grad_norm: 3.2421 2020-08-13 11:30:52,819 - mmaction - INFO - Epoch [21][80/1253] lr: 3.000e-02, eta: 1 day, 6:00:40, time: 0.626, data_time: 0.007, memory: 4947, top1_acc: 0.5021, top5_acc: 0.7453, loss_cls: 2.1578, loss: 2.1578, grad_norm: 3.2007 2020-08-13 11:31:05,420 - mmaction - INFO - Epoch [21][100/1253] lr: 3.000e-02, eta: 1 day, 5:59:42, time: 0.626, data_time: 0.008, memory: 4947, top1_acc: 0.5156, top5_acc: 0.7477, loss_cls: 2.1256, loss: 2.1256, grad_norm: 3.2233 2020-08-13 11:31:17,798 - mmaction - INFO - Epoch [21][120/1253] lr: 3.000e-02, eta: 1 day, 5:58:45, time: 0.623, data_time: 0.007, memory: 4947, top1_acc: 0.5062, top5_acc: 0.7445, loss_cls: 2.1155, loss: 2.1155, grad_norm: 3.2366 2020-08-13 11:31:30,558 - mmaction - INFO - Epoch [21][140/1253] lr: 3.000e-02, eta: 1 day, 5:57:48, time: 0.634, data_time: 0.005, memory: 4947, top1_acc: 0.4943, top5_acc: 0.7477, loss_cls: 2.1681, loss: 2.1681, grad_norm: 3.2563 2020-08-13 11:31:44,002 - mmaction - INFO - Epoch [21][160/1253] lr: 3.000e-02, eta: 1 day, 5:56:54, time: 0.676, data_time: 0.007, memory: 4947, top1_acc: 0.4917, top5_acc: 0.7245, loss_cls: 2.2384, loss: 2.2384, grad_norm: 3.2704 2020-08-13 11:31:58,760 - mmaction - INFO - Epoch [21][180/1253] lr: 3.000e-02, eta: 1 day, 5:56:06, time: 0.738, data_time: 0.007, memory: 4947, top1_acc: 0.4919, top5_acc: 0.7419, loss_cls: 2.1771, loss: 2.1771, grad_norm: 3.3029 2020-08-13 11:32:11,968 - mmaction - INFO - Epoch [21][200/1253] lr: 3.000e-02, eta: 1 day, 5:55:11, time: 0.657, data_time: 0.006, memory: 4947, top1_acc: 0.5016, top5_acc: 0.7385, loss_cls: 2.1630, loss: 2.1630, grad_norm: 3.2089 2020-08-13 11:32:25,969 - mmaction - INFO - Epoch [21][220/1253] lr: 3.000e-02, eta: 1 day, 5:54:20, time: 0.703, data_time: 0.007, memory: 4947, top1_acc: 0.5023, top5_acc: 0.7372, loss_cls: 2.1814, loss: 2.1814, grad_norm: 3.1998 2020-08-13 11:32:39,514 - mmaction - INFO - Epoch [21][240/1253] lr: 3.000e-02, eta: 1 day, 5:53:27, time: 0.675, data_time: 0.006, memory: 4947, top1_acc: 0.5063, top5_acc: 0.7378, loss_cls: 2.1490, loss: 2.1490, grad_norm: 3.2357 2020-08-13 11:32:54,177 - mmaction - INFO - Epoch [21][260/1253] lr: 3.000e-02, eta: 1 day, 5:52:38, time: 0.735, data_time: 0.007, memory: 4947, top1_acc: 0.4971, top5_acc: 0.7367, loss_cls: 2.2064, loss: 2.2064, grad_norm: 3.1756 2020-08-13 11:33:08,296 - mmaction - INFO - Epoch [21][280/1253] lr: 3.000e-02, eta: 1 day, 5:51:47, time: 0.703, data_time: 0.007, memory: 4947, top1_acc: 0.4742, top5_acc: 0.7255, loss_cls: 2.2398, loss: 2.2398, grad_norm: 3.3312 2020-08-13 11:33:22,632 - mmaction - INFO - Epoch [21][300/1253] lr: 3.000e-02, eta: 1 day, 5:50:58, time: 0.720, data_time: 0.020, memory: 4947, top1_acc: 0.5003, top5_acc: 0.7333, loss_cls: 2.2124, loss: 2.2124, grad_norm: 3.2220 2020-08-13 11:33:37,347 - mmaction - INFO - Epoch [21][320/1253] lr: 3.000e-02, eta: 1 day, 5:50:09, time: 0.733, data_time: 0.008, memory: 4947, top1_acc: 0.5031, top5_acc: 0.7372, loss_cls: 2.1895, loss: 2.1895, grad_norm: 3.2927 2020-08-13 11:33:51,751 - mmaction - INFO - Epoch [21][340/1253] lr: 3.000e-02, eta: 1 day, 5:49:20, time: 0.722, data_time: 0.008, memory: 4947, top1_acc: 0.4987, top5_acc: 0.7385, loss_cls: 2.1788, loss: 2.1788, grad_norm: 3.2208 2020-08-13 11:34:06,463 - mmaction - INFO - Epoch [21][360/1253] lr: 3.000e-02, eta: 1 day, 5:48:32, time: 0.736, data_time: 0.007, memory: 4947, top1_acc: 0.4977, top5_acc: 0.7388, loss_cls: 2.1539, loss: 2.1539, grad_norm: 3.2239 2020-08-13 11:34:20,434 - mmaction - INFO - Epoch [21][380/1253] lr: 3.000e-02, eta: 1 day, 5:47:41, time: 0.698, data_time: 0.005, memory: 4947, top1_acc: 0.5039, top5_acc: 0.7385, loss_cls: 2.1575, loss: 2.1575, grad_norm: 3.1678 2020-08-13 11:34:36,705 - mmaction - INFO - Epoch [21][400/1253] lr: 3.000e-02, eta: 1 day, 5:46:59, time: 0.815, data_time: 0.007, memory: 4947, top1_acc: 0.5005, top5_acc: 0.7365, loss_cls: 2.1709, loss: 2.1709, grad_norm: 3.2440 2020-08-13 11:34:50,565 - mmaction - INFO - Epoch [21][420/1253] lr: 3.000e-02, eta: 1 day, 5:46:07, time: 0.689, data_time: 0.007, memory: 4947, top1_acc: 0.4852, top5_acc: 0.7437, loss_cls: 2.2108, loss: 2.2108, grad_norm: 3.3068 2020-08-13 11:35:05,932 - mmaction - INFO - Epoch [21][440/1253] lr: 3.000e-02, eta: 1 day, 5:45:22, time: 0.770, data_time: 0.007, memory: 4947, top1_acc: 0.4953, top5_acc: 0.7302, loss_cls: 2.2204, loss: 2.2204, grad_norm: 3.2591 2020-08-13 11:35:21,277 - mmaction - INFO - Epoch [21][460/1253] lr: 3.000e-02, eta: 1 day, 5:44:37, time: 0.769, data_time: 0.003, memory: 4947, top1_acc: 0.5013, top5_acc: 0.7445, loss_cls: 2.1711, loss: 2.1711, grad_norm: 3.2303 2020-08-13 11:35:35,890 - mmaction - INFO - Epoch [21][480/1253] lr: 3.000e-02, eta: 1 day, 5:43:49, time: 0.730, data_time: 0.004, memory: 4947, top1_acc: 0.4966, top5_acc: 0.7456, loss_cls: 2.1484, loss: 2.1484, grad_norm: 3.2297 2020-08-13 11:35:50,136 - mmaction - INFO - Epoch [21][500/1253] lr: 3.000e-02, eta: 1 day, 5:42:59, time: 0.711, data_time: 0.005, memory: 4947, top1_acc: 0.4896, top5_acc: 0.7326, loss_cls: 2.2115, loss: 2.2115, grad_norm: 3.2805 2020-08-13 11:36:04,734 - mmaction - INFO - Epoch [21][520/1253] lr: 3.000e-02, eta: 1 day, 5:42:11, time: 0.730, data_time: 0.009, memory: 4947, top1_acc: 0.4943, top5_acc: 0.7378, loss_cls: 2.1952, loss: 2.1952, grad_norm: 3.2919 2020-08-13 11:36:20,398 - mmaction - INFO - Epoch [21][540/1253] lr: 3.000e-02, eta: 1 day, 5:41:27, time: 0.785, data_time: 0.009, memory: 4947, top1_acc: 0.4940, top5_acc: 0.7302, loss_cls: 2.2431, loss: 2.2431, grad_norm: 3.2799 2020-08-13 11:36:36,377 - mmaction - INFO - Epoch [21][560/1253] lr: 3.000e-02, eta: 1 day, 5:40:44, time: 0.798, data_time: 0.005, memory: 4947, top1_acc: 0.4997, top5_acc: 0.7414, loss_cls: 2.1620, loss: 2.1620, grad_norm: 3.1922 2020-08-13 11:36:50,843 - mmaction - INFO - Epoch [21][580/1253] lr: 3.000e-02, eta: 1 day, 5:39:56, time: 0.724, data_time: 0.009, memory: 4947, top1_acc: 0.4922, top5_acc: 0.7375, loss_cls: 2.1878, loss: 2.1878, grad_norm: 3.2362 2020-08-13 11:37:06,096 - mmaction - INFO - Epoch [21][600/1253] lr: 3.000e-02, eta: 1 day, 5:39:10, time: 0.755, data_time: 0.003, memory: 4947, top1_acc: 0.4719, top5_acc: 0.7297, loss_cls: 2.2579, loss: 2.2579, grad_norm: 3.2664 2020-08-13 11:37:20,904 - mmaction - INFO - Epoch [21][620/1253] lr: 3.000e-02, eta: 1 day, 5:38:23, time: 0.745, data_time: 0.012, memory: 4947, top1_acc: 0.4969, top5_acc: 0.7367, loss_cls: 2.2047, loss: 2.2047, grad_norm: 3.2531 2020-08-13 11:37:36,343 - mmaction - INFO - Epoch [21][640/1253] lr: 3.000e-02, eta: 1 day, 5:37:39, time: 0.775, data_time: 0.006, memory: 4947, top1_acc: 0.4898, top5_acc: 0.7286, loss_cls: 2.2357, loss: 2.2357, grad_norm: 3.2628 2020-08-13 11:37:51,188 - mmaction - INFO - Epoch [21][660/1253] lr: 3.000e-02, eta: 1 day, 5:36:52, time: 0.740, data_time: 0.007, memory: 4947, top1_acc: 0.5005, top5_acc: 0.7331, loss_cls: 2.2232, loss: 2.2232, grad_norm: 3.2399 2020-08-13 11:38:06,080 - mmaction - INFO - Epoch [21][680/1253] lr: 3.000e-02, eta: 1 day, 5:36:05, time: 0.745, data_time: 0.007, memory: 4947, top1_acc: 0.4784, top5_acc: 0.7320, loss_cls: 2.2240, loss: 2.2240, grad_norm: 3.3420 2020-08-13 11:38:20,385 - mmaction - INFO - Epoch [21][700/1253] lr: 3.000e-02, eta: 1 day, 5:35:16, time: 0.714, data_time: 0.008, memory: 4947, top1_acc: 0.5081, top5_acc: 0.7435, loss_cls: 2.1535, loss: 2.1535, grad_norm: 3.3002 2020-08-13 11:38:36,387 - mmaction - INFO - Epoch [21][720/1253] lr: 3.000e-02, eta: 1 day, 5:34:34, time: 0.804, data_time: 0.007, memory: 4947, top1_acc: 0.4898, top5_acc: 0.7380, loss_cls: 2.1804, loss: 2.1804, grad_norm: 3.2412 2020-08-13 11:38:52,098 - mmaction - INFO - Epoch [21][740/1253] lr: 3.000e-02, eta: 1 day, 5:33:51, time: 0.786, data_time: 0.008, memory: 4947, top1_acc: 0.4984, top5_acc: 0.7451, loss_cls: 2.1626, loss: 2.1626, grad_norm: 3.2981 2020-08-13 11:39:06,890 - mmaction - INFO - Epoch [21][760/1253] lr: 3.000e-02, eta: 1 day, 5:33:04, time: 0.739, data_time: 0.002, memory: 4947, top1_acc: 0.4914, top5_acc: 0.7328, loss_cls: 2.2058, loss: 2.2058, grad_norm: 3.2235 2020-08-13 11:39:20,832 - mmaction - INFO - Epoch [21][780/1253] lr: 3.000e-02, eta: 1 day, 5:32:13, time: 0.693, data_time: 0.006, memory: 4947, top1_acc: 0.4893, top5_acc: 0.7432, loss_cls: 2.1658, loss: 2.1658, grad_norm: 3.2375 2020-08-13 11:39:35,785 - mmaction - INFO - Epoch [21][800/1253] lr: 3.000e-02, eta: 1 day, 5:31:28, time: 0.752, data_time: 0.007, memory: 4947, top1_acc: 0.5102, top5_acc: 0.7367, loss_cls: 2.1635, loss: 2.1635, grad_norm: 3.2436 2020-08-13 11:39:50,503 - mmaction - INFO - Epoch [21][820/1253] lr: 3.000e-02, eta: 1 day, 5:30:41, time: 0.735, data_time: 0.005, memory: 4947, top1_acc: 0.4956, top5_acc: 0.7419, loss_cls: 2.1381, loss: 2.1381, grad_norm: 3.2751 2020-08-13 11:40:06,017 - mmaction - INFO - Epoch [21][840/1253] lr: 3.000e-02, eta: 1 day, 5:29:57, time: 0.773, data_time: 0.008, memory: 4947, top1_acc: 0.4891, top5_acc: 0.7438, loss_cls: 2.2117, loss: 2.2117, grad_norm: 3.3499 2020-08-13 11:40:21,482 - mmaction - INFO - Epoch [21][860/1253] lr: 3.000e-02, eta: 1 day, 5:29:13, time: 0.777, data_time: 0.005, memory: 4947, top1_acc: 0.5143, top5_acc: 0.7422, loss_cls: 2.1226, loss: 2.1226, grad_norm: 3.2194 2020-08-13 11:40:35,884 - mmaction - INFO - Epoch [21][880/1253] lr: 3.000e-02, eta: 1 day, 5:28:25, time: 0.716, data_time: 0.005, memory: 4947, top1_acc: 0.4917, top5_acc: 0.7396, loss_cls: 2.1994, loss: 2.1994, grad_norm: 3.2994 2020-08-13 11:40:49,421 - mmaction - INFO - Epoch [21][900/1253] lr: 3.000e-02, eta: 1 day, 5:27:34, time: 0.681, data_time: 0.007, memory: 4947, top1_acc: 0.4945, top5_acc: 0.7419, loss_cls: 2.1927, loss: 2.1927, grad_norm: 3.3339 2020-08-13 11:41:05,357 - mmaction - INFO - Epoch [21][920/1253] lr: 3.000e-02, eta: 1 day, 5:26:51, time: 0.795, data_time: 0.005, memory: 4947, top1_acc: 0.5115, top5_acc: 0.7471, loss_cls: 2.1301, loss: 2.1301, grad_norm: 3.1819 2020-08-13 11:41:20,953 - mmaction - INFO - Epoch [21][940/1253] lr: 3.000e-02, eta: 1 day, 5:26:08, time: 0.782, data_time: 0.006, memory: 4947, top1_acc: 0.4875, top5_acc: 0.7362, loss_cls: 2.1987, loss: 2.1987, grad_norm: 3.2674 2020-08-13 11:41:36,334 - mmaction - INFO - Epoch [21][960/1253] lr: 3.000e-02, eta: 1 day, 5:25:24, time: 0.766, data_time: 0.006, memory: 4947, top1_acc: 0.5135, top5_acc: 0.7438, loss_cls: 2.1433, loss: 2.1433, grad_norm: 3.2168 2020-08-13 11:41:51,606 - mmaction - INFO - Epoch [21][980/1253] lr: 3.000e-02, eta: 1 day, 5:24:39, time: 0.764, data_time: 0.007, memory: 4947, top1_acc: 0.4927, top5_acc: 0.7456, loss_cls: 2.1604, loss: 2.1604, grad_norm: 3.2974 2020-08-13 11:42:06,724 - mmaction - INFO - Epoch [21][1000/1253] lr: 3.000e-02, eta: 1 day, 5:23:54, time: 0.755, data_time: 0.009, memory: 4947, top1_acc: 0.5055, top5_acc: 0.7419, loss_cls: 2.1364, loss: 2.1364, grad_norm: 3.2407 2020-08-13 11:42:21,539 - mmaction - INFO - Epoch [21][1020/1253] lr: 3.000e-02, eta: 1 day, 5:23:08, time: 0.742, data_time: 0.008, memory: 4947, top1_acc: 0.4875, top5_acc: 0.7417, loss_cls: 2.1912, loss: 2.1912, grad_norm: 3.2233 2020-08-13 11:42:36,862 - mmaction - INFO - Epoch [21][1040/1253] lr: 3.000e-02, eta: 1 day, 5:22:24, time: 0.768, data_time: 0.007, memory: 4947, top1_acc: 0.4859, top5_acc: 0.7302, loss_cls: 2.1940, loss: 2.1940, grad_norm: 3.2281 2020-08-13 11:42:52,094 - mmaction - INFO - Epoch [21][1060/1253] lr: 3.000e-02, eta: 1 day, 5:21:40, time: 0.759, data_time: 0.006, memory: 4947, top1_acc: 0.4927, top5_acc: 0.7315, loss_cls: 2.2339, loss: 2.2339, grad_norm: 3.1821 2020-08-13 11:43:08,599 - mmaction - INFO - Epoch [21][1080/1253] lr: 3.000e-02, eta: 1 day, 5:21:00, time: 0.828, data_time: 0.006, memory: 4947, top1_acc: 0.4987, top5_acc: 0.7396, loss_cls: 2.1912, loss: 2.1912, grad_norm: 3.2654 2020-08-13 11:43:22,931 - mmaction - INFO - Epoch [21][1100/1253] lr: 3.000e-02, eta: 1 day, 5:20:13, time: 0.714, data_time: 0.006, memory: 4947, top1_acc: 0.5063, top5_acc: 0.7388, loss_cls: 2.1619, loss: 2.1619, grad_norm: 3.1373 2020-08-13 11:48:06,777 - mmaction - INFO - Epoch [21][1120/1253] lr: 3.000e-02, eta: 1 day, 5:36:25, time: 14.195, data_time: 0.006, memory: 4947, top1_acc: 0.4990, top5_acc: 0.7432, loss_cls: 2.1779, loss: 2.1779, grad_norm: 3.2371 2020-08-13 11:48:19,518 - mmaction - INFO - Epoch [21][1140/1253] lr: 3.000e-02, eta: 1 day, 5:35:31, time: 0.636, data_time: 0.002, memory: 4947, top1_acc: 0.4961, top5_acc: 0.7417, loss_cls: 2.1911, loss: 2.1911, grad_norm: 3.2513 2020-08-13 11:48:32,310 - mmaction - INFO - Epoch [21][1160/1253] lr: 3.000e-02, eta: 1 day, 5:34:36, time: 0.637, data_time: 0.007, memory: 4947, top1_acc: 0.4992, top5_acc: 0.7378, loss_cls: 2.1832, loss: 2.1832, grad_norm: 3.2348 2020-08-13 11:48:45,172 - mmaction - INFO - Epoch [21][1180/1253] lr: 3.000e-02, eta: 1 day, 5:33:42, time: 0.645, data_time: 0.008, memory: 4947, top1_acc: 0.4885, top5_acc: 0.7310, loss_cls: 2.2108, loss: 2.2108, grad_norm: 3.3046 2020-08-13 11:48:58,010 - mmaction - INFO - Epoch [21][1200/1253] lr: 3.000e-02, eta: 1 day, 5:32:48, time: 0.639, data_time: 0.008, memory: 4947, top1_acc: 0.4844, top5_acc: 0.7229, loss_cls: 2.2417, loss: 2.2417, grad_norm: 3.2097 2020-08-13 11:49:11,624 - mmaction - INFO - Epoch [21][1220/1253] lr: 3.000e-02, eta: 1 day, 5:31:57, time: 0.684, data_time: 0.008, memory: 4947, top1_acc: 0.4940, top5_acc: 0.7299, loss_cls: 2.1840, loss: 2.1840, grad_norm: 3.2083 2020-08-13 11:49:25,322 - mmaction - INFO - Epoch [21][1240/1253] lr: 3.000e-02, eta: 1 day, 5:31:06, time: 0.684, data_time: 0.007, memory: 4947, top1_acc: 0.4982, top5_acc: 0.7268, loss_cls: 2.1886, loss: 2.1886, grad_norm: 3.1668 2020-08-13 11:49:34,267 - mmaction - INFO - Saving checkpoint at 21 epochs 2020-08-13 11:56:52,770 - mmaction - INFO - Epoch [22][20/1253] lr: 3.000e-02, eta: 1 day, 5:55:44, time: 21.900, data_time: 21.214, memory: 4947, top1_acc: 0.5107, top5_acc: 0.7529, loss_cls: 2.1292, loss: 2.1292, grad_norm: 3.1738 2020-08-13 11:57:05,833 - mmaction - INFO - Epoch [22][40/1253] lr: 3.000e-02, eta: 1 day, 5:54:49, time: 0.653, data_time: 0.004, memory: 4947, top1_acc: 0.4995, top5_acc: 0.7445, loss_cls: 2.1395, loss: 2.1395, grad_norm: 3.2454 2020-08-13 11:57:18,482 - mmaction - INFO - Epoch [22][60/1253] lr: 3.000e-02, eta: 1 day, 5:53:53, time: 0.630, data_time: 0.007, memory: 4947, top1_acc: 0.5102, top5_acc: 0.7474, loss_cls: 2.1273, loss: 2.1273, grad_norm: 3.2692 2020-08-13 11:57:31,292 - mmaction - INFO - Epoch [22][80/1253] lr: 3.000e-02, eta: 1 day, 5:52:58, time: 0.643, data_time: 0.007, memory: 4947, top1_acc: 0.5029, top5_acc: 0.7466, loss_cls: 2.1473, loss: 2.1473, grad_norm: 3.2065 2020-08-13 11:57:44,225 - mmaction - INFO - Epoch [22][100/1253] lr: 3.000e-02, eta: 1 day, 5:52:03, time: 0.643, data_time: 0.006, memory: 4947, top1_acc: 0.5081, top5_acc: 0.7521, loss_cls: 2.1362, loss: 2.1362, grad_norm: 3.2214 2020-08-13 11:57:57,154 - mmaction - INFO - Epoch [22][120/1253] lr: 3.000e-02, eta: 1 day, 5:51:08, time: 0.649, data_time: 0.007, memory: 4947, top1_acc: 0.4953, top5_acc: 0.7458, loss_cls: 2.1531, loss: 2.1531, grad_norm: 3.2147 2020-08-13 11:58:09,952 - mmaction - INFO - Epoch [22][140/1253] lr: 3.000e-02, eta: 1 day, 5:50:13, time: 0.640, data_time: 0.008, memory: 4947, top1_acc: 0.4945, top5_acc: 0.7440, loss_cls: 2.1602, loss: 2.1602, grad_norm: 3.3288 2020-08-13 11:58:24,367 - mmaction - INFO - Epoch [22][160/1253] lr: 3.000e-02, eta: 1 day, 5:49:24, time: 0.721, data_time: 0.008, memory: 4947, top1_acc: 0.5000, top5_acc: 0.7365, loss_cls: 2.1725, loss: 2.1725, grad_norm: 3.2668 2020-08-13 11:58:38,164 - mmaction - INFO - Epoch [22][180/1253] lr: 3.000e-02, eta: 1 day, 5:48:33, time: 0.688, data_time: 0.005, memory: 4947, top1_acc: 0.4706, top5_acc: 0.7286, loss_cls: 2.2243, loss: 2.2243, grad_norm: 3.2657 2020-08-13 11:58:53,004 - mmaction - INFO - Epoch [22][200/1253] lr: 3.000e-02, eta: 1 day, 5:47:45, time: 0.741, data_time: 0.008, memory: 4947, top1_acc: 0.4948, top5_acc: 0.7336, loss_cls: 2.2208, loss: 2.2208, grad_norm: 3.2347 2020-08-13 11:59:07,616 - mmaction - INFO - Epoch [22][220/1253] lr: 3.000e-02, eta: 1 day, 5:46:57, time: 0.730, data_time: 0.008, memory: 4947, top1_acc: 0.5044, top5_acc: 0.7482, loss_cls: 2.1226, loss: 2.1226, grad_norm: 3.2911 2020-08-13 11:59:22,322 - mmaction - INFO - Epoch [22][240/1253] lr: 3.000e-02, eta: 1 day, 5:46:09, time: 0.735, data_time: 0.009, memory: 4947, top1_acc: 0.4935, top5_acc: 0.7372, loss_cls: 2.1984, loss: 2.1984, grad_norm: 3.2768 2020-08-13 11:59:38,807 - mmaction - INFO - Epoch [22][260/1253] lr: 3.000e-02, eta: 1 day, 5:45:29, time: 0.829, data_time: 0.007, memory: 4947, top1_acc: 0.4878, top5_acc: 0.7385, loss_cls: 2.2086, loss: 2.2086, grad_norm: 3.2284 2020-08-13 11:59:53,679 - mmaction - INFO - Epoch [22][280/1253] lr: 3.000e-02, eta: 1 day, 5:44:41, time: 0.743, data_time: 0.004, memory: 4947, top1_acc: 0.5036, top5_acc: 0.7523, loss_cls: 2.1338, loss: 2.1338, grad_norm: 3.2563 2020-08-13 12:00:14,569 - mmaction - INFO - Epoch [22][300/1253] lr: 3.000e-02, eta: 1 day, 5:44:16, time: 1.035, data_time: 0.003, memory: 4947, top1_acc: 0.5000, top5_acc: 0.7547, loss_cls: 2.1231, loss: 2.1231, grad_norm: 3.2547 2020-08-13 12:00:28,807 - mmaction - INFO - Epoch [22][320/1253] lr: 3.000e-02, eta: 1 day, 5:43:27, time: 0.720, data_time: 0.021, memory: 4947, top1_acc: 0.4872, top5_acc: 0.7305, loss_cls: 2.2209, loss: 2.2209, grad_norm: 3.3453 2020-08-13 12:00:42,357 - mmaction - INFO - Epoch [22][340/1253] lr: 3.000e-02, eta: 1 day, 5:42:36, time: 0.678, data_time: 0.005, memory: 4947, top1_acc: 0.4875, top5_acc: 0.7336, loss_cls: 2.2160, loss: 2.2160, grad_norm: 3.3285 2020-08-13 12:00:57,323 - mmaction - INFO - Epoch [22][360/1253] lr: 3.000e-02, eta: 1 day, 5:41:49, time: 0.749, data_time: 0.007, memory: 4947, top1_acc: 0.4979, top5_acc: 0.7370, loss_cls: 2.1774, loss: 2.1774, grad_norm: 3.3088 2020-08-13 12:01:11,661 - mmaction - INFO - Epoch [22][380/1253] lr: 3.000e-02, eta: 1 day, 5:41:00, time: 0.713, data_time: 0.007, memory: 4947, top1_acc: 0.4966, top5_acc: 0.7354, loss_cls: 2.2024, loss: 2.2024, grad_norm: 3.1467 2020-08-13 12:01:26,802 - mmaction - INFO - Epoch [22][400/1253] lr: 3.000e-02, eta: 1 day, 5:40:15, time: 0.761, data_time: 0.007, memory: 4947, top1_acc: 0.5029, top5_acc: 0.7451, loss_cls: 2.1519, loss: 2.1519, grad_norm: 3.2218 2020-08-13 12:01:42,244 - mmaction - INFO - Epoch [22][420/1253] lr: 3.000e-02, eta: 1 day, 5:39:30, time: 0.767, data_time: 0.006, memory: 4947, top1_acc: 0.5029, top5_acc: 0.7484, loss_cls: 2.1449, loss: 2.1449, grad_norm: 3.2463 2020-08-13 12:01:56,931 - mmaction - INFO - Epoch [22][440/1253] lr: 3.000e-02, eta: 1 day, 5:38:42, time: 0.738, data_time: 0.007, memory: 4947, top1_acc: 0.4992, top5_acc: 0.7427, loss_cls: 2.1364, loss: 2.1364, grad_norm: 3.2574 2020-08-13 12:02:12,652 - mmaction - INFO - Epoch [22][460/1253] lr: 3.000e-02, eta: 1 day, 5:37:59, time: 0.784, data_time: 0.003, memory: 4947, top1_acc: 0.4888, top5_acc: 0.7458, loss_cls: 2.1649, loss: 2.1649, grad_norm: 3.2789 2020-08-13 12:02:27,293 - mmaction - INFO - Epoch [22][480/1253] lr: 3.000e-02, eta: 1 day, 5:37:11, time: 0.733, data_time: 0.009, memory: 4947, top1_acc: 0.4964, top5_acc: 0.7417, loss_cls: 2.1629, loss: 2.1629, grad_norm: 3.2826 2020-08-13 12:02:42,619 - mmaction - INFO - Epoch [22][500/1253] lr: 3.000e-02, eta: 1 day, 5:36:27, time: 0.767, data_time: 0.005, memory: 4947, top1_acc: 0.4969, top5_acc: 0.7398, loss_cls: 2.1677, loss: 2.1677, grad_norm: 3.2274 2020-08-13 12:02:57,090 - mmaction - INFO - Epoch [22][520/1253] lr: 3.000e-02, eta: 1 day, 5:35:39, time: 0.724, data_time: 0.006, memory: 4947, top1_acc: 0.4979, top5_acc: 0.7385, loss_cls: 2.1906, loss: 2.1906, grad_norm: 3.2650 2020-08-13 12:03:12,536 - mmaction - INFO - Epoch [22][540/1253] lr: 3.000e-02, eta: 1 day, 5:34:54, time: 0.772, data_time: 0.003, memory: 4947, top1_acc: 0.4982, top5_acc: 0.7328, loss_cls: 2.1734, loss: 2.1734, grad_norm: 3.2502 2020-08-13 12:03:27,712 - mmaction - INFO - Epoch [22][560/1253] lr: 3.000e-02, eta: 1 day, 5:34:09, time: 0.756, data_time: 0.006, memory: 4947, top1_acc: 0.5018, top5_acc: 0.7266, loss_cls: 2.1981, loss: 2.1981, grad_norm: 3.2212 2020-08-13 12:03:42,292 - mmaction - INFO - Epoch [22][580/1253] lr: 3.000e-02, eta: 1 day, 5:33:22, time: 0.731, data_time: 0.007, memory: 4947, top1_acc: 0.4891, top5_acc: 0.7336, loss_cls: 2.1871, loss: 2.1871, grad_norm: 3.2072 2020-08-13 12:03:57,648 - mmaction - INFO - Epoch [22][600/1253] lr: 3.000e-02, eta: 1 day, 5:32:37, time: 0.769, data_time: 0.003, memory: 4947, top1_acc: 0.4943, top5_acc: 0.7349, loss_cls: 2.1908, loss: 2.1908, grad_norm: 3.2565 2020-08-13 12:04:13,271 - mmaction - INFO - Epoch [22][620/1253] lr: 3.000e-02, eta: 1 day, 5:31:53, time: 0.780, data_time: 0.005, memory: 4947, top1_acc: 0.5036, top5_acc: 0.7417, loss_cls: 2.1543, loss: 2.1543, grad_norm: 3.2509 2020-08-13 12:04:27,785 - mmaction - INFO - Epoch [22][640/1253] lr: 3.000e-02, eta: 1 day, 5:31:06, time: 0.728, data_time: 0.006, memory: 4947, top1_acc: 0.4901, top5_acc: 0.7393, loss_cls: 2.1954, loss: 2.1954, grad_norm: 3.3068 2020-08-13 12:04:42,875 - mmaction - INFO - Epoch [22][660/1253] lr: 3.000e-02, eta: 1 day, 5:30:20, time: 0.751, data_time: 0.005, memory: 4947, top1_acc: 0.4984, top5_acc: 0.7339, loss_cls: 2.1837, loss: 2.1837, grad_norm: 3.2714 2020-08-13 12:04:58,553 - mmaction - INFO - Epoch [22][680/1253] lr: 3.000e-02, eta: 1 day, 5:29:37, time: 0.787, data_time: 0.007, memory: 4947, top1_acc: 0.5138, top5_acc: 0.7440, loss_cls: 2.1089, loss: 2.1089, grad_norm: 3.1999 2020-08-13 12:05:12,984 - mmaction - INFO - Epoch [22][700/1253] lr: 3.000e-02, eta: 1 day, 5:28:50, time: 0.722, data_time: 0.005, memory: 4947, top1_acc: 0.4997, top5_acc: 0.7456, loss_cls: 2.1530, loss: 2.1530, grad_norm: 3.2558 2020-08-13 12:05:29,232 - mmaction - INFO - Epoch [22][720/1253] lr: 3.000e-02, eta: 1 day, 5:28:09, time: 0.812, data_time: 0.003, memory: 4947, top1_acc: 0.5021, top5_acc: 0.7448, loss_cls: 2.1538, loss: 2.1538, grad_norm: 3.2415 2020-08-13 12:05:44,749 - mmaction - INFO - Epoch [22][740/1253] lr: 3.000e-02, eta: 1 day, 5:27:25, time: 0.773, data_time: 0.008, memory: 4947, top1_acc: 0.4992, top5_acc: 0.7492, loss_cls: 2.1394, loss: 2.1394, grad_norm: 3.2020 2020-08-13 12:06:00,016 - mmaction - INFO - Epoch [22][760/1253] lr: 3.000e-02, eta: 1 day, 5:26:41, time: 0.766, data_time: 0.007, memory: 4947, top1_acc: 0.4883, top5_acc: 0.7266, loss_cls: 2.2300, loss: 2.2300, grad_norm: 3.3448 2020-08-13 12:06:15,143 - mmaction - INFO - Epoch [22][780/1253] lr: 3.000e-02, eta: 1 day, 5:25:55, time: 0.754, data_time: 0.005, memory: 4947, top1_acc: 0.4875, top5_acc: 0.7339, loss_cls: 2.2065, loss: 2.2065, grad_norm: 3.2625 2020-08-13 12:06:29,787 - mmaction - INFO - Epoch [22][800/1253] lr: 3.000e-02, eta: 1 day, 5:25:09, time: 0.733, data_time: 0.009, memory: 4947, top1_acc: 0.5018, top5_acc: 0.7464, loss_cls: 2.1465, loss: 2.1465, grad_norm: 3.1974 2020-08-13 12:06:43,287 - mmaction - INFO - Epoch [22][820/1253] lr: 3.000e-02, eta: 1 day, 5:24:18, time: 0.674, data_time: 0.008, memory: 4947, top1_acc: 0.4987, top5_acc: 0.7396, loss_cls: 2.1895, loss: 2.1895, grad_norm: 3.1928 2020-08-13 12:06:59,057 - mmaction - INFO - Epoch [22][840/1253] lr: 3.000e-02, eta: 1 day, 5:23:35, time: 0.788, data_time: 0.006, memory: 4947, top1_acc: 0.4961, top5_acc: 0.7443, loss_cls: 2.1751, loss: 2.1751, grad_norm: 3.2283 2020-08-13 12:07:13,841 - mmaction - INFO - Epoch [22][860/1253] lr: 3.000e-02, eta: 1 day, 5:22:49, time: 0.739, data_time: 0.009, memory: 4947, top1_acc: 0.4883, top5_acc: 0.7237, loss_cls: 2.2150, loss: 2.2150, grad_norm: 3.2584 2020-08-13 12:07:29,436 - mmaction - INFO - Epoch [22][880/1253] lr: 3.000e-02, eta: 1 day, 5:22:06, time: 0.781, data_time: 0.005, memory: 4947, top1_acc: 0.4870, top5_acc: 0.7339, loss_cls: 2.1977, loss: 2.1977, grad_norm: 3.3362 2020-08-13 12:07:45,488 - mmaction - INFO - Epoch [22][900/1253] lr: 3.000e-02, eta: 1 day, 5:21:25, time: 0.803, data_time: 0.007, memory: 4947, top1_acc: 0.5026, top5_acc: 0.7367, loss_cls: 2.2010, loss: 2.2010, grad_norm: 3.2819 2020-08-13 12:07:59,436 - mmaction - INFO - Epoch [22][920/1253] lr: 3.000e-02, eta: 1 day, 5:20:36, time: 0.696, data_time: 0.005, memory: 4947, top1_acc: 0.4974, top5_acc: 0.7419, loss_cls: 2.1587, loss: 2.1587, grad_norm: 3.1858 2020-08-13 12:08:15,469 - mmaction - INFO - Epoch [22][940/1253] lr: 3.000e-02, eta: 1 day, 5:19:55, time: 0.803, data_time: 0.008, memory: 4947, top1_acc: 0.4878, top5_acc: 0.7237, loss_cls: 2.2546, loss: 2.2546, grad_norm: 3.2042 2020-08-13 12:08:31,471 - mmaction - INFO - Epoch [22][960/1253] lr: 3.000e-02, eta: 1 day, 5:19:13, time: 0.798, data_time: 0.007, memory: 4947, top1_acc: 0.5026, top5_acc: 0.7419, loss_cls: 2.1535, loss: 2.1535, grad_norm: 3.2380 2020-08-13 12:08:46,955 - mmaction - INFO - Epoch [22][980/1253] lr: 3.000e-02, eta: 1 day, 5:18:30, time: 0.777, data_time: 0.007, memory: 4947, top1_acc: 0.4818, top5_acc: 0.7289, loss_cls: 2.2407, loss: 2.2407, grad_norm: 3.2472 2020-08-13 12:09:01,866 - mmaction - INFO - Epoch [22][1000/1253] lr: 3.000e-02, eta: 1 day, 5:17:45, time: 0.744, data_time: 0.004, memory: 4947, top1_acc: 0.5076, top5_acc: 0.7453, loss_cls: 2.1639, loss: 2.1639, grad_norm: 3.2148 2020-08-13 12:09:16,740 - mmaction - INFO - Epoch [22][1020/1253] lr: 3.000e-02, eta: 1 day, 5:16:59, time: 0.745, data_time: 0.013, memory: 4947, top1_acc: 0.4872, top5_acc: 0.7406, loss_cls: 2.1824, loss: 2.1824, grad_norm: 3.2425 2020-08-13 12:09:31,685 - mmaction - INFO - Epoch [22][1040/1253] lr: 3.000e-02, eta: 1 day, 5:16:14, time: 0.744, data_time: 0.007, memory: 4947, top1_acc: 0.4927, top5_acc: 0.7406, loss_cls: 2.1752, loss: 2.1752, grad_norm: 3.2584 2020-08-13 12:09:46,698 - mmaction - INFO - Epoch [22][1060/1253] lr: 3.000e-02, eta: 1 day, 5:15:30, time: 0.754, data_time: 0.008, memory: 4947, top1_acc: 0.4846, top5_acc: 0.7461, loss_cls: 2.1635, loss: 2.1635, grad_norm: 3.2779 2020-08-13 12:10:02,291 - mmaction - INFO - Epoch [22][1080/1253] lr: 3.000e-02, eta: 1 day, 5:14:47, time: 0.776, data_time: 0.007, memory: 4947, top1_acc: 0.4802, top5_acc: 0.7234, loss_cls: 2.2470, loss: 2.2470, grad_norm: 3.2597 2020-08-13 12:10:17,895 - mmaction - INFO - Epoch [22][1100/1253] lr: 3.000e-02, eta: 1 day, 5:14:04, time: 0.784, data_time: 0.005, memory: 4947, top1_acc: 0.5122, top5_acc: 0.7490, loss_cls: 2.1355, loss: 2.1355, grad_norm: 3.2223 2020-08-13 12:10:33,750 - mmaction - INFO - Epoch [22][1120/1253] lr: 3.000e-02, eta: 1 day, 5:13:23, time: 0.793, data_time: 0.006, memory: 4947, top1_acc: 0.5008, top5_acc: 0.7500, loss_cls: 2.1149, loss: 2.1149, grad_norm: 3.2307 2020-08-13 12:10:49,258 - mmaction - INFO - Epoch [22][1140/1253] lr: 3.000e-02, eta: 1 day, 5:12:40, time: 0.776, data_time: 0.004, memory: 4947, top1_acc: 0.4984, top5_acc: 0.7341, loss_cls: 2.1575, loss: 2.1575, grad_norm: 3.3221 2020-08-13 12:11:05,716 - mmaction - INFO - Epoch [22][1160/1253] lr: 3.000e-02, eta: 1 day, 5:12:00, time: 0.821, data_time: 0.005, memory: 4947, top1_acc: 0.4901, top5_acc: 0.7352, loss_cls: 2.1747, loss: 2.1747, grad_norm: 3.3121 2020-08-13 12:11:19,963 - mmaction - INFO - Epoch [22][1180/1253] lr: 3.000e-02, eta: 1 day, 5:11:13, time: 0.712, data_time: 0.006, memory: 4947, top1_acc: 0.4971, top5_acc: 0.7445, loss_cls: 2.1791, loss: 2.1791, grad_norm: 3.2308 2020-08-13 12:11:34,868 - mmaction - INFO - Epoch [22][1200/1253] lr: 3.000e-02, eta: 1 day, 5:10:28, time: 0.743, data_time: 0.008, memory: 4947, top1_acc: 0.5120, top5_acc: 0.7432, loss_cls: 2.1216, loss: 2.1216, grad_norm: 3.2142 2020-08-13 12:11:51,310 - mmaction - INFO - Epoch [22][1220/1253] lr: 3.000e-02, eta: 1 day, 5:09:49, time: 0.827, data_time: 0.008, memory: 4947, top1_acc: 0.4909, top5_acc: 0.7320, loss_cls: 2.2057, loss: 2.2057, grad_norm: 3.3159 2020-08-13 12:12:06,640 - mmaction - INFO - Epoch [22][1240/1253] lr: 3.000e-02, eta: 1 day, 5:09:05, time: 0.765, data_time: 0.006, memory: 4947, top1_acc: 0.4935, top5_acc: 0.7424, loss_cls: 2.1802, loss: 2.1802, grad_norm: 3.3097 2020-08-13 12:12:15,609 - mmaction - INFO - Saving checkpoint at 22 epochs 2020-08-13 12:19:58,880 - mmaction - INFO - Epoch [23][20/1253] lr: 3.000e-02, eta: 1 day, 5:33:43, time: 23.127, data_time: 2.019, memory: 4947, top1_acc: 0.4953, top5_acc: 0.7451, loss_cls: 2.1578, loss: 2.1578, grad_norm: 3.3004 2020-08-13 12:20:11,703 - mmaction - INFO - Epoch [23][40/1253] lr: 3.000e-02, eta: 1 day, 5:32:49, time: 0.642, data_time: 0.009, memory: 4947, top1_acc: 0.5078, top5_acc: 0.7411, loss_cls: 2.1412, loss: 2.1412, grad_norm: 3.2412 2020-08-13 12:20:24,291 - mmaction - INFO - Epoch [23][60/1253] lr: 3.000e-02, eta: 1 day, 5:31:55, time: 0.632, data_time: 0.008, memory: 4947, top1_acc: 0.4896, top5_acc: 0.7375, loss_cls: 2.1772, loss: 2.1772, grad_norm: 3.2924 2020-08-13 12:20:37,014 - mmaction - INFO - Epoch [23][80/1253] lr: 3.000e-02, eta: 1 day, 5:31:02, time: 0.635, data_time: 0.006, memory: 4947, top1_acc: 0.4956, top5_acc: 0.7372, loss_cls: 2.1488, loss: 2.1488, grad_norm: 3.2318 2020-08-13 12:20:49,728 - mmaction - INFO - Epoch [23][100/1253] lr: 3.000e-02, eta: 1 day, 5:30:08, time: 0.634, data_time: 0.004, memory: 4947, top1_acc: 0.5047, top5_acc: 0.7484, loss_cls: 2.0999, loss: 2.0999, grad_norm: 3.2454 2020-08-13 12:21:02,896 - mmaction - INFO - Epoch [23][120/1253] lr: 3.000e-02, eta: 1 day, 5:29:16, time: 0.660, data_time: 0.010, memory: 4947, top1_acc: 0.5099, top5_acc: 0.7461, loss_cls: 2.1258, loss: 2.1258, grad_norm: 3.2652 2020-08-13 12:21:16,745 - mmaction - INFO - Epoch [23][140/1253] lr: 3.000e-02, eta: 1 day, 5:28:26, time: 0.693, data_time: 0.005, memory: 4947, top1_acc: 0.5107, top5_acc: 0.7542, loss_cls: 2.1092, loss: 2.1092, grad_norm: 3.2837 2020-08-13 12:21:30,222 - mmaction - INFO - Epoch [23][160/1253] lr: 3.000e-02, eta: 1 day, 5:27:35, time: 0.672, data_time: 0.005, memory: 4947, top1_acc: 0.5021, top5_acc: 0.7417, loss_cls: 2.1508, loss: 2.1508, grad_norm: 3.2814 2020-08-13 12:21:44,101 - mmaction - INFO - Epoch [23][180/1253] lr: 3.000e-02, eta: 1 day, 5:26:46, time: 0.696, data_time: 0.005, memory: 4947, top1_acc: 0.5083, top5_acc: 0.7383, loss_cls: 2.1507, loss: 2.1507, grad_norm: 3.2298 2020-08-13 12:21:58,628 - mmaction - INFO - Epoch [23][200/1253] lr: 3.000e-02, eta: 1 day, 5:25:59, time: 0.725, data_time: 0.008, memory: 4947, top1_acc: 0.5003, top5_acc: 0.7328, loss_cls: 2.1864, loss: 2.1864, grad_norm: 3.3079 2020-08-13 12:22:13,379 - mmaction - INFO - Epoch [23][220/1253] lr: 3.000e-02, eta: 1 day, 5:25:13, time: 0.736, data_time: 0.005, memory: 4947, top1_acc: 0.4911, top5_acc: 0.7406, loss_cls: 2.1812, loss: 2.1812, grad_norm: 3.2811 2020-08-13 12:22:28,052 - mmaction - INFO - Epoch [23][240/1253] lr: 3.000e-02, eta: 1 day, 5:24:26, time: 0.732, data_time: 0.009, memory: 4947, top1_acc: 0.5003, top5_acc: 0.7437, loss_cls: 2.1546, loss: 2.1546, grad_norm: 3.2486 2020-08-13 12:22:42,042 - mmaction - INFO - Epoch [23][260/1253] lr: 3.000e-02, eta: 1 day, 5:23:38, time: 0.703, data_time: 0.007, memory: 4947, top1_acc: 0.5036, top5_acc: 0.7474, loss_cls: 2.1171, loss: 2.1171, grad_norm: 3.2664 2020-08-13 12:22:56,611 - mmaction - INFO - Epoch [23][280/1253] lr: 3.000e-02, eta: 1 day, 5:22:51, time: 0.729, data_time: 0.002, memory: 4947, top1_acc: 0.4802, top5_acc: 0.7255, loss_cls: 2.2407, loss: 2.2407, grad_norm: 3.2969 2020-08-13 12:23:12,312 - mmaction - INFO - Epoch [23][300/1253] lr: 3.000e-02, eta: 1 day, 5:22:08, time: 0.785, data_time: 0.006, memory: 4947, top1_acc: 0.4995, top5_acc: 0.7391, loss_cls: 2.1877, loss: 2.1877, grad_norm: 3.1984 2020-08-13 12:23:26,430 - mmaction - INFO - Epoch [23][320/1253] lr: 3.000e-02, eta: 1 day, 5:21:20, time: 0.705, data_time: 0.004, memory: 4947, top1_acc: 0.5141, top5_acc: 0.7518, loss_cls: 2.1326, loss: 2.1326, grad_norm: 3.2209 2020-08-13 12:23:41,103 - mmaction - INFO - Epoch [23][340/1253] lr: 3.000e-02, eta: 1 day, 5:20:34, time: 0.734, data_time: 0.008, memory: 4947, top1_acc: 0.5117, top5_acc: 0.7404, loss_cls: 2.1462, loss: 2.1462, grad_norm: 3.2675 2020-08-13 12:23:56,952 - mmaction - INFO - Epoch [23][360/1253] lr: 3.000e-02, eta: 1 day, 5:19:52, time: 0.791, data_time: 0.008, memory: 4947, top1_acc: 0.4982, top5_acc: 0.7380, loss_cls: 2.1966, loss: 2.1966, grad_norm: 3.2995 2020-08-13 12:24:12,311 - mmaction - INFO - Epoch [23][380/1253] lr: 3.000e-02, eta: 1 day, 5:19:08, time: 0.769, data_time: 0.005, memory: 4947, top1_acc: 0.4924, top5_acc: 0.7469, loss_cls: 2.1657, loss: 2.1657, grad_norm: 3.2358 2020-08-13 12:24:26,925 - mmaction - INFO - Epoch [23][400/1253] lr: 3.000e-02, eta: 1 day, 5:18:22, time: 0.730, data_time: 0.007, memory: 4947, top1_acc: 0.5021, top5_acc: 0.7432, loss_cls: 2.1274, loss: 2.1274, grad_norm: 3.2279 2020-08-13 12:24:42,002 - mmaction - INFO - Epoch [23][420/1253] lr: 3.000e-02, eta: 1 day, 5:17:37, time: 0.752, data_time: 0.008, memory: 4947, top1_acc: 0.5021, top5_acc: 0.7365, loss_cls: 2.1736, loss: 2.1736, grad_norm: 3.2494 2020-08-13 12:24:56,574 - mmaction - INFO - Epoch [23][440/1253] lr: 3.000e-02, eta: 1 day, 5:16:50, time: 0.729, data_time: 0.009, memory: 4947, top1_acc: 0.5156, top5_acc: 0.7565, loss_cls: 2.0756, loss: 2.0756, grad_norm: 3.1771 2020-08-13 12:25:11,175 - mmaction - INFO - Epoch [23][460/1253] lr: 3.000e-02, eta: 1 day, 5:16:05, time: 0.734, data_time: 0.009, memory: 4947, top1_acc: 0.5112, top5_acc: 0.7503, loss_cls: 2.1096, loss: 2.1096, grad_norm: 3.2425 2020-08-13 12:25:26,972 - mmaction - INFO - Epoch [23][480/1253] lr: 3.000e-02, eta: 1 day, 5:15:22, time: 0.790, data_time: 0.002, memory: 4947, top1_acc: 0.5120, top5_acc: 0.7464, loss_cls: 2.1464, loss: 2.1464, grad_norm: 3.3043 2020-08-13 12:25:41,268 - mmaction - INFO - Epoch [23][500/1253] lr: 3.000e-02, eta: 1 day, 5:14:35, time: 0.711, data_time: 0.007, memory: 4947, top1_acc: 0.5000, top5_acc: 0.7458, loss_cls: 2.1521, loss: 2.1521, grad_norm: 3.3468 2020-08-13 12:25:56,513 - mmaction - INFO - Epoch [23][520/1253] lr: 3.000e-02, eta: 1 day, 5:13:52, time: 0.766, data_time: 0.007, memory: 4947, top1_acc: 0.4992, top5_acc: 0.7385, loss_cls: 2.1779, loss: 2.1779, grad_norm: 3.2921 2020-08-13 12:26:12,069 - mmaction - INFO - Epoch [23][540/1253] lr: 3.000e-02, eta: 1 day, 5:13:09, time: 0.777, data_time: 0.004, memory: 4947, top1_acc: 0.4997, top5_acc: 0.7388, loss_cls: 2.1388, loss: 2.1388, grad_norm: 3.2446 2020-08-13 12:26:27,958 - mmaction - INFO - Epoch [23][560/1253] lr: 3.000e-02, eta: 1 day, 5:12:27, time: 0.793, data_time: 0.003, memory: 4947, top1_acc: 0.5115, top5_acc: 0.7508, loss_cls: 2.1067, loss: 2.1067, grad_norm: 3.2245 2020-08-13 12:26:43,319 - mmaction - INFO - Epoch [23][580/1253] lr: 3.000e-02, eta: 1 day, 5:11:44, time: 0.769, data_time: 0.007, memory: 4947, top1_acc: 0.4935, top5_acc: 0.7427, loss_cls: 2.1706, loss: 2.1706, grad_norm: 3.3373 2020-08-13 12:26:58,053 - mmaction - INFO - Epoch [23][600/1253] lr: 3.000e-02, eta: 1 day, 5:10:58, time: 0.733, data_time: 0.007, memory: 4947, top1_acc: 0.4932, top5_acc: 0.7427, loss_cls: 2.1832, loss: 2.1832, grad_norm: 3.3113 2020-08-13 12:27:12,943 - mmaction - INFO - Epoch [23][620/1253] lr: 3.000e-02, eta: 1 day, 5:10:13, time: 0.746, data_time: 0.007, memory: 4947, top1_acc: 0.4935, top5_acc: 0.7245, loss_cls: 2.2029, loss: 2.2029, grad_norm: 3.2522 2020-08-13 12:27:28,113 - mmaction - INFO - Epoch [23][640/1253] lr: 3.000e-02, eta: 1 day, 5:09:30, time: 0.761, data_time: 0.008, memory: 4947, top1_acc: 0.4930, top5_acc: 0.7445, loss_cls: 2.1596, loss: 2.1596, grad_norm: 3.2958 2020-08-13 12:27:43,058 - mmaction - INFO - Epoch [23][660/1253] lr: 3.000e-02, eta: 1 day, 5:08:45, time: 0.745, data_time: 0.004, memory: 4947, top1_acc: 0.5013, top5_acc: 0.7503, loss_cls: 2.1402, loss: 2.1402, grad_norm: 3.2426 2020-08-13 12:27:57,506 - mmaction - INFO - Epoch [23][680/1253] lr: 3.000e-02, eta: 1 day, 5:07:59, time: 0.723, data_time: 0.008, memory: 4947, top1_acc: 0.4911, top5_acc: 0.7273, loss_cls: 2.2072, loss: 2.2072, grad_norm: 3.1874 2020-08-13 12:28:13,229 - mmaction - INFO - Epoch [23][700/1253] lr: 3.000e-02, eta: 1 day, 5:07:17, time: 0.784, data_time: 0.009, memory: 4947, top1_acc: 0.5039, top5_acc: 0.7344, loss_cls: 2.1373, loss: 2.1373, grad_norm: 3.2437 2020-08-13 12:28:28,481 - mmaction - INFO - Epoch [23][720/1253] lr: 3.000e-02, eta: 1 day, 5:06:34, time: 0.766, data_time: 0.008, memory: 4947, top1_acc: 0.4904, top5_acc: 0.7503, loss_cls: 2.1441, loss: 2.1441, grad_norm: 3.2746 2020-08-13 12:28:43,420 - mmaction - INFO - Epoch [23][740/1253] lr: 3.000e-02, eta: 1 day, 5:05:49, time: 0.745, data_time: 0.005, memory: 4947, top1_acc: 0.5104, top5_acc: 0.7419, loss_cls: 2.1473, loss: 2.1473, grad_norm: 3.2504 2020-08-13 12:28:59,453 - mmaction - INFO - Epoch [23][760/1253] lr: 3.000e-02, eta: 1 day, 5:05:08, time: 0.802, data_time: 0.008, memory: 4947, top1_acc: 0.4885, top5_acc: 0.7341, loss_cls: 2.1879, loss: 2.1879, grad_norm: 3.3187 2020-08-13 12:29:16,057 - mmaction - INFO - Epoch [23][780/1253] lr: 3.000e-02, eta: 1 day, 5:04:30, time: 0.831, data_time: 0.007, memory: 4947, top1_acc: 0.4914, top5_acc: 0.7406, loss_cls: 2.2000, loss: 2.2000, grad_norm: 3.2942 2020-08-13 12:29:30,700 - mmaction - INFO - Epoch [23][800/1253] lr: 3.000e-02, eta: 1 day, 5:03:44, time: 0.730, data_time: 0.008, memory: 4947, top1_acc: 0.4964, top5_acc: 0.7370, loss_cls: 2.1682, loss: 2.1682, grad_norm: 3.3714 2020-08-13 12:29:45,816 - mmaction - INFO - Epoch [23][820/1253] lr: 3.000e-02, eta: 1 day, 5:03:01, time: 0.758, data_time: 0.006, memory: 4947, top1_acc: 0.4956, top5_acc: 0.7445, loss_cls: 2.1747, loss: 2.1747, grad_norm: 3.1797 2020-08-13 12:30:01,153 - mmaction - INFO - Epoch [23][840/1253] lr: 3.000e-02, eta: 1 day, 5:02:18, time: 0.762, data_time: 0.007, memory: 4947, top1_acc: 0.4966, top5_acc: 0.7354, loss_cls: 2.1686, loss: 2.1686, grad_norm: 3.2137 2020-08-13 12:30:15,993 - mmaction - INFO - Epoch [23][860/1253] lr: 3.000e-02, eta: 1 day, 5:01:33, time: 0.746, data_time: 0.009, memory: 4947, top1_acc: 0.4799, top5_acc: 0.7385, loss_cls: 2.2258, loss: 2.2258, grad_norm: 3.3201 2020-08-13 12:30:30,854 - mmaction - INFO - Epoch [23][880/1253] lr: 3.000e-02, eta: 1 day, 5:00:49, time: 0.744, data_time: 0.007, memory: 4947, top1_acc: 0.5060, top5_acc: 0.7414, loss_cls: 2.1557, loss: 2.1557, grad_norm: 3.2106 2020-08-13 12:30:45,357 - mmaction - INFO - Epoch [23][900/1253] lr: 3.000e-02, eta: 1 day, 5:00:03, time: 0.723, data_time: 0.006, memory: 4947, top1_acc: 0.5107, top5_acc: 0.7518, loss_cls: 2.1084, loss: 2.1084, grad_norm: 3.1683 2020-08-13 12:31:01,179 - mmaction - INFO - Epoch [23][920/1253] lr: 3.000e-02, eta: 1 day, 4:59:22, time: 0.793, data_time: 0.005, memory: 4947, top1_acc: 0.4878, top5_acc: 0.7247, loss_cls: 2.2110, loss: 2.2110, grad_norm: 3.2360 2020-08-13 12:31:17,248 - mmaction - INFO - Epoch [23][940/1253] lr: 3.000e-02, eta: 1 day, 4:58:42, time: 0.802, data_time: 0.005, memory: 4947, top1_acc: 0.4938, top5_acc: 0.7445, loss_cls: 2.1821, loss: 2.1821, grad_norm: 3.2570 2020-08-13 12:31:32,977 - mmaction - INFO - Epoch [23][960/1253] lr: 3.000e-02, eta: 1 day, 4:58:01, time: 0.784, data_time: 0.008, memory: 4947, top1_acc: 0.4898, top5_acc: 0.7320, loss_cls: 2.1982, loss: 2.1982, grad_norm: 3.2381 2020-08-13 12:31:48,461 - mmaction - INFO - Epoch [23][980/1253] lr: 3.000e-02, eta: 1 day, 4:57:19, time: 0.778, data_time: 0.007, memory: 4947, top1_acc: 0.4977, top5_acc: 0.7411, loss_cls: 2.1506, loss: 2.1506, grad_norm: 3.1790 2020-08-13 12:32:04,147 - mmaction - INFO - Epoch [23][1000/1253] lr: 3.000e-02, eta: 1 day, 4:56:37, time: 0.784, data_time: 0.006, memory: 4947, top1_acc: 0.5047, top5_acc: 0.7391, loss_cls: 2.1700, loss: 2.1700, grad_norm: 3.2419 2020-08-13 12:32:20,484 - mmaction - INFO - Epoch [23][1020/1253] lr: 3.000e-02, eta: 1 day, 4:55:58, time: 0.817, data_time: 0.003, memory: 4947, top1_acc: 0.4872, top5_acc: 0.7245, loss_cls: 2.2519, loss: 2.2519, grad_norm: 3.3082 2020-08-13 12:32:36,019 - mmaction - INFO - Epoch [23][1040/1253] lr: 3.000e-02, eta: 1 day, 4:55:16, time: 0.776, data_time: 0.002, memory: 4947, top1_acc: 0.4922, top5_acc: 0.7448, loss_cls: 2.1657, loss: 2.1657, grad_norm: 3.1975 2020-08-13 12:32:52,577 - mmaction - INFO - Epoch [23][1060/1253] lr: 3.000e-02, eta: 1 day, 4:54:38, time: 0.829, data_time: 0.005, memory: 4947, top1_acc: 0.4969, top5_acc: 0.7362, loss_cls: 2.1760, loss: 2.1760, grad_norm: 3.2685 2020-08-13 12:33:08,415 - mmaction - INFO - Epoch [23][1080/1253] lr: 3.000e-02, eta: 1 day, 4:53:57, time: 0.790, data_time: 0.006, memory: 4947, top1_acc: 0.5034, top5_acc: 0.7354, loss_cls: 2.1941, loss: 2.1941, grad_norm: 3.2627 2020-08-13 12:33:23,885 - mmaction - INFO - Epoch [23][1100/1253] lr: 3.000e-02, eta: 1 day, 4:53:15, time: 0.775, data_time: 0.005, memory: 4947, top1_acc: 0.5065, top5_acc: 0.7448, loss_cls: 2.1369, loss: 2.1369, grad_norm: 3.2344 2020-08-13 12:33:38,228 - mmaction - INFO - Epoch [23][1120/1253] lr: 3.000e-02, eta: 1 day, 4:52:29, time: 0.712, data_time: 0.005, memory: 4947, top1_acc: 0.4927, top5_acc: 0.7427, loss_cls: 2.1743, loss: 2.1743, grad_norm: 3.2686 2020-08-13 12:33:53,095 - mmaction - INFO - Epoch [23][1140/1253] lr: 3.000e-02, eta: 1 day, 4:51:46, time: 0.748, data_time: 0.009, memory: 4947, top1_acc: 0.4990, top5_acc: 0.7456, loss_cls: 2.1599, loss: 2.1599, grad_norm: 3.2125 2020-08-13 12:34:09,034 - mmaction - INFO - Epoch [23][1160/1253] lr: 3.000e-02, eta: 1 day, 4:51:05, time: 0.793, data_time: 0.008, memory: 4947, top1_acc: 0.4995, top5_acc: 0.7477, loss_cls: 2.1347, loss: 2.1347, grad_norm: 3.2019 2020-08-13 12:34:23,335 - mmaction - INFO - Epoch [23][1180/1253] lr: 3.000e-02, eta: 1 day, 4:50:20, time: 0.719, data_time: 0.007, memory: 4947, top1_acc: 0.4964, top5_acc: 0.7531, loss_cls: 2.1419, loss: 2.1419, grad_norm: 3.2662 2020-08-13 12:34:38,782 - mmaction - INFO - Epoch [23][1200/1253] lr: 3.000e-02, eta: 1 day, 4:49:38, time: 0.772, data_time: 0.003, memory: 4947, top1_acc: 0.4930, top5_acc: 0.7331, loss_cls: 2.1980, loss: 2.1980, grad_norm: 3.2358 2020-08-13 12:34:54,505 - mmaction - INFO - Epoch [23][1220/1253] lr: 3.000e-02, eta: 1 day, 4:48:57, time: 0.785, data_time: 0.007, memory: 4947, top1_acc: 0.5062, top5_acc: 0.7404, loss_cls: 2.1467, loss: 2.1467, grad_norm: 3.1361 2020-08-13 12:35:09,639 - mmaction - INFO - Epoch [23][1240/1253] lr: 3.000e-02, eta: 1 day, 4:48:14, time: 0.759, data_time: 0.005, memory: 4947, top1_acc: 0.4898, top5_acc: 0.7406, loss_cls: 2.1796, loss: 2.1796, grad_norm: 3.1836 2020-08-13 12:35:20,088 - mmaction - INFO - Saving checkpoint at 23 epochs 2020-08-13 12:40:47,436 - mmaction - INFO - Epoch [24][20/1253] lr: 3.000e-02, eta: 1 day, 5:03:53, time: 16.342, data_time: 15.262, memory: 4947, top1_acc: 0.5193, top5_acc: 0.7482, loss_cls: 2.1111, loss: 2.1111, grad_norm: 3.1952 2020-08-13 12:41:00,158 - mmaction - INFO - Epoch [24][40/1253] lr: 3.000e-02, eta: 1 day, 5:03:02, time: 0.636, data_time: 0.006, memory: 4947, top1_acc: 0.5107, top5_acc: 0.7505, loss_cls: 2.1082, loss: 2.1082, grad_norm: 3.2831 2020-08-13 12:41:12,822 - mmaction - INFO - Epoch [24][60/1253] lr: 3.000e-02, eta: 1 day, 5:02:10, time: 0.631, data_time: 0.002, memory: 4947, top1_acc: 0.5193, top5_acc: 0.7523, loss_cls: 2.0795, loss: 2.0795, grad_norm: 3.2146 2020-08-13 12:41:25,507 - mmaction - INFO - Epoch [24][80/1253] lr: 3.000e-02, eta: 1 day, 5:01:18, time: 0.634, data_time: 0.003, memory: 4947, top1_acc: 0.5068, top5_acc: 0.7451, loss_cls: 2.1502, loss: 2.1502, grad_norm: 3.2763 2020-08-13 12:41:38,739 - mmaction - INFO - Epoch [24][100/1253] lr: 3.000e-02, eta: 1 day, 5:00:28, time: 0.663, data_time: 0.008, memory: 4947, top1_acc: 0.5060, top5_acc: 0.7448, loss_cls: 2.1416, loss: 2.1416, grad_norm: 3.2541 2020-08-13 12:41:52,743 - mmaction - INFO - Epoch [24][120/1253] lr: 3.000e-02, eta: 1 day, 4:59:41, time: 0.696, data_time: 0.007, memory: 4947, top1_acc: 0.5102, top5_acc: 0.7448, loss_cls: 2.1352, loss: 2.1352, grad_norm: 3.2592 2020-08-13 12:42:06,887 - mmaction - INFO - Epoch [24][140/1253] lr: 3.000e-02, eta: 1 day, 4:58:54, time: 0.710, data_time: 0.007, memory: 4947, top1_acc: 0.4966, top5_acc: 0.7469, loss_cls: 2.1739, loss: 2.1739, grad_norm: 3.2443 2020-08-13 12:42:21,447 - mmaction - INFO - Epoch [24][160/1253] lr: 3.000e-02, eta: 1 day, 4:58:09, time: 0.728, data_time: 0.007, memory: 4947, top1_acc: 0.5070, top5_acc: 0.7461, loss_cls: 2.1308, loss: 2.1308, grad_norm: 3.2278 2020-08-13 12:42:36,844 - mmaction - INFO - Epoch [24][180/1253] lr: 3.000e-02, eta: 1 day, 4:57:27, time: 0.771, data_time: 0.005, memory: 4947, top1_acc: 0.5026, top5_acc: 0.7469, loss_cls: 2.1458, loss: 2.1458, grad_norm: 3.2681 2020-08-13 12:42:51,913 - mmaction - INFO - Epoch [24][200/1253] lr: 3.000e-02, eta: 1 day, 4:56:43, time: 0.750, data_time: 0.002, memory: 4947, top1_acc: 0.5089, top5_acc: 0.7505, loss_cls: 2.1135, loss: 2.1135, grad_norm: 3.1985 2020-08-13 12:43:05,631 - mmaction - INFO - Epoch [24][220/1253] lr: 3.000e-02, eta: 1 day, 4:55:55, time: 0.689, data_time: 0.009, memory: 4947, top1_acc: 0.5042, top5_acc: 0.7565, loss_cls: 2.1074, loss: 2.1074, grad_norm: 3.3141 2020-08-13 12:43:20,791 - mmaction - INFO - Epoch [24][240/1253] lr: 3.000e-02, eta: 1 day, 4:55:12, time: 0.756, data_time: 0.008, memory: 4947, top1_acc: 0.5044, top5_acc: 0.7344, loss_cls: 2.1703, loss: 2.1703, grad_norm: 3.2217 2020-08-13 12:43:35,453 - mmaction - INFO - Epoch [24][260/1253] lr: 3.000e-02, eta: 1 day, 4:54:27, time: 0.732, data_time: 0.006, memory: 4947, top1_acc: 0.5107, top5_acc: 0.7406, loss_cls: 2.1344, loss: 2.1344, grad_norm: 3.3084 2020-08-13 12:43:51,390 - mmaction - INFO - Epoch [24][280/1253] lr: 3.000e-02, eta: 1 day, 4:53:47, time: 0.798, data_time: 0.009, memory: 4947, top1_acc: 0.5036, top5_acc: 0.7393, loss_cls: 2.1861, loss: 2.1861, grad_norm: 3.2520 2020-08-13 12:44:07,463 - mmaction - INFO - Epoch [24][300/1253] lr: 3.000e-02, eta: 1 day, 4:53:07, time: 0.806, data_time: 0.008, memory: 4947, top1_acc: 0.5094, top5_acc: 0.7440, loss_cls: 2.1246, loss: 2.1246, grad_norm: 3.2168 2020-08-13 12:44:21,984 - mmaction - INFO - Epoch [24][320/1253] lr: 3.000e-02, eta: 1 day, 4:52:22, time: 0.721, data_time: 0.006, memory: 4947, top1_acc: 0.5104, top5_acc: 0.7503, loss_cls: 2.1116, loss: 2.1116, grad_norm: 3.1927 2020-08-13 12:44:36,878 - mmaction - INFO - Epoch [24][340/1253] lr: 3.000e-02, eta: 1 day, 4:51:38, time: 0.749, data_time: 0.007, memory: 4947, top1_acc: 0.4982, top5_acc: 0.7411, loss_cls: 2.1473, loss: 2.1473, grad_norm: 3.2203 2020-08-13 12:44:51,772 - mmaction - INFO - Epoch [24][360/1253] lr: 3.000e-02, eta: 1 day, 4:50:54, time: 0.743, data_time: 0.006, memory: 4947, top1_acc: 0.5013, top5_acc: 0.7388, loss_cls: 2.1611, loss: 2.1611, grad_norm: 3.2839 2020-08-13 12:45:06,645 - mmaction - INFO - Epoch [24][380/1253] lr: 3.000e-02, eta: 1 day, 4:50:11, time: 0.745, data_time: 0.009, memory: 4947, top1_acc: 0.5047, top5_acc: 0.7391, loss_cls: 2.1810, loss: 2.1810, grad_norm: 3.3544 2020-08-13 12:45:21,355 - mmaction - INFO - Epoch [24][400/1253] lr: 3.000e-02, eta: 1 day, 4:49:26, time: 0.736, data_time: 0.002, memory: 4947, top1_acc: 0.5099, top5_acc: 0.7456, loss_cls: 2.1264, loss: 2.1264, grad_norm: 3.2507 2020-08-13 12:45:36,983 - mmaction - INFO - Epoch [24][420/1253] lr: 3.000e-02, eta: 1 day, 4:48:45, time: 0.779, data_time: 0.008, memory: 4947, top1_acc: 0.5206, top5_acc: 0.7539, loss_cls: 2.0932, loss: 2.0932, grad_norm: 3.2808 2020-08-13 12:45:51,908 - mmaction - INFO - Epoch [24][440/1253] lr: 3.000e-02, eta: 1 day, 4:48:02, time: 0.748, data_time: 0.004, memory: 4947, top1_acc: 0.5115, top5_acc: 0.7474, loss_cls: 2.1031, loss: 2.1031, grad_norm: 3.1474 2020-08-13 12:46:07,638 - mmaction - INFO - Epoch [24][460/1253] lr: 3.000e-02, eta: 1 day, 4:47:21, time: 0.784, data_time: 0.006, memory: 4947, top1_acc: 0.5036, top5_acc: 0.7375, loss_cls: 2.1439, loss: 2.1439, grad_norm: 3.2214 2020-08-13 12:46:22,411 - mmaction - INFO - Epoch [24][480/1253] lr: 3.000e-02, eta: 1 day, 4:46:37, time: 0.739, data_time: 0.005, memory: 4947, top1_acc: 0.5214, top5_acc: 0.7500, loss_cls: 2.1194, loss: 2.1194, grad_norm: 3.2576 2020-08-13 12:46:37,398 - mmaction - INFO - Epoch [24][500/1253] lr: 3.000e-02, eta: 1 day, 4:45:54, time: 0.751, data_time: 0.009, memory: 4947, top1_acc: 0.4948, top5_acc: 0.7440, loss_cls: 2.1439, loss: 2.1439, grad_norm: 3.2592 2020-08-13 12:46:51,518 - mmaction - INFO - Epoch [24][520/1253] lr: 3.000e-02, eta: 1 day, 4:45:08, time: 0.703, data_time: 0.007, memory: 4947, top1_acc: 0.5122, top5_acc: 0.7427, loss_cls: 2.1384, loss: 2.1384, grad_norm: 3.2414 2020-08-13 12:47:06,298 - mmaction - INFO - Epoch [24][540/1253] lr: 3.000e-02, eta: 1 day, 4:44:24, time: 0.740, data_time: 0.007, memory: 4947, top1_acc: 0.5081, top5_acc: 0.7448, loss_cls: 2.0921, loss: 2.0921, grad_norm: 3.1926 2020-08-13 12:47:21,128 - mmaction - INFO - Epoch [24][560/1253] lr: 3.000e-02, eta: 1 day, 4:43:40, time: 0.743, data_time: 0.007, memory: 4947, top1_acc: 0.4997, top5_acc: 0.7393, loss_cls: 2.1710, loss: 2.1710, grad_norm: 3.2468 2020-08-13 12:47:38,000 - mmaction - INFO - Epoch [24][580/1253] lr: 3.000e-02, eta: 1 day, 4:43:03, time: 0.841, data_time: 0.008, memory: 4947, top1_acc: 0.5018, top5_acc: 0.7344, loss_cls: 2.1864, loss: 2.1864, grad_norm: 3.2483 2020-08-13 12:47:52,551 - mmaction - INFO - Epoch [24][600/1253] lr: 3.000e-02, eta: 1 day, 4:42:19, time: 0.730, data_time: 0.008, memory: 4947, top1_acc: 0.5073, top5_acc: 0.7521, loss_cls: 2.1202, loss: 2.1202, grad_norm: 3.1929 2020-08-13 12:48:08,466 - mmaction - INFO - Epoch [24][620/1253] lr: 3.000e-02, eta: 1 day, 4:41:39, time: 0.793, data_time: 0.005, memory: 4947, top1_acc: 0.5047, top5_acc: 0.7417, loss_cls: 2.1289, loss: 2.1289, grad_norm: 3.3045 2020-08-13 12:48:23,660 - mmaction - INFO - Epoch [24][640/1253] lr: 3.000e-02, eta: 1 day, 4:40:57, time: 0.762, data_time: 0.005, memory: 4947, top1_acc: 0.4891, top5_acc: 0.7323, loss_cls: 2.1859, loss: 2.1859, grad_norm: 3.2000 2020-08-13 12:48:38,760 - mmaction - INFO - Epoch [24][660/1253] lr: 3.000e-02, eta: 1 day, 4:40:14, time: 0.755, data_time: 0.006, memory: 4947, top1_acc: 0.5120, top5_acc: 0.7526, loss_cls: 2.1300, loss: 2.1300, grad_norm: 3.2645 2020-08-13 12:48:53,077 - mmaction - INFO - Epoch [24][680/1253] lr: 3.000e-02, eta: 1 day, 4:39:30, time: 0.717, data_time: 0.004, memory: 4947, top1_acc: 0.4974, top5_acc: 0.7333, loss_cls: 2.1825, loss: 2.1825, grad_norm: 3.2103 2020-08-13 12:49:07,705 - mmaction - INFO - Epoch [24][700/1253] lr: 3.000e-02, eta: 1 day, 4:38:46, time: 0.732, data_time: 0.005, memory: 4947, top1_acc: 0.5099, top5_acc: 0.7464, loss_cls: 2.1142, loss: 2.1142, grad_norm: 3.2295 2020-08-13 12:49:23,295 - mmaction - INFO - Epoch [24][720/1253] lr: 3.000e-02, eta: 1 day, 4:38:05, time: 0.780, data_time: 0.003, memory: 4947, top1_acc: 0.5018, top5_acc: 0.7448, loss_cls: 2.1677, loss: 2.1677, grad_norm: 3.2662 2020-08-13 12:49:38,713 - mmaction - INFO - Epoch [24][740/1253] lr: 3.000e-02, eta: 1 day, 4:37:23, time: 0.768, data_time: 0.005, memory: 4947, top1_acc: 0.5016, top5_acc: 0.7445, loss_cls: 2.1638, loss: 2.1638, grad_norm: 3.2399 2020-08-13 12:49:53,558 - mmaction - INFO - Epoch [24][760/1253] lr: 3.000e-02, eta: 1 day, 4:36:40, time: 0.745, data_time: 0.007, memory: 4947, top1_acc: 0.4924, top5_acc: 0.7365, loss_cls: 2.1725, loss: 2.1725, grad_norm: 3.3030 2020-08-13 12:50:08,329 - mmaction - INFO - Epoch [24][780/1253] lr: 3.000e-02, eta: 1 day, 4:35:57, time: 0.738, data_time: 0.005, memory: 4947, top1_acc: 0.5081, top5_acc: 0.7495, loss_cls: 2.1254, loss: 2.1254, grad_norm: 3.2265 2020-08-13 12:50:23,181 - mmaction - INFO - Epoch [24][800/1253] lr: 3.000e-02, eta: 1 day, 4:35:14, time: 0.741, data_time: 0.003, memory: 4947, top1_acc: 0.5031, top5_acc: 0.7401, loss_cls: 2.1334, loss: 2.1334, grad_norm: 3.2702 2020-08-13 12:50:40,125 - mmaction - INFO - Epoch [24][820/1253] lr: 3.000e-02, eta: 1 day, 4:34:38, time: 0.848, data_time: 0.007, memory: 4947, top1_acc: 0.4919, top5_acc: 0.7365, loss_cls: 2.2144, loss: 2.2144, grad_norm: 3.3337 2020-08-13 12:50:55,286 - mmaction - INFO - Epoch [24][840/1253] lr: 3.000e-02, eta: 1 day, 4:33:55, time: 0.756, data_time: 0.006, memory: 4947, top1_acc: 0.5047, top5_acc: 0.7516, loss_cls: 2.1097, loss: 2.1097, grad_norm: 3.1971 2020-08-13 12:51:10,576 - mmaction - INFO - Epoch [24][860/1253] lr: 3.000e-02, eta: 1 day, 4:33:14, time: 0.766, data_time: 0.007, memory: 4947, top1_acc: 0.4865, top5_acc: 0.7419, loss_cls: 2.1737, loss: 2.1737, grad_norm: 3.2688 2020-08-13 12:51:26,654 - mmaction - INFO - Epoch [24][880/1253] lr: 3.000e-02, eta: 1 day, 4:32:35, time: 0.806, data_time: 0.008, memory: 4947, top1_acc: 0.5055, top5_acc: 0.7547, loss_cls: 2.1213, loss: 2.1213, grad_norm: 3.2772 2020-08-13 12:51:41,082 - mmaction - INFO - Epoch [24][900/1253] lr: 3.000e-02, eta: 1 day, 4:31:51, time: 0.719, data_time: 0.006, memory: 4947, top1_acc: 0.5003, top5_acc: 0.7487, loss_cls: 2.1513, loss: 2.1513, grad_norm: 3.2623 2020-08-13 12:51:55,975 - mmaction - INFO - Epoch [24][920/1253] lr: 3.000e-02, eta: 1 day, 4:31:08, time: 0.747, data_time: 0.006, memory: 4947, top1_acc: 0.5081, top5_acc: 0.7510, loss_cls: 2.0908, loss: 2.0908, grad_norm: 3.2628 2020-08-13 12:52:11,577 - mmaction - INFO - Epoch [24][940/1253] lr: 3.000e-02, eta: 1 day, 4:30:28, time: 0.777, data_time: 0.005, memory: 4947, top1_acc: 0.5013, top5_acc: 0.7380, loss_cls: 2.1705, loss: 2.1705, grad_norm: 3.2066 2020-08-13 12:52:27,810 - mmaction - INFO - Epoch [24][960/1253] lr: 3.000e-02, eta: 1 day, 4:29:50, time: 0.815, data_time: 0.007, memory: 4947, top1_acc: 0.5016, top5_acc: 0.7333, loss_cls: 2.1575, loss: 2.1575, grad_norm: 3.2991 2020-08-13 12:52:43,236 - mmaction - INFO - Epoch [24][980/1253] lr: 3.000e-02, eta: 1 day, 4:29:09, time: 0.769, data_time: 0.005, memory: 4947, top1_acc: 0.4935, top5_acc: 0.7469, loss_cls: 2.1571, loss: 2.1571, grad_norm: 3.3045 2020-08-13 12:52:58,150 - mmaction - INFO - Epoch [24][1000/1253] lr: 3.000e-02, eta: 1 day, 4:28:26, time: 0.747, data_time: 0.009, memory: 4947, top1_acc: 0.4997, top5_acc: 0.7424, loss_cls: 2.1753, loss: 2.1753, grad_norm: 3.2818 2020-08-13 12:53:13,367 - mmaction - INFO - Epoch [24][1020/1253] lr: 3.000e-02, eta: 1 day, 4:27:45, time: 0.759, data_time: 0.006, memory: 4947, top1_acc: 0.4841, top5_acc: 0.7323, loss_cls: 2.2427, loss: 2.2427, grad_norm: 3.2894 2020-08-13 12:53:29,478 - mmaction - INFO - Epoch [24][1040/1253] lr: 3.000e-02, eta: 1 day, 4:27:06, time: 0.808, data_time: 0.007, memory: 4947, top1_acc: 0.4828, top5_acc: 0.7227, loss_cls: 2.2589, loss: 2.2589, grad_norm: 3.2971 2020-08-13 12:53:44,434 - mmaction - INFO - Epoch [24][1060/1253] lr: 3.000e-02, eta: 1 day, 4:26:24, time: 0.747, data_time: 0.005, memory: 4947, top1_acc: 0.5063, top5_acc: 0.7521, loss_cls: 2.1232, loss: 2.1232, grad_norm: 3.1447 2020-08-13 12:54:00,079 - mmaction - INFO - Epoch [24][1080/1253] lr: 3.000e-02, eta: 1 day, 4:25:44, time: 0.781, data_time: 0.005, memory: 4947, top1_acc: 0.4922, top5_acc: 0.7328, loss_cls: 2.1853, loss: 2.1853, grad_norm: 3.3310 2020-08-13 12:54:15,624 - mmaction - INFO - Epoch [24][1100/1253] lr: 3.000e-02, eta: 1 day, 4:25:03, time: 0.777, data_time: 0.008, memory: 4947, top1_acc: 0.4945, top5_acc: 0.7477, loss_cls: 2.1564, loss: 2.1564, grad_norm: 3.2783 2020-08-13 12:54:30,995 - mmaction - INFO - Epoch [24][1120/1253] lr: 3.000e-02, eta: 1 day, 4:24:23, time: 0.768, data_time: 0.010, memory: 4947, top1_acc: 0.4896, top5_acc: 0.7437, loss_cls: 2.1731, loss: 2.1731, grad_norm: 3.2373 2020-08-13 12:54:45,987 - mmaction - INFO - Epoch [24][1140/1253] lr: 3.000e-02, eta: 1 day, 4:23:41, time: 0.749, data_time: 0.009, memory: 4947, top1_acc: 0.5094, top5_acc: 0.7490, loss_cls: 2.1152, loss: 2.1152, grad_norm: 3.2084 2020-08-13 12:55:00,921 - mmaction - INFO - Epoch [24][1160/1253] lr: 3.000e-02, eta: 1 day, 4:22:59, time: 0.750, data_time: 0.007, memory: 4947, top1_acc: 0.4987, top5_acc: 0.7391, loss_cls: 2.1594, loss: 2.1594, grad_norm: 3.2549 2020-08-13 12:55:16,463 - mmaction - INFO - Epoch [24][1180/1253] lr: 3.000e-02, eta: 1 day, 4:22:18, time: 0.772, data_time: 0.008, memory: 4947, top1_acc: 0.4948, top5_acc: 0.7357, loss_cls: 2.1681, loss: 2.1681, grad_norm: 3.2848 2020-08-13 12:55:32,755 - mmaction - INFO - Epoch [24][1200/1253] lr: 3.000e-02, eta: 1 day, 4:21:41, time: 0.819, data_time: 0.007, memory: 4947, top1_acc: 0.5042, top5_acc: 0.7453, loss_cls: 2.1488, loss: 2.1488, grad_norm: 3.2350 2020-08-13 12:55:47,860 - mmaction - INFO - Epoch [24][1220/1253] lr: 3.000e-02, eta: 1 day, 4:20:59, time: 0.756, data_time: 0.005, memory: 4947, top1_acc: 0.5112, top5_acc: 0.7589, loss_cls: 2.1202, loss: 2.1202, grad_norm: 3.2693 2020-08-13 12:56:02,104 - mmaction - INFO - Epoch [24][1240/1253] lr: 3.000e-02, eta: 1 day, 4:20:15, time: 0.710, data_time: 0.006, memory: 4947, top1_acc: 0.4841, top5_acc: 0.7201, loss_cls: 2.2434, loss: 2.2434, grad_norm: 3.3774 2020-08-13 12:56:11,204 - mmaction - INFO - Saving checkpoint at 24 epochs 2020-08-13 13:00:15,053 - mmaction - INFO - Epoch [25][20/1253] lr: 3.000e-02, eta: 1 day, 4:30:37, time: 12.158, data_time: 11.175, memory: 4947, top1_acc: 0.5070, top5_acc: 0.7521, loss_cls: 2.1191, loss: 2.1191, grad_norm: 3.2243 2020-08-13 13:00:27,785 - mmaction - INFO - Epoch [25][40/1253] lr: 3.000e-02, eta: 1 day, 4:29:48, time: 0.648, data_time: 0.020, memory: 4947, top1_acc: 0.4995, top5_acc: 0.7456, loss_cls: 2.1349, loss: 2.1349, grad_norm: 3.3134 2020-08-13 13:00:40,546 - mmaction - INFO - Epoch [25][60/1253] lr: 3.000e-02, eta: 1 day, 4:28:59, time: 0.636, data_time: 0.007, memory: 4947, top1_acc: 0.4977, top5_acc: 0.7451, loss_cls: 2.1624, loss: 2.1624, grad_norm: 3.3038 2020-08-13 13:00:53,695 - mmaction - INFO - Epoch [25][80/1253] lr: 3.000e-02, eta: 1 day, 4:28:11, time: 0.657, data_time: 0.007, memory: 4947, top1_acc: 0.5122, top5_acc: 0.7490, loss_cls: 2.0979, loss: 2.0979, grad_norm: 3.2384 2020-08-13 13:01:06,650 - mmaction - INFO - Epoch [25][100/1253] lr: 3.000e-02, eta: 1 day, 4:27:22, time: 0.650, data_time: 0.009, memory: 4947, top1_acc: 0.5198, top5_acc: 0.7523, loss_cls: 2.0896, loss: 2.0896, grad_norm: 3.2338 2020-08-13 13:01:19,493 - mmaction - INFO - Epoch [25][120/1253] lr: 3.000e-02, eta: 1 day, 4:26:33, time: 0.642, data_time: 0.005, memory: 4947, top1_acc: 0.5102, top5_acc: 0.7513, loss_cls: 2.1351, loss: 2.1351, grad_norm: 3.1891 2020-08-13 13:01:33,309 - mmaction - INFO - Epoch [25][140/1253] lr: 3.000e-02, eta: 1 day, 4:25:47, time: 0.690, data_time: 0.003, memory: 4947, top1_acc: 0.5138, top5_acc: 0.7578, loss_cls: 2.0736, loss: 2.0736, grad_norm: 3.3086 2020-08-13 13:01:48,663 - mmaction - INFO - Epoch [25][160/1253] lr: 3.000e-02, eta: 1 day, 4:25:06, time: 0.763, data_time: 0.007, memory: 4947, top1_acc: 0.5201, top5_acc: 0.7539, loss_cls: 2.1110, loss: 2.1110, grad_norm: 3.3388 2020-08-13 13:02:02,939 - mmaction - INFO - Epoch [25][180/1253] lr: 3.000e-02, eta: 1 day, 4:24:22, time: 0.718, data_time: 0.008, memory: 4947, top1_acc: 0.5107, top5_acc: 0.7490, loss_cls: 2.1155, loss: 2.1155, grad_norm: 3.2469 2020-08-13 13:02:17,523 - mmaction - INFO - Epoch [25][200/1253] lr: 3.000e-02, eta: 1 day, 4:23:39, time: 0.729, data_time: 0.007, memory: 4947, top1_acc: 0.5089, top5_acc: 0.7404, loss_cls: 2.1475, loss: 2.1475, grad_norm: 3.1844 2020-08-13 13:02:31,890 - mmaction - INFO - Epoch [25][220/1253] lr: 3.000e-02, eta: 1 day, 4:22:55, time: 0.716, data_time: 0.007, memory: 4947, top1_acc: 0.5089, top5_acc: 0.7596, loss_cls: 2.1049, loss: 2.1049, grad_norm: 3.2773 2020-08-13 13:02:46,939 - mmaction - INFO - Epoch [25][240/1253] lr: 3.000e-02, eta: 1 day, 4:22:13, time: 0.754, data_time: 0.007, memory: 4947, top1_acc: 0.5089, top5_acc: 0.7500, loss_cls: 2.1335, loss: 2.1335, grad_norm: 3.2714 2020-08-13 13:03:01,557 - mmaction - INFO - Epoch [25][260/1253] lr: 3.000e-02, eta: 1 day, 4:21:30, time: 0.729, data_time: 0.007, memory: 4947, top1_acc: 0.5010, top5_acc: 0.7409, loss_cls: 2.1641, loss: 2.1641, grad_norm: 3.3382 2020-08-13 13:03:16,289 - mmaction - INFO - Epoch [25][280/1253] lr: 3.000e-02, eta: 1 day, 4:20:47, time: 0.738, data_time: 0.007, memory: 4947, top1_acc: 0.5063, top5_acc: 0.7466, loss_cls: 2.1439, loss: 2.1439, grad_norm: 3.2274 2020-08-13 13:03:32,479 - mmaction - INFO - Epoch [25][300/1253] lr: 3.000e-02, eta: 1 day, 4:20:09, time: 0.810, data_time: 0.009, memory: 4947, top1_acc: 0.5271, top5_acc: 0.7474, loss_cls: 2.1173, loss: 2.1173, grad_norm: 3.2344 2020-08-13 13:03:48,170 - mmaction - INFO - Epoch [25][320/1253] lr: 3.000e-02, eta: 1 day, 4:19:30, time: 0.785, data_time: 0.007, memory: 4947, top1_acc: 0.5112, top5_acc: 0.7456, loss_cls: 2.1223, loss: 2.1223, grad_norm: 3.2044 2020-08-13 13:04:03,065 - mmaction - INFO - Epoch [25][340/1253] lr: 3.000e-02, eta: 1 day, 4:18:48, time: 0.744, data_time: 0.009, memory: 4947, top1_acc: 0.5021, top5_acc: 0.7438, loss_cls: 2.1500, loss: 2.1500, grad_norm: 3.2142 2020-08-13 13:04:17,434 - mmaction - INFO - Epoch [25][360/1253] lr: 3.000e-02, eta: 1 day, 4:18:04, time: 0.720, data_time: 0.005, memory: 4947, top1_acc: 0.5076, top5_acc: 0.7432, loss_cls: 2.1537, loss: 2.1537, grad_norm: 3.2609 2020-08-13 13:04:32,691 - mmaction - INFO - Epoch [25][380/1253] lr: 3.000e-02, eta: 1 day, 4:17:23, time: 0.759, data_time: 0.007, memory: 4947, top1_acc: 0.4995, top5_acc: 0.7414, loss_cls: 2.1276, loss: 2.1276, grad_norm: 3.2238 2020-08-13 13:04:49,461 - mmaction - INFO - Epoch [25][400/1253] lr: 3.000e-02, eta: 1 day, 4:16:47, time: 0.842, data_time: 0.008, memory: 4947, top1_acc: 0.5174, top5_acc: 0.7508, loss_cls: 2.1075, loss: 2.1075, grad_norm: 3.3504 2020-08-13 13:05:03,448 - mmaction - INFO - Epoch [25][420/1253] lr: 3.000e-02, eta: 1 day, 4:16:02, time: 0.698, data_time: 0.008, memory: 4947, top1_acc: 0.5164, top5_acc: 0.7497, loss_cls: 2.0934, loss: 2.0934, grad_norm: 3.2301 2020-08-13 13:05:19,470 - mmaction - INFO - Epoch [25][440/1253] lr: 3.000e-02, eta: 1 day, 4:15:24, time: 0.803, data_time: 0.004, memory: 4947, top1_acc: 0.4932, top5_acc: 0.7438, loss_cls: 2.1593, loss: 2.1593, grad_norm: 3.2635 2020-08-13 13:05:34,189 - mmaction - INFO - Epoch [25][460/1253] lr: 3.000e-02, eta: 1 day, 4:14:41, time: 0.733, data_time: 0.005, memory: 4947, top1_acc: 0.5008, top5_acc: 0.7464, loss_cls: 2.1302, loss: 2.1302, grad_norm: 3.2168 2020-08-13 13:05:48,280 - mmaction - INFO - Epoch [25][480/1253] lr: 3.000e-02, eta: 1 day, 4:13:57, time: 0.707, data_time: 0.007, memory: 4947, top1_acc: 0.5203, top5_acc: 0.7573, loss_cls: 2.0862, loss: 2.0862, grad_norm: 3.2414 2020-08-13 13:06:04,111 - mmaction - INFO - Epoch [25][500/1253] lr: 3.000e-02, eta: 1 day, 4:13:18, time: 0.788, data_time: 0.005, memory: 4947, top1_acc: 0.5060, top5_acc: 0.7518, loss_cls: 2.1000, loss: 2.1000, grad_norm: 3.2741 2020-08-13 13:06:19,580 - mmaction - INFO - Epoch [25][520/1253] lr: 3.000e-02, eta: 1 day, 4:12:38, time: 0.775, data_time: 0.009, memory: 4947, top1_acc: 0.4969, top5_acc: 0.7536, loss_cls: 2.1495, loss: 2.1495, grad_norm: 3.3220 2020-08-13 13:06:34,486 - mmaction - INFO - Epoch [25][540/1253] lr: 3.000e-02, eta: 1 day, 4:11:57, time: 0.746, data_time: 0.006, memory: 4947, top1_acc: 0.5172, top5_acc: 0.7458, loss_cls: 2.1195, loss: 2.1195, grad_norm: 3.2271 2020-08-13 13:06:50,170 - mmaction - INFO - Epoch [25][560/1253] lr: 3.000e-02, eta: 1 day, 4:11:17, time: 0.781, data_time: 0.006, memory: 4947, top1_acc: 0.4885, top5_acc: 0.7276, loss_cls: 2.2100, loss: 2.2100, grad_norm: 3.3112 2020-08-13 13:07:04,819 - mmaction - INFO - Epoch [25][580/1253] lr: 3.000e-02, eta: 1 day, 4:10:35, time: 0.737, data_time: 0.007, memory: 4947, top1_acc: 0.5107, top5_acc: 0.7331, loss_cls: 2.1579, loss: 2.1579, grad_norm: 3.2407 2020-08-13 13:07:20,674 - mmaction - INFO - Epoch [25][600/1253] lr: 3.000e-02, eta: 1 day, 4:09:56, time: 0.792, data_time: 0.005, memory: 4947, top1_acc: 0.5125, top5_acc: 0.7534, loss_cls: 2.1234, loss: 2.1234, grad_norm: 3.1879 2020-08-13 13:07:35,222 - mmaction - INFO - Epoch [25][620/1253] lr: 3.000e-02, eta: 1 day, 4:09:14, time: 0.726, data_time: 0.004, memory: 4947, top1_acc: 0.5107, top5_acc: 0.7589, loss_cls: 2.0835, loss: 2.0835, grad_norm: 3.2384 2020-08-13 13:07:51,978 - mmaction - INFO - Epoch [25][640/1253] lr: 3.000e-02, eta: 1 day, 4:08:38, time: 0.837, data_time: 0.008, memory: 4947, top1_acc: 0.5138, top5_acc: 0.7503, loss_cls: 2.1149, loss: 2.1149, grad_norm: 3.2988 2020-08-13 13:08:07,159 - mmaction - INFO - Epoch [25][660/1253] lr: 3.000e-02, eta: 1 day, 4:07:57, time: 0.758, data_time: 0.008, memory: 4947, top1_acc: 0.5039, top5_acc: 0.7521, loss_cls: 2.1250, loss: 2.1250, grad_norm: 3.2846 2020-08-13 13:08:22,787 - mmaction - INFO - Epoch [25][680/1253] lr: 3.000e-02, eta: 1 day, 4:07:18, time: 0.780, data_time: 0.008, memory: 4947, top1_acc: 0.5003, top5_acc: 0.7401, loss_cls: 2.1543, loss: 2.1543, grad_norm: 3.2471 2020-08-13 13:08:38,255 - mmaction - INFO - Epoch [25][700/1253] lr: 3.000e-02, eta: 1 day, 4:06:38, time: 0.778, data_time: 0.007, memory: 4947, top1_acc: 0.5182, top5_acc: 0.7544, loss_cls: 2.0808, loss: 2.0808, grad_norm: 3.2848 2020-08-13 13:08:54,807 - mmaction - INFO - Epoch [25][720/1253] lr: 3.000e-02, eta: 1 day, 4:06:02, time: 0.826, data_time: 0.005, memory: 4947, top1_acc: 0.5034, top5_acc: 0.7466, loss_cls: 2.1564, loss: 2.1564, grad_norm: 3.2996 2020-08-13 13:09:09,740 - mmaction - INFO - Epoch [25][740/1253] lr: 3.000e-02, eta: 1 day, 4:05:21, time: 0.748, data_time: 0.006, memory: 4947, top1_acc: 0.5044, top5_acc: 0.7484, loss_cls: 2.1542, loss: 2.1542, grad_norm: 3.2076 2020-08-13 13:09:25,706 - mmaction - INFO - Epoch [25][760/1253] lr: 3.000e-02, eta: 1 day, 4:04:43, time: 0.797, data_time: 0.006, memory: 4947, top1_acc: 0.5154, top5_acc: 0.7484, loss_cls: 2.0904, loss: 2.0904, grad_norm: 3.2081 2020-08-13 13:09:40,730 - mmaction - INFO - Epoch [25][780/1253] lr: 3.000e-02, eta: 1 day, 4:04:02, time: 0.752, data_time: 0.005, memory: 4947, top1_acc: 0.4995, top5_acc: 0.7487, loss_cls: 2.1237, loss: 2.1237, grad_norm: 3.3104 2020-08-13 13:09:55,580 - mmaction - INFO - Epoch [25][800/1253] lr: 3.000e-02, eta: 1 day, 4:03:20, time: 0.740, data_time: 0.007, memory: 4947, top1_acc: 0.5052, top5_acc: 0.7458, loss_cls: 2.1395, loss: 2.1395, grad_norm: 3.2881 2020-08-13 13:10:11,742 - mmaction - INFO - Epoch [25][820/1253] lr: 3.000e-02, eta: 1 day, 4:02:43, time: 0.809, data_time: 0.007, memory: 4947, top1_acc: 0.4958, top5_acc: 0.7406, loss_cls: 2.1741, loss: 2.1741, grad_norm: 3.3613 2020-08-13 13:10:26,155 - mmaction - INFO - Epoch [25][840/1253] lr: 3.000e-02, eta: 1 day, 4:02:00, time: 0.722, data_time: 0.008, memory: 4947, top1_acc: 0.4951, top5_acc: 0.7385, loss_cls: 2.1663, loss: 2.1663, grad_norm: 3.2679 2020-08-13 13:10:40,923 - mmaction - INFO - Epoch [25][860/1253] lr: 3.000e-02, eta: 1 day, 4:01:19, time: 0.739, data_time: 0.005, memory: 4947, top1_acc: 0.5047, top5_acc: 0.7500, loss_cls: 2.1287, loss: 2.1287, grad_norm: 3.2082 2020-08-13 13:10:57,118 - mmaction - INFO - Epoch [25][880/1253] lr: 3.000e-02, eta: 1 day, 4:00:42, time: 0.808, data_time: 0.007, memory: 4947, top1_acc: 0.5214, top5_acc: 0.7599, loss_cls: 2.0605, loss: 2.0605, grad_norm: 3.2095 2020-08-13 13:11:12,474 - mmaction - INFO - Epoch [25][900/1253] lr: 3.000e-02, eta: 1 day, 4:00:02, time: 0.766, data_time: 0.005, memory: 4947, top1_acc: 0.5224, top5_acc: 0.7591, loss_cls: 2.0696, loss: 2.0696, grad_norm: 3.2391 2020-08-13 13:11:27,065 - mmaction - INFO - Epoch [25][920/1253] lr: 3.000e-02, eta: 1 day, 3:59:20, time: 0.730, data_time: 0.008, memory: 4947, top1_acc: 0.4945, top5_acc: 0.7424, loss_cls: 2.1685, loss: 2.1685, grad_norm: 3.3576 2020-08-13 13:11:42,746 - mmaction - INFO - Epoch [25][940/1253] lr: 3.000e-02, eta: 1 day, 3:58:41, time: 0.786, data_time: 0.006, memory: 4947, top1_acc: 0.5068, top5_acc: 0.7396, loss_cls: 2.1842, loss: 2.1842, grad_norm: 3.3372 2020-08-13 13:11:58,130 - mmaction - INFO - Epoch [25][960/1253] lr: 3.000e-02, eta: 1 day, 3:58:02, time: 0.769, data_time: 0.006, memory: 4947, top1_acc: 0.5026, top5_acc: 0.7417, loss_cls: 2.1553, loss: 2.1553, grad_norm: 3.3417 2020-08-13 13:12:14,259 - mmaction - INFO - Epoch [25][980/1253] lr: 3.000e-02, eta: 1 day, 3:57:24, time: 0.808, data_time: 0.005, memory: 4947, top1_acc: 0.5013, top5_acc: 0.7490, loss_cls: 2.1399, loss: 2.1399, grad_norm: 3.2507 2020-08-13 13:12:30,213 - mmaction - INFO - Epoch [25][1000/1253] lr: 3.000e-02, eta: 1 day, 3:56:47, time: 0.796, data_time: 0.008, memory: 4947, top1_acc: 0.5091, top5_acc: 0.7471, loss_cls: 2.1447, loss: 2.1447, grad_norm: 3.2739 2020-08-13 13:12:45,057 - mmaction - INFO - Epoch [25][1020/1253] lr: 3.000e-02, eta: 1 day, 3:56:06, time: 0.742, data_time: 0.005, memory: 4947, top1_acc: 0.5023, top5_acc: 0.7479, loss_cls: 2.1276, loss: 2.1276, grad_norm: 3.2642 2020-08-13 13:13:01,477 - mmaction - INFO - Epoch [25][1040/1253] lr: 3.000e-02, eta: 1 day, 3:55:29, time: 0.821, data_time: 0.007, memory: 4947, top1_acc: 0.5018, top5_acc: 0.7417, loss_cls: 2.1720, loss: 2.1720, grad_norm: 3.3247 2020-08-13 13:13:16,247 - mmaction - INFO - Epoch [25][1060/1253] lr: 3.000e-02, eta: 1 day, 3:54:48, time: 0.738, data_time: 0.005, memory: 4947, top1_acc: 0.4997, top5_acc: 0.7443, loss_cls: 2.1636, loss: 2.1636, grad_norm: 3.2394 2020-08-13 13:13:32,040 - mmaction - INFO - Epoch [25][1080/1253] lr: 3.000e-02, eta: 1 day, 3:54:10, time: 0.791, data_time: 0.004, memory: 4947, top1_acc: 0.5047, top5_acc: 0.7534, loss_cls: 2.1061, loss: 2.1061, grad_norm: 3.2339 2020-08-13 13:13:48,305 - mmaction - INFO - Epoch [25][1100/1253] lr: 3.000e-02, eta: 1 day, 3:53:33, time: 0.810, data_time: 0.007, memory: 4947, top1_acc: 0.5076, top5_acc: 0.7445, loss_cls: 2.1334, loss: 2.1334, grad_norm: 3.2579 2020-08-13 13:14:03,173 - mmaction - INFO - Epoch [25][1120/1253] lr: 3.000e-02, eta: 1 day, 3:52:53, time: 0.747, data_time: 0.007, memory: 4947, top1_acc: 0.4977, top5_acc: 0.7370, loss_cls: 2.2067, loss: 2.2067, grad_norm: 3.2800 2020-08-13 13:14:20,314 - mmaction - INFO - Epoch [25][1140/1253] lr: 3.000e-02, eta: 1 day, 3:52:18, time: 0.856, data_time: 0.005, memory: 4947, top1_acc: 0.5120, top5_acc: 0.7487, loss_cls: 2.1379, loss: 2.1379, grad_norm: 3.2793 2020-08-13 13:14:34,986 - mmaction - INFO - Epoch [25][1160/1253] lr: 3.000e-02, eta: 1 day, 3:51:37, time: 0.734, data_time: 0.004, memory: 4947, top1_acc: 0.4977, top5_acc: 0.7477, loss_cls: 2.1553, loss: 2.1553, grad_norm: 3.3132 2020-08-13 13:14:51,307 - mmaction - INFO - Epoch [25][1180/1253] lr: 3.000e-02, eta: 1 day, 3:51:01, time: 0.814, data_time: 0.008, memory: 4947, top1_acc: 0.5130, top5_acc: 0.7534, loss_cls: 2.1093, loss: 2.1093, grad_norm: 3.3033 2020-08-13 13:15:06,873 - mmaction - INFO - Epoch [25][1200/1253] lr: 3.000e-02, eta: 1 day, 3:50:22, time: 0.780, data_time: 0.006, memory: 4947, top1_acc: 0.5023, top5_acc: 0.7440, loss_cls: 2.1384, loss: 2.1384, grad_norm: 3.3066 2020-08-13 13:15:21,667 - mmaction - INFO - Epoch [25][1220/1253] lr: 3.000e-02, eta: 1 day, 3:49:41, time: 0.740, data_time: 0.003, memory: 4947, top1_acc: 0.5109, top5_acc: 0.7419, loss_cls: 2.1328, loss: 2.1328, grad_norm: 3.1871 2020-08-13 13:15:36,980 - mmaction - INFO - Epoch [25][1240/1253] lr: 3.000e-02, eta: 1 day, 3:49:02, time: 0.765, data_time: 0.006, memory: 4947, top1_acc: 0.5042, top5_acc: 0.7424, loss_cls: 2.1692, loss: 2.1692, grad_norm: 3.3156 2020-08-13 13:15:47,011 - mmaction - INFO - Saving checkpoint at 25 epochs 2020-08-13 13:25:15,784 - mmaction - INFO - Epoch [26][20/1253] lr: 3.000e-02, eta: 1 day, 4:15:04, time: 28.403, data_time: 26.287, memory: 4947, top1_acc: 0.5047, top5_acc: 0.7406, loss_cls: 2.1467, loss: 2.1467, grad_norm: 3.2371 2020-08-13 13:25:28,295 - mmaction - INFO - Epoch [26][40/1253] lr: 3.000e-02, eta: 1 day, 4:14:15, time: 0.625, data_time: 0.007, memory: 4947, top1_acc: 0.5073, top5_acc: 0.7484, loss_cls: 2.1373, loss: 2.1373, grad_norm: 3.2746 2020-08-13 13:25:40,854 - mmaction - INFO - Epoch [26][60/1253] lr: 3.000e-02, eta: 1 day, 4:13:26, time: 0.627, data_time: 0.009, memory: 4947, top1_acc: 0.5143, top5_acc: 0.7492, loss_cls: 2.1028, loss: 2.1028, grad_norm: 3.2796 2020-08-13 13:25:53,778 - mmaction - INFO - Epoch [26][80/1253] lr: 3.000e-02, eta: 1 day, 4:12:39, time: 0.649, data_time: 0.007, memory: 4947, top1_acc: 0.4977, top5_acc: 0.7359, loss_cls: 2.1915, loss: 2.1915, grad_norm: 3.2924 2020-08-13 13:26:06,420 - mmaction - INFO - Epoch [26][100/1253] lr: 3.000e-02, eta: 1 day, 4:11:50, time: 0.629, data_time: 0.007, memory: 4947, top1_acc: 0.5128, top5_acc: 0.7555, loss_cls: 2.0835, loss: 2.0835, grad_norm: 3.2071 2020-08-13 13:26:18,834 - mmaction - INFO - Epoch [26][120/1253] lr: 3.000e-02, eta: 1 day, 4:11:01, time: 0.622, data_time: 0.007, memory: 4947, top1_acc: 0.5268, top5_acc: 0.7482, loss_cls: 2.0797, loss: 2.0797, grad_norm: 3.3138 2020-08-13 13:26:32,182 - mmaction - INFO - Epoch [26][140/1253] lr: 3.000e-02, eta: 1 day, 4:10:15, time: 0.669, data_time: 0.010, memory: 4947, top1_acc: 0.5036, top5_acc: 0.7383, loss_cls: 2.1800, loss: 2.1800, grad_norm: 3.2862 2020-08-13 13:26:44,811 - mmaction - INFO - Epoch [26][160/1253] lr: 3.000e-02, eta: 1 day, 4:09:26, time: 0.631, data_time: 0.005, memory: 4947, top1_acc: 0.5130, top5_acc: 0.7581, loss_cls: 2.1045, loss: 2.1045, grad_norm: 3.3306 2020-08-13 13:26:57,669 - mmaction - INFO - Epoch [26][180/1253] lr: 3.000e-02, eta: 1 day, 4:08:39, time: 0.642, data_time: 0.007, memory: 4947, top1_acc: 0.5026, top5_acc: 0.7440, loss_cls: 2.1687, loss: 2.1687, grad_norm: 3.3227 2020-08-13 13:27:12,304 - mmaction - INFO - Epoch [26][200/1253] lr: 3.000e-02, eta: 1 day, 4:07:56, time: 0.729, data_time: 0.007, memory: 4947, top1_acc: 0.4969, top5_acc: 0.7513, loss_cls: 2.1335, loss: 2.1335, grad_norm: 3.2407 2020-08-13 13:27:25,604 - mmaction - INFO - Epoch [26][220/1253] lr: 3.000e-02, eta: 1 day, 4:07:10, time: 0.667, data_time: 0.009, memory: 4947, top1_acc: 0.5115, top5_acc: 0.7471, loss_cls: 2.1096, loss: 2.1096, grad_norm: 3.1641 2020-08-13 13:27:40,030 - mmaction - INFO - Epoch [26][240/1253] lr: 3.000e-02, eta: 1 day, 4:06:27, time: 0.724, data_time: 0.010, memory: 4947, top1_acc: 0.5227, top5_acc: 0.7622, loss_cls: 2.0464, loss: 2.0464, grad_norm: 3.2323 2020-08-13 13:27:54,826 - mmaction - INFO - Epoch [26][260/1253] lr: 3.000e-02, eta: 1 day, 4:05:45, time: 0.742, data_time: 0.005, memory: 4947, top1_acc: 0.5201, top5_acc: 0.7570, loss_cls: 2.0712, loss: 2.0712, grad_norm: 3.2339 2020-08-13 13:28:09,835 - mmaction - INFO - Epoch [26][280/1253] lr: 3.000e-02, eta: 1 day, 4:05:04, time: 0.744, data_time: 0.005, memory: 4947, top1_acc: 0.5029, top5_acc: 0.7404, loss_cls: 2.1589, loss: 2.1589, grad_norm: 3.2729 2020-08-13 13:28:25,335 - mmaction - INFO - Epoch [26][300/1253] lr: 3.000e-02, eta: 1 day, 4:04:25, time: 0.779, data_time: 0.009, memory: 4947, top1_acc: 0.5065, top5_acc: 0.7589, loss_cls: 2.1055, loss: 2.1055, grad_norm: 3.2840 2020-08-13 13:28:40,337 - mmaction - INFO - Epoch [26][320/1253] lr: 3.000e-02, eta: 1 day, 4:03:44, time: 0.751, data_time: 0.008, memory: 4947, top1_acc: 0.5161, top5_acc: 0.7505, loss_cls: 2.1015, loss: 2.1015, grad_norm: 3.2195 2020-08-13 13:28:55,102 - mmaction - INFO - Epoch [26][340/1253] lr: 3.000e-02, eta: 1 day, 4:03:02, time: 0.738, data_time: 0.006, memory: 4947, top1_acc: 0.5125, top5_acc: 0.7573, loss_cls: 2.1095, loss: 2.1095, grad_norm: 3.2539 2020-08-13 13:29:11,606 - mmaction - INFO - Epoch [26][360/1253] lr: 3.000e-02, eta: 1 day, 4:02:25, time: 0.825, data_time: 0.007, memory: 4947, top1_acc: 0.5052, top5_acc: 0.7508, loss_cls: 2.1112, loss: 2.1112, grad_norm: 3.3059 2020-08-13 13:29:25,408 - mmaction - INFO - Epoch [26][380/1253] lr: 3.000e-02, eta: 1 day, 4:01:41, time: 0.691, data_time: 0.006, memory: 4947, top1_acc: 0.5122, top5_acc: 0.7516, loss_cls: 2.1176, loss: 2.1176, grad_norm: 3.2544 2020-08-13 13:29:40,139 - mmaction - INFO - Epoch [26][400/1253] lr: 3.000e-02, eta: 1 day, 4:00:59, time: 0.736, data_time: 0.008, memory: 4947, top1_acc: 0.5083, top5_acc: 0.7406, loss_cls: 2.1415, loss: 2.1415, grad_norm: 3.2473 2020-08-13 13:29:54,791 - mmaction - INFO - Epoch [26][420/1253] lr: 3.000e-02, eta: 1 day, 4:00:17, time: 0.733, data_time: 0.005, memory: 4947, top1_acc: 0.5057, top5_acc: 0.7508, loss_cls: 2.1117, loss: 2.1117, grad_norm: 3.2503 2020-08-13 13:30:09,902 - mmaction - INFO - Epoch [26][440/1253] lr: 3.000e-02, eta: 1 day, 3:59:37, time: 0.755, data_time: 0.003, memory: 4947, top1_acc: 0.5089, top5_acc: 0.7466, loss_cls: 2.1433, loss: 2.1433, grad_norm: 3.2909 2020-08-13 13:30:24,360 - mmaction - INFO - Epoch [26][460/1253] lr: 3.000e-02, eta: 1 day, 3:58:54, time: 0.724, data_time: 0.002, memory: 4947, top1_acc: 0.5148, top5_acc: 0.7458, loss_cls: 2.1499, loss: 2.1499, grad_norm: 3.2802 2020-08-13 13:30:40,082 - mmaction - INFO - Epoch [26][480/1253] lr: 3.000e-02, eta: 1 day, 3:58:16, time: 0.784, data_time: 0.002, memory: 4947, top1_acc: 0.5034, top5_acc: 0.7526, loss_cls: 2.1076, loss: 2.1076, grad_norm: 3.2206 2020-08-13 13:30:54,611 - mmaction - INFO - Epoch [26][500/1253] lr: 3.000e-02, eta: 1 day, 3:57:33, time: 0.726, data_time: 0.008, memory: 4947, top1_acc: 0.5049, top5_acc: 0.7411, loss_cls: 2.1708, loss: 2.1708, grad_norm: 3.3007 2020-08-13 13:31:10,573 - mmaction - INFO - Epoch [26][520/1253] lr: 3.000e-02, eta: 1 day, 3:56:56, time: 0.801, data_time: 0.007, memory: 4947, top1_acc: 0.5052, top5_acc: 0.7448, loss_cls: 2.1520, loss: 2.1520, grad_norm: 3.3437 2020-08-13 13:31:25,645 - mmaction - INFO - Epoch [26][540/1253] lr: 3.000e-02, eta: 1 day, 3:56:15, time: 0.752, data_time: 0.005, memory: 4947, top1_acc: 0.4995, top5_acc: 0.7469, loss_cls: 2.1379, loss: 2.1379, grad_norm: 3.2595 2020-08-13 13:31:40,494 - mmaction - INFO - Epoch [26][560/1253] lr: 3.000e-02, eta: 1 day, 3:55:34, time: 0.742, data_time: 0.006, memory: 4947, top1_acc: 0.5151, top5_acc: 0.7521, loss_cls: 2.1019, loss: 2.1019, grad_norm: 3.1985 2020-08-13 13:31:55,771 - mmaction - INFO - Epoch [26][580/1253] lr: 3.000e-02, eta: 1 day, 3:54:54, time: 0.766, data_time: 0.004, memory: 4947, top1_acc: 0.5161, top5_acc: 0.7495, loss_cls: 2.1012, loss: 2.1012, grad_norm: 3.3021 2020-08-13 13:32:11,756 - mmaction - INFO - Epoch [26][600/1253] lr: 3.000e-02, eta: 1 day, 3:54:16, time: 0.794, data_time: 0.007, memory: 4947, top1_acc: 0.5039, top5_acc: 0.7492, loss_cls: 2.0960, loss: 2.0960, grad_norm: 3.2259 2020-08-13 13:32:28,212 - mmaction - INFO - Epoch [26][620/1253] lr: 3.000e-02, eta: 1 day, 3:53:40, time: 0.828, data_time: 0.008, memory: 4947, top1_acc: 0.5206, top5_acc: 0.7505, loss_cls: 2.0781, loss: 2.0781, grad_norm: 3.2645 2020-08-13 13:32:42,102 - mmaction - INFO - Epoch [26][640/1253] lr: 3.000e-02, eta: 1 day, 3:52:57, time: 0.694, data_time: 0.005, memory: 4947, top1_acc: 0.5070, top5_acc: 0.7573, loss_cls: 2.1001, loss: 2.1001, grad_norm: 3.2604 2020-08-13 13:32:57,092 - mmaction - INFO - Epoch [26][660/1253] lr: 3.000e-02, eta: 1 day, 3:52:16, time: 0.748, data_time: 0.004, memory: 4947, top1_acc: 0.4969, top5_acc: 0.7453, loss_cls: 2.1624, loss: 2.1624, grad_norm: 3.2638 2020-08-13 13:33:13,229 - mmaction - INFO - Epoch [26][680/1253] lr: 3.000e-02, eta: 1 day, 3:51:39, time: 0.808, data_time: 0.009, memory: 4947, top1_acc: 0.4888, top5_acc: 0.7461, loss_cls: 2.1507, loss: 2.1507, grad_norm: 3.3423 2020-08-13 13:33:27,174 - mmaction - INFO - Epoch [26][700/1253] lr: 3.000e-02, eta: 1 day, 3:50:55, time: 0.696, data_time: 0.003, memory: 4947, top1_acc: 0.5044, top5_acc: 0.7419, loss_cls: 2.1569, loss: 2.1569, grad_norm: 3.2608 2020-08-13 13:33:41,607 - mmaction - INFO - Epoch [26][720/1253] lr: 3.000e-02, eta: 1 day, 3:50:13, time: 0.720, data_time: 0.008, memory: 4947, top1_acc: 0.5208, top5_acc: 0.7648, loss_cls: 2.0431, loss: 2.0431, grad_norm: 3.3700 2020-08-13 13:33:57,025 - mmaction - INFO - Epoch [26][740/1253] lr: 3.000e-02, eta: 1 day, 3:49:34, time: 0.770, data_time: 0.009, memory: 4947, top1_acc: 0.5104, top5_acc: 0.7555, loss_cls: 2.1090, loss: 2.1090, grad_norm: 3.3047 2020-08-13 13:34:11,747 - mmaction - INFO - Epoch [26][760/1253] lr: 3.000e-02, eta: 1 day, 3:48:53, time: 0.740, data_time: 0.007, memory: 4947, top1_acc: 0.5018, top5_acc: 0.7495, loss_cls: 2.1513, loss: 2.1513, grad_norm: 3.3534 2020-08-13 13:34:27,658 - mmaction - INFO - Epoch [26][780/1253] lr: 3.000e-02, eta: 1 day, 3:48:15, time: 0.793, data_time: 0.005, memory: 4947, top1_acc: 0.5000, top5_acc: 0.7451, loss_cls: 2.1577, loss: 2.1577, grad_norm: 3.2905 2020-08-13 13:34:44,401 - mmaction - INFO - Epoch [26][800/1253] lr: 3.000e-02, eta: 1 day, 3:47:40, time: 0.840, data_time: 0.007, memory: 4947, top1_acc: 0.4859, top5_acc: 0.7432, loss_cls: 2.1721, loss: 2.1721, grad_norm: 3.2778 2020-08-13 13:34:59,563 - mmaction - INFO - Epoch [26][820/1253] lr: 3.000e-02, eta: 1 day, 3:47:00, time: 0.753, data_time: 0.005, memory: 4947, top1_acc: 0.4932, top5_acc: 0.7464, loss_cls: 2.1665, loss: 2.1665, grad_norm: 3.2749 2020-08-13 13:35:15,760 - mmaction - INFO - Epoch [26][840/1253] lr: 3.000e-02, eta: 1 day, 3:46:23, time: 0.810, data_time: 0.007, memory: 4947, top1_acc: 0.5003, top5_acc: 0.7474, loss_cls: 2.1583, loss: 2.1583, grad_norm: 3.2135 2020-08-13 13:35:30,186 - mmaction - INFO - Epoch [26][860/1253] lr: 3.000e-02, eta: 1 day, 3:45:42, time: 0.724, data_time: 0.011, memory: 4947, top1_acc: 0.5219, top5_acc: 0.7508, loss_cls: 2.1151, loss: 2.1151, grad_norm: 3.2971 2020-08-13 13:35:46,485 - mmaction - INFO - Epoch [26][880/1253] lr: 3.000e-02, eta: 1 day, 3:45:05, time: 0.815, data_time: 0.007, memory: 4947, top1_acc: 0.5052, top5_acc: 0.7435, loss_cls: 2.1509, loss: 2.1509, grad_norm: 3.2960 2020-08-13 13:36:01,685 - mmaction - INFO - Epoch [26][900/1253] lr: 3.000e-02, eta: 1 day, 3:44:26, time: 0.760, data_time: 0.009, memory: 4947, top1_acc: 0.5057, top5_acc: 0.7497, loss_cls: 2.1285, loss: 2.1285, grad_norm: 3.2687 2020-08-13 13:36:15,721 - mmaction - INFO - Epoch [26][920/1253] lr: 3.000e-02, eta: 1 day, 3:43:43, time: 0.701, data_time: 0.006, memory: 4947, top1_acc: 0.5089, top5_acc: 0.7464, loss_cls: 2.0939, loss: 2.0939, grad_norm: 3.3100 2020-08-13 13:36:32,397 - mmaction - INFO - Epoch [26][940/1253] lr: 3.000e-02, eta: 1 day, 3:43:07, time: 0.830, data_time: 0.008, memory: 4947, top1_acc: 0.4948, top5_acc: 0.7453, loss_cls: 2.1470, loss: 2.1470, grad_norm: 3.2479 2020-08-13 13:36:48,426 - mmaction - INFO - Epoch [26][960/1253] lr: 3.000e-02, eta: 1 day, 3:42:31, time: 0.806, data_time: 0.008, memory: 4947, top1_acc: 0.5177, top5_acc: 0.7599, loss_cls: 2.0838, loss: 2.0838, grad_norm: 3.2650 2020-08-13 13:37:02,803 - mmaction - INFO - Epoch [26][980/1253] lr: 3.000e-02, eta: 1 day, 3:41:49, time: 0.718, data_time: 0.006, memory: 4947, top1_acc: 0.5107, top5_acc: 0.7461, loss_cls: 2.0958, loss: 2.0958, grad_norm: 3.2523 2020-08-13 13:37:18,478 - mmaction - INFO - Epoch [26][1000/1253] lr: 3.000e-02, eta: 1 day, 3:41:11, time: 0.782, data_time: 0.008, memory: 4947, top1_acc: 0.5042, top5_acc: 0.7552, loss_cls: 2.1345, loss: 2.1345, grad_norm: 3.2728 2020-08-13 13:37:33,204 - mmaction - INFO - Epoch [26][1020/1253] lr: 3.000e-02, eta: 1 day, 3:40:30, time: 0.739, data_time: 0.007, memory: 4947, top1_acc: 0.4961, top5_acc: 0.7422, loss_cls: 2.1568, loss: 2.1568, grad_norm: 3.2502 2020-08-13 13:37:48,534 - mmaction - INFO - Epoch [26][1040/1253] lr: 3.000e-02, eta: 1 day, 3:39:51, time: 0.767, data_time: 0.007, memory: 4947, top1_acc: 0.5026, top5_acc: 0.7466, loss_cls: 2.1421, loss: 2.1421, grad_norm: 3.3353 2020-08-13 13:38:04,032 - mmaction - INFO - Epoch [26][1060/1253] lr: 3.000e-02, eta: 1 day, 3:39:12, time: 0.773, data_time: 0.006, memory: 4947, top1_acc: 0.5021, top5_acc: 0.7464, loss_cls: 2.1401, loss: 2.1401, grad_norm: 3.2230 2020-08-13 13:38:19,536 - mmaction - INFO - Epoch [26][1080/1253] lr: 3.000e-02, eta: 1 day, 3:38:34, time: 0.777, data_time: 0.006, memory: 4947, top1_acc: 0.4901, top5_acc: 0.7359, loss_cls: 2.2018, loss: 2.2018, grad_norm: 3.3140 2020-08-13 13:38:34,501 - mmaction - INFO - Epoch [26][1100/1253] lr: 3.000e-02, eta: 1 day, 3:37:54, time: 0.745, data_time: 0.006, memory: 4947, top1_acc: 0.5141, top5_acc: 0.7435, loss_cls: 2.1028, loss: 2.1028, grad_norm: 3.1829 2020-08-13 13:38:50,706 - mmaction - INFO - Epoch [26][1120/1253] lr: 3.000e-02, eta: 1 day, 3:37:18, time: 0.814, data_time: 0.007, memory: 4947, top1_acc: 0.5076, top5_acc: 0.7362, loss_cls: 2.1891, loss: 2.1891, grad_norm: 3.2098 2020-08-13 13:39:07,166 - mmaction - INFO - Epoch [26][1140/1253] lr: 3.000e-02, eta: 1 day, 3:36:42, time: 0.823, data_time: 0.002, memory: 4947, top1_acc: 0.5096, top5_acc: 0.7521, loss_cls: 2.1070, loss: 2.1070, grad_norm: 3.2795 2020-08-13 13:39:21,699 - mmaction - INFO - Epoch [26][1160/1253] lr: 3.000e-02, eta: 1 day, 3:36:01, time: 0.725, data_time: 0.004, memory: 4947, top1_acc: 0.5083, top5_acc: 0.7310, loss_cls: 2.1653, loss: 2.1653, grad_norm: 3.2785 2020-08-13 13:39:37,085 - mmaction - INFO - Epoch [26][1180/1253] lr: 3.000e-02, eta: 1 day, 3:35:22, time: 0.769, data_time: 0.005, memory: 4947, top1_acc: 0.5115, top5_acc: 0.7445, loss_cls: 2.1029, loss: 2.1029, grad_norm: 3.1975 2020-08-13 13:39:52,641 - mmaction - INFO - Epoch [26][1200/1253] lr: 3.000e-02, eta: 1 day, 3:34:44, time: 0.777, data_time: 0.007, memory: 4947, top1_acc: 0.5133, top5_acc: 0.7518, loss_cls: 2.1144, loss: 2.1144, grad_norm: 3.3049 2020-08-13 13:40:07,369 - mmaction - INFO - Epoch [26][1220/1253] lr: 3.000e-02, eta: 1 day, 3:34:04, time: 0.737, data_time: 0.010, memory: 4947, top1_acc: 0.5102, top5_acc: 0.7409, loss_cls: 2.1235, loss: 2.1235, grad_norm: 3.2649 2020-08-13 13:40:22,069 - mmaction - INFO - Epoch [26][1240/1253] lr: 3.000e-02, eta: 1 day, 3:33:24, time: 0.737, data_time: 0.004, memory: 4947, top1_acc: 0.5143, top5_acc: 0.7526, loss_cls: 2.1042, loss: 2.1042, grad_norm: 3.2062 2020-08-13 13:40:33,519 - mmaction - INFO - Saving checkpoint at 26 epochs 2020-08-13 13:43:40,809 - mmaction - INFO - Epoch [27][20/1253] lr: 3.000e-02, eta: 1 day, 3:39:59, time: 9.338, data_time: 2.263, memory: 4947, top1_acc: 0.5195, top5_acc: 0.7576, loss_cls: 2.0943, loss: 2.0943, grad_norm: 3.3176 2020-08-13 13:43:53,471 - mmaction - INFO - Epoch [27][40/1253] lr: 3.000e-02, eta: 1 day, 3:39:12, time: 0.632, data_time: 0.004, memory: 4947, top1_acc: 0.5214, top5_acc: 0.7620, loss_cls: 2.0658, loss: 2.0658, grad_norm: 3.2139 2020-08-13 13:44:06,028 - mmaction - INFO - Epoch [27][60/1253] lr: 3.000e-02, eta: 1 day, 3:38:25, time: 0.627, data_time: 0.009, memory: 4947, top1_acc: 0.5177, top5_acc: 0.7646, loss_cls: 2.0587, loss: 2.0587, grad_norm: 3.2291 2020-08-13 13:44:18,712 - mmaction - INFO - Epoch [27][80/1253] lr: 3.000e-02, eta: 1 day, 3:37:39, time: 0.637, data_time: 0.007, memory: 4947, top1_acc: 0.4922, top5_acc: 0.7469, loss_cls: 2.1761, loss: 2.1761, grad_norm: 3.3475 2020-08-13 13:44:32,852 - mmaction - INFO - Epoch [27][100/1253] lr: 3.000e-02, eta: 1 day, 3:36:57, time: 0.706, data_time: 0.005, memory: 4947, top1_acc: 0.5198, top5_acc: 0.7604, loss_cls: 2.0642, loss: 2.0642, grad_norm: 3.2873 2020-08-13 13:44:47,033 - mmaction - INFO - Epoch [27][120/1253] lr: 3.000e-02, eta: 1 day, 3:36:15, time: 0.708, data_time: 0.008, memory: 4947, top1_acc: 0.5073, top5_acc: 0.7518, loss_cls: 2.0893, loss: 2.0893, grad_norm: 3.2644 2020-08-13 13:45:01,373 - mmaction - INFO - Epoch [27][140/1253] lr: 3.000e-02, eta: 1 day, 3:35:33, time: 0.720, data_time: 0.005, memory: 4947, top1_acc: 0.5003, top5_acc: 0.7523, loss_cls: 2.1275, loss: 2.1275, grad_norm: 3.3316 2020-08-13 13:45:16,803 - mmaction - INFO - Epoch [27][160/1253] lr: 3.000e-02, eta: 1 day, 3:34:55, time: 0.769, data_time: 0.005, memory: 4947, top1_acc: 0.5174, top5_acc: 0.7492, loss_cls: 2.1035, loss: 2.1035, grad_norm: 3.2773 2020-08-13 13:45:31,828 - mmaction - INFO - Epoch [27][180/1253] lr: 3.000e-02, eta: 1 day, 3:34:15, time: 0.753, data_time: 0.006, memory: 4947, top1_acc: 0.5109, top5_acc: 0.7557, loss_cls: 2.0880, loss: 2.0880, grad_norm: 3.2951 2020-08-13 13:45:46,434 - mmaction - INFO - Epoch [27][200/1253] lr: 3.000e-02, eta: 1 day, 3:33:34, time: 0.729, data_time: 0.005, memory: 4947, top1_acc: 0.5188, top5_acc: 0.7529, loss_cls: 2.0928, loss: 2.0928, grad_norm: 3.2038 2020-08-13 13:46:02,373 - mmaction - INFO - Epoch [27][220/1253] lr: 3.000e-02, eta: 1 day, 3:32:57, time: 0.796, data_time: 0.004, memory: 4947, top1_acc: 0.5224, top5_acc: 0.7518, loss_cls: 2.0903, loss: 2.0903, grad_norm: 3.2436 2020-08-13 13:46:16,886 - mmaction - INFO - Epoch [27][240/1253] lr: 3.000e-02, eta: 1 day, 3:32:16, time: 0.728, data_time: 0.007, memory: 4947, top1_acc: 0.5190, top5_acc: 0.7547, loss_cls: 2.0939, loss: 2.0939, grad_norm: 3.2756 2020-08-13 13:46:32,236 - mmaction - INFO - Epoch [27][260/1253] lr: 3.000e-02, eta: 1 day, 3:31:38, time: 0.768, data_time: 0.007, memory: 4947, top1_acc: 0.5057, top5_acc: 0.7443, loss_cls: 2.1435, loss: 2.1435, grad_norm: 3.3416 2020-08-13 13:46:47,148 - mmaction - INFO - Epoch [27][280/1253] lr: 3.000e-02, eta: 1 day, 3:30:58, time: 0.745, data_time: 0.002, memory: 4947, top1_acc: 0.5003, top5_acc: 0.7445, loss_cls: 2.1685, loss: 2.1685, grad_norm: 3.2742 2020-08-13 13:47:03,669 - mmaction - INFO - Epoch [27][300/1253] lr: 3.000e-02, eta: 1 day, 3:30:23, time: 0.824, data_time: 0.008, memory: 4947, top1_acc: 0.5174, top5_acc: 0.7471, loss_cls: 2.1157, loss: 2.1157, grad_norm: 3.2891 2020-08-13 13:47:19,428 - mmaction - INFO - Epoch [27][320/1253] lr: 3.000e-02, eta: 1 day, 3:29:45, time: 0.791, data_time: 0.007, memory: 4947, top1_acc: 0.5102, top5_acc: 0.7589, loss_cls: 2.0929, loss: 2.0929, grad_norm: 3.2754 2020-08-13 13:47:35,690 - mmaction - INFO - Epoch [27][340/1253] lr: 3.000e-02, eta: 1 day, 3:29:09, time: 0.811, data_time: 0.005, memory: 4947, top1_acc: 0.5086, top5_acc: 0.7654, loss_cls: 2.0779, loss: 2.0779, grad_norm: 3.2688 2020-08-13 13:47:51,739 - mmaction - INFO - Epoch [27][360/1253] lr: 3.000e-02, eta: 1 day, 3:28:33, time: 0.804, data_time: 0.005, memory: 4947, top1_acc: 0.5094, top5_acc: 0.7557, loss_cls: 2.1083, loss: 2.1083, grad_norm: 3.2835 2020-08-13 13:48:06,698 - mmaction - INFO - Epoch [27][380/1253] lr: 3.000e-02, eta: 1 day, 3:27:53, time: 0.746, data_time: 0.008, memory: 4947, top1_acc: 0.4977, top5_acc: 0.7438, loss_cls: 2.1358, loss: 2.1358, grad_norm: 3.2982 2020-08-13 13:48:22,115 - mmaction - INFO - Epoch [27][400/1253] lr: 3.000e-02, eta: 1 day, 3:27:15, time: 0.773, data_time: 0.006, memory: 4947, top1_acc: 0.5232, top5_acc: 0.7523, loss_cls: 2.0836, loss: 2.0836, grad_norm: 3.3243 2020-08-13 13:48:37,990 - mmaction - INFO - Epoch [27][420/1253] lr: 3.000e-02, eta: 1 day, 3:26:38, time: 0.791, data_time: 0.002, memory: 4947, top1_acc: 0.5000, top5_acc: 0.7391, loss_cls: 2.1548, loss: 2.1548, grad_norm: 3.2550 2020-08-13 13:48:52,985 - mmaction - INFO - Epoch [27][440/1253] lr: 3.000e-02, eta: 1 day, 3:25:59, time: 0.752, data_time: 0.009, memory: 4947, top1_acc: 0.5203, top5_acc: 0.7573, loss_cls: 2.0924, loss: 2.0924, grad_norm: 3.2774 2020-08-13 13:49:07,916 - mmaction - INFO - Epoch [27][460/1253] lr: 3.000e-02, eta: 1 day, 3:25:19, time: 0.745, data_time: 0.007, memory: 4947, top1_acc: 0.5049, top5_acc: 0.7414, loss_cls: 2.1303, loss: 2.1303, grad_norm: 3.2563 2020-08-13 13:49:24,107 - mmaction - INFO - Epoch [27][480/1253] lr: 3.000e-02, eta: 1 day, 3:24:44, time: 0.810, data_time: 0.007, memory: 4947, top1_acc: 0.5036, top5_acc: 0.7438, loss_cls: 2.1518, loss: 2.1518, grad_norm: 3.2544 2020-08-13 13:49:39,837 - mmaction - INFO - Epoch [27][500/1253] lr: 3.000e-02, eta: 1 day, 3:24:07, time: 0.789, data_time: 0.008, memory: 4947, top1_acc: 0.4977, top5_acc: 0.7477, loss_cls: 2.1192, loss: 2.1192, grad_norm: 3.2842 2020-08-13 13:49:55,889 - mmaction - INFO - Epoch [27][520/1253] lr: 3.000e-02, eta: 1 day, 3:23:30, time: 0.798, data_time: 0.007, memory: 4947, top1_acc: 0.5260, top5_acc: 0.7628, loss_cls: 2.0643, loss: 2.0643, grad_norm: 3.3047 2020-08-13 13:50:11,415 - mmaction - INFO - Epoch [27][540/1253] lr: 3.000e-02, eta: 1 day, 3:22:52, time: 0.780, data_time: 0.008, memory: 4947, top1_acc: 0.4969, top5_acc: 0.7422, loss_cls: 2.1819, loss: 2.1819, grad_norm: 3.3666 2020-08-13 13:50:26,571 - mmaction - INFO - Epoch [27][560/1253] lr: 3.000e-02, eta: 1 day, 3:22:14, time: 0.755, data_time: 0.007, memory: 4947, top1_acc: 0.5094, top5_acc: 0.7370, loss_cls: 2.1588, loss: 2.1588, grad_norm: 3.3289 2020-08-13 13:50:41,950 - mmaction - INFO - Epoch [27][580/1253] lr: 3.000e-02, eta: 1 day, 3:21:36, time: 0.770, data_time: 0.006, memory: 4947, top1_acc: 0.5055, top5_acc: 0.7406, loss_cls: 2.1561, loss: 2.1561, grad_norm: 3.2729 2020-08-13 13:50:56,690 - mmaction - INFO - Epoch [27][600/1253] lr: 3.000e-02, eta: 1 day, 3:20:56, time: 0.736, data_time: 0.006, memory: 4947, top1_acc: 0.5221, top5_acc: 0.7552, loss_cls: 2.0745, loss: 2.0745, grad_norm: 3.2206 2020-08-13 13:51:11,447 - mmaction - INFO - Epoch [27][620/1253] lr: 3.000e-02, eta: 1 day, 3:20:16, time: 0.740, data_time: 0.005, memory: 4947, top1_acc: 0.5026, top5_acc: 0.7490, loss_cls: 2.1281, loss: 2.1281, grad_norm: 3.3281 2020-08-13 13:51:28,587 - mmaction - INFO - Epoch [27][640/1253] lr: 3.000e-02, eta: 1 day, 3:19:43, time: 0.857, data_time: 0.002, memory: 4947, top1_acc: 0.5302, top5_acc: 0.7549, loss_cls: 2.0811, loss: 2.0811, grad_norm: 3.2500 2020-08-13 13:51:43,327 - mmaction - INFO - Epoch [27][660/1253] lr: 3.000e-02, eta: 1 day, 3:19:03, time: 0.735, data_time: 0.005, memory: 4947, top1_acc: 0.5120, top5_acc: 0.7487, loss_cls: 2.1105, loss: 2.1105, grad_norm: 3.2595 2020-08-13 13:51:59,017 - mmaction - INFO - Epoch [27][680/1253] lr: 3.000e-02, eta: 1 day, 3:18:26, time: 0.785, data_time: 0.005, memory: 4947, top1_acc: 0.5167, top5_acc: 0.7490, loss_cls: 2.1040, loss: 2.1040, grad_norm: 3.2938 2020-08-13 13:52:14,790 - mmaction - INFO - Epoch [27][700/1253] lr: 3.000e-02, eta: 1 day, 3:17:49, time: 0.786, data_time: 0.008, memory: 4947, top1_acc: 0.5099, top5_acc: 0.7477, loss_cls: 2.1063, loss: 2.1063, grad_norm: 3.2898 2020-08-13 13:52:29,682 - mmaction - INFO - Epoch [27][720/1253] lr: 3.000e-02, eta: 1 day, 3:17:10, time: 0.747, data_time: 0.009, memory: 4947, top1_acc: 0.5156, top5_acc: 0.7471, loss_cls: 2.1060, loss: 2.1060, grad_norm: 3.2198 2020-08-13 13:52:47,325 - mmaction - INFO - Epoch [27][740/1253] lr: 3.000e-02, eta: 1 day, 3:16:39, time: 0.884, data_time: 0.008, memory: 4947, top1_acc: 0.5102, top5_acc: 0.7552, loss_cls: 2.0832, loss: 2.0832, grad_norm: 3.3014 2020-08-13 13:53:03,349 - mmaction - INFO - Epoch [27][760/1253] lr: 3.000e-02, eta: 1 day, 3:16:02, time: 0.796, data_time: 0.004, memory: 4947, top1_acc: 0.4917, top5_acc: 0.7401, loss_cls: 2.1524, loss: 2.1524, grad_norm: 3.2353 2020-08-13 13:53:19,553 - mmaction - INFO - Epoch [27][780/1253] lr: 3.000e-02, eta: 1 day, 3:15:27, time: 0.815, data_time: 0.008, memory: 4947, top1_acc: 0.5091, top5_acc: 0.7479, loss_cls: 2.1109, loss: 2.1109, grad_norm: 3.2388 2020-08-13 13:53:36,194 - mmaction - INFO - Epoch [27][800/1253] lr: 3.000e-02, eta: 1 day, 3:14:53, time: 0.830, data_time: 0.005, memory: 4947, top1_acc: 0.5049, top5_acc: 0.7396, loss_cls: 2.1582, loss: 2.1582, grad_norm: 3.3036 2020-08-13 13:53:50,256 - mmaction - INFO - Epoch [27][820/1253] lr: 3.000e-02, eta: 1 day, 3:14:11, time: 0.704, data_time: 0.005, memory: 4947, top1_acc: 0.5008, top5_acc: 0.7482, loss_cls: 2.1363, loss: 2.1363, grad_norm: 3.2702 2020-08-13 13:54:06,189 - mmaction - INFO - Epoch [27][840/1253] lr: 3.000e-02, eta: 1 day, 3:13:35, time: 0.797, data_time: 0.006, memory: 4947, top1_acc: 0.5063, top5_acc: 0.7466, loss_cls: 2.1234, loss: 2.1234, grad_norm: 3.2924 2020-08-13 13:54:22,197 - mmaction - INFO - Epoch [27][860/1253] lr: 3.000e-02, eta: 1 day, 3:12:59, time: 0.798, data_time: 0.008, memory: 4947, top1_acc: 0.5154, top5_acc: 0.7479, loss_cls: 2.1001, loss: 2.1001, grad_norm: 3.2187 2020-08-13 13:54:37,169 - mmaction - INFO - Epoch [27][880/1253] lr: 3.000e-02, eta: 1 day, 3:12:20, time: 0.750, data_time: 0.008, memory: 4947, top1_acc: 0.5018, top5_acc: 0.7401, loss_cls: 2.1268, loss: 2.1268, grad_norm: 3.2802 2020-08-13 13:54:53,268 - mmaction - INFO - Epoch [27][900/1253] lr: 3.000e-02, eta: 1 day, 3:11:45, time: 0.807, data_time: 0.007, memory: 4947, top1_acc: 0.4951, top5_acc: 0.7469, loss_cls: 2.1343, loss: 2.1343, grad_norm: 3.2892 2020-08-13 13:55:09,209 - mmaction - INFO - Epoch [27][920/1253] lr: 3.000e-02, eta: 1 day, 3:11:09, time: 0.797, data_time: 0.006, memory: 4947, top1_acc: 0.5065, top5_acc: 0.7555, loss_cls: 2.1264, loss: 2.1264, grad_norm: 3.3426 2020-08-13 13:55:25,177 - mmaction - INFO - Epoch [27][940/1253] lr: 3.000e-02, eta: 1 day, 3:10:33, time: 0.799, data_time: 0.004, memory: 4947, top1_acc: 0.5120, top5_acc: 0.7529, loss_cls: 2.1307, loss: 2.1307, grad_norm: 3.2525 2020-08-13 13:55:40,745 - mmaction - INFO - Epoch [27][960/1253] lr: 3.000e-02, eta: 1 day, 3:09:56, time: 0.777, data_time: 0.005, memory: 4947, top1_acc: 0.5005, top5_acc: 0.7354, loss_cls: 2.1783, loss: 2.1783, grad_norm: 3.3001 2020-08-13 13:55:57,397 - mmaction - INFO - Epoch [27][980/1253] lr: 3.000e-02, eta: 1 day, 3:09:21, time: 0.830, data_time: 0.008, memory: 4947, top1_acc: 0.5115, top5_acc: 0.7505, loss_cls: 2.1012, loss: 2.1012, grad_norm: 3.2826 2020-08-13 13:56:13,282 - mmaction - INFO - Epoch [27][1000/1253] lr: 3.000e-02, eta: 1 day, 3:08:45, time: 0.797, data_time: 0.007, memory: 4947, top1_acc: 0.5065, top5_acc: 0.7495, loss_cls: 2.1327, loss: 2.1327, grad_norm: 3.3156 2020-08-13 13:56:28,401 - mmaction - INFO - Epoch [27][1020/1253] lr: 3.000e-02, eta: 1 day, 3:08:07, time: 0.757, data_time: 0.007, memory: 4947, top1_acc: 0.5047, top5_acc: 0.7521, loss_cls: 2.1269, loss: 2.1269, grad_norm: 3.2847 2020-08-13 13:56:43,076 - mmaction - INFO - Epoch [27][1040/1253] lr: 3.000e-02, eta: 1 day, 3:07:28, time: 0.731, data_time: 0.006, memory: 4947, top1_acc: 0.5005, top5_acc: 0.7508, loss_cls: 2.1014, loss: 2.1014, grad_norm: 3.2378 2020-08-13 13:56:59,750 - mmaction - INFO - Epoch [27][1060/1253] lr: 3.000e-02, eta: 1 day, 3:06:54, time: 0.836, data_time: 0.005, memory: 4947, top1_acc: 0.5010, top5_acc: 0.7516, loss_cls: 2.1208, loss: 2.1208, grad_norm: 3.3497 2020-08-13 13:57:14,864 - mmaction - INFO - Epoch [27][1080/1253] lr: 3.000e-02, eta: 1 day, 3:06:16, time: 0.754, data_time: 0.005, memory: 4947, top1_acc: 0.5083, top5_acc: 0.7562, loss_cls: 2.0873, loss: 2.0873, grad_norm: 3.2531 2020-08-13 13:57:30,701 - mmaction - INFO - Epoch [27][1100/1253] lr: 3.000e-02, eta: 1 day, 3:05:40, time: 0.792, data_time: 0.006, memory: 4947, top1_acc: 0.5159, top5_acc: 0.7531, loss_cls: 2.0905, loss: 2.0905, grad_norm: 3.2700 2020-08-13 13:57:47,418 - mmaction - INFO - Epoch [27][1120/1253] lr: 3.000e-02, eta: 1 day, 3:05:06, time: 0.836, data_time: 0.006, memory: 4947, top1_acc: 0.4977, top5_acc: 0.7479, loss_cls: 2.1635, loss: 2.1635, grad_norm: 3.3650 2020-08-13 13:58:02,693 - mmaction - INFO - Epoch [27][1140/1253] lr: 3.000e-02, eta: 1 day, 3:04:28, time: 0.766, data_time: 0.006, memory: 4947, top1_acc: 0.5102, top5_acc: 0.7451, loss_cls: 2.1363, loss: 2.1363, grad_norm: 3.3825 2020-08-13 13:58:18,549 - mmaction - INFO - Epoch [27][1160/1253] lr: 3.000e-02, eta: 1 day, 3:03:52, time: 0.791, data_time: 0.005, memory: 4947, top1_acc: 0.5063, top5_acc: 0.7409, loss_cls: 2.1512, loss: 2.1512, grad_norm: 3.2279 2020-08-13 13:58:36,222 - mmaction - INFO - Epoch [27][1180/1253] lr: 3.000e-02, eta: 1 day, 3:03:21, time: 0.883, data_time: 0.008, memory: 4947, top1_acc: 0.5102, top5_acc: 0.7523, loss_cls: 2.1410, loss: 2.1410, grad_norm: 3.2741 2020-08-13 13:58:50,889 - mmaction - INFO - Epoch [27][1200/1253] lr: 3.000e-02, eta: 1 day, 3:02:42, time: 0.733, data_time: 0.007, memory: 4947, top1_acc: 0.5065, top5_acc: 0.7581, loss_cls: 2.1083, loss: 2.1083, grad_norm: 3.2807 2020-08-13 13:59:05,656 - mmaction - INFO - Epoch [27][1220/1253] lr: 3.000e-02, eta: 1 day, 3:02:03, time: 0.737, data_time: 0.008, memory: 4947, top1_acc: 0.5049, top5_acc: 0.7398, loss_cls: 2.1525, loss: 2.1525, grad_norm: 3.2381 2020-08-13 13:59:22,295 - mmaction - INFO - Epoch [27][1240/1253] lr: 3.000e-02, eta: 1 day, 3:01:29, time: 0.836, data_time: 0.007, memory: 4947, top1_acc: 0.4987, top5_acc: 0.7469, loss_cls: 2.1229, loss: 2.1229, grad_norm: 3.3067 2020-08-13 13:59:31,702 - mmaction - INFO - Saving checkpoint at 27 epochs 2020-08-13 14:07:01,965 - mmaction - INFO - Epoch [28][20/1253] lr: 3.000e-02, eta: 1 day, 3:19:34, time: 22.480, data_time: 10.290, memory: 4947, top1_acc: 0.5234, top5_acc: 0.7552, loss_cls: 2.0719, loss: 2.0719, grad_norm: 3.2560 2020-08-13 14:07:14,644 - mmaction - INFO - Epoch [28][40/1253] lr: 3.000e-02, eta: 1 day, 3:18:49, time: 0.640, data_time: 0.024, memory: 4947, top1_acc: 0.5169, top5_acc: 0.7555, loss_cls: 2.0796, loss: 2.0796, grad_norm: 3.3169 2020-08-13 14:07:27,302 - mmaction - INFO - Epoch [28][60/1253] lr: 3.000e-02, eta: 1 day, 3:18:03, time: 0.631, data_time: 0.007, memory: 4947, top1_acc: 0.5148, top5_acc: 0.7604, loss_cls: 2.0836, loss: 2.0836, grad_norm: 3.3036 2020-08-13 14:07:39,734 - mmaction - INFO - Epoch [28][80/1253] lr: 3.000e-02, eta: 1 day, 3:17:18, time: 0.625, data_time: 0.006, memory: 4947, top1_acc: 0.5154, top5_acc: 0.7500, loss_cls: 2.0942, loss: 2.0942, grad_norm: 3.2554 2020-08-13 14:07:54,017 - mmaction - INFO - Epoch [28][100/1253] lr: 3.000e-02, eta: 1 day, 3:16:37, time: 0.710, data_time: 0.006, memory: 4947, top1_acc: 0.5227, top5_acc: 0.7602, loss_cls: 2.0851, loss: 2.0851, grad_norm: 3.2699 2020-08-13 14:08:08,200 - mmaction - INFO - Epoch [28][120/1253] lr: 3.000e-02, eta: 1 day, 3:15:56, time: 0.714, data_time: 0.007, memory: 4947, top1_acc: 0.5063, top5_acc: 0.7510, loss_cls: 2.1209, loss: 2.1209, grad_norm: 3.2828 2020-08-13 14:08:23,052 - mmaction - INFO - Epoch [28][140/1253] lr: 3.000e-02, eta: 1 day, 3:15:16, time: 0.740, data_time: 0.006, memory: 4947, top1_acc: 0.5266, top5_acc: 0.7560, loss_cls: 2.0783, loss: 2.0783, grad_norm: 3.2389 2020-08-13 14:08:37,363 - mmaction - INFO - Epoch [28][160/1253] lr: 3.000e-02, eta: 1 day, 3:14:35, time: 0.715, data_time: 0.006, memory: 4947, top1_acc: 0.5091, top5_acc: 0.7471, loss_cls: 2.1228, loss: 2.1228, grad_norm: 3.2852 2020-08-13 14:08:52,131 - mmaction - INFO - Epoch [28][180/1253] lr: 3.000e-02, eta: 1 day, 3:13:56, time: 0.739, data_time: 0.009, memory: 4947, top1_acc: 0.5172, top5_acc: 0.7583, loss_cls: 2.0642, loss: 2.0642, grad_norm: 3.2582 2020-08-13 14:09:06,289 - mmaction - INFO - Epoch [28][200/1253] lr: 3.000e-02, eta: 1 day, 3:13:15, time: 0.709, data_time: 0.009, memory: 4947, top1_acc: 0.5068, top5_acc: 0.7544, loss_cls: 2.0751, loss: 2.0751, grad_norm: 3.3700 2020-08-13 14:09:21,836 - mmaction - INFO - Epoch [28][220/1253] lr: 3.000e-02, eta: 1 day, 3:12:37, time: 0.774, data_time: 0.006, memory: 4947, top1_acc: 0.5104, top5_acc: 0.7516, loss_cls: 2.1152, loss: 2.1152, grad_norm: 3.3398 2020-08-13 14:09:37,446 - mmaction - INFO - Epoch [28][240/1253] lr: 3.000e-02, eta: 1 day, 3:12:00, time: 0.783, data_time: 0.007, memory: 4947, top1_acc: 0.5107, top5_acc: 0.7557, loss_cls: 2.0916, loss: 2.0916, grad_norm: 3.3149 2020-08-13 14:09:52,232 - mmaction - INFO - Epoch [28][260/1253] lr: 3.000e-02, eta: 1 day, 3:11:21, time: 0.740, data_time: 0.009, memory: 4947, top1_acc: 0.5107, top5_acc: 0.7479, loss_cls: 2.1141, loss: 2.1141, grad_norm: 3.2373 2020-08-13 14:10:07,097 - mmaction - INFO - Epoch [28][280/1253] lr: 3.000e-02, eta: 1 day, 3:10:42, time: 0.743, data_time: 0.005, memory: 4947, top1_acc: 0.5008, top5_acc: 0.7492, loss_cls: 2.1415, loss: 2.1415, grad_norm: 3.3428 2020-08-13 14:10:22,837 - mmaction - INFO - Epoch [28][300/1253] lr: 3.000e-02, eta: 1 day, 3:10:05, time: 0.788, data_time: 0.003, memory: 4947, top1_acc: 0.5229, top5_acc: 0.7568, loss_cls: 2.0511, loss: 2.0511, grad_norm: 3.2795 2020-08-13 14:10:38,280 - mmaction - INFO - Epoch [28][320/1253] lr: 3.000e-02, eta: 1 day, 3:09:28, time: 0.770, data_time: 0.002, memory: 4947, top1_acc: 0.5068, top5_acc: 0.7487, loss_cls: 2.1297, loss: 2.1297, grad_norm: 3.2809 2020-08-13 14:10:54,457 - mmaction - INFO - Epoch [28][340/1253] lr: 3.000e-02, eta: 1 day, 3:08:52, time: 0.807, data_time: 0.008, memory: 4947, top1_acc: 0.5052, top5_acc: 0.7406, loss_cls: 2.1520, loss: 2.1520, grad_norm: 3.2474 2020-08-13 14:11:09,829 - mmaction - INFO - Epoch [28][360/1253] lr: 3.000e-02, eta: 1 day, 3:08:14, time: 0.771, data_time: 0.008, memory: 4947, top1_acc: 0.4992, top5_acc: 0.7484, loss_cls: 2.1357, loss: 2.1357, grad_norm: 3.3004 2020-08-13 14:11:24,317 - mmaction - INFO - Epoch [28][380/1253] lr: 3.000e-02, eta: 1 day, 3:07:35, time: 0.726, data_time: 0.008, memory: 4947, top1_acc: 0.5255, top5_acc: 0.7479, loss_cls: 2.0547, loss: 2.0547, grad_norm: 3.2473 2020-08-13 14:11:39,689 - mmaction - INFO - Epoch [28][400/1253] lr: 3.000e-02, eta: 1 day, 3:06:57, time: 0.765, data_time: 0.008, memory: 4947, top1_acc: 0.5073, top5_acc: 0.7513, loss_cls: 2.0740, loss: 2.0740, grad_norm: 3.2515 2020-08-13 14:11:54,949 - mmaction - INFO - Epoch [28][420/1253] lr: 3.000e-02, eta: 1 day, 3:06:19, time: 0.766, data_time: 0.007, memory: 4947, top1_acc: 0.4974, top5_acc: 0.7477, loss_cls: 2.1229, loss: 2.1229, grad_norm: 3.3566 2020-08-13 14:12:09,826 - mmaction - INFO - Epoch [28][440/1253] lr: 3.000e-02, eta: 1 day, 3:05:40, time: 0.744, data_time: 0.007, memory: 4947, top1_acc: 0.5237, top5_acc: 0.7599, loss_cls: 2.0630, loss: 2.0630, grad_norm: 3.2536 2020-08-13 14:12:24,981 - mmaction - INFO - Epoch [28][460/1253] lr: 3.000e-02, eta: 1 day, 3:05:02, time: 0.757, data_time: 0.008, memory: 4947, top1_acc: 0.5190, top5_acc: 0.7497, loss_cls: 2.0856, loss: 2.0856, grad_norm: 3.2890 2020-08-13 14:12:41,303 - mmaction - INFO - Epoch [28][480/1253] lr: 3.000e-02, eta: 1 day, 3:04:27, time: 0.818, data_time: 0.006, memory: 4947, top1_acc: 0.5201, top5_acc: 0.7583, loss_cls: 2.0499, loss: 2.0499, grad_norm: 3.2044 2020-08-13 14:12:55,195 - mmaction - INFO - Epoch [28][500/1253] lr: 3.000e-02, eta: 1 day, 3:03:46, time: 0.694, data_time: 0.005, memory: 4947, top1_acc: 0.5276, top5_acc: 0.7500, loss_cls: 2.0875, loss: 2.0875, grad_norm: 3.2908 2020-08-13 14:13:10,728 - mmaction - INFO - Epoch [28][520/1253] lr: 3.000e-02, eta: 1 day, 3:03:09, time: 0.777, data_time: 0.004, memory: 4947, top1_acc: 0.5148, top5_acc: 0.7620, loss_cls: 2.0694, loss: 2.0694, grad_norm: 3.1463 2020-08-13 14:13:26,505 - mmaction - INFO - Epoch [28][540/1253] lr: 3.000e-02, eta: 1 day, 3:02:32, time: 0.786, data_time: 0.004, memory: 4947, top1_acc: 0.5289, top5_acc: 0.7669, loss_cls: 2.0481, loss: 2.0481, grad_norm: 3.2424 2020-08-13 14:13:42,537 - mmaction - INFO - Epoch [28][560/1253] lr: 3.000e-02, eta: 1 day, 3:01:57, time: 0.803, data_time: 0.007, memory: 4947, top1_acc: 0.5182, top5_acc: 0.7552, loss_cls: 2.0611, loss: 2.0611, grad_norm: 3.2745 2020-08-13 14:13:59,596 - mmaction - INFO - Epoch [28][580/1253] lr: 3.000e-02, eta: 1 day, 3:01:24, time: 0.851, data_time: 0.008, memory: 4947, top1_acc: 0.5253, top5_acc: 0.7599, loss_cls: 2.0707, loss: 2.0707, grad_norm: 3.2344 2020-08-13 14:14:13,944 - mmaction - INFO - Epoch [28][600/1253] lr: 3.000e-02, eta: 1 day, 3:00:44, time: 0.717, data_time: 0.007, memory: 4947, top1_acc: 0.5068, top5_acc: 0.7484, loss_cls: 2.1294, loss: 2.1294, grad_norm: 3.3209 2020-08-13 14:14:29,392 - mmaction - INFO - Epoch [28][620/1253] lr: 3.000e-02, eta: 1 day, 3:00:07, time: 0.771, data_time: 0.009, memory: 4947, top1_acc: 0.4966, top5_acc: 0.7406, loss_cls: 2.1644, loss: 2.1644, grad_norm: 3.2501 2020-08-13 14:14:46,015 - mmaction - INFO - Epoch [28][640/1253] lr: 3.000e-02, eta: 1 day, 2:59:33, time: 0.836, data_time: 0.008, memory: 4947, top1_acc: 0.5247, top5_acc: 0.7560, loss_cls: 2.0465, loss: 2.0465, grad_norm: 3.2468 2020-08-13 14:15:02,150 - mmaction - INFO - Epoch [28][660/1253] lr: 3.000e-02, eta: 1 day, 2:58:58, time: 0.807, data_time: 0.003, memory: 4947, top1_acc: 0.5109, top5_acc: 0.7536, loss_cls: 2.0810, loss: 2.0810, grad_norm: 3.2187 2020-08-13 14:15:18,839 - mmaction - INFO - Epoch [28][680/1253] lr: 3.000e-02, eta: 1 day, 2:58:24, time: 0.834, data_time: 0.002, memory: 4947, top1_acc: 0.5320, top5_acc: 0.7604, loss_cls: 2.0664, loss: 2.0664, grad_norm: 3.2168 2020-08-13 14:15:34,745 - mmaction - INFO - Epoch [28][700/1253] lr: 3.000e-02, eta: 1 day, 2:57:48, time: 0.796, data_time: 0.007, memory: 4947, top1_acc: 0.5151, top5_acc: 0.7471, loss_cls: 2.1293, loss: 2.1293, grad_norm: 3.3720 2020-08-13 14:15:50,227 - mmaction - INFO - Epoch [28][720/1253] lr: 3.000e-02, eta: 1 day, 2:57:11, time: 0.773, data_time: 0.006, memory: 4947, top1_acc: 0.5120, top5_acc: 0.7539, loss_cls: 2.0994, loss: 2.0994, grad_norm: 3.2190 2020-08-13 14:16:04,627 - mmaction - INFO - Epoch [28][740/1253] lr: 3.000e-02, eta: 1 day, 2:56:31, time: 0.720, data_time: 0.005, memory: 4947, top1_acc: 0.4906, top5_acc: 0.7424, loss_cls: 2.1739, loss: 2.1739, grad_norm: 3.3517 2020-08-13 14:16:20,570 - mmaction - INFO - Epoch [28][760/1253] lr: 3.000e-02, eta: 1 day, 2:55:56, time: 0.798, data_time: 0.006, memory: 4947, top1_acc: 0.5185, top5_acc: 0.7565, loss_cls: 2.0965, loss: 2.0965, grad_norm: 3.2814 2020-08-13 14:16:35,796 - mmaction - INFO - Epoch [28][780/1253] lr: 3.000e-02, eta: 1 day, 2:55:18, time: 0.761, data_time: 0.005, memory: 4947, top1_acc: 0.4987, top5_acc: 0.7417, loss_cls: 2.1618, loss: 2.1618, grad_norm: 3.2470 2020-08-13 14:16:50,701 - mmaction - INFO - Epoch [28][800/1253] lr: 3.000e-02, eta: 1 day, 2:54:40, time: 0.741, data_time: 0.005, memory: 4947, top1_acc: 0.5044, top5_acc: 0.7516, loss_cls: 2.1299, loss: 2.1299, grad_norm: 3.2650 2020-08-13 14:17:05,156 - mmaction - INFO - Epoch [28][820/1253] lr: 3.000e-02, eta: 1 day, 2:54:00, time: 0.728, data_time: 0.008, memory: 4947, top1_acc: 0.5107, top5_acc: 0.7479, loss_cls: 2.1138, loss: 2.1138, grad_norm: 3.2575 2020-08-13 14:17:22,211 - mmaction - INFO - Epoch [28][840/1253] lr: 3.000e-02, eta: 1 day, 2:53:28, time: 0.851, data_time: 0.006, memory: 4947, top1_acc: 0.5081, top5_acc: 0.7456, loss_cls: 2.1199, loss: 2.1199, grad_norm: 3.2733 2020-08-13 14:17:37,945 - mmaction - INFO - Epoch [28][860/1253] lr: 3.000e-02, eta: 1 day, 2:52:52, time: 0.788, data_time: 0.005, memory: 4947, top1_acc: 0.5174, top5_acc: 0.7539, loss_cls: 2.0908, loss: 2.0908, grad_norm: 3.3046 2020-08-13 14:17:54,091 - mmaction - INFO - Epoch [28][880/1253] lr: 3.000e-02, eta: 1 day, 2:52:17, time: 0.804, data_time: 0.005, memory: 4947, top1_acc: 0.5047, top5_acc: 0.7492, loss_cls: 2.1393, loss: 2.1393, grad_norm: 3.3361 2020-08-13 14:18:08,950 - mmaction - INFO - Epoch [28][900/1253] lr: 3.000e-02, eta: 1 day, 2:51:38, time: 0.746, data_time: 0.007, memory: 4947, top1_acc: 0.5138, top5_acc: 0.7427, loss_cls: 2.1336, loss: 2.1336, grad_norm: 3.2791 2020-08-13 14:18:24,121 - mmaction - INFO - Epoch [28][920/1253] lr: 3.000e-02, eta: 1 day, 2:51:01, time: 0.757, data_time: 0.008, memory: 4947, top1_acc: 0.5023, top5_acc: 0.7513, loss_cls: 2.1197, loss: 2.1197, grad_norm: 3.2741 2020-08-13 14:18:39,707 - mmaction - INFO - Epoch [28][940/1253] lr: 3.000e-02, eta: 1 day, 2:50:25, time: 0.780, data_time: 0.006, memory: 4947, top1_acc: 0.5122, top5_acc: 0.7513, loss_cls: 2.0837, loss: 2.0837, grad_norm: 3.2374 2020-08-13 14:18:54,504 - mmaction - INFO - Epoch [28][960/1253] lr: 3.000e-02, eta: 1 day, 2:49:46, time: 0.742, data_time: 0.006, memory: 4947, top1_acc: 0.5109, top5_acc: 0.7531, loss_cls: 2.1013, loss: 2.1013, grad_norm: 3.2218 2020-08-13 14:19:11,835 - mmaction - INFO - Epoch [28][980/1253] lr: 3.000e-02, eta: 1 day, 2:49:14, time: 0.864, data_time: 0.006, memory: 4947, top1_acc: 0.5107, top5_acc: 0.7529, loss_cls: 2.0947, loss: 2.0947, grad_norm: 3.2731 2020-08-13 14:19:26,980 - mmaction - INFO - Epoch [28][1000/1253] lr: 3.000e-02, eta: 1 day, 2:48:37, time: 0.759, data_time: 0.004, memory: 4947, top1_acc: 0.5023, top5_acc: 0.7495, loss_cls: 2.1245, loss: 2.1245, grad_norm: 3.3834 2020-08-13 14:19:43,977 - mmaction - INFO - Epoch [28][1020/1253] lr: 3.000e-02, eta: 1 day, 2:48:04, time: 0.850, data_time: 0.005, memory: 4947, top1_acc: 0.5143, top5_acc: 0.7495, loss_cls: 2.1021, loss: 2.1021, grad_norm: 3.2267 2020-08-13 14:20:00,155 - mmaction - INFO - Epoch [28][1040/1253] lr: 3.000e-02, eta: 1 day, 2:47:30, time: 0.809, data_time: 0.004, memory: 4947, top1_acc: 0.5000, top5_acc: 0.7443, loss_cls: 2.1248, loss: 2.1248, grad_norm: 3.3467 2020-08-13 14:20:15,936 - mmaction - INFO - Epoch [28][1060/1253] lr: 3.000e-02, eta: 1 day, 2:46:54, time: 0.789, data_time: 0.004, memory: 4947, top1_acc: 0.5143, top5_acc: 0.7617, loss_cls: 2.0742, loss: 2.0742, grad_norm: 3.3105 2020-08-13 14:20:31,161 - mmaction - INFO - Epoch [28][1080/1253] lr: 3.000e-02, eta: 1 day, 2:46:17, time: 0.759, data_time: 0.006, memory: 4947, top1_acc: 0.4977, top5_acc: 0.7333, loss_cls: 2.1939, loss: 2.1939, grad_norm: 3.2984 2020-08-13 14:20:47,944 - mmaction - INFO - Epoch [28][1100/1253] lr: 3.000e-02, eta: 1 day, 2:45:44, time: 0.840, data_time: 0.007, memory: 4947, top1_acc: 0.4984, top5_acc: 0.7430, loss_cls: 2.1568, loss: 2.1568, grad_norm: 3.2012 2020-08-13 14:21:03,013 - mmaction - INFO - Epoch [28][1120/1253] lr: 3.000e-02, eta: 1 day, 2:45:06, time: 0.750, data_time: 0.008, memory: 4947, top1_acc: 0.5031, top5_acc: 0.7391, loss_cls: 2.1369, loss: 2.1369, grad_norm: 3.3440 2020-08-13 14:21:17,031 - mmaction - INFO - Epoch [28][1140/1253] lr: 3.000e-02, eta: 1 day, 2:44:26, time: 0.705, data_time: 0.007, memory: 4947, top1_acc: 0.5128, top5_acc: 0.7508, loss_cls: 2.1118, loss: 2.1118, grad_norm: 3.2432 2020-08-13 14:21:33,927 - mmaction - INFO - Epoch [28][1160/1253] lr: 3.000e-02, eta: 1 day, 2:43:53, time: 0.844, data_time: 0.006, memory: 4947, top1_acc: 0.5081, top5_acc: 0.7414, loss_cls: 2.1383, loss: 2.1383, grad_norm: 3.3014 2020-08-13 14:21:48,937 - mmaction - INFO - Epoch [28][1180/1253] lr: 3.000e-02, eta: 1 day, 2:43:16, time: 0.752, data_time: 0.005, memory: 4947, top1_acc: 0.5112, top5_acc: 0.7516, loss_cls: 2.1187, loss: 2.1187, grad_norm: 3.2536 2020-08-13 14:22:05,184 - mmaction - INFO - Epoch [28][1200/1253] lr: 3.000e-02, eta: 1 day, 2:42:41, time: 0.810, data_time: 0.006, memory: 4947, top1_acc: 0.5023, top5_acc: 0.7513, loss_cls: 2.1228, loss: 2.1228, grad_norm: 3.2475 2020-08-13 14:22:21,243 - mmaction - INFO - Epoch [28][1220/1253] lr: 3.000e-02, eta: 1 day, 2:42:06, time: 0.801, data_time: 0.008, memory: 4947, top1_acc: 0.5083, top5_acc: 0.7547, loss_cls: 2.1010, loss: 2.1010, grad_norm: 3.3003 2020-08-13 14:22:37,552 - mmaction - INFO - Epoch [28][1240/1253] lr: 3.000e-02, eta: 1 day, 2:41:33, time: 0.820, data_time: 0.006, memory: 4947, top1_acc: 0.5076, top5_acc: 0.7448, loss_cls: 2.1648, loss: 2.1648, grad_norm: 3.3325 2020-08-13 14:22:48,036 - mmaction - INFO - Saving checkpoint at 28 epochs 2020-08-13 14:30:10,240 - mmaction - INFO - Epoch [29][20/1253] lr: 3.000e-02, eta: 1 day, 2:58:21, time: 22.069, data_time: 21.373, memory: 4947, top1_acc: 0.5294, top5_acc: 0.7641, loss_cls: 2.0226, loss: 2.0226, grad_norm: 3.2329 2020-08-13 14:30:22,835 - mmaction - INFO - Epoch [29][40/1253] lr: 3.000e-02, eta: 1 day, 2:57:37, time: 0.629, data_time: 0.007, memory: 4947, top1_acc: 0.5185, top5_acc: 0.7589, loss_cls: 2.0517, loss: 2.0517, grad_norm: 3.2981 2020-08-13 14:30:35,308 - mmaction - INFO - Epoch [29][60/1253] lr: 3.000e-02, eta: 1 day, 2:56:52, time: 0.627, data_time: 0.010, memory: 4947, top1_acc: 0.5130, top5_acc: 0.7599, loss_cls: 2.0614, loss: 2.0614, grad_norm: 3.3226 2020-08-13 14:30:48,179 - mmaction - INFO - Epoch [29][80/1253] lr: 3.000e-02, eta: 1 day, 2:56:08, time: 0.644, data_time: 0.005, memory: 4947, top1_acc: 0.5156, top5_acc: 0.7526, loss_cls: 2.0963, loss: 2.0963, grad_norm: 3.2846 2020-08-13 14:31:02,397 - mmaction - INFO - Epoch [29][100/1253] lr: 3.000e-02, eta: 1 day, 2:55:28, time: 0.710, data_time: 0.008, memory: 4947, top1_acc: 0.5177, top5_acc: 0.7523, loss_cls: 2.0772, loss: 2.0772, grad_norm: 3.2728 2020-08-13 14:31:15,662 - mmaction - INFO - Epoch [29][120/1253] lr: 3.000e-02, eta: 1 day, 2:54:46, time: 0.664, data_time: 0.004, memory: 4947, top1_acc: 0.5201, top5_acc: 0.7622, loss_cls: 2.0652, loss: 2.0652, grad_norm: 3.3048 2020-08-13 14:31:29,190 - mmaction - INFO - Epoch [29][140/1253] lr: 3.000e-02, eta: 1 day, 2:54:04, time: 0.677, data_time: 0.009, memory: 4947, top1_acc: 0.5148, top5_acc: 0.7646, loss_cls: 2.0834, loss: 2.0834, grad_norm: 3.3006 2020-08-13 14:31:42,677 - mmaction - INFO - Epoch [29][160/1253] lr: 3.000e-02, eta: 1 day, 2:53:22, time: 0.672, data_time: 0.004, memory: 4947, top1_acc: 0.5346, top5_acc: 0.7599, loss_cls: 2.0104, loss: 2.0104, grad_norm: 3.2383 2020-08-13 14:31:56,610 - mmaction - INFO - Epoch [29][180/1253] lr: 3.000e-02, eta: 1 day, 2:52:41, time: 0.698, data_time: 0.009, memory: 4947, top1_acc: 0.5055, top5_acc: 0.7536, loss_cls: 2.1234, loss: 2.1234, grad_norm: 3.3360 2020-08-13 14:32:11,402 - mmaction - INFO - Epoch [29][200/1253] lr: 3.000e-02, eta: 1 day, 2:52:02, time: 0.736, data_time: 0.007, memory: 4947, top1_acc: 0.5086, top5_acc: 0.7589, loss_cls: 2.0889, loss: 2.0889, grad_norm: 3.3060 2020-08-13 14:32:25,537 - mmaction - INFO - Epoch [29][220/1253] lr: 3.000e-02, eta: 1 day, 2:51:22, time: 0.707, data_time: 0.007, memory: 4947, top1_acc: 0.5286, top5_acc: 0.7617, loss_cls: 2.0373, loss: 2.0373, grad_norm: 3.2623 2020-08-13 14:32:40,298 - mmaction - INFO - Epoch [29][240/1253] lr: 3.000e-02, eta: 1 day, 2:50:44, time: 0.742, data_time: 0.010, memory: 4947, top1_acc: 0.5187, top5_acc: 0.7563, loss_cls: 2.0937, loss: 2.0937, grad_norm: 3.3581 2020-08-13 14:32:54,479 - mmaction - INFO - Epoch [29][260/1253] lr: 3.000e-02, eta: 1 day, 2:50:03, time: 0.706, data_time: 0.006, memory: 4947, top1_acc: 0.5177, top5_acc: 0.7432, loss_cls: 2.1275, loss: 2.1275, grad_norm: 3.2441 2020-08-13 14:33:09,613 - mmaction - INFO - Epoch [29][280/1253] lr: 3.000e-02, eta: 1 day, 2:49:26, time: 0.759, data_time: 0.010, memory: 4947, top1_acc: 0.5206, top5_acc: 0.7591, loss_cls: 2.0422, loss: 2.0422, grad_norm: 3.2901 2020-08-13 14:33:24,227 - mmaction - INFO - Epoch [29][300/1253] lr: 3.000e-02, eta: 1 day, 2:48:47, time: 0.727, data_time: 0.007, memory: 4947, top1_acc: 0.5133, top5_acc: 0.7589, loss_cls: 2.1055, loss: 2.1055, grad_norm: 3.3235 2020-08-13 14:33:38,789 - mmaction - INFO - Epoch [29][320/1253] lr: 3.000e-02, eta: 1 day, 2:48:08, time: 0.731, data_time: 0.008, memory: 4947, top1_acc: 0.5070, top5_acc: 0.7521, loss_cls: 2.1228, loss: 2.1228, grad_norm: 3.2805 2020-08-13 14:33:54,803 - mmaction - INFO - Epoch [29][340/1253] lr: 3.000e-02, eta: 1 day, 2:47:33, time: 0.801, data_time: 0.006, memory: 4947, top1_acc: 0.5266, top5_acc: 0.7555, loss_cls: 2.0745, loss: 2.0745, grad_norm: 3.2381 2020-08-13 14:34:07,695 - mmaction - INFO - Epoch [29][360/1253] lr: 3.000e-02, eta: 1 day, 2:46:49, time: 0.644, data_time: 0.003, memory: 4947, top1_acc: 0.5073, top5_acc: 0.7495, loss_cls: 2.1288, loss: 2.1288, grad_norm: 3.2834 2020-08-13 14:34:22,634 - mmaction - INFO - Epoch [29][380/1253] lr: 3.000e-02, eta: 1 day, 2:46:11, time: 0.747, data_time: 0.006, memory: 4947, top1_acc: 0.5115, top5_acc: 0.7505, loss_cls: 2.1156, loss: 2.1156, grad_norm: 3.2696 2020-08-13 14:34:38,762 - mmaction - INFO - Epoch [29][400/1253] lr: 3.000e-02, eta: 1 day, 2:45:36, time: 0.802, data_time: 0.008, memory: 4947, top1_acc: 0.5060, top5_acc: 0.7383, loss_cls: 2.1657, loss: 2.1657, grad_norm: 3.3261 2020-08-13 14:34:53,669 - mmaction - INFO - Epoch [29][420/1253] lr: 3.000e-02, eta: 1 day, 2:44:58, time: 0.750, data_time: 0.007, memory: 4947, top1_acc: 0.5240, top5_acc: 0.7604, loss_cls: 2.0441, loss: 2.0441, grad_norm: 3.2721 2020-08-13 14:35:08,766 - mmaction - INFO - Epoch [29][440/1253] lr: 3.000e-02, eta: 1 day, 2:44:21, time: 0.751, data_time: 0.005, memory: 4947, top1_acc: 0.5232, top5_acc: 0.7542, loss_cls: 2.0836, loss: 2.0836, grad_norm: 3.2444 2020-08-13 14:35:25,077 - mmaction - INFO - Epoch [29][460/1253] lr: 3.000e-02, eta: 1 day, 2:43:47, time: 0.819, data_time: 0.007, memory: 4947, top1_acc: 0.5203, top5_acc: 0.7602, loss_cls: 2.0506, loss: 2.0506, grad_norm: 3.2354 2020-08-13 14:35:40,668 - mmaction - INFO - Epoch [29][480/1253] lr: 3.000e-02, eta: 1 day, 2:43:10, time: 0.778, data_time: 0.006, memory: 4947, top1_acc: 0.5187, top5_acc: 0.7419, loss_cls: 2.1381, loss: 2.1381, grad_norm: 3.3555 2020-08-13 14:35:56,946 - mmaction - INFO - Epoch [29][500/1253] lr: 3.000e-02, eta: 1 day, 2:42:36, time: 0.812, data_time: 0.008, memory: 4947, top1_acc: 0.5182, top5_acc: 0.7497, loss_cls: 2.0991, loss: 2.0991, grad_norm: 3.3439 2020-08-13 14:36:12,817 - mmaction - INFO - Epoch [29][520/1253] lr: 3.000e-02, eta: 1 day, 2:42:00, time: 0.798, data_time: 0.006, memory: 4947, top1_acc: 0.5201, top5_acc: 0.7568, loss_cls: 2.0863, loss: 2.0863, grad_norm: 3.1917 2020-08-13 14:36:28,280 - mmaction - INFO - Epoch [29][540/1253] lr: 3.000e-02, eta: 1 day, 2:41:24, time: 0.771, data_time: 0.007, memory: 4947, top1_acc: 0.5063, top5_acc: 0.7487, loss_cls: 2.1110, loss: 2.1110, grad_norm: 3.2708 2020-08-13 14:36:41,999 - mmaction - INFO - Epoch [29][560/1253] lr: 3.000e-02, eta: 1 day, 2:40:43, time: 0.689, data_time: 0.007, memory: 4947, top1_acc: 0.5195, top5_acc: 0.7503, loss_cls: 2.1050, loss: 2.1050, grad_norm: 3.3223 2020-08-13 14:36:58,194 - mmaction - INFO - Epoch [29][580/1253] lr: 3.000e-02, eta: 1 day, 2:40:08, time: 0.807, data_time: 0.006, memory: 4947, top1_acc: 0.5039, top5_acc: 0.7401, loss_cls: 2.1409, loss: 2.1409, grad_norm: 3.2791 2020-08-13 14:37:14,340 - mmaction - INFO - Epoch [29][600/1253] lr: 3.000e-02, eta: 1 day, 2:39:34, time: 0.808, data_time: 0.008, memory: 4947, top1_acc: 0.4977, top5_acc: 0.7500, loss_cls: 2.1394, loss: 2.1394, grad_norm: 3.2986 2020-08-13 14:37:29,822 - mmaction - INFO - Epoch [29][620/1253] lr: 3.000e-02, eta: 1 day, 2:38:57, time: 0.772, data_time: 0.008, memory: 4947, top1_acc: 0.5039, top5_acc: 0.7451, loss_cls: 2.1300, loss: 2.1300, grad_norm: 3.2572 2020-08-13 14:37:46,381 - mmaction - INFO - Epoch [29][640/1253] lr: 3.000e-02, eta: 1 day, 2:38:24, time: 0.831, data_time: 0.008, memory: 4947, top1_acc: 0.5154, top5_acc: 0.7531, loss_cls: 2.0974, loss: 2.0974, grad_norm: 3.2853 2020-08-13 14:38:01,697 - mmaction - INFO - Epoch [29][660/1253] lr: 3.000e-02, eta: 1 day, 2:37:47, time: 0.763, data_time: 0.006, memory: 4947, top1_acc: 0.5083, top5_acc: 0.7508, loss_cls: 2.0842, loss: 2.0842, grad_norm: 3.2369 2020-08-13 14:38:17,502 - mmaction - INFO - Epoch [29][680/1253] lr: 3.000e-02, eta: 1 day, 2:37:12, time: 0.794, data_time: 0.007, memory: 4947, top1_acc: 0.5190, top5_acc: 0.7576, loss_cls: 2.0776, loss: 2.0776, grad_norm: 3.3321 2020-08-13 14:38:32,715 - mmaction - INFO - Epoch [29][700/1253] lr: 3.000e-02, eta: 1 day, 2:36:35, time: 0.759, data_time: 0.008, memory: 4947, top1_acc: 0.5086, top5_acc: 0.7544, loss_cls: 2.1280, loss: 2.1280, grad_norm: 3.3375 2020-08-13 14:38:48,898 - mmaction - INFO - Epoch [29][720/1253] lr: 3.000e-02, eta: 1 day, 2:36:00, time: 0.809, data_time: 0.006, memory: 4947, top1_acc: 0.5161, top5_acc: 0.7487, loss_cls: 2.1152, loss: 2.1152, grad_norm: 3.3511 2020-08-13 14:39:03,229 - mmaction - INFO - Epoch [29][740/1253] lr: 3.000e-02, eta: 1 day, 2:35:21, time: 0.718, data_time: 0.004, memory: 4947, top1_acc: 0.5049, top5_acc: 0.7518, loss_cls: 2.1181, loss: 2.1181, grad_norm: 3.2617 2020-08-13 14:39:19,150 - mmaction - INFO - Epoch [29][760/1253] lr: 3.000e-02, eta: 1 day, 2:34:46, time: 0.796, data_time: 0.007, memory: 4947, top1_acc: 0.5253, top5_acc: 0.7549, loss_cls: 2.0819, loss: 2.0819, grad_norm: 3.2489 2020-08-13 14:39:34,277 - mmaction - INFO - Epoch [29][780/1253] lr: 3.000e-02, eta: 1 day, 2:34:09, time: 0.757, data_time: 0.005, memory: 4947, top1_acc: 0.5273, top5_acc: 0.7682, loss_cls: 2.0018, loss: 2.0018, grad_norm: 3.2231 2020-08-13 14:39:50,768 - mmaction - INFO - Epoch [29][800/1253] lr: 3.000e-02, eta: 1 day, 2:33:36, time: 0.822, data_time: 0.005, memory: 4947, top1_acc: 0.5174, top5_acc: 0.7500, loss_cls: 2.1085, loss: 2.1085, grad_norm: 3.2766 2020-08-13 14:40:06,977 - mmaction - INFO - Epoch [29][820/1253] lr: 3.000e-02, eta: 1 day, 2:33:02, time: 0.813, data_time: 0.006, memory: 4947, top1_acc: 0.5232, top5_acc: 0.7471, loss_cls: 2.0792, loss: 2.0792, grad_norm: 3.2819 2020-08-13 14:40:22,646 - mmaction - INFO - Epoch [29][840/1253] lr: 3.000e-02, eta: 1 day, 2:32:26, time: 0.783, data_time: 0.002, memory: 4947, top1_acc: 0.5089, top5_acc: 0.7453, loss_cls: 2.1044, loss: 2.1044, grad_norm: 3.2955 2020-08-13 14:51:46,967 - mmaction - INFO - Epoch [29][860/1253] lr: 3.000e-02, eta: 1 day, 2:59:33, time: 34.215, data_time: 0.018, memory: 4947, top1_acc: 0.5135, top5_acc: 0.7534, loss_cls: 2.1031, loss: 2.1031, grad_norm: 3.3660 2020-08-13 14:51:59,508 - mmaction - INFO - Epoch [29][880/1253] lr: 3.000e-02, eta: 1 day, 2:58:48, time: 0.627, data_time: 0.004, memory: 4947, top1_acc: 0.5099, top5_acc: 0.7307, loss_cls: 2.1441, loss: 2.1441, grad_norm: 3.2533 2020-08-13 14:52:11,933 - mmaction - INFO - Epoch [29][900/1253] lr: 3.000e-02, eta: 1 day, 2:58:03, time: 0.617, data_time: 0.003, memory: 4947, top1_acc: 0.5133, top5_acc: 0.7586, loss_cls: 2.0812, loss: 2.0812, grad_norm: 3.3135 2020-08-13 14:52:24,384 - mmaction - INFO - Epoch [29][920/1253] lr: 3.000e-02, eta: 1 day, 2:57:18, time: 0.627, data_time: 0.008, memory: 4947, top1_acc: 0.5180, top5_acc: 0.7497, loss_cls: 2.0873, loss: 2.0873, grad_norm: 3.2374 2020-08-13 14:52:36,789 - mmaction - INFO - Epoch [29][940/1253] lr: 3.000e-02, eta: 1 day, 2:56:33, time: 0.619, data_time: 0.008, memory: 4947, top1_acc: 0.5091, top5_acc: 0.7458, loss_cls: 2.1155, loss: 2.1155, grad_norm: 3.3469 2020-08-13 14:52:51,310 - mmaction - INFO - Epoch [29][960/1253] lr: 3.000e-02, eta: 1 day, 2:55:54, time: 0.728, data_time: 0.007, memory: 4947, top1_acc: 0.5253, top5_acc: 0.7500, loss_cls: 2.0821, loss: 2.0821, grad_norm: 3.2251 2020-08-13 14:53:05,624 - mmaction - INFO - Epoch [29][980/1253] lr: 3.000e-02, eta: 1 day, 2:55:14, time: 0.713, data_time: 0.008, memory: 4947, top1_acc: 0.5146, top5_acc: 0.7495, loss_cls: 2.1199, loss: 2.1199, grad_norm: 3.2463 2020-08-13 14:53:19,376 - mmaction - INFO - Epoch [29][1000/1253] lr: 3.000e-02, eta: 1 day, 2:54:32, time: 0.690, data_time: 0.007, memory: 4947, top1_acc: 0.5078, top5_acc: 0.7497, loss_cls: 2.1041, loss: 2.1041, grad_norm: 3.2817 2020-08-13 14:53:34,186 - mmaction - INFO - Epoch [29][1020/1253] lr: 3.000e-02, eta: 1 day, 2:53:54, time: 0.739, data_time: 0.007, memory: 4947, top1_acc: 0.5214, top5_acc: 0.7630, loss_cls: 2.0561, loss: 2.0561, grad_norm: 3.1967 2020-08-13 14:53:48,447 - mmaction - INFO - Epoch [29][1040/1253] lr: 3.000e-02, eta: 1 day, 2:53:13, time: 0.713, data_time: 0.007, memory: 4947, top1_acc: 0.5208, top5_acc: 0.7617, loss_cls: 2.0666, loss: 2.0666, grad_norm: 3.2507 2020-08-13 14:54:03,072 - mmaction - INFO - Epoch [29][1060/1253] lr: 3.000e-02, eta: 1 day, 2:52:34, time: 0.734, data_time: 0.005, memory: 4947, top1_acc: 0.5023, top5_acc: 0.7419, loss_cls: 2.1479, loss: 2.1479, grad_norm: 3.3074 2020-08-13 14:54:18,647 - mmaction - INFO - Epoch [29][1080/1253] lr: 3.000e-02, eta: 1 day, 2:51:57, time: 0.778, data_time: 0.004, memory: 4947, top1_acc: 0.5120, top5_acc: 0.7503, loss_cls: 2.1073, loss: 2.1073, grad_norm: 3.2410 2020-08-13 14:54:33,090 - mmaction - INFO - Epoch [29][1100/1253] lr: 3.000e-02, eta: 1 day, 2:51:18, time: 0.722, data_time: 0.002, memory: 4947, top1_acc: 0.5070, top5_acc: 0.7568, loss_cls: 2.0882, loss: 2.0882, grad_norm: 3.3113 2020-08-13 14:54:48,691 - mmaction - INFO - Epoch [29][1120/1253] lr: 3.000e-02, eta: 1 day, 2:50:41, time: 0.780, data_time: 0.008, memory: 4947, top1_acc: 0.5125, top5_acc: 0.7547, loss_cls: 2.0727, loss: 2.0727, grad_norm: 3.2932 2020-08-13 14:55:03,536 - mmaction - INFO - Epoch [29][1140/1253] lr: 3.000e-02, eta: 1 day, 2:50:03, time: 0.741, data_time: 0.003, memory: 4947, top1_acc: 0.5026, top5_acc: 0.7456, loss_cls: 2.1269, loss: 2.1269, grad_norm: 3.2954 2020-08-13 14:55:18,573 - mmaction - INFO - Epoch [29][1160/1253] lr: 3.000e-02, eta: 1 day, 2:49:25, time: 0.753, data_time: 0.003, memory: 4947, top1_acc: 0.5060, top5_acc: 0.7544, loss_cls: 2.0889, loss: 2.0889, grad_norm: 3.3187 2020-08-13 14:55:33,744 - mmaction - INFO - Epoch [29][1180/1253] lr: 3.000e-02, eta: 1 day, 2:48:47, time: 0.755, data_time: 0.005, memory: 4947, top1_acc: 0.5305, top5_acc: 0.7573, loss_cls: 2.1000, loss: 2.1000, grad_norm: 3.3126 2020-08-13 14:55:48,691 - mmaction - INFO - Epoch [29][1200/1253] lr: 3.000e-02, eta: 1 day, 2:48:09, time: 0.749, data_time: 0.008, memory: 4947, top1_acc: 0.5031, top5_acc: 0.7474, loss_cls: 2.1184, loss: 2.1184, grad_norm: 3.3065 2020-08-13 14:56:04,892 - mmaction - INFO - Epoch [29][1220/1253] lr: 3.000e-02, eta: 1 day, 2:47:34, time: 0.811, data_time: 0.007, memory: 4947, top1_acc: 0.5229, top5_acc: 0.7589, loss_cls: 2.0419, loss: 2.0419, grad_norm: 3.3012 2020-08-13 15:09:22,852 - mmaction - INFO - Epoch [29][1240/1253] lr: 3.000e-02, eta: 1 day, 3:18:53, time: 39.888, data_time: 0.007, memory: 4947, top1_acc: 0.5219, top5_acc: 0.7523, loss_cls: 2.0913, loss: 2.0913, grad_norm: 3.2847 2020-08-13 15:09:30,005 - mmaction - INFO - Saving checkpoint at 29 epochs 2020-08-13 15:13:23,936 - mmaction - INFO - Epoch [30][20/1253] lr: 3.000e-02, eta: 1 day, 3:26:17, time: 11.654, data_time: 10.992, memory: 4947, top1_acc: 0.5081, top5_acc: 0.7549, loss_cls: 2.1141, loss: 2.1141, grad_norm: 3.2878 2020-08-13 15:13:36,684 - mmaction - INFO - Epoch [30][40/1253] lr: 3.000e-02, eta: 1 day, 3:25:32, time: 0.640, data_time: 0.007, memory: 4947, top1_acc: 0.5227, top5_acc: 0.7581, loss_cls: 2.0724, loss: 2.0724, grad_norm: 3.2819 2020-08-13 15:13:49,369 - mmaction - INFO - Epoch [30][60/1253] lr: 3.000e-02, eta: 1 day, 3:24:47, time: 0.633, data_time: 0.008, memory: 4947, top1_acc: 0.5195, top5_acc: 0.7599, loss_cls: 2.0508, loss: 2.0508, grad_norm: 3.2542 2020-08-13 15:14:01,997 - mmaction - INFO - Epoch [30][80/1253] lr: 3.000e-02, eta: 1 day, 3:24:01, time: 0.631, data_time: 0.012, memory: 4947, top1_acc: 0.5107, top5_acc: 0.7469, loss_cls: 2.1092, loss: 2.1092, grad_norm: 3.3080 2020-08-13 15:14:14,471 - mmaction - INFO - Epoch [30][100/1253] lr: 3.000e-02, eta: 1 day, 3:23:15, time: 0.624, data_time: 0.004, memory: 4947, top1_acc: 0.5292, top5_acc: 0.7669, loss_cls: 2.0098, loss: 2.0098, grad_norm: 3.2308 2020-08-13 15:14:27,160 - mmaction - INFO - Epoch [30][120/1253] lr: 3.000e-02, eta: 1 day, 3:22:30, time: 0.635, data_time: 0.009, memory: 4947, top1_acc: 0.5263, top5_acc: 0.7602, loss_cls: 2.0596, loss: 2.0596, grad_norm: 3.3197 2020-08-13 15:14:40,311 - mmaction - INFO - Epoch [30][140/1253] lr: 3.000e-02, eta: 1 day, 3:21:46, time: 0.658, data_time: 0.005, memory: 4947, top1_acc: 0.5331, top5_acc: 0.7703, loss_cls: 1.9923, loss: 1.9923, grad_norm: 3.2497 2020-08-13 15:14:55,036 - mmaction - INFO - Epoch [30][160/1253] lr: 3.000e-02, eta: 1 day, 3:21:05, time: 0.732, data_time: 0.006, memory: 4947, top1_acc: 0.5224, top5_acc: 0.7505, loss_cls: 2.0807, loss: 2.0807, grad_norm: 3.2591 2020-08-13 15:15:09,326 - mmaction - INFO - Epoch [30][180/1253] lr: 3.000e-02, eta: 1 day, 3:20:24, time: 0.716, data_time: 0.007, memory: 4947, top1_acc: 0.5224, top5_acc: 0.7625, loss_cls: 2.0385, loss: 2.0385, grad_norm: 3.2747 2020-08-13 15:15:23,254 - mmaction - INFO - Epoch [30][200/1253] lr: 3.000e-02, eta: 1 day, 3:19:42, time: 0.696, data_time: 0.010, memory: 4947, top1_acc: 0.5237, top5_acc: 0.7672, loss_cls: 2.0229, loss: 2.0229, grad_norm: 3.3716 2020-08-13 15:15:38,377 - mmaction - INFO - Epoch [30][220/1253] lr: 3.000e-02, eta: 1 day, 3:19:03, time: 0.760, data_time: 0.007, memory: 4947, top1_acc: 0.5284, top5_acc: 0.7586, loss_cls: 2.0396, loss: 2.0396, grad_norm: 3.3075 2020-08-13 15:15:53,038 - mmaction - INFO - Epoch [30][240/1253] lr: 3.000e-02, eta: 1 day, 3:18:22, time: 0.733, data_time: 0.004, memory: 4947, top1_acc: 0.5091, top5_acc: 0.7456, loss_cls: 2.1091, loss: 2.1091, grad_norm: 3.3182 2020-08-13 15:16:07,476 - mmaction - INFO - Epoch [30][260/1253] lr: 3.000e-02, eta: 1 day, 3:17:41, time: 0.720, data_time: 0.007, memory: 4947, top1_acc: 0.5286, top5_acc: 0.7682, loss_cls: 2.0210, loss: 2.0210, grad_norm: 3.3238 2020-08-13 15:16:24,475 - mmaction - INFO - Epoch [30][280/1253] lr: 3.000e-02, eta: 1 day, 3:17:07, time: 0.851, data_time: 0.007, memory: 4947, top1_acc: 0.5232, top5_acc: 0.7531, loss_cls: 2.0686, loss: 2.0686, grad_norm: 3.3745 2020-08-13 15:16:38,990 - mmaction - INFO - Epoch [30][300/1253] lr: 3.000e-02, eta: 1 day, 3:16:26, time: 0.723, data_time: 0.008, memory: 4947, top1_acc: 0.5109, top5_acc: 0.7531, loss_cls: 2.1040, loss: 2.1040, grad_norm: 3.3431 2020-08-13 15:16:54,406 - mmaction - INFO - Epoch [30][320/1253] lr: 3.000e-02, eta: 1 day, 3:15:48, time: 0.775, data_time: 0.007, memory: 4947, top1_acc: 0.5052, top5_acc: 0.7398, loss_cls: 2.1559, loss: 2.1559, grad_norm: 3.3462 2020-08-13 15:17:09,973 - mmaction - INFO - Epoch [30][340/1253] lr: 3.000e-02, eta: 1 day, 3:15:10, time: 0.775, data_time: 0.005, memory: 4947, top1_acc: 0.5237, top5_acc: 0.7656, loss_cls: 2.0273, loss: 2.0273, grad_norm: 3.2386 2020-08-13 15:17:25,993 - mmaction - INFO - Epoch [30][360/1253] lr: 3.000e-02, eta: 1 day, 3:14:33, time: 0.801, data_time: 0.007, memory: 4947, top1_acc: 0.5187, top5_acc: 0.7539, loss_cls: 2.0534, loss: 2.0534, grad_norm: 3.2176 2020-08-13 15:17:41,249 - mmaction - INFO - Epoch [30][380/1253] lr: 3.000e-02, eta: 1 day, 3:13:54, time: 0.764, data_time: 0.008, memory: 4947, top1_acc: 0.5284, top5_acc: 0.7526, loss_cls: 2.0855, loss: 2.0855, grad_norm: 3.2387 2020-08-13 15:17:56,007 - mmaction - INFO - Epoch [30][400/1253] lr: 3.000e-02, eta: 1 day, 3:13:14, time: 0.740, data_time: 0.005, memory: 4947, top1_acc: 0.5122, top5_acc: 0.7573, loss_cls: 2.0794, loss: 2.0794, grad_norm: 3.2644 2020-08-13 15:18:11,353 - mmaction - INFO - Epoch [30][420/1253] lr: 3.000e-02, eta: 1 day, 3:12:36, time: 0.764, data_time: 0.005, memory: 4947, top1_acc: 0.5224, top5_acc: 0.7599, loss_cls: 2.0656, loss: 2.0656, grad_norm: 3.3710 2020-08-13 15:18:25,952 - mmaction - INFO - Epoch [30][440/1253] lr: 3.000e-02, eta: 1 day, 3:11:55, time: 0.733, data_time: 0.006, memory: 4947, top1_acc: 0.5081, top5_acc: 0.7539, loss_cls: 2.1259, loss: 2.1259, grad_norm: 3.3960 2020-08-13 15:18:42,493 - mmaction - INFO - Epoch [30][460/1253] lr: 3.000e-02, eta: 1 day, 3:11:20, time: 0.824, data_time: 0.006, memory: 4947, top1_acc: 0.5159, top5_acc: 0.7492, loss_cls: 2.1143, loss: 2.1143, grad_norm: 3.3038 2020-08-13 15:18:58,034 - mmaction - INFO - Epoch [30][480/1253] lr: 3.000e-02, eta: 1 day, 3:10:42, time: 0.780, data_time: 0.007, memory: 4947, top1_acc: 0.5307, top5_acc: 0.7622, loss_cls: 2.0316, loss: 2.0316, grad_norm: 3.1673 2020-08-13 15:19:13,891 - mmaction - INFO - Epoch [30][500/1253] lr: 3.000e-02, eta: 1 day, 3:10:05, time: 0.790, data_time: 0.005, memory: 4947, top1_acc: 0.5156, top5_acc: 0.7622, loss_cls: 2.0747, loss: 2.0747, grad_norm: 3.2987 2020-08-13 15:19:29,804 - mmaction - INFO - Epoch [30][520/1253] lr: 3.000e-02, eta: 1 day, 3:09:28, time: 0.797, data_time: 0.007, memory: 4947, top1_acc: 0.5203, top5_acc: 0.7573, loss_cls: 2.0562, loss: 2.0562, grad_norm: 3.3275 2020-08-13 15:19:45,406 - mmaction - INFO - Epoch [30][540/1253] lr: 3.000e-02, eta: 1 day, 3:08:50, time: 0.781, data_time: 0.005, memory: 4947, top1_acc: 0.5055, top5_acc: 0.7432, loss_cls: 2.1462, loss: 2.1462, grad_norm: 3.3291 2020-08-13 15:20:01,612 - mmaction - INFO - Epoch [30][560/1253] lr: 3.000e-02, eta: 1 day, 3:08:14, time: 0.807, data_time: 0.008, memory: 4947, top1_acc: 0.5232, top5_acc: 0.7641, loss_cls: 2.0666, loss: 2.0666, grad_norm: 3.2484 2020-08-13 15:20:16,291 - mmaction - INFO - Epoch [30][580/1253] lr: 3.000e-02, eta: 1 day, 3:07:34, time: 0.735, data_time: 0.007, memory: 4947, top1_acc: 0.5214, top5_acc: 0.7615, loss_cls: 2.0567, loss: 2.0567, grad_norm: 3.2491 2020-08-13 15:20:32,145 - mmaction - INFO - Epoch [30][600/1253] lr: 3.000e-02, eta: 1 day, 3:06:57, time: 0.793, data_time: 0.008, memory: 4947, top1_acc: 0.5331, top5_acc: 0.7701, loss_cls: 2.0103, loss: 2.0103, grad_norm: 3.2850 2020-08-13 15:20:47,952 - mmaction - INFO - Epoch [30][620/1253] lr: 3.000e-02, eta: 1 day, 3:06:20, time: 0.792, data_time: 0.007, memory: 4947, top1_acc: 0.5128, top5_acc: 0.7477, loss_cls: 2.1327, loss: 2.1327, grad_norm: 3.3328 2020-08-13 15:21:02,557 - mmaction - INFO - Epoch [30][640/1253] lr: 3.000e-02, eta: 1 day, 3:05:40, time: 0.727, data_time: 0.006, memory: 4947, top1_acc: 0.5078, top5_acc: 0.7570, loss_cls: 2.0841, loss: 2.0841, grad_norm: 3.2607 2020-08-13 15:21:18,358 - mmaction - INFO - Epoch [30][660/1253] lr: 3.000e-02, eta: 1 day, 3:05:03, time: 0.792, data_time: 0.008, memory: 4947, top1_acc: 0.5034, top5_acc: 0.7443, loss_cls: 2.1418, loss: 2.1418, grad_norm: 3.3310 2020-08-13 15:21:34,163 - mmaction - INFO - Epoch [30][680/1253] lr: 3.000e-02, eta: 1 day, 3:04:26, time: 0.791, data_time: 0.007, memory: 4947, top1_acc: 0.5047, top5_acc: 0.7443, loss_cls: 2.1325, loss: 2.1325, grad_norm: 3.2777 2020-08-13 15:21:50,763 - mmaction - INFO - Epoch [30][700/1253] lr: 3.000e-02, eta: 1 day, 3:03:50, time: 0.830, data_time: 0.008, memory: 4947, top1_acc: 0.5224, top5_acc: 0.7612, loss_cls: 2.0450, loss: 2.0450, grad_norm: 3.1859 2020-08-13 15:22:07,347 - mmaction - INFO - Epoch [30][720/1253] lr: 3.000e-02, eta: 1 day, 3:03:15, time: 0.831, data_time: 0.007, memory: 4947, top1_acc: 0.5201, top5_acc: 0.7570, loss_cls: 2.0782, loss: 2.0782, grad_norm: 3.3155 2020-08-13 15:22:23,404 - mmaction - INFO - Epoch [30][740/1253] lr: 3.000e-02, eta: 1 day, 3:02:39, time: 0.801, data_time: 0.005, memory: 4947, top1_acc: 0.5169, top5_acc: 0.7477, loss_cls: 2.0907, loss: 2.0907, grad_norm: 3.3392 2020-08-13 15:22:37,687 - mmaction - INFO - Epoch [30][760/1253] lr: 3.000e-02, eta: 1 day, 3:01:58, time: 0.716, data_time: 0.005, memory: 4947, top1_acc: 0.5091, top5_acc: 0.7513, loss_cls: 2.1015, loss: 2.1015, grad_norm: 3.3164 2020-08-13 15:22:53,910 - mmaction - INFO - Epoch [30][780/1253] lr: 3.000e-02, eta: 1 day, 3:01:23, time: 0.811, data_time: 0.002, memory: 4947, top1_acc: 0.5070, top5_acc: 0.7492, loss_cls: 2.1139, loss: 2.1139, grad_norm: 3.3387 2020-08-13 15:23:10,537 - mmaction - INFO - Epoch [30][800/1253] lr: 3.000e-02, eta: 1 day, 3:00:47, time: 0.827, data_time: 0.005, memory: 4947, top1_acc: 0.5128, top5_acc: 0.7521, loss_cls: 2.1022, loss: 2.1022, grad_norm: 3.3918 2020-08-13 15:23:25,459 - mmaction - INFO - Epoch [30][820/1253] lr: 3.000e-02, eta: 1 day, 3:00:08, time: 0.749, data_time: 0.007, memory: 4947, top1_acc: 0.5253, top5_acc: 0.7576, loss_cls: 2.0939, loss: 2.0939, grad_norm: 3.3195 2020-08-13 15:23:41,166 - mmaction - INFO - Epoch [30][840/1253] lr: 3.000e-02, eta: 1 day, 2:59:31, time: 0.785, data_time: 0.007, memory: 4947, top1_acc: 0.5214, top5_acc: 0.7581, loss_cls: 2.0622, loss: 2.0622, grad_norm: 3.2288 2020-08-13 15:23:57,373 - mmaction - INFO - Epoch [30][860/1253] lr: 3.000e-02, eta: 1 day, 2:58:56, time: 0.812, data_time: 0.005, memory: 4947, top1_acc: 0.5221, top5_acc: 0.7544, loss_cls: 2.0758, loss: 2.0758, grad_norm: 3.2302 2020-08-13 15:24:11,930 - mmaction - INFO - Epoch [30][880/1253] lr: 3.000e-02, eta: 1 day, 2:58:16, time: 0.726, data_time: 0.008, memory: 4947, top1_acc: 0.5224, top5_acc: 0.7487, loss_cls: 2.0655, loss: 2.0655, grad_norm: 3.2147 2020-08-13 15:24:27,652 - mmaction - INFO - Epoch [30][900/1253] lr: 3.000e-02, eta: 1 day, 2:57:39, time: 0.788, data_time: 0.005, memory: 4947, top1_acc: 0.5102, top5_acc: 0.7539, loss_cls: 2.1273, loss: 2.1273, grad_norm: 3.2984 2020-08-13 15:24:42,840 - mmaction - INFO - Epoch [30][920/1253] lr: 3.000e-02, eta: 1 day, 2:57:00, time: 0.758, data_time: 0.007, memory: 4947, top1_acc: 0.5177, top5_acc: 0.7513, loss_cls: 2.0796, loss: 2.0796, grad_norm: 3.3195 2020-08-13 15:24:59,217 - mmaction - INFO - Epoch [30][940/1253] lr: 3.000e-02, eta: 1 day, 2:56:25, time: 0.818, data_time: 0.007, memory: 4947, top1_acc: 0.5026, top5_acc: 0.7573, loss_cls: 2.0999, loss: 2.0999, grad_norm: 3.3605 2020-08-13 15:25:13,170 - mmaction - INFO - Epoch [30][960/1253] lr: 3.000e-02, eta: 1 day, 2:55:44, time: 0.698, data_time: 0.009, memory: 4947, top1_acc: 0.5250, top5_acc: 0.7747, loss_cls: 2.0021, loss: 2.0021, grad_norm: 3.3103 2020-08-13 15:25:29,736 - mmaction - INFO - Epoch [30][980/1253] lr: 3.000e-02, eta: 1 day, 2:55:09, time: 0.831, data_time: 0.007, memory: 4947, top1_acc: 0.5221, top5_acc: 0.7560, loss_cls: 2.0776, loss: 2.0776, grad_norm: 3.3190 2020-08-13 15:25:45,891 - mmaction - INFO - Epoch [30][1000/1253] lr: 3.000e-02, eta: 1 day, 2:54:33, time: 0.805, data_time: 0.006, memory: 4947, top1_acc: 0.5135, top5_acc: 0.7438, loss_cls: 2.1389, loss: 2.1389, grad_norm: 3.3374 2020-08-13 15:26:00,838 - mmaction - INFO - Epoch [30][1020/1253] lr: 3.000e-02, eta: 1 day, 2:53:54, time: 0.751, data_time: 0.006, memory: 4947, top1_acc: 0.5128, top5_acc: 0.7570, loss_cls: 2.1040, loss: 2.1040, grad_norm: 3.3071 2020-08-13 15:26:15,128 - mmaction - INFO - Epoch [30][1040/1253] lr: 3.000e-02, eta: 1 day, 2:53:14, time: 0.713, data_time: 0.008, memory: 4947, top1_acc: 0.5005, top5_acc: 0.7505, loss_cls: 2.1221, loss: 2.1221, grad_norm: 3.3112 2020-08-13 15:26:30,167 - mmaction - INFO - Epoch [30][1060/1253] lr: 3.000e-02, eta: 1 day, 2:52:36, time: 0.749, data_time: 0.009, memory: 4947, top1_acc: 0.5146, top5_acc: 0.7542, loss_cls: 2.1016, loss: 2.1016, grad_norm: 3.2643 2020-08-13 15:26:46,293 - mmaction - INFO - Epoch [30][1080/1253] lr: 3.000e-02, eta: 1 day, 2:52:00, time: 0.809, data_time: 0.007, memory: 4947, top1_acc: 0.4966, top5_acc: 0.7365, loss_cls: 2.1883, loss: 2.1883, grad_norm: 3.3538 2020-08-13 15:27:01,518 - mmaction - INFO - Epoch [30][1100/1253] lr: 3.000e-02, eta: 1 day, 2:51:22, time: 0.758, data_time: 0.009, memory: 4947, top1_acc: 0.5016, top5_acc: 0.7456, loss_cls: 2.1585, loss: 2.1585, grad_norm: 3.2358 2020-08-13 15:27:17,905 - mmaction - INFO - Epoch [30][1120/1253] lr: 3.000e-02, eta: 1 day, 2:50:47, time: 0.824, data_time: 0.008, memory: 4947, top1_acc: 0.5180, top5_acc: 0.7547, loss_cls: 2.1014, loss: 2.1014, grad_norm: 3.2921 2020-08-13 15:27:32,996 - mmaction - INFO - Epoch [30][1140/1253] lr: 3.000e-02, eta: 1 day, 2:50:08, time: 0.751, data_time: 0.005, memory: 4947, top1_acc: 0.5172, top5_acc: 0.7536, loss_cls: 2.0766, loss: 2.0766, grad_norm: 3.3200 2020-08-13 15:27:48,166 - mmaction - INFO - Epoch [30][1160/1253] lr: 3.000e-02, eta: 1 day, 2:49:31, time: 0.761, data_time: 0.008, memory: 4947, top1_acc: 0.5005, top5_acc: 0.7474, loss_cls: 2.1566, loss: 2.1566, grad_norm: 3.3344 2020-08-13 15:28:04,681 - mmaction - INFO - Epoch [30][1180/1253] lr: 3.000e-02, eta: 1 day, 2:48:56, time: 0.827, data_time: 0.008, memory: 4947, top1_acc: 0.5008, top5_acc: 0.7492, loss_cls: 2.1293, loss: 2.1293, grad_norm: 3.2797 2020-08-13 15:28:20,151 - mmaction - INFO - Epoch [30][1200/1253] lr: 3.000e-02, eta: 1 day, 2:48:19, time: 0.772, data_time: 0.007, memory: 4947, top1_acc: 0.5234, top5_acc: 0.7505, loss_cls: 2.0720, loss: 2.0720, grad_norm: 3.2569 2020-08-13 15:28:34,681 - mmaction - INFO - Epoch [30][1220/1253] lr: 3.000e-02, eta: 1 day, 2:47:39, time: 0.729, data_time: 0.006, memory: 4947, top1_acc: 0.5122, top5_acc: 0.7461, loss_cls: 2.0929, loss: 2.0929, grad_norm: 3.1844 2020-08-13 15:28:50,604 - mmaction - INFO - Epoch [30][1240/1253] lr: 3.000e-02, eta: 1 day, 2:47:03, time: 0.794, data_time: 0.005, memory: 4947, top1_acc: 0.5154, top5_acc: 0.7523, loss_cls: 2.1161, loss: 2.1161, grad_norm: 3.2583 2020-08-13 15:29:01,676 - mmaction - INFO - Saving checkpoint at 30 epochs 2020-08-13 15:32:40,794 - mmaction - INFO - Epoch [31][20/1253] lr: 3.000e-02, eta: 1 day, 2:53:32, time: 10.927, data_time: 10.007, memory: 4947, top1_acc: 0.5266, top5_acc: 0.7583, loss_cls: 2.0417, loss: 2.0417, grad_norm: 3.2437 2020-08-13 15:32:53,330 - mmaction - INFO - Epoch [31][40/1253] lr: 3.000e-02, eta: 1 day, 2:52:47, time: 0.629, data_time: 0.007, memory: 4947, top1_acc: 0.5146, top5_acc: 0.7604, loss_cls: 2.0841, loss: 2.0841, grad_norm: 3.2375 2020-08-13 15:33:05,971 - mmaction - INFO - Epoch [31][60/1253] lr: 3.000e-02, eta: 1 day, 2:52:03, time: 0.633, data_time: 0.009, memory: 4947, top1_acc: 0.5279, top5_acc: 0.7711, loss_cls: 2.0392, loss: 2.0392, grad_norm: 3.2855 2020-08-13 15:33:19,116 - mmaction - INFO - Epoch [31][80/1253] lr: 3.000e-02, eta: 1 day, 2:51:20, time: 0.654, data_time: 0.005, memory: 4947, top1_acc: 0.5240, top5_acc: 0.7654, loss_cls: 2.0428, loss: 2.0428, grad_norm: 3.3629 2020-08-13 15:33:32,046 - mmaction - INFO - Epoch [31][100/1253] lr: 3.000e-02, eta: 1 day, 2:50:37, time: 0.648, data_time: 0.007, memory: 4947, top1_acc: 0.5057, top5_acc: 0.7464, loss_cls: 2.1396, loss: 2.1396, grad_norm: 3.3580 2020-08-13 15:33:46,275 - mmaction - INFO - Epoch [31][120/1253] lr: 3.000e-02, eta: 1 day, 2:49:57, time: 0.713, data_time: 0.009, memory: 4947, top1_acc: 0.5211, top5_acc: 0.7599, loss_cls: 2.0759, loss: 2.0759, grad_norm: 3.3096 2020-08-13 15:34:01,539 - mmaction - INFO - Epoch [31][140/1253] lr: 3.000e-02, eta: 1 day, 2:49:19, time: 0.760, data_time: 0.007, memory: 4947, top1_acc: 0.5216, top5_acc: 0.7490, loss_cls: 2.0881, loss: 2.0881, grad_norm: 3.2715 2020-08-13 15:34:16,352 - mmaction - INFO - Epoch [31][160/1253] lr: 3.000e-02, eta: 1 day, 2:48:40, time: 0.744, data_time: 0.007, memory: 4947, top1_acc: 0.5297, top5_acc: 0.7615, loss_cls: 2.0365, loss: 2.0365, grad_norm: 3.2543 2020-08-13 15:34:31,123 - mmaction - INFO - Epoch [31][180/1253] lr: 3.000e-02, eta: 1 day, 2:48:01, time: 0.738, data_time: 0.005, memory: 4947, top1_acc: 0.5081, top5_acc: 0.7516, loss_cls: 2.1182, loss: 2.1182, grad_norm: 3.3074 2020-08-13 15:34:47,170 - mmaction - INFO - Epoch [31][200/1253] lr: 3.000e-02, eta: 1 day, 2:47:26, time: 0.803, data_time: 0.003, memory: 4947, top1_acc: 0.5258, top5_acc: 0.7609, loss_cls: 2.0647, loss: 2.0647, grad_norm: 3.1986 2020-08-13 15:35:02,110 - mmaction - INFO - Epoch [31][220/1253] lr: 3.000e-02, eta: 1 day, 2:46:47, time: 0.745, data_time: 0.006, memory: 4947, top1_acc: 0.5279, top5_acc: 0.7625, loss_cls: 2.0549, loss: 2.0549, grad_norm: 3.2274 2020-08-13 15:35:16,782 - mmaction - INFO - Epoch [31][240/1253] lr: 3.000e-02, eta: 1 day, 2:46:08, time: 0.736, data_time: 0.004, memory: 4947, top1_acc: 0.5268, top5_acc: 0.7680, loss_cls: 2.0155, loss: 2.0155, grad_norm: 3.2772 2020-08-13 15:35:31,643 - mmaction - INFO - Epoch [31][260/1253] lr: 3.000e-02, eta: 1 day, 2:45:29, time: 0.740, data_time: 0.006, memory: 4947, top1_acc: 0.5326, top5_acc: 0.7570, loss_cls: 2.0517, loss: 2.0517, grad_norm: 3.3007 2020-08-13 15:35:46,647 - mmaction - INFO - Epoch [31][280/1253] lr: 3.000e-02, eta: 1 day, 2:44:51, time: 0.753, data_time: 0.008, memory: 4947, top1_acc: 0.5182, top5_acc: 0.7604, loss_cls: 2.0602, loss: 2.0602, grad_norm: 3.3005 2020-08-13 15:36:01,562 - mmaction - INFO - Epoch [31][300/1253] lr: 3.000e-02, eta: 1 day, 2:44:13, time: 0.742, data_time: 0.006, memory: 4947, top1_acc: 0.5263, top5_acc: 0.7672, loss_cls: 2.0320, loss: 2.0320, grad_norm: 3.3023 2020-08-13 15:36:16,863 - mmaction - INFO - Epoch [31][320/1253] lr: 3.000e-02, eta: 1 day, 2:43:35, time: 0.767, data_time: 0.007, memory: 4947, top1_acc: 0.5302, top5_acc: 0.7651, loss_cls: 2.0117, loss: 2.0117, grad_norm: 3.2299 2020-08-13 15:36:32,255 - mmaction - INFO - Epoch [31][340/1253] lr: 3.000e-02, eta: 1 day, 2:42:58, time: 0.769, data_time: 0.008, memory: 4947, top1_acc: 0.5279, top5_acc: 0.7661, loss_cls: 1.9904, loss: 1.9904, grad_norm: 3.3258 2020-08-13 15:36:48,016 - mmaction - INFO - Epoch [31][360/1253] lr: 3.000e-02, eta: 1 day, 2:42:21, time: 0.790, data_time: 0.007, memory: 4947, top1_acc: 0.5297, top5_acc: 0.7451, loss_cls: 2.1092, loss: 2.1092, grad_norm: 3.3370 2020-08-13 15:37:02,917 - mmaction - INFO - Epoch [31][380/1253] lr: 3.000e-02, eta: 1 day, 2:41:43, time: 0.744, data_time: 0.006, memory: 4947, top1_acc: 0.5117, top5_acc: 0.7604, loss_cls: 2.1016, loss: 2.1016, grad_norm: 3.2693 2020-08-13 15:37:18,643 - mmaction - INFO - Epoch [31][400/1253] lr: 3.000e-02, eta: 1 day, 2:41:06, time: 0.784, data_time: 0.009, memory: 4947, top1_acc: 0.5073, top5_acc: 0.7552, loss_cls: 2.1213, loss: 2.1213, grad_norm: 3.2862 2020-08-13 15:37:34,234 - mmaction - INFO - Epoch [31][420/1253] lr: 3.000e-02, eta: 1 day, 2:40:30, time: 0.785, data_time: 0.008, memory: 4947, top1_acc: 0.5211, top5_acc: 0.7628, loss_cls: 2.0619, loss: 2.0619, grad_norm: 3.3878 2020-08-13 15:37:50,404 - mmaction - INFO - Epoch [31][440/1253] lr: 3.000e-02, eta: 1 day, 2:39:54, time: 0.805, data_time: 0.004, memory: 4947, top1_acc: 0.5357, top5_acc: 0.7648, loss_cls: 1.9969, loss: 1.9969, grad_norm: 3.2994 2020-08-13 15:38:06,637 - mmaction - INFO - Epoch [31][460/1253] lr: 3.000e-02, eta: 1 day, 2:39:19, time: 0.812, data_time: 0.007, memory: 4947, top1_acc: 0.5193, top5_acc: 0.7526, loss_cls: 2.0867, loss: 2.0867, grad_norm: 3.3411 2020-08-13 15:38:21,941 - mmaction - INFO - Epoch [31][480/1253] lr: 3.000e-02, eta: 1 day, 2:38:42, time: 0.768, data_time: 0.009, memory: 4947, top1_acc: 0.5148, top5_acc: 0.7570, loss_cls: 2.1008, loss: 2.1008, grad_norm: 3.2814 2020-08-13 15:38:37,137 - mmaction - INFO - Epoch [31][500/1253] lr: 3.000e-02, eta: 1 day, 2:38:04, time: 0.759, data_time: 0.003, memory: 4947, top1_acc: 0.5221, top5_acc: 0.7602, loss_cls: 2.0570, loss: 2.0570, grad_norm: 3.2975 2020-08-13 15:38:52,439 - mmaction - INFO - Epoch [31][520/1253] lr: 3.000e-02, eta: 1 day, 2:37:27, time: 0.764, data_time: 0.006, memory: 4947, top1_acc: 0.5234, top5_acc: 0.7562, loss_cls: 2.0683, loss: 2.0683, grad_norm: 3.3691 2020-08-13 15:39:07,593 - mmaction - INFO - Epoch [31][540/1253] lr: 3.000e-02, eta: 1 day, 2:36:49, time: 0.758, data_time: 0.005, memory: 4947, top1_acc: 0.5135, top5_acc: 0.7562, loss_cls: 2.0911, loss: 2.0911, grad_norm: 3.3147 2020-08-13 15:39:23,536 - mmaction - INFO - Epoch [31][560/1253] lr: 3.000e-02, eta: 1 day, 2:36:14, time: 0.798, data_time: 0.008, memory: 4947, top1_acc: 0.5286, top5_acc: 0.7482, loss_cls: 2.0684, loss: 2.0684, grad_norm: 3.2650 2020-08-13 15:39:38,402 - mmaction - INFO - Epoch [31][580/1253] lr: 3.000e-02, eta: 1 day, 2:35:35, time: 0.741, data_time: 0.008, memory: 4947, top1_acc: 0.4992, top5_acc: 0.7578, loss_cls: 2.0975, loss: 2.0975, grad_norm: 3.3470 2020-08-13 15:39:54,166 - mmaction - INFO - Epoch [31][600/1253] lr: 3.000e-02, eta: 1 day, 2:34:59, time: 0.789, data_time: 0.007, memory: 4947, top1_acc: 0.5068, top5_acc: 0.7458, loss_cls: 2.1372, loss: 2.1372, grad_norm: 3.4388 2020-08-13 15:40:10,425 - mmaction - INFO - Epoch [31][620/1253] lr: 3.000e-02, eta: 1 day, 2:34:24, time: 0.814, data_time: 0.008, memory: 4947, top1_acc: 0.5120, top5_acc: 0.7542, loss_cls: 2.0871, loss: 2.0871, grad_norm: 3.2412 2020-08-13 15:40:25,517 - mmaction - INFO - Epoch [31][640/1253] lr: 3.000e-02, eta: 1 day, 2:33:47, time: 0.751, data_time: 0.005, memory: 4947, top1_acc: 0.5203, top5_acc: 0.7604, loss_cls: 2.0344, loss: 2.0344, grad_norm: 3.2743 2020-08-13 15:40:40,753 - mmaction - INFO - Epoch [31][660/1253] lr: 3.000e-02, eta: 1 day, 2:33:09, time: 0.765, data_time: 0.007, memory: 4947, top1_acc: 0.5247, top5_acc: 0.7591, loss_cls: 2.0477, loss: 2.0477, grad_norm: 3.2287 2020-08-13 15:40:56,690 - mmaction - INFO - Epoch [31][680/1253] lr: 3.000e-02, eta: 1 day, 2:32:34, time: 0.793, data_time: 0.008, memory: 4947, top1_acc: 0.5237, top5_acc: 0.7646, loss_cls: 2.0349, loss: 2.0349, grad_norm: 3.3492 2020-08-13 15:41:12,653 - mmaction - INFO - Epoch [31][700/1253] lr: 3.000e-02, eta: 1 day, 2:31:58, time: 0.800, data_time: 0.007, memory: 4947, top1_acc: 0.5211, top5_acc: 0.7615, loss_cls: 2.0532, loss: 2.0532, grad_norm: 3.2904 2020-08-13 15:41:28,080 - mmaction - INFO - Epoch [31][720/1253] lr: 3.000e-02, eta: 1 day, 2:31:21, time: 0.771, data_time: 0.006, memory: 4947, top1_acc: 0.5214, top5_acc: 0.7648, loss_cls: 2.0432, loss: 2.0432, grad_norm: 3.3834 2020-08-13 15:41:42,535 - mmaction - INFO - Epoch [31][740/1253] lr: 3.000e-02, eta: 1 day, 2:30:42, time: 0.724, data_time: 0.006, memory: 4947, top1_acc: 0.5151, top5_acc: 0.7516, loss_cls: 2.1201, loss: 2.1201, grad_norm: 3.4480 2020-08-13 15:41:57,708 - mmaction - INFO - Epoch [31][760/1253] lr: 3.000e-02, eta: 1 day, 2:30:05, time: 0.759, data_time: 0.008, memory: 4947, top1_acc: 0.5120, top5_acc: 0.7352, loss_cls: 2.1739, loss: 2.1739, grad_norm: 3.3596 2020-08-13 15:42:14,075 - mmaction - INFO - Epoch [31][780/1253] lr: 3.000e-02, eta: 1 day, 2:29:31, time: 0.817, data_time: 0.003, memory: 4947, top1_acc: 0.5161, top5_acc: 0.7573, loss_cls: 2.0626, loss: 2.0626, grad_norm: 3.2836 2020-08-13 15:42:29,140 - mmaction - INFO - Epoch [31][800/1253] lr: 3.000e-02, eta: 1 day, 2:28:53, time: 0.755, data_time: 0.004, memory: 4947, top1_acc: 0.5203, top5_acc: 0.7542, loss_cls: 2.0983, loss: 2.0983, grad_norm: 3.2666 2020-08-13 15:42:43,870 - mmaction - INFO - Epoch [31][820/1253] lr: 3.000e-02, eta: 1 day, 2:28:15, time: 0.734, data_time: 0.005, memory: 4947, top1_acc: 0.5169, top5_acc: 0.7586, loss_cls: 2.0582, loss: 2.0582, grad_norm: 3.2583 2020-08-13 15:43:00,808 - mmaction - INFO - Epoch [31][840/1253] lr: 3.000e-02, eta: 1 day, 2:27:42, time: 0.847, data_time: 0.006, memory: 4947, top1_acc: 0.5039, top5_acc: 0.7393, loss_cls: 2.1154, loss: 2.1154, grad_norm: 3.3173 2020-08-13 15:43:17,165 - mmaction - INFO - Epoch [31][860/1253] lr: 3.000e-02, eta: 1 day, 2:27:07, time: 0.820, data_time: 0.005, memory: 4947, top1_acc: 0.4992, top5_acc: 0.7448, loss_cls: 2.1492, loss: 2.1492, grad_norm: 3.2698 2020-08-13 15:43:33,671 - mmaction - INFO - Epoch [31][880/1253] lr: 3.000e-02, eta: 1 day, 2:26:33, time: 0.824, data_time: 0.005, memory: 4947, top1_acc: 0.5180, top5_acc: 0.7615, loss_cls: 2.0687, loss: 2.0687, grad_norm: 3.2653 2020-08-13 15:43:48,284 - mmaction - INFO - Epoch [31][900/1253] lr: 3.000e-02, eta: 1 day, 2:25:54, time: 0.731, data_time: 0.005, memory: 4947, top1_acc: 0.5159, top5_acc: 0.7547, loss_cls: 2.0743, loss: 2.0743, grad_norm: 3.2297 2020-08-13 15:44:03,567 - mmaction - INFO - Epoch [31][920/1253] lr: 3.000e-02, eta: 1 day, 2:25:18, time: 0.764, data_time: 0.006, memory: 4947, top1_acc: 0.5068, top5_acc: 0.7547, loss_cls: 2.1054, loss: 2.1054, grad_norm: 3.3643 2020-08-13 15:44:18,553 - mmaction - INFO - Epoch [31][940/1253] lr: 3.000e-02, eta: 1 day, 2:24:40, time: 0.748, data_time: 0.007, memory: 4947, top1_acc: 0.5307, top5_acc: 0.7716, loss_cls: 2.0171, loss: 2.0171, grad_norm: 3.2660 2020-08-13 15:55:15,711 - mmaction - INFO - Epoch [31][960/1253] lr: 3.000e-02, eta: 1 day, 2:48:07, time: 32.854, data_time: 16.996, memory: 4947, top1_acc: 0.5258, top5_acc: 0.7531, loss_cls: 2.0714, loss: 2.0714, grad_norm: 3.1964 2020-08-13 15:59:09,091 - mmaction - INFO - Epoch [31][980/1253] lr: 3.000e-02, eta: 1 day, 2:55:40, time: 11.670, data_time: 0.008, memory: 4947, top1_acc: 0.5065, top5_acc: 0.7516, loss_cls: 2.1156, loss: 2.1156, grad_norm: 3.2479 2020-08-13 15:59:21,475 - mmaction - INFO - Epoch [31][1000/1253] lr: 3.000e-02, eta: 1 day, 2:54:55, time: 0.623, data_time: 0.008, memory: 4947, top1_acc: 0.5086, top5_acc: 0.7544, loss_cls: 2.0915, loss: 2.0915, grad_norm: 3.3465 2020-08-13 15:59:33,996 - mmaction - INFO - Epoch [31][1020/1253] lr: 3.000e-02, eta: 1 day, 2:54:11, time: 0.625, data_time: 0.006, memory: 4947, top1_acc: 0.5198, top5_acc: 0.7607, loss_cls: 2.0549, loss: 2.0549, grad_norm: 3.2879 2020-08-13 15:59:46,385 - mmaction - INFO - Epoch [31][1040/1253] lr: 3.000e-02, eta: 1 day, 2:53:26, time: 0.621, data_time: 0.006, memory: 4947, top1_acc: 0.5122, top5_acc: 0.7503, loss_cls: 2.1155, loss: 2.1155, grad_norm: 3.3465 2020-08-13 16:00:00,025 - mmaction - INFO - Epoch [31][1060/1253] lr: 3.000e-02, eta: 1 day, 2:52:44, time: 0.678, data_time: 0.006, memory: 4947, top1_acc: 0.5104, top5_acc: 0.7536, loss_cls: 2.0982, loss: 2.0982, grad_norm: 3.2603 2020-08-13 16:09:23,044 - mmaction - INFO - Epoch [31][1080/1253] lr: 3.000e-02, eta: 1 day, 3:12:33, time: 28.148, data_time: 0.008, memory: 4947, top1_acc: 0.5245, top5_acc: 0.7503, loss_cls: 2.0793, loss: 2.0793, grad_norm: 3.3465 2020-08-13 16:09:35,288 - mmaction - INFO - Epoch [31][1100/1253] lr: 3.000e-02, eta: 1 day, 3:11:48, time: 0.619, data_time: 0.015, memory: 4947, top1_acc: 0.5109, top5_acc: 0.7438, loss_cls: 2.1163, loss: 2.1163, grad_norm: 3.2979 2020-08-13 16:09:47,793 - mmaction - INFO - Epoch [31][1120/1253] lr: 3.000e-02, eta: 1 day, 3:11:02, time: 0.624, data_time: 0.005, memory: 4947, top1_acc: 0.5172, top5_acc: 0.7508, loss_cls: 2.0980, loss: 2.0980, grad_norm: 3.2251 2020-08-13 16:10:00,136 - mmaction - INFO - Epoch [31][1140/1253] lr: 3.000e-02, eta: 1 day, 3:10:17, time: 0.619, data_time: 0.005, memory: 4947, top1_acc: 0.5141, top5_acc: 0.7495, loss_cls: 2.1063, loss: 2.1063, grad_norm: 3.3100 2020-08-13 16:10:13,072 - mmaction - INFO - Epoch [31][1160/1253] lr: 3.000e-02, eta: 1 day, 3:09:32, time: 0.643, data_time: 0.007, memory: 4947, top1_acc: 0.5195, top5_acc: 0.7549, loss_cls: 2.0675, loss: 2.0675, grad_norm: 3.2835 2020-08-13 16:10:25,614 - mmaction - INFO - Epoch [31][1180/1253] lr: 3.000e-02, eta: 1 day, 3:08:47, time: 0.628, data_time: 0.011, memory: 4947, top1_acc: 0.5156, top5_acc: 0.7526, loss_cls: 2.1033, loss: 2.1033, grad_norm: 3.3058 2020-08-13 16:10:38,873 - mmaction - INFO - Epoch [31][1200/1253] lr: 3.000e-02, eta: 1 day, 3:08:04, time: 0.666, data_time: 0.007, memory: 4947, top1_acc: 0.5107, top5_acc: 0.7594, loss_cls: 2.1011, loss: 2.1011, grad_norm: 3.3245 2020-08-13 16:10:53,233 - mmaction - INFO - Epoch [31][1220/1253] lr: 3.000e-02, eta: 1 day, 3:07:23, time: 0.713, data_time: 0.004, memory: 4947, top1_acc: 0.5188, top5_acc: 0.7573, loss_cls: 2.0564, loss: 2.0564, grad_norm: 3.2147 2020-08-13 16:11:06,407 - mmaction - INFO - Epoch [31][1240/1253] lr: 3.000e-02, eta: 1 day, 3:06:40, time: 0.664, data_time: 0.008, memory: 4947, top1_acc: 0.5133, top5_acc: 0.7495, loss_cls: 2.0959, loss: 2.0959, grad_norm: 3.2641 2020-08-13 16:11:14,998 - mmaction - INFO - Saving checkpoint at 31 epochs 2020-08-13 16:18:32,928 - mmaction - INFO - Epoch [32][20/1253] lr: 3.000e-02, eta: 1 day, 3:20:52, time: 21.860, data_time: 6.682, memory: 4947, top1_acc: 0.5307, top5_acc: 0.7591, loss_cls: 2.0473, loss: 2.0473, grad_norm: 3.2923 2020-08-13 16:18:45,407 - mmaction - INFO - Epoch [32][40/1253] lr: 3.000e-02, eta: 1 day, 3:20:07, time: 0.625, data_time: 0.007, memory: 4947, top1_acc: 0.5164, top5_acc: 0.7570, loss_cls: 2.0852, loss: 2.0852, grad_norm: 3.3210 2020-08-13 16:18:57,966 - mmaction - INFO - Epoch [32][60/1253] lr: 3.000e-02, eta: 1 day, 3:19:21, time: 0.629, data_time: 0.007, memory: 4947, top1_acc: 0.5245, top5_acc: 0.7570, loss_cls: 2.0332, loss: 2.0332, grad_norm: 3.3323 2020-08-13 16:19:10,521 - mmaction - INFO - Epoch [32][80/1253] lr: 3.000e-02, eta: 1 day, 3:18:36, time: 0.627, data_time: 0.008, memory: 4947, top1_acc: 0.5216, top5_acc: 0.7505, loss_cls: 2.0967, loss: 2.0967, grad_norm: 3.2684 2020-08-13 16:19:23,309 - mmaction - INFO - Epoch [32][100/1253] lr: 3.000e-02, eta: 1 day, 3:17:51, time: 0.639, data_time: 0.008, memory: 4947, top1_acc: 0.5292, top5_acc: 0.7690, loss_cls: 2.0078, loss: 2.0078, grad_norm: 3.2489 2020-08-13 16:19:35,919 - mmaction - INFO - Epoch [32][120/1253] lr: 3.000e-02, eta: 1 day, 3:17:05, time: 0.631, data_time: 0.010, memory: 4947, top1_acc: 0.5229, top5_acc: 0.7687, loss_cls: 2.0485, loss: 2.0485, grad_norm: 3.2044 2020-08-13 16:19:49,293 - mmaction - INFO - Epoch [32][140/1253] lr: 3.000e-02, eta: 1 day, 3:16:22, time: 0.667, data_time: 0.009, memory: 4947, top1_acc: 0.5268, top5_acc: 0.7646, loss_cls: 2.0197, loss: 2.0197, grad_norm: 3.3429 2020-08-13 16:20:02,984 - mmaction - INFO - Epoch [32][160/1253] lr: 3.000e-02, eta: 1 day, 3:15:39, time: 0.686, data_time: 0.007, memory: 4947, top1_acc: 0.5117, top5_acc: 0.7510, loss_cls: 2.0894, loss: 2.0894, grad_norm: 3.3849 2020-08-13 16:20:18,044 - mmaction - INFO - Epoch [32][180/1253] lr: 3.000e-02, eta: 1 day, 3:15:00, time: 0.755, data_time: 0.004, memory: 4947, top1_acc: 0.5034, top5_acc: 0.7500, loss_cls: 2.0800, loss: 2.0800, grad_norm: 3.3759 2020-08-13 16:20:32,318 - mmaction - INFO - Epoch [32][200/1253] lr: 3.000e-02, eta: 1 day, 3:14:18, time: 0.711, data_time: 0.007, memory: 4947, top1_acc: 0.5143, top5_acc: 0.7461, loss_cls: 2.1160, loss: 2.1160, grad_norm: 3.2368 2020-08-13 16:20:46,180 - mmaction - INFO - Epoch [32][220/1253] lr: 3.000e-02, eta: 1 day, 3:13:36, time: 0.692, data_time: 0.006, memory: 4947, top1_acc: 0.5214, top5_acc: 0.7461, loss_cls: 2.0659, loss: 2.0659, grad_norm: 3.2116 2020-08-13 16:21:01,359 - mmaction - INFO - Epoch [32][240/1253] lr: 3.000e-02, eta: 1 day, 3:12:56, time: 0.762, data_time: 0.010, memory: 4947, top1_acc: 0.5096, top5_acc: 0.7432, loss_cls: 2.1012, loss: 2.1012, grad_norm: 3.3654 2020-08-13 16:21:16,110 - mmaction - INFO - Epoch [32][260/1253] lr: 3.000e-02, eta: 1 day, 3:12:16, time: 0.737, data_time: 0.003, memory: 4947, top1_acc: 0.5378, top5_acc: 0.7734, loss_cls: 2.0000, loss: 2.0000, grad_norm: 3.2478 2020-08-13 16:21:30,121 - mmaction - INFO - Epoch [32][280/1253] lr: 3.000e-02, eta: 1 day, 3:11:34, time: 0.701, data_time: 0.007, memory: 4947, top1_acc: 0.5208, top5_acc: 0.7661, loss_cls: 2.0280, loss: 2.0280, grad_norm: 3.2718 2020-08-13 16:21:45,463 - mmaction - INFO - Epoch [32][300/1253] lr: 3.000e-02, eta: 1 day, 3:10:55, time: 0.766, data_time: 0.008, memory: 4947, top1_acc: 0.5255, top5_acc: 0.7617, loss_cls: 2.0400, loss: 2.0400, grad_norm: 3.3486 2020-08-13 16:22:00,122 - mmaction - INFO - Epoch [32][320/1253] lr: 3.000e-02, eta: 1 day, 3:10:15, time: 0.735, data_time: 0.006, memory: 4947, top1_acc: 0.5151, top5_acc: 0.7531, loss_cls: 2.0899, loss: 2.0899, grad_norm: 3.2999 2020-08-13 16:22:15,499 - mmaction - INFO - Epoch [32][340/1253] lr: 3.000e-02, eta: 1 day, 3:09:36, time: 0.764, data_time: 0.007, memory: 4947, top1_acc: 0.5193, top5_acc: 0.7661, loss_cls: 2.0320, loss: 2.0320, grad_norm: 3.2997 2020-08-13 16:22:30,160 - mmaction - INFO - Epoch [32][360/1253] lr: 3.000e-02, eta: 1 day, 3:08:55, time: 0.737, data_time: 0.010, memory: 4947, top1_acc: 0.5174, top5_acc: 0.7609, loss_cls: 2.0615, loss: 2.0615, grad_norm: 3.3047 2020-08-13 16:22:45,801 - mmaction - INFO - Epoch [32][380/1253] lr: 3.000e-02, eta: 1 day, 3:08:17, time: 0.782, data_time: 0.008, memory: 4947, top1_acc: 0.5258, top5_acc: 0.7599, loss_cls: 2.0632, loss: 2.0632, grad_norm: 3.2318 2020-08-13 16:23:01,534 - mmaction - INFO - Epoch [32][400/1253] lr: 3.000e-02, eta: 1 day, 3:07:39, time: 0.788, data_time: 0.006, memory: 4947, top1_acc: 0.5315, top5_acc: 0.7682, loss_cls: 2.0288, loss: 2.0288, grad_norm: 3.3658 2020-08-13 16:23:15,651 - mmaction - INFO - Epoch [32][420/1253] lr: 3.000e-02, eta: 1 day, 3:06:58, time: 0.704, data_time: 0.006, memory: 4947, top1_acc: 0.5154, top5_acc: 0.7609, loss_cls: 2.0524, loss: 2.0524, grad_norm: 3.4121 2020-08-13 16:23:31,699 - mmaction - INFO - Epoch [32][440/1253] lr: 3.000e-02, eta: 1 day, 3:06:21, time: 0.804, data_time: 0.006, memory: 4947, top1_acc: 0.5130, top5_acc: 0.7578, loss_cls: 2.0608, loss: 2.0608, grad_norm: 3.4208 2020-08-13 16:23:47,340 - mmaction - INFO - Epoch [32][460/1253] lr: 3.000e-02, eta: 1 day, 3:05:42, time: 0.780, data_time: 0.008, memory: 4947, top1_acc: 0.5221, top5_acc: 0.7563, loss_cls: 2.0442, loss: 2.0442, grad_norm: 3.2832 2020-08-13 16:24:03,854 - mmaction - INFO - Epoch [32][480/1253] lr: 3.000e-02, eta: 1 day, 3:05:06, time: 0.826, data_time: 0.006, memory: 4947, top1_acc: 0.5286, top5_acc: 0.7716, loss_cls: 2.0273, loss: 2.0273, grad_norm: 3.2851 2020-08-13 16:24:17,908 - mmaction - INFO - Epoch [32][500/1253] lr: 3.000e-02, eta: 1 day, 3:04:25, time: 0.704, data_time: 0.007, memory: 4947, top1_acc: 0.5112, top5_acc: 0.7500, loss_cls: 2.1024, loss: 2.1024, grad_norm: 3.3529 2020-08-13 16:24:33,960 - mmaction - INFO - Epoch [32][520/1253] lr: 3.000e-02, eta: 1 day, 3:03:48, time: 0.803, data_time: 0.004, memory: 4947, top1_acc: 0.5169, top5_acc: 0.7539, loss_cls: 2.0791, loss: 2.0791, grad_norm: 3.3476 2020-08-13 16:24:48,699 - mmaction - INFO - Epoch [32][540/1253] lr: 3.000e-02, eta: 1 day, 3:03:08, time: 0.736, data_time: 0.006, memory: 4947, top1_acc: 0.5237, top5_acc: 0.7557, loss_cls: 2.0576, loss: 2.0576, grad_norm: 3.3050 2020-08-13 16:25:03,912 - mmaction - INFO - Epoch [32][560/1253] lr: 3.000e-02, eta: 1 day, 3:02:29, time: 0.761, data_time: 0.004, memory: 4947, top1_acc: 0.5167, top5_acc: 0.7492, loss_cls: 2.0944, loss: 2.0944, grad_norm: 3.3175 2020-08-13 16:25:19,107 - mmaction - INFO - Epoch [32][580/1253] lr: 3.000e-02, eta: 1 day, 3:01:50, time: 0.761, data_time: 0.002, memory: 4947, top1_acc: 0.5159, top5_acc: 0.7453, loss_cls: 2.0992, loss: 2.0992, grad_norm: 3.2851 2020-08-13 16:25:34,721 - mmaction - INFO - Epoch [32][600/1253] lr: 3.000e-02, eta: 1 day, 3:01:12, time: 0.777, data_time: 0.007, memory: 4947, top1_acc: 0.5042, top5_acc: 0.7440, loss_cls: 2.1322, loss: 2.1322, grad_norm: 3.3351 2020-08-13 16:25:51,242 - mmaction - INFO - Epoch [32][620/1253] lr: 3.000e-02, eta: 1 day, 3:00:36, time: 0.829, data_time: 0.007, memory: 4947, top1_acc: 0.5214, top5_acc: 0.7664, loss_cls: 2.0622, loss: 2.0622, grad_norm: 3.2557 2020-08-13 16:26:06,799 - mmaction - INFO - Epoch [32][640/1253] lr: 3.000e-02, eta: 1 day, 2:59:58, time: 0.778, data_time: 0.008, memory: 4947, top1_acc: 0.5284, top5_acc: 0.7617, loss_cls: 2.0262, loss: 2.0262, grad_norm: 3.2099 2020-08-13 16:26:22,981 - mmaction - INFO - Epoch [32][660/1253] lr: 3.000e-02, eta: 1 day, 2:59:21, time: 0.809, data_time: 0.003, memory: 4947, top1_acc: 0.5169, top5_acc: 0.7609, loss_cls: 2.0700, loss: 2.0700, grad_norm: 3.2027 2020-08-13 16:26:38,479 - mmaction - INFO - Epoch [32][680/1253] lr: 3.000e-02, eta: 1 day, 2:58:43, time: 0.774, data_time: 0.006, memory: 4947, top1_acc: 0.5193, top5_acc: 0.7510, loss_cls: 2.0988, loss: 2.0988, grad_norm: 3.2009 2020-08-13 16:26:53,765 - mmaction - INFO - Epoch [32][700/1253] lr: 3.000e-02, eta: 1 day, 2:58:04, time: 0.762, data_time: 0.004, memory: 4947, top1_acc: 0.5065, top5_acc: 0.7474, loss_cls: 2.1359, loss: 2.1359, grad_norm: 3.2756 2020-08-13 16:27:09,933 - mmaction - INFO - Epoch [32][720/1253] lr: 3.000e-02, eta: 1 day, 2:57:27, time: 0.810, data_time: 0.009, memory: 4947, top1_acc: 0.5159, top5_acc: 0.7604, loss_cls: 2.0732, loss: 2.0732, grad_norm: 3.2486 2020-08-13 16:27:25,238 - mmaction - INFO - Epoch [32][740/1253] lr: 3.000e-02, eta: 1 day, 2:56:49, time: 0.767, data_time: 0.005, memory: 4947, top1_acc: 0.5135, top5_acc: 0.7578, loss_cls: 2.0946, loss: 2.0946, grad_norm: 3.3172 2020-08-13 16:27:40,495 - mmaction - INFO - Epoch [32][760/1253] lr: 3.000e-02, eta: 1 day, 2:56:10, time: 0.760, data_time: 0.005, memory: 4947, top1_acc: 0.5224, top5_acc: 0.7583, loss_cls: 2.0723, loss: 2.0723, grad_norm: 3.3514 2020-08-13 16:27:56,927 - mmaction - INFO - Epoch [32][780/1253] lr: 3.000e-02, eta: 1 day, 2:55:34, time: 0.825, data_time: 0.010, memory: 4947, top1_acc: 0.5130, top5_acc: 0.7529, loss_cls: 2.0762, loss: 2.0762, grad_norm: 3.2882 2020-08-13 16:28:11,718 - mmaction - INFO - Epoch [32][800/1253] lr: 3.000e-02, eta: 1 day, 2:54:55, time: 0.739, data_time: 0.003, memory: 4947, top1_acc: 0.5242, top5_acc: 0.7630, loss_cls: 2.0521, loss: 2.0521, grad_norm: 3.3189 2020-08-13 16:28:27,620 - mmaction - INFO - Epoch [32][820/1253] lr: 3.000e-02, eta: 1 day, 2:54:17, time: 0.791, data_time: 0.009, memory: 4947, top1_acc: 0.5240, top5_acc: 0.7495, loss_cls: 2.0767, loss: 2.0767, grad_norm: 3.2759 2020-08-13 16:28:43,799 - mmaction - INFO - Epoch [32][840/1253] lr: 3.000e-02, eta: 1 day, 2:53:41, time: 0.812, data_time: 0.007, memory: 4947, top1_acc: 0.5180, top5_acc: 0.7604, loss_cls: 2.0878, loss: 2.0878, grad_norm: 3.3066 2020-08-13 16:29:00,019 - mmaction - INFO - Epoch [32][860/1253] lr: 3.000e-02, eta: 1 day, 2:53:05, time: 0.811, data_time: 0.005, memory: 4947, top1_acc: 0.5299, top5_acc: 0.7477, loss_cls: 2.0820, loss: 2.0820, grad_norm: 3.3785 2020-08-13 16:29:15,351 - mmaction - INFO - Epoch [32][880/1253] lr: 3.000e-02, eta: 1 day, 2:52:26, time: 0.765, data_time: 0.007, memory: 4947, top1_acc: 0.5185, top5_acc: 0.7503, loss_cls: 2.0828, loss: 2.0828, grad_norm: 3.2604 2020-08-13 16:29:31,268 - mmaction - INFO - Epoch [32][900/1253] lr: 3.000e-02, eta: 1 day, 2:51:49, time: 0.795, data_time: 0.006, memory: 4947, top1_acc: 0.5211, top5_acc: 0.7562, loss_cls: 2.0500, loss: 2.0500, grad_norm: 3.2671 2020-08-13 16:29:46,093 - mmaction - INFO - Epoch [32][920/1253] lr: 3.000e-02, eta: 1 day, 2:51:10, time: 0.744, data_time: 0.007, memory: 4947, top1_acc: 0.5174, top5_acc: 0.7625, loss_cls: 2.0610, loss: 2.0610, grad_norm: 3.3362 2020-08-13 16:30:02,144 - mmaction - INFO - Epoch [32][940/1253] lr: 3.000e-02, eta: 1 day, 2:50:33, time: 0.802, data_time: 0.002, memory: 4947, top1_acc: 0.5104, top5_acc: 0.7542, loss_cls: 2.0961, loss: 2.0961, grad_norm: 3.2825 2020-08-13 16:30:17,088 - mmaction - INFO - Epoch [32][960/1253] lr: 3.000e-02, eta: 1 day, 2:49:54, time: 0.746, data_time: 0.007, memory: 4947, top1_acc: 0.5000, top5_acc: 0.7464, loss_cls: 2.1404, loss: 2.1404, grad_norm: 3.2902 2020-08-13 16:30:33,751 - mmaction - INFO - Epoch [32][980/1253] lr: 3.000e-02, eta: 1 day, 2:49:19, time: 0.835, data_time: 0.010, memory: 4947, top1_acc: 0.5161, top5_acc: 0.7490, loss_cls: 2.1238, loss: 2.1238, grad_norm: 3.3839 2020-08-13 16:30:48,809 - mmaction - INFO - Epoch [32][1000/1253] lr: 3.000e-02, eta: 1 day, 2:48:40, time: 0.750, data_time: 0.005, memory: 4947, top1_acc: 0.5185, top5_acc: 0.7552, loss_cls: 2.0791, loss: 2.0791, grad_norm: 3.2514 2020-08-13 16:31:05,510 - mmaction - INFO - Epoch [32][1020/1253] lr: 3.000e-02, eta: 1 day, 2:48:05, time: 0.837, data_time: 0.007, memory: 4947, top1_acc: 0.5336, top5_acc: 0.7641, loss_cls: 2.0486, loss: 2.0486, grad_norm: 3.2459 2020-08-13 16:31:21,378 - mmaction - INFO - Epoch [32][1040/1253] lr: 3.000e-02, eta: 1 day, 2:47:28, time: 0.790, data_time: 0.006, memory: 4947, top1_acc: 0.5172, top5_acc: 0.7544, loss_cls: 2.0852, loss: 2.0852, grad_norm: 3.3722 2020-08-13 16:31:36,782 - mmaction - INFO - Epoch [32][1060/1253] lr: 3.000e-02, eta: 1 day, 2:46:50, time: 0.774, data_time: 0.008, memory: 4947, top1_acc: 0.5167, top5_acc: 0.7547, loss_cls: 2.0785, loss: 2.0785, grad_norm: 3.2994 2020-08-13 16:31:52,742 - mmaction - INFO - Epoch [32][1080/1253] lr: 3.000e-02, eta: 1 day, 2:46:13, time: 0.796, data_time: 0.005, memory: 4947, top1_acc: 0.5122, top5_acc: 0.7656, loss_cls: 2.0861, loss: 2.0861, grad_norm: 3.3513 2020-08-13 16:32:07,605 - mmaction - INFO - Epoch [32][1100/1253] lr: 3.000e-02, eta: 1 day, 2:45:34, time: 0.742, data_time: 0.005, memory: 4947, top1_acc: 0.5185, top5_acc: 0.7539, loss_cls: 2.0690, loss: 2.0690, grad_norm: 3.2973 2020-08-13 16:32:24,093 - mmaction - INFO - Epoch [32][1120/1253] lr: 3.000e-02, eta: 1 day, 2:44:59, time: 0.827, data_time: 0.008, memory: 4947, top1_acc: 0.5289, top5_acc: 0.7651, loss_cls: 2.0365, loss: 2.0365, grad_norm: 3.2889 2020-08-13 16:32:40,311 - mmaction - INFO - Epoch [32][1140/1253] lr: 3.000e-02, eta: 1 day, 2:44:22, time: 0.808, data_time: 0.007, memory: 4947, top1_acc: 0.5234, top5_acc: 0.7594, loss_cls: 2.0670, loss: 2.0670, grad_norm: 3.3018 2020-08-13 16:32:53,864 - mmaction - INFO - Epoch [32][1160/1253] lr: 3.000e-02, eta: 1 day, 2:43:41, time: 0.680, data_time: 0.008, memory: 4947, top1_acc: 0.5203, top5_acc: 0.7526, loss_cls: 2.0674, loss: 2.0674, grad_norm: 3.3527 2020-08-13 16:33:08,884 - mmaction - INFO - Epoch [32][1180/1253] lr: 3.000e-02, eta: 1 day, 2:43:02, time: 0.750, data_time: 0.009, memory: 4947, top1_acc: 0.5229, top5_acc: 0.7523, loss_cls: 2.0640, loss: 2.0640, grad_norm: 3.2279 2020-08-13 16:33:24,207 - mmaction - INFO - Epoch [32][1200/1253] lr: 3.000e-02, eta: 1 day, 2:42:24, time: 0.766, data_time: 0.006, memory: 4947, top1_acc: 0.5156, top5_acc: 0.7555, loss_cls: 2.0911, loss: 2.0911, grad_norm: 3.2766 2020-08-13 16:33:40,223 - mmaction - INFO - Epoch [32][1220/1253] lr: 3.000e-02, eta: 1 day, 2:41:48, time: 0.800, data_time: 0.008, memory: 4947, top1_acc: 0.5120, top5_acc: 0.7521, loss_cls: 2.1086, loss: 2.1086, grad_norm: 3.3630 2020-08-13 16:33:55,750 - mmaction - INFO - Epoch [32][1240/1253] lr: 3.000e-02, eta: 1 day, 2:41:10, time: 0.779, data_time: 0.007, memory: 4947, top1_acc: 0.5289, top5_acc: 0.7674, loss_cls: 2.0117, loss: 2.0117, grad_norm: 3.2643 2020-08-13 16:34:05,022 - mmaction - INFO - Saving checkpoint at 32 epochs 2020-08-13 16:37:45,969 - mmaction - INFO - Epoch [33][20/1253] lr: 3.000e-02, eta: 1 day, 2:47:02, time: 11.018, data_time: 8.400, memory: 4947, top1_acc: 0.5208, top5_acc: 0.7534, loss_cls: 2.0744, loss: 2.0744, grad_norm: 3.3384 2020-08-13 16:37:58,478 - mmaction - INFO - Epoch [33][40/1253] lr: 3.000e-02, eta: 1 day, 2:46:18, time: 0.628, data_time: 0.008, memory: 4947, top1_acc: 0.5286, top5_acc: 0.7646, loss_cls: 2.0314, loss: 2.0314, grad_norm: 3.3194 2020-08-13 16:38:11,231 - mmaction - INFO - Epoch [33][60/1253] lr: 3.000e-02, eta: 1 day, 2:45:34, time: 0.639, data_time: 0.005, memory: 4947, top1_acc: 0.5573, top5_acc: 0.7909, loss_cls: 1.9214, loss: 1.9214, grad_norm: 3.1685 2020-08-13 16:38:24,023 - mmaction - INFO - Epoch [33][80/1253] lr: 3.000e-02, eta: 1 day, 2:44:51, time: 0.640, data_time: 0.008, memory: 4947, top1_acc: 0.5125, top5_acc: 0.7544, loss_cls: 2.0813, loss: 2.0813, grad_norm: 3.3561 2020-08-13 16:38:37,174 - mmaction - INFO - Epoch [33][100/1253] lr: 3.000e-02, eta: 1 day, 2:44:08, time: 0.655, data_time: 0.005, memory: 4947, top1_acc: 0.5391, top5_acc: 0.7536, loss_cls: 2.0529, loss: 2.0529, grad_norm: 3.2770 2020-08-13 16:38:50,913 - mmaction - INFO - Epoch [33][120/1253] lr: 3.000e-02, eta: 1 day, 2:43:27, time: 0.688, data_time: 0.007, memory: 4947, top1_acc: 0.5323, top5_acc: 0.7667, loss_cls: 2.0015, loss: 2.0015, grad_norm: 3.3263 2020-08-13 16:39:06,004 - mmaction - INFO - Epoch [33][140/1253] lr: 3.000e-02, eta: 1 day, 2:42:48, time: 0.755, data_time: 0.005, memory: 4947, top1_acc: 0.5193, top5_acc: 0.7466, loss_cls: 2.0825, loss: 2.0825, grad_norm: 3.3249 2020-08-13 16:39:20,681 - mmaction - INFO - Epoch [33][160/1253] lr: 3.000e-02, eta: 1 day, 2:42:09, time: 0.735, data_time: 0.007, memory: 4947, top1_acc: 0.5224, top5_acc: 0.7487, loss_cls: 2.0648, loss: 2.0648, grad_norm: 3.3534 2020-08-13 16:39:34,552 - mmaction - INFO - Epoch [33][180/1253] lr: 3.000e-02, eta: 1 day, 2:41:28, time: 0.693, data_time: 0.007, memory: 4947, top1_acc: 0.5276, top5_acc: 0.7651, loss_cls: 2.0476, loss: 2.0476, grad_norm: 3.3507 2020-08-13 16:39:49,473 - mmaction - INFO - Epoch [33][200/1253] lr: 3.000e-02, eta: 1 day, 2:40:49, time: 0.747, data_time: 0.007, memory: 4947, top1_acc: 0.5182, top5_acc: 0.7586, loss_cls: 2.0636, loss: 2.0636, grad_norm: 3.3036 2020-08-13 16:40:05,812 - mmaction - INFO - Epoch [33][220/1253] lr: 3.000e-02, eta: 1 day, 2:40:13, time: 0.817, data_time: 0.003, memory: 4947, top1_acc: 0.5242, top5_acc: 0.7612, loss_cls: 2.0384, loss: 2.0384, grad_norm: 3.2981 2020-08-13 16:40:20,621 - mmaction - INFO - Epoch [33][240/1253] lr: 3.000e-02, eta: 1 day, 2:39:34, time: 0.740, data_time: 0.002, memory: 4947, top1_acc: 0.5198, top5_acc: 0.7656, loss_cls: 2.0222, loss: 2.0222, grad_norm: 3.3174 2020-08-13 16:40:35,554 - mmaction - INFO - Epoch [33][260/1253] lr: 3.000e-02, eta: 1 day, 2:38:56, time: 0.746, data_time: 0.008, memory: 4947, top1_acc: 0.5323, top5_acc: 0.7622, loss_cls: 2.0387, loss: 2.0387, grad_norm: 3.2421 2020-08-13 16:40:51,191 - mmaction - INFO - Epoch [33][280/1253] lr: 3.000e-02, eta: 1 day, 2:38:18, time: 0.780, data_time: 0.007, memory: 4947, top1_acc: 0.5224, top5_acc: 0.7641, loss_cls: 1.9778, loss: 1.9778, grad_norm: 3.3153 2020-08-13 16:41:06,879 - mmaction - INFO - Epoch [33][300/1253] lr: 3.000e-02, eta: 1 day, 2:37:41, time: 0.786, data_time: 0.005, memory: 4947, top1_acc: 0.5159, top5_acc: 0.7599, loss_cls: 2.0544, loss: 2.0544, grad_norm: 3.3288 2020-08-13 16:41:22,525 - mmaction - INFO - Epoch [33][320/1253] lr: 3.000e-02, eta: 1 day, 2:37:04, time: 0.783, data_time: 0.008, memory: 4947, top1_acc: 0.5174, top5_acc: 0.7544, loss_cls: 2.0554, loss: 2.0554, grad_norm: 3.3403 2020-08-13 16:41:37,667 - mmaction - INFO - Epoch [33][340/1253] lr: 3.000e-02, eta: 1 day, 2:36:26, time: 0.757, data_time: 0.006, memory: 4947, top1_acc: 0.5240, top5_acc: 0.7615, loss_cls: 2.0401, loss: 2.0401, grad_norm: 3.3705 2020-08-13 16:41:54,062 - mmaction - INFO - Epoch [33][360/1253] lr: 3.000e-02, eta: 1 day, 2:35:51, time: 0.819, data_time: 0.003, memory: 4947, top1_acc: 0.5258, top5_acc: 0.7664, loss_cls: 2.0232, loss: 2.0232, grad_norm: 3.2992 2020-08-13 16:42:09,916 - mmaction - INFO - Epoch [33][380/1253] lr: 3.000e-02, eta: 1 day, 2:35:14, time: 0.791, data_time: 0.002, memory: 4947, top1_acc: 0.5227, top5_acc: 0.7484, loss_cls: 2.0685, loss: 2.0685, grad_norm: 3.2233 2020-08-13 16:42:25,173 - mmaction - INFO - Epoch [33][400/1253] lr: 3.000e-02, eta: 1 day, 2:34:36, time: 0.765, data_time: 0.006, memory: 4947, top1_acc: 0.5211, top5_acc: 0.7427, loss_cls: 2.1163, loss: 2.1163, grad_norm: 3.3222 2020-08-13 16:42:39,480 - mmaction - INFO - Epoch [33][420/1253] lr: 3.000e-02, eta: 1 day, 2:33:56, time: 0.714, data_time: 0.007, memory: 4947, top1_acc: 0.5081, top5_acc: 0.7594, loss_cls: 2.0722, loss: 2.0722, grad_norm: 3.4070 2020-08-13 16:42:55,325 - mmaction - INFO - Epoch [33][440/1253] lr: 3.000e-02, eta: 1 day, 2:33:19, time: 0.791, data_time: 0.008, memory: 4947, top1_acc: 0.5227, top5_acc: 0.7578, loss_cls: 2.0754, loss: 2.0754, grad_norm: 3.2885 2020-08-13 16:43:12,045 - mmaction - INFO - Epoch [33][460/1253] lr: 3.000e-02, eta: 1 day, 2:32:45, time: 0.836, data_time: 0.008, memory: 4947, top1_acc: 0.5159, top5_acc: 0.7664, loss_cls: 2.0474, loss: 2.0474, grad_norm: 3.3800 2020-08-13 16:43:26,754 - mmaction - INFO - Epoch [33][480/1253] lr: 3.000e-02, eta: 1 day, 2:32:06, time: 0.735, data_time: 0.006, memory: 4947, top1_acc: 0.5180, top5_acc: 0.7643, loss_cls: 2.0782, loss: 2.0782, grad_norm: 3.3272 2020-08-13 16:43:43,590 - mmaction - INFO - Epoch [33][500/1253] lr: 3.000e-02, eta: 1 day, 2:31:31, time: 0.841, data_time: 0.008, memory: 4947, top1_acc: 0.5391, top5_acc: 0.7690, loss_cls: 1.9885, loss: 1.9885, grad_norm: 3.3004 2020-08-13 16:43:58,309 - mmaction - INFO - Epoch [33][520/1253] lr: 3.000e-02, eta: 1 day, 2:30:53, time: 0.739, data_time: 0.007, memory: 4947, top1_acc: 0.5255, top5_acc: 0.7484, loss_cls: 2.0584, loss: 2.0584, grad_norm: 3.3170 2020-08-13 16:44:13,994 - mmaction - INFO - Epoch [33][540/1253] lr: 3.000e-02, eta: 1 day, 2:30:16, time: 0.784, data_time: 0.005, memory: 4947, top1_acc: 0.5172, top5_acc: 0.7596, loss_cls: 2.0813, loss: 2.0813, grad_norm: 3.2992 2020-08-13 16:44:29,283 - mmaction - INFO - Epoch [33][560/1253] lr: 3.000e-02, eta: 1 day, 2:29:38, time: 0.762, data_time: 0.007, memory: 4947, top1_acc: 0.5206, top5_acc: 0.7464, loss_cls: 2.1052, loss: 2.1052, grad_norm: 3.3839 2020-08-13 16:44:45,591 - mmaction - INFO - Epoch [33][580/1253] lr: 3.000e-02, eta: 1 day, 2:29:02, time: 0.813, data_time: 0.006, memory: 4947, top1_acc: 0.5224, top5_acc: 0.7630, loss_cls: 2.0592, loss: 2.0592, grad_norm: 3.2823 2020-08-13 16:45:02,188 - mmaction - INFO - Epoch [33][600/1253] lr: 3.000e-02, eta: 1 day, 2:28:28, time: 0.831, data_time: 0.010, memory: 4947, top1_acc: 0.5182, top5_acc: 0.7573, loss_cls: 2.0526, loss: 2.0526, grad_norm: 3.3814 2020-08-13 16:45:17,325 - mmaction - INFO - Epoch [33][620/1253] lr: 3.000e-02, eta: 1 day, 2:27:50, time: 0.759, data_time: 0.007, memory: 4947, top1_acc: 0.5195, top5_acc: 0.7497, loss_cls: 2.1104, loss: 2.1104, grad_norm: 3.2903 2020-08-13 16:45:33,846 - mmaction - INFO - Epoch [33][640/1253] lr: 3.000e-02, eta: 1 day, 2:27:15, time: 0.828, data_time: 0.007, memory: 4947, top1_acc: 0.5141, top5_acc: 0.7596, loss_cls: 2.0712, loss: 2.0712, grad_norm: 3.3115 2020-08-13 16:45:49,808 - mmaction - INFO - Epoch [33][660/1253] lr: 3.000e-02, eta: 1 day, 2:26:39, time: 0.797, data_time: 0.002, memory: 4947, top1_acc: 0.5188, top5_acc: 0.7646, loss_cls: 2.0675, loss: 2.0675, grad_norm: 3.2578 2020-08-13 16:46:04,293 - mmaction - INFO - Epoch [33][680/1253] lr: 3.000e-02, eta: 1 day, 2:25:59, time: 0.722, data_time: 0.007, memory: 4947, top1_acc: 0.5242, top5_acc: 0.7643, loss_cls: 2.0352, loss: 2.0352, grad_norm: 3.3492 2020-08-13 16:46:19,945 - mmaction - INFO - Epoch [33][700/1253] lr: 3.000e-02, eta: 1 day, 2:25:23, time: 0.786, data_time: 0.007, memory: 4947, top1_acc: 0.5245, top5_acc: 0.7536, loss_cls: 2.0493, loss: 2.0493, grad_norm: 3.2910 2020-08-13 16:46:37,112 - mmaction - INFO - Epoch [33][720/1253] lr: 3.000e-02, eta: 1 day, 2:24:49, time: 0.857, data_time: 0.008, memory: 4947, top1_acc: 0.5083, top5_acc: 0.7578, loss_cls: 2.0900, loss: 2.0900, grad_norm: 3.3552 2020-08-13 16:46:52,284 - mmaction - INFO - Epoch [33][740/1253] lr: 3.000e-02, eta: 1 day, 2:24:11, time: 0.761, data_time: 0.006, memory: 4947, top1_acc: 0.5159, top5_acc: 0.7542, loss_cls: 2.0615, loss: 2.0615, grad_norm: 3.3045 2020-08-13 16:47:08,758 - mmaction - INFO - Epoch [33][760/1253] lr: 3.000e-02, eta: 1 day, 2:23:36, time: 0.821, data_time: 0.007, memory: 4947, top1_acc: 0.5234, top5_acc: 0.7589, loss_cls: 2.0864, loss: 2.0864, grad_norm: 3.4314 2020-08-13 16:47:24,687 - mmaction - INFO - Epoch [33][780/1253] lr: 3.000e-02, eta: 1 day, 2:23:00, time: 0.798, data_time: 0.006, memory: 4947, top1_acc: 0.5180, top5_acc: 0.7602, loss_cls: 2.0673, loss: 2.0673, grad_norm: 3.2983 2020-08-13 16:47:39,084 - mmaction - INFO - Epoch [33][800/1253] lr: 3.000e-02, eta: 1 day, 2:22:21, time: 0.717, data_time: 0.007, memory: 4947, top1_acc: 0.5172, top5_acc: 0.7471, loss_cls: 2.0921, loss: 2.0921, grad_norm: 3.3913 2020-08-13 16:47:55,582 - mmaction - INFO - Epoch [33][820/1253] lr: 3.000e-02, eta: 1 day, 2:21:46, time: 0.828, data_time: 0.006, memory: 4947, top1_acc: 0.5187, top5_acc: 0.7565, loss_cls: 2.0814, loss: 2.0814, grad_norm: 3.3020 2020-08-13 16:48:11,163 - mmaction - INFO - Epoch [33][840/1253] lr: 3.000e-02, eta: 1 day, 2:21:10, time: 0.779, data_time: 0.009, memory: 4947, top1_acc: 0.5281, top5_acc: 0.7570, loss_cls: 2.0878, loss: 2.0878, grad_norm: 3.3373 2020-08-13 16:48:27,376 - mmaction - INFO - Epoch [33][860/1253] lr: 3.000e-02, eta: 1 day, 2:20:34, time: 0.809, data_time: 0.005, memory: 4947, top1_acc: 0.5117, top5_acc: 0.7607, loss_cls: 2.0332, loss: 2.0332, grad_norm: 3.3302 2020-08-13 16:48:42,977 - mmaction - INFO - Epoch [33][880/1253] lr: 3.000e-02, eta: 1 day, 2:19:57, time: 0.780, data_time: 0.007, memory: 4947, top1_acc: 0.5070, top5_acc: 0.7510, loss_cls: 2.1227, loss: 2.1227, grad_norm: 3.2990 2020-08-13 16:48:58,704 - mmaction - INFO - Epoch [33][900/1253] lr: 3.000e-02, eta: 1 day, 2:19:21, time: 0.786, data_time: 0.005, memory: 4947, top1_acc: 0.5219, top5_acc: 0.7562, loss_cls: 2.0726, loss: 2.0726, grad_norm: 3.3050 2020-08-13 16:49:14,865 - mmaction - INFO - Epoch [33][920/1253] lr: 3.000e-02, eta: 1 day, 2:18:46, time: 0.809, data_time: 0.007, memory: 4947, top1_acc: 0.5115, top5_acc: 0.7497, loss_cls: 2.1207, loss: 2.1207, grad_norm: 3.2452 2020-08-13 16:49:30,160 - mmaction - INFO - Epoch [33][940/1253] lr: 3.000e-02, eta: 1 day, 2:18:08, time: 0.763, data_time: 0.007, memory: 4947, top1_acc: 0.5281, top5_acc: 0.7557, loss_cls: 2.0463, loss: 2.0463, grad_norm: 3.2491 2020-08-13 16:49:45,013 - mmaction - INFO - Epoch [33][960/1253] lr: 3.000e-02, eta: 1 day, 2:17:30, time: 0.743, data_time: 0.006, memory: 4947, top1_acc: 0.5333, top5_acc: 0.7620, loss_cls: 2.0159, loss: 2.0159, grad_norm: 3.2919 2020-08-13 16:50:00,021 - mmaction - INFO - Epoch [33][980/1253] lr: 3.000e-02, eta: 1 day, 2:16:53, time: 0.752, data_time: 0.005, memory: 4947, top1_acc: 0.5289, top5_acc: 0.7568, loss_cls: 2.0513, loss: 2.0513, grad_norm: 3.2538 2020-08-13 16:50:15,693 - mmaction - INFO - Epoch [33][1000/1253] lr: 3.000e-02, eta: 1 day, 2:16:16, time: 0.784, data_time: 0.005, memory: 4947, top1_acc: 0.5253, top5_acc: 0.7615, loss_cls: 2.0703, loss: 2.0703, grad_norm: 3.2903 2020-08-13 16:50:32,567 - mmaction - INFO - Epoch [33][1020/1253] lr: 3.000e-02, eta: 1 day, 2:15:42, time: 0.842, data_time: 0.004, memory: 4947, top1_acc: 0.5310, top5_acc: 0.7518, loss_cls: 2.0593, loss: 2.0593, grad_norm: 3.3367 2020-08-13 16:50:47,269 - mmaction - INFO - Epoch [33][1040/1253] lr: 3.000e-02, eta: 1 day, 2:15:04, time: 0.733, data_time: 0.008, memory: 4947, top1_acc: 0.5266, top5_acc: 0.7570, loss_cls: 2.0586, loss: 2.0586, grad_norm: 3.3410 2020-08-13 16:51:02,182 - mmaction - INFO - Epoch [33][1060/1253] lr: 3.000e-02, eta: 1 day, 2:14:26, time: 0.749, data_time: 0.008, memory: 4947, top1_acc: 0.5109, top5_acc: 0.7542, loss_cls: 2.0668, loss: 2.0668, grad_norm: 3.2522 2020-08-13 16:51:18,155 - mmaction - INFO - Epoch [33][1080/1253] lr: 3.000e-02, eta: 1 day, 2:13:50, time: 0.800, data_time: 0.008, memory: 4947, top1_acc: 0.5161, top5_acc: 0.7581, loss_cls: 2.0559, loss: 2.0559, grad_norm: 3.4010 2020-08-13 16:55:55,728 - mmaction - INFO - Epoch [33][1100/1253] lr: 3.000e-02, eta: 1 day, 2:22:09, time: 13.874, data_time: 0.005, memory: 4947, top1_acc: 0.5227, top5_acc: 0.7560, loss_cls: 2.0499, loss: 2.0499, grad_norm: 3.2742 2020-08-13 16:56:07,952 - mmaction - INFO - Epoch [33][1120/1253] lr: 3.000e-02, eta: 1 day, 2:21:25, time: 0.613, data_time: 0.008, memory: 4947, top1_acc: 0.5232, top5_acc: 0.7708, loss_cls: 2.0363, loss: 2.0363, grad_norm: 3.3130 2020-08-13 16:56:20,344 - mmaction - INFO - Epoch [33][1140/1253] lr: 3.000e-02, eta: 1 day, 2:20:42, time: 0.620, data_time: 0.008, memory: 4947, top1_acc: 0.5193, top5_acc: 0.7492, loss_cls: 2.1006, loss: 2.1006, grad_norm: 3.3575 2020-08-13 16:56:33,062 - mmaction - INFO - Epoch [33][1160/1253] lr: 3.000e-02, eta: 1 day, 2:19:59, time: 0.637, data_time: 0.005, memory: 4947, top1_acc: 0.5237, top5_acc: 0.7638, loss_cls: 2.0290, loss: 2.0290, grad_norm: 3.2992 2020-08-13 16:56:47,931 - mmaction - INFO - Epoch [33][1180/1253] lr: 3.000e-02, eta: 1 day, 2:19:21, time: 0.744, data_time: 0.008, memory: 4947, top1_acc: 0.5104, top5_acc: 0.7552, loss_cls: 2.0864, loss: 2.0864, grad_norm: 3.3228 2020-08-13 16:57:02,302 - mmaction - INFO - Epoch [33][1200/1253] lr: 3.000e-02, eta: 1 day, 2:18:42, time: 0.718, data_time: 0.002, memory: 4947, top1_acc: 0.5227, top5_acc: 0.7552, loss_cls: 2.0770, loss: 2.0770, grad_norm: 3.2800 2020-08-13 16:57:16,256 - mmaction - INFO - Epoch [33][1220/1253] lr: 3.000e-02, eta: 1 day, 2:18:02, time: 0.697, data_time: 0.006, memory: 4947, top1_acc: 0.5107, top5_acc: 0.7521, loss_cls: 2.0951, loss: 2.0951, grad_norm: 3.3538 2020-08-13 16:57:31,123 - mmaction - INFO - Epoch [33][1240/1253] lr: 3.000e-02, eta: 1 day, 2:17:23, time: 0.742, data_time: 0.005, memory: 4947, top1_acc: 0.5146, top5_acc: 0.7570, loss_cls: 2.0762, loss: 2.0762, grad_norm: 3.2831 2020-08-13 16:57:41,335 - mmaction - INFO - Saving checkpoint at 33 epochs 2020-08-13 16:59:00,898 - mmaction - INFO - Epoch [34][20/1253] lr: 3.000e-02, eta: 1 day, 2:18:11, time: 3.947, data_time: 0.431, memory: 4947, top1_acc: 0.5169, top5_acc: 0.7529, loss_cls: 2.1056, loss: 2.1056, grad_norm: 3.3371 2020-08-13 16:59:13,506 - mmaction - INFO - Epoch [34][40/1253] lr: 3.000e-02, eta: 1 day, 2:17:28, time: 0.634, data_time: 0.007, memory: 4947, top1_acc: 0.5378, top5_acc: 0.7701, loss_cls: 1.9895, loss: 1.9895, grad_norm: 3.2169 2020-08-13 16:59:26,038 - mmaction - INFO - Epoch [34][60/1253] lr: 3.000e-02, eta: 1 day, 2:16:45, time: 0.627, data_time: 0.008, memory: 4947, top1_acc: 0.5510, top5_acc: 0.7771, loss_cls: 1.9183, loss: 1.9183, grad_norm: 3.2878 2020-08-13 16:59:39,508 - mmaction - INFO - Epoch [34][80/1253] lr: 3.000e-02, eta: 1 day, 2:16:04, time: 0.672, data_time: 0.007, memory: 4947, top1_acc: 0.5294, top5_acc: 0.7763, loss_cls: 2.0072, loss: 2.0072, grad_norm: 3.3808 2020-08-13 16:59:54,957 - mmaction - INFO - Epoch [34][100/1253] lr: 3.000e-02, eta: 1 day, 2:15:27, time: 0.771, data_time: 0.007, memory: 4947, top1_acc: 0.5289, top5_acc: 0.7536, loss_cls: 2.0569, loss: 2.0569, grad_norm: 3.2921 2020-08-13 17:00:16,874 - mmaction - INFO - Epoch [34][120/1253] lr: 3.000e-02, eta: 1 day, 2:15:03, time: 1.092, data_time: 0.008, memory: 4947, top1_acc: 0.5232, top5_acc: 0.7646, loss_cls: 2.0166, loss: 2.0166, grad_norm: 3.2790 2020-08-13 17:03:32,655 - mmaction - INFO - Epoch [34][140/1253] lr: 3.000e-02, eta: 1 day, 2:20:31, time: 9.796, data_time: 8.738, memory: 4947, top1_acc: 0.5247, top5_acc: 0.7630, loss_cls: 2.0316, loss: 2.0316, grad_norm: 3.2853 2020-08-13 17:03:45,174 - mmaction - INFO - Epoch [34][160/1253] lr: 3.000e-02, eta: 1 day, 2:19:48, time: 0.626, data_time: 0.004, memory: 4947, top1_acc: 0.5328, top5_acc: 0.7708, loss_cls: 1.9933, loss: 1.9933, grad_norm: 3.2598 2020-08-13 17:03:57,747 - mmaction - INFO - Epoch [34][180/1253] lr: 3.000e-02, eta: 1 day, 2:19:05, time: 0.625, data_time: 0.006, memory: 4947, top1_acc: 0.5266, top5_acc: 0.7667, loss_cls: 2.0225, loss: 2.0225, grad_norm: 3.2850 2020-08-13 17:04:10,099 - mmaction - INFO - Epoch [34][200/1253] lr: 3.000e-02, eta: 1 day, 2:18:22, time: 0.620, data_time: 0.008, memory: 4947, top1_acc: 0.5214, top5_acc: 0.7617, loss_cls: 2.0537, loss: 2.0537, grad_norm: 3.3569 2020-08-13 17:04:22,877 - mmaction - INFO - Epoch [34][220/1253] lr: 3.000e-02, eta: 1 day, 2:17:39, time: 0.640, data_time: 0.007, memory: 4947, top1_acc: 0.5201, top5_acc: 0.7531, loss_cls: 2.0563, loss: 2.0563, grad_norm: 3.2526 2020-08-13 17:04:37,952 - mmaction - INFO - Epoch [34][240/1253] lr: 3.000e-02, eta: 1 day, 2:17:02, time: 0.753, data_time: 0.002, memory: 4947, top1_acc: 0.5328, top5_acc: 0.7711, loss_cls: 1.9774, loss: 1.9774, grad_norm: 3.2616 2020-08-13 17:04:52,048 - mmaction - INFO - Epoch [34][260/1253] lr: 3.000e-02, eta: 1 day, 2:16:22, time: 0.702, data_time: 0.006, memory: 4947, top1_acc: 0.5370, top5_acc: 0.7656, loss_cls: 1.9940, loss: 1.9940, grad_norm: 3.2378 2020-08-13 17:05:05,955 - mmaction - INFO - Epoch [34][280/1253] lr: 3.000e-02, eta: 1 day, 2:15:42, time: 0.698, data_time: 0.007, memory: 4947, top1_acc: 0.5279, top5_acc: 0.7667, loss_cls: 2.0023, loss: 2.0023, grad_norm: 3.3150 2020-08-13 17:05:22,072 - mmaction - INFO - Epoch [34][300/1253] lr: 3.000e-02, eta: 1 day, 2:15:06, time: 0.805, data_time: 0.004, memory: 4947, top1_acc: 0.5313, top5_acc: 0.7695, loss_cls: 2.0054, loss: 2.0054, grad_norm: 3.3197 2020-08-13 17:05:36,735 - mmaction - INFO - Epoch [34][320/1253] lr: 3.000e-02, eta: 1 day, 2:14:28, time: 0.735, data_time: 0.007, memory: 4947, top1_acc: 0.5357, top5_acc: 0.7742, loss_cls: 1.9770, loss: 1.9770, grad_norm: 3.2592 2020-08-13 17:05:52,545 - mmaction - INFO - Epoch [34][340/1253] lr: 3.000e-02, eta: 1 day, 2:13:52, time: 0.790, data_time: 0.006, memory: 4947, top1_acc: 0.5214, top5_acc: 0.7568, loss_cls: 2.0412, loss: 2.0412, grad_norm: 3.3361 2020-08-13 17:06:07,391 - mmaction - INFO - Epoch [34][360/1253] lr: 3.000e-02, eta: 1 day, 2:13:13, time: 0.741, data_time: 0.004, memory: 4947, top1_acc: 0.5273, top5_acc: 0.7591, loss_cls: 2.0415, loss: 2.0415, grad_norm: 3.3934 2020-08-13 17:06:23,190 - mmaction - INFO - Epoch [34][380/1253] lr: 3.000e-02, eta: 1 day, 2:12:37, time: 0.787, data_time: 0.009, memory: 4947, top1_acc: 0.5216, top5_acc: 0.7594, loss_cls: 2.0850, loss: 2.0850, grad_norm: 3.3325 2020-08-13 17:06:39,426 - mmaction - INFO - Epoch [34][400/1253] lr: 3.000e-02, eta: 1 day, 2:12:02, time: 0.816, data_time: 0.007, memory: 4947, top1_acc: 0.5099, top5_acc: 0.7445, loss_cls: 2.1095, loss: 2.1095, grad_norm: 3.3177 2020-08-13 17:06:54,620 - mmaction - INFO - Epoch [34][420/1253] lr: 3.000e-02, eta: 1 day, 2:11:25, time: 0.756, data_time: 0.005, memory: 4947, top1_acc: 0.5279, top5_acc: 0.7586, loss_cls: 2.0501, loss: 2.0501, grad_norm: 3.2591 2020-08-13 17:07:10,129 - mmaction - INFO - Epoch [34][440/1253] lr: 3.000e-02, eta: 1 day, 2:10:48, time: 0.776, data_time: 0.007, memory: 4947, top1_acc: 0.5052, top5_acc: 0.7471, loss_cls: 2.1088, loss: 2.1088, grad_norm: 3.3303 2020-08-13 17:07:25,779 - mmaction - INFO - Epoch [34][460/1253] lr: 3.000e-02, eta: 1 day, 2:10:11, time: 0.782, data_time: 0.007, memory: 4947, top1_acc: 0.5076, top5_acc: 0.7570, loss_cls: 2.0855, loss: 2.0855, grad_norm: 3.3325 2020-08-13 17:07:40,524 - mmaction - INFO - Epoch [34][480/1253] lr: 3.000e-02, eta: 1 day, 2:09:33, time: 0.740, data_time: 0.007, memory: 4947, top1_acc: 0.5240, top5_acc: 0.7646, loss_cls: 2.0293, loss: 2.0293, grad_norm: 3.2896 2020-08-13 17:07:55,757 - mmaction - INFO - Epoch [34][500/1253] lr: 3.000e-02, eta: 1 day, 2:08:56, time: 0.761, data_time: 0.007, memory: 4947, top1_acc: 0.5352, top5_acc: 0.7674, loss_cls: 1.9992, loss: 1.9992, grad_norm: 3.3278 2020-08-13 17:08:10,969 - mmaction - INFO - Epoch [34][520/1253] lr: 3.000e-02, eta: 1 day, 2:08:19, time: 0.761, data_time: 0.005, memory: 4947, top1_acc: 0.5352, top5_acc: 0.7755, loss_cls: 1.9897, loss: 1.9897, grad_norm: 3.3396 2020-08-13 17:08:26,588 - mmaction - INFO - Epoch [34][540/1253] lr: 3.000e-02, eta: 1 day, 2:07:43, time: 0.782, data_time: 0.005, memory: 4947, top1_acc: 0.5260, top5_acc: 0.7529, loss_cls: 2.0788, loss: 2.0788, grad_norm: 3.3291 2020-08-13 17:08:40,680 - mmaction - INFO - Epoch [34][560/1253] lr: 3.000e-02, eta: 1 day, 2:07:03, time: 0.702, data_time: 0.005, memory: 4947, top1_acc: 0.5185, top5_acc: 0.7555, loss_cls: 2.0908, loss: 2.0908, grad_norm: 3.2974 2020-08-13 17:08:57,053 - mmaction - INFO - Epoch [34][580/1253] lr: 3.000e-02, eta: 1 day, 2:06:28, time: 0.818, data_time: 0.006, memory: 4947, top1_acc: 0.5055, top5_acc: 0.7583, loss_cls: 2.0939, loss: 2.0939, grad_norm: 3.2965 2020-08-13 17:09:11,841 - mmaction - INFO - Epoch [34][600/1253] lr: 3.000e-02, eta: 1 day, 2:05:50, time: 0.742, data_time: 0.008, memory: 4947, top1_acc: 0.5174, top5_acc: 0.7583, loss_cls: 2.0703, loss: 2.0703, grad_norm: 3.2767 2020-08-13 17:09:27,592 - mmaction - INFO - Epoch [34][620/1253] lr: 3.000e-02, eta: 1 day, 2:05:14, time: 0.786, data_time: 0.004, memory: 4947, top1_acc: 0.5284, top5_acc: 0.7583, loss_cls: 2.0486, loss: 2.0486, grad_norm: 3.3681 2020-08-13 17:09:43,554 - mmaction - INFO - Epoch [34][640/1253] lr: 3.000e-02, eta: 1 day, 2:04:39, time: 0.796, data_time: 0.007, memory: 4947, top1_acc: 0.5237, top5_acc: 0.7544, loss_cls: 2.0622, loss: 2.0622, grad_norm: 3.2344 2020-08-13 17:09:57,787 - mmaction - INFO - Epoch [34][660/1253] lr: 3.000e-02, eta: 1 day, 2:04:00, time: 0.715, data_time: 0.006, memory: 4947, top1_acc: 0.5159, top5_acc: 0.7557, loss_cls: 2.1157, loss: 2.1157, grad_norm: 3.3321 2020-08-13 17:10:11,908 - mmaction - INFO - Epoch [34][680/1253] lr: 3.000e-02, eta: 1 day, 2:03:21, time: 0.706, data_time: 0.009, memory: 4947, top1_acc: 0.5068, top5_acc: 0.7479, loss_cls: 2.0788, loss: 2.0788, grad_norm: 3.3058 2020-08-13 17:10:28,391 - mmaction - INFO - Epoch [34][700/1253] lr: 3.000e-02, eta: 1 day, 2:02:46, time: 0.822, data_time: 0.004, memory: 4947, top1_acc: 0.5167, top5_acc: 0.7604, loss_cls: 2.0990, loss: 2.0990, grad_norm: 3.2744 2020-08-13 17:10:43,165 - mmaction - INFO - Epoch [34][720/1253] lr: 3.000e-02, eta: 1 day, 2:02:08, time: 0.738, data_time: 0.008, memory: 4947, top1_acc: 0.5102, top5_acc: 0.7557, loss_cls: 2.0882, loss: 2.0882, grad_norm: 3.3721 2020-08-13 17:10:59,893 - mmaction - INFO - Epoch [34][740/1253] lr: 3.000e-02, eta: 1 day, 2:01:34, time: 0.839, data_time: 0.007, memory: 4947, top1_acc: 0.5247, top5_acc: 0.7500, loss_cls: 2.0808, loss: 2.0808, grad_norm: 3.3334 2020-08-13 17:11:14,976 - mmaction - INFO - Epoch [34][760/1253] lr: 3.000e-02, eta: 1 day, 2:00:57, time: 0.755, data_time: 0.008, memory: 4947, top1_acc: 0.5146, top5_acc: 0.7602, loss_cls: 2.0556, loss: 2.0556, grad_norm: 3.2698 2020-08-13 17:11:31,407 - mmaction - INFO - Epoch [34][780/1253] lr: 3.000e-02, eta: 1 day, 2:00:22, time: 0.823, data_time: 0.008, memory: 4947, top1_acc: 0.5107, top5_acc: 0.7461, loss_cls: 2.0958, loss: 2.0958, grad_norm: 3.3651 2020-08-13 17:11:45,286 - mmaction - INFO - Epoch [34][800/1253] lr: 3.000e-02, eta: 1 day, 1:59:43, time: 0.692, data_time: 0.005, memory: 4947, top1_acc: 0.5091, top5_acc: 0.7484, loss_cls: 2.1169, loss: 2.1169, grad_norm: 3.4431 2020-08-13 17:12:01,338 - mmaction - INFO - Epoch [34][820/1253] lr: 3.000e-02, eta: 1 day, 1:59:08, time: 0.801, data_time: 0.005, memory: 4947, top1_acc: 0.5247, top5_acc: 0.7492, loss_cls: 2.0755, loss: 2.0755, grad_norm: 3.2817 2020-08-13 17:12:17,844 - mmaction - INFO - Epoch [34][840/1253] lr: 3.000e-02, eta: 1 day, 1:58:33, time: 0.827, data_time: 0.009, memory: 4947, top1_acc: 0.5281, top5_acc: 0.7646, loss_cls: 2.0446, loss: 2.0446, grad_norm: 3.2803 2020-08-13 17:12:33,182 - mmaction - INFO - Epoch [34][860/1253] lr: 3.000e-02, eta: 1 day, 1:57:57, time: 0.768, data_time: 0.006, memory: 4947, top1_acc: 0.5253, top5_acc: 0.7648, loss_cls: 2.0318, loss: 2.0318, grad_norm: 3.3464 2020-08-13 17:12:48,714 - mmaction - INFO - Epoch [34][880/1253] lr: 3.000e-02, eta: 1 day, 1:57:20, time: 0.774, data_time: 0.007, memory: 4947, top1_acc: 0.5013, top5_acc: 0.7547, loss_cls: 2.1124, loss: 2.1124, grad_norm: 3.3803 2020-08-13 17:13:04,014 - mmaction - INFO - Epoch [34][900/1253] lr: 3.000e-02, eta: 1 day, 1:56:44, time: 0.768, data_time: 0.007, memory: 4947, top1_acc: 0.5167, top5_acc: 0.7510, loss_cls: 2.0937, loss: 2.0937, grad_norm: 3.2909 2020-08-13 17:13:19,489 - mmaction - INFO - Epoch [34][920/1253] lr: 3.000e-02, eta: 1 day, 1:56:07, time: 0.770, data_time: 0.008, memory: 4947, top1_acc: 0.5320, top5_acc: 0.7557, loss_cls: 2.0314, loss: 2.0314, grad_norm: 3.2253 2020-08-13 17:13:35,049 - mmaction - INFO - Epoch [34][940/1253] lr: 3.000e-02, eta: 1 day, 1:55:32, time: 0.782, data_time: 0.008, memory: 4947, top1_acc: 0.5065, top5_acc: 0.7495, loss_cls: 2.1060, loss: 2.1060, grad_norm: 3.3827 2020-08-13 17:13:51,263 - mmaction - INFO - Epoch [34][960/1253] lr: 3.000e-02, eta: 1 day, 1:54:57, time: 0.809, data_time: 0.005, memory: 4947, top1_acc: 0.5292, top5_acc: 0.7596, loss_cls: 2.0440, loss: 2.0440, grad_norm: 3.3127 2020-08-13 17:14:06,591 - mmaction - INFO - Epoch [34][980/1253] lr: 3.000e-02, eta: 1 day, 1:54:20, time: 0.768, data_time: 0.006, memory: 4947, top1_acc: 0.5193, top5_acc: 0.7576, loss_cls: 2.0819, loss: 2.0819, grad_norm: 3.2657 2020-08-13 17:14:22,094 - mmaction - INFO - Epoch [34][1000/1253] lr: 3.000e-02, eta: 1 day, 1:53:44, time: 0.771, data_time: 0.005, memory: 4947, top1_acc: 0.5271, top5_acc: 0.7617, loss_cls: 2.0112, loss: 2.0112, grad_norm: 3.2417 2020-08-13 17:14:36,712 - mmaction - INFO - Epoch [34][1020/1253] lr: 3.000e-02, eta: 1 day, 1:53:06, time: 0.734, data_time: 0.007, memory: 4947, top1_acc: 0.5227, top5_acc: 0.7669, loss_cls: 2.0315, loss: 2.0315, grad_norm: 3.3116 2020-08-13 17:14:52,659 - mmaction - INFO - Epoch [34][1040/1253] lr: 3.000e-02, eta: 1 day, 1:52:31, time: 0.796, data_time: 0.009, memory: 4947, top1_acc: 0.5232, top5_acc: 0.7596, loss_cls: 2.0705, loss: 2.0705, grad_norm: 3.2742 2020-08-13 17:15:10,160 - mmaction - INFO - Epoch [34][1060/1253] lr: 3.000e-02, eta: 1 day, 1:51:59, time: 0.875, data_time: 0.005, memory: 4947, top1_acc: 0.5180, top5_acc: 0.7482, loss_cls: 2.0944, loss: 2.0944, grad_norm: 3.2531 2020-08-13 17:15:25,725 - mmaction - INFO - Epoch [34][1080/1253] lr: 3.000e-02, eta: 1 day, 1:51:23, time: 0.779, data_time: 0.008, memory: 4947, top1_acc: 0.5117, top5_acc: 0.7477, loss_cls: 2.1286, loss: 2.1286, grad_norm: 3.3692 2020-08-13 17:15:41,489 - mmaction - INFO - Epoch [34][1100/1253] lr: 3.000e-02, eta: 1 day, 1:50:47, time: 0.790, data_time: 0.005, memory: 4947, top1_acc: 0.5268, top5_acc: 0.7664, loss_cls: 2.0198, loss: 2.0198, grad_norm: 3.3136 2020-08-13 17:15:57,473 - mmaction - INFO - Epoch [34][1120/1253] lr: 3.000e-02, eta: 1 day, 1:50:12, time: 0.798, data_time: 0.007, memory: 4947, top1_acc: 0.5128, top5_acc: 0.7594, loss_cls: 2.0691, loss: 2.0691, grad_norm: 3.3106 2020-08-13 17:16:12,197 - mmaction - INFO - Epoch [34][1140/1253] lr: 3.000e-02, eta: 1 day, 1:49:35, time: 0.738, data_time: 0.007, memory: 4947, top1_acc: 0.5372, top5_acc: 0.7615, loss_cls: 2.0359, loss: 2.0359, grad_norm: 3.2796 2020-08-13 17:16:27,940 - mmaction - INFO - Epoch [34][1160/1253] lr: 3.000e-02, eta: 1 day, 1:48:59, time: 0.785, data_time: 0.005, memory: 4947, top1_acc: 0.5299, top5_acc: 0.7698, loss_cls: 2.0038, loss: 2.0038, grad_norm: 3.3184 2020-08-13 17:16:43,307 - mmaction - INFO - Epoch [34][1180/1253] lr: 3.000e-02, eta: 1 day, 1:48:23, time: 0.770, data_time: 0.009, memory: 4947, top1_acc: 0.5247, top5_acc: 0.7518, loss_cls: 2.0500, loss: 2.0500, grad_norm: 3.3867 2020-08-13 17:16:58,733 - mmaction - INFO - Epoch [34][1200/1253] lr: 3.000e-02, eta: 1 day, 1:47:47, time: 0.772, data_time: 0.005, memory: 4947, top1_acc: 0.5198, top5_acc: 0.7497, loss_cls: 2.0765, loss: 2.0765, grad_norm: 3.3318 2020-08-13 17:17:14,382 - mmaction - INFO - Epoch [34][1220/1253] lr: 3.000e-02, eta: 1 day, 1:47:11, time: 0.782, data_time: 0.007, memory: 4947, top1_acc: 0.5229, top5_acc: 0.7529, loss_cls: 2.0775, loss: 2.0775, grad_norm: 3.3097 2020-08-13 17:17:30,710 - mmaction - INFO - Epoch [34][1240/1253] lr: 3.000e-02, eta: 1 day, 1:46:37, time: 0.814, data_time: 0.005, memory: 4947, top1_acc: 0.5089, top5_acc: 0.7518, loss_cls: 2.0814, loss: 2.0814, grad_norm: 3.3133 2020-08-13 17:17:41,209 - mmaction - INFO - Saving checkpoint at 34 epochs 2020-08-13 17:25:03,459 - mmaction - INFO - Epoch [35][20/1253] lr: 3.000e-02, eta: 1 day, 1:59:04, time: 22.072, data_time: 1.636, memory: 4947, top1_acc: 0.5344, top5_acc: 0.7688, loss_cls: 1.9987, loss: 1.9987, grad_norm: 3.2772 2020-08-13 17:25:15,820 - mmaction - INFO - Epoch [35][40/1253] lr: 3.000e-02, eta: 1 day, 1:58:22, time: 0.618, data_time: 0.006, memory: 4947, top1_acc: 0.5240, top5_acc: 0.7635, loss_cls: 2.0493, loss: 2.0493, grad_norm: 3.3266 2020-08-13 17:25:28,200 - mmaction - INFO - Epoch [35][60/1253] lr: 3.000e-02, eta: 1 day, 1:57:39, time: 0.620, data_time: 0.008, memory: 4947, top1_acc: 0.5148, top5_acc: 0.7510, loss_cls: 2.0801, loss: 2.0801, grad_norm: 3.2930 2020-08-13 17:25:40,573 - mmaction - INFO - Epoch [35][80/1253] lr: 3.000e-02, eta: 1 day, 1:56:57, time: 0.617, data_time: 0.007, memory: 4947, top1_acc: 0.5245, top5_acc: 0.7620, loss_cls: 2.0469, loss: 2.0469, grad_norm: 3.2750 2020-08-13 17:25:53,563 - mmaction - INFO - Epoch [35][100/1253] lr: 3.000e-02, eta: 1 day, 1:56:16, time: 0.651, data_time: 0.006, memory: 4947, top1_acc: 0.5247, top5_acc: 0.7557, loss_cls: 2.0576, loss: 2.0576, grad_norm: 3.2993 2020-08-13 17:26:06,159 - mmaction - INFO - Epoch [35][120/1253] lr: 3.000e-02, eta: 1 day, 1:55:34, time: 0.628, data_time: 0.005, memory: 4947, top1_acc: 0.5448, top5_acc: 0.7727, loss_cls: 1.9401, loss: 1.9401, grad_norm: 3.3031 2020-08-13 17:26:19,195 - mmaction - INFO - Epoch [35][140/1253] lr: 3.000e-02, eta: 1 day, 1:54:53, time: 0.654, data_time: 0.006, memory: 4947, top1_acc: 0.5104, top5_acc: 0.7536, loss_cls: 2.1070, loss: 2.1070, grad_norm: 3.4095 2020-08-13 17:26:32,714 - mmaction - INFO - Epoch [35][160/1253] lr: 3.000e-02, eta: 1 day, 1:54:12, time: 0.676, data_time: 0.006, memory: 4947, top1_acc: 0.5174, top5_acc: 0.7622, loss_cls: 2.0571, loss: 2.0571, grad_norm: 3.2792 2020-08-13 17:26:47,842 - mmaction - INFO - Epoch [35][180/1253] lr: 3.000e-02, eta: 1 day, 1:53:35, time: 0.756, data_time: 0.004, memory: 4947, top1_acc: 0.5336, top5_acc: 0.7706, loss_cls: 2.0081, loss: 2.0081, grad_norm: 3.2992 2020-08-13 17:27:02,005 - mmaction - INFO - Epoch [35][200/1253] lr: 3.000e-02, eta: 1 day, 1:52:56, time: 0.703, data_time: 0.008, memory: 4947, top1_acc: 0.5380, top5_acc: 0.7609, loss_cls: 2.0194, loss: 2.0194, grad_norm: 3.2833 2020-08-13 17:27:17,021 - mmaction - INFO - Epoch [35][220/1253] lr: 3.000e-02, eta: 1 day, 1:52:19, time: 0.756, data_time: 0.009, memory: 4947, top1_acc: 0.5128, top5_acc: 0.7576, loss_cls: 2.0808, loss: 2.0808, grad_norm: 3.3834 2020-08-13 17:27:31,398 - mmaction - INFO - Epoch [35][240/1253] lr: 3.000e-02, eta: 1 day, 1:51:41, time: 0.717, data_time: 0.002, memory: 4947, top1_acc: 0.5156, top5_acc: 0.7594, loss_cls: 2.0504, loss: 2.0504, grad_norm: 3.2721 2020-08-13 17:27:46,509 - mmaction - INFO - Epoch [35][260/1253] lr: 3.000e-02, eta: 1 day, 1:51:04, time: 0.758, data_time: 0.008, memory: 4947, top1_acc: 0.5268, top5_acc: 0.7672, loss_cls: 2.0241, loss: 2.0241, grad_norm: 3.2607 2020-08-13 17:28:01,408 - mmaction - INFO - Epoch [35][280/1253] lr: 3.000e-02, eta: 1 day, 1:50:27, time: 0.743, data_time: 0.007, memory: 4947, top1_acc: 0.5284, top5_acc: 0.7615, loss_cls: 2.0523, loss: 2.0523, grad_norm: 3.3497 2020-08-13 17:28:14,128 - mmaction - INFO - Epoch [35][300/1253] lr: 3.000e-02, eta: 1 day, 1:49:45, time: 0.636, data_time: 0.005, memory: 4947, top1_acc: 0.5286, top5_acc: 0.7690, loss_cls: 2.0014, loss: 2.0014, grad_norm: 3.3394 2020-08-13 17:28:29,495 - mmaction - INFO - Epoch [35][320/1253] lr: 3.000e-02, eta: 1 day, 1:49:09, time: 0.770, data_time: 0.007, memory: 4947, top1_acc: 0.5305, top5_acc: 0.7771, loss_cls: 2.0030, loss: 2.0030, grad_norm: 3.3208 2020-08-13 17:28:44,124 - mmaction - INFO - Epoch [35][340/1253] lr: 3.000e-02, eta: 1 day, 1:48:31, time: 0.730, data_time: 0.004, memory: 4947, top1_acc: 0.5190, top5_acc: 0.7568, loss_cls: 2.0558, loss: 2.0558, grad_norm: 3.3858 2020-08-13 17:28:58,482 - mmaction - INFO - Epoch [35][360/1253] lr: 3.000e-02, eta: 1 day, 1:47:53, time: 0.715, data_time: 0.009, memory: 4947, top1_acc: 0.5312, top5_acc: 0.7576, loss_cls: 2.0599, loss: 2.0599, grad_norm: 3.3463 2020-08-13 17:29:15,041 - mmaction - INFO - Epoch [35][380/1253] lr: 3.000e-02, eta: 1 day, 1:47:19, time: 0.832, data_time: 0.008, memory: 4947, top1_acc: 0.5227, top5_acc: 0.7667, loss_cls: 2.0610, loss: 2.0610, grad_norm: 3.4037 2020-08-13 17:29:29,539 - mmaction - INFO - Epoch [35][400/1253] lr: 3.000e-02, eta: 1 day, 1:46:41, time: 0.723, data_time: 0.005, memory: 4947, top1_acc: 0.5211, top5_acc: 0.7513, loss_cls: 2.0810, loss: 2.0810, grad_norm: 3.2854 2020-08-13 17:29:44,853 - mmaction - INFO - Epoch [35][420/1253] lr: 3.000e-02, eta: 1 day, 1:46:04, time: 0.767, data_time: 0.005, memory: 4947, top1_acc: 0.5391, top5_acc: 0.7669, loss_cls: 2.0172, loss: 2.0172, grad_norm: 3.2825 2020-08-13 17:29:59,593 - mmaction - INFO - Epoch [35][440/1253] lr: 3.000e-02, eta: 1 day, 1:45:27, time: 0.735, data_time: 0.005, memory: 4947, top1_acc: 0.5404, top5_acc: 0.7622, loss_cls: 1.9967, loss: 1.9967, grad_norm: 3.3286 2020-08-13 17:30:15,447 - mmaction - INFO - Epoch [35][460/1253] lr: 3.000e-02, eta: 1 day, 1:44:51, time: 0.791, data_time: 0.004, memory: 4947, top1_acc: 0.5313, top5_acc: 0.7591, loss_cls: 2.0239, loss: 2.0239, grad_norm: 3.2986 2020-08-13 17:30:31,312 - mmaction - INFO - Epoch [35][480/1253] lr: 3.000e-02, eta: 1 day, 1:44:16, time: 0.795, data_time: 0.009, memory: 4947, top1_acc: 0.5362, top5_acc: 0.7682, loss_cls: 1.9874, loss: 1.9874, grad_norm: 3.2662 2020-08-13 17:30:47,062 - mmaction - INFO - Epoch [35][500/1253] lr: 3.000e-02, eta: 1 day, 1:43:41, time: 0.786, data_time: 0.006, memory: 4947, top1_acc: 0.5214, top5_acc: 0.7586, loss_cls: 2.0558, loss: 2.0558, grad_norm: 3.4000 2020-08-13 17:31:03,090 - mmaction - INFO - Epoch [35][520/1253] lr: 3.000e-02, eta: 1 day, 1:43:06, time: 0.801, data_time: 0.009, memory: 4947, top1_acc: 0.5190, top5_acc: 0.7633, loss_cls: 2.0685, loss: 2.0685, grad_norm: 3.4056 2020-08-13 17:31:18,623 - mmaction - INFO - Epoch [35][540/1253] lr: 3.000e-02, eta: 1 day, 1:42:30, time: 0.781, data_time: 0.008, memory: 4947, top1_acc: 0.5083, top5_acc: 0.7508, loss_cls: 2.0983, loss: 2.0983, grad_norm: 3.4015 2020-08-13 17:31:34,252 - mmaction - INFO - Epoch [35][560/1253] lr: 3.000e-02, eta: 1 day, 1:41:54, time: 0.780, data_time: 0.005, memory: 4947, top1_acc: 0.5310, top5_acc: 0.7620, loss_cls: 2.0455, loss: 2.0455, grad_norm: 3.2804 2020-08-13 17:31:50,641 - mmaction - INFO - Epoch [35][580/1253] lr: 3.000e-02, eta: 1 day, 1:41:20, time: 0.820, data_time: 0.005, memory: 4947, top1_acc: 0.5190, top5_acc: 0.7599, loss_cls: 2.0756, loss: 2.0756, grad_norm: 3.3752 2020-08-13 17:32:05,622 - mmaction - INFO - Epoch [35][600/1253] lr: 3.000e-02, eta: 1 day, 1:40:43, time: 0.750, data_time: 0.008, memory: 4947, top1_acc: 0.5185, top5_acc: 0.7648, loss_cls: 2.0448, loss: 2.0448, grad_norm: 3.3722 2020-08-13 17:32:21,795 - mmaction - INFO - Epoch [35][620/1253] lr: 3.000e-02, eta: 1 day, 1:40:09, time: 0.806, data_time: 0.004, memory: 4947, top1_acc: 0.5344, top5_acc: 0.7565, loss_cls: 2.0483, loss: 2.0483, grad_norm: 3.3125 2020-08-13 17:32:37,678 - mmaction - INFO - Epoch [35][640/1253] lr: 3.000e-02, eta: 1 day, 1:39:34, time: 0.795, data_time: 0.004, memory: 4947, top1_acc: 0.5245, top5_acc: 0.7568, loss_cls: 2.0734, loss: 2.0734, grad_norm: 3.3191 2020-08-13 17:32:53,208 - mmaction - INFO - Epoch [35][660/1253] lr: 3.000e-02, eta: 1 day, 1:38:58, time: 0.772, data_time: 0.008, memory: 4947, top1_acc: 0.5135, top5_acc: 0.7453, loss_cls: 2.1004, loss: 2.1004, grad_norm: 3.3292 2020-08-13 17:33:08,613 - mmaction - INFO - Epoch [35][680/1253] lr: 3.000e-02, eta: 1 day, 1:38:22, time: 0.773, data_time: 0.011, memory: 4947, top1_acc: 0.5198, top5_acc: 0.7594, loss_cls: 2.0639, loss: 2.0639, grad_norm: 3.3937 2020-08-13 17:33:23,057 - mmaction - INFO - Epoch [35][700/1253] lr: 3.000e-02, eta: 1 day, 1:37:44, time: 0.725, data_time: 0.008, memory: 4947, top1_acc: 0.5219, top5_acc: 0.7625, loss_cls: 2.0260, loss: 2.0260, grad_norm: 3.2577 2020-08-13 17:33:38,877 - mmaction - INFO - Epoch [35][720/1253] lr: 3.000e-02, eta: 1 day, 1:37:09, time: 0.788, data_time: 0.006, memory: 4947, top1_acc: 0.5289, top5_acc: 0.7615, loss_cls: 2.0184, loss: 2.0184, grad_norm: 3.3427 2020-08-13 17:33:53,522 - mmaction - INFO - Epoch [35][740/1253] lr: 3.000e-02, eta: 1 day, 1:36:32, time: 0.736, data_time: 0.007, memory: 4947, top1_acc: 0.5185, top5_acc: 0.7542, loss_cls: 2.0845, loss: 2.0845, grad_norm: 3.3102 2020-08-13 17:34:09,873 - mmaction - INFO - Epoch [35][760/1253] lr: 3.000e-02, eta: 1 day, 1:35:57, time: 0.817, data_time: 0.004, memory: 4947, top1_acc: 0.5263, top5_acc: 0.7560, loss_cls: 2.0474, loss: 2.0474, grad_norm: 3.2882 2020-08-13 17:34:24,809 - mmaction - INFO - Epoch [35][780/1253] lr: 3.000e-02, eta: 1 day, 1:35:21, time: 0.743, data_time: 0.007, memory: 4947, top1_acc: 0.5135, top5_acc: 0.7529, loss_cls: 2.0941, loss: 2.0941, grad_norm: 3.3938 2020-08-13 17:34:39,668 - mmaction - INFO - Epoch [35][800/1253] lr: 3.000e-02, eta: 1 day, 1:34:44, time: 0.745, data_time: 0.006, memory: 4947, top1_acc: 0.5115, top5_acc: 0.7596, loss_cls: 2.0938, loss: 2.0938, grad_norm: 3.3350 2020-08-13 17:34:54,464 - mmaction - INFO - Epoch [35][820/1253] lr: 3.000e-02, eta: 1 day, 1:34:07, time: 0.737, data_time: 0.009, memory: 4947, top1_acc: 0.5229, top5_acc: 0.7664, loss_cls: 2.0325, loss: 2.0325, grad_norm: 3.2695 2020-08-13 17:35:11,158 - mmaction - INFO - Epoch [35][840/1253] lr: 3.000e-02, eta: 1 day, 1:33:33, time: 0.838, data_time: 0.008, memory: 4947, top1_acc: 0.5328, top5_acc: 0.7633, loss_cls: 2.0263, loss: 2.0263, grad_norm: 3.2626 2020-08-13 17:35:27,571 - mmaction - INFO - Epoch [35][860/1253] lr: 3.000e-02, eta: 1 day, 1:32:59, time: 0.821, data_time: 0.008, memory: 4947, top1_acc: 0.5250, top5_acc: 0.7622, loss_cls: 2.0172, loss: 2.0172, grad_norm: 3.2586 2020-08-13 17:35:43,564 - mmaction - INFO - Epoch [35][880/1253] lr: 3.000e-02, eta: 1 day, 1:32:25, time: 0.801, data_time: 0.004, memory: 4947, top1_acc: 0.5310, top5_acc: 0.7719, loss_cls: 2.0005, loss: 2.0005, grad_norm: 3.3769 2020-08-13 17:35:58,793 - mmaction - INFO - Epoch [35][900/1253] lr: 3.000e-02, eta: 1 day, 1:31:49, time: 0.760, data_time: 0.006, memory: 4947, top1_acc: 0.5161, top5_acc: 0.7539, loss_cls: 2.0800, loss: 2.0800, grad_norm: 3.3631 2020-08-13 17:36:12,964 - mmaction - INFO - Epoch [35][920/1253] lr: 3.000e-02, eta: 1 day, 1:31:11, time: 0.708, data_time: 0.004, memory: 4947, top1_acc: 0.5201, top5_acc: 0.7643, loss_cls: 2.0345, loss: 2.0345, grad_norm: 3.3174 2020-08-13 17:36:30,234 - mmaction - INFO - Epoch [35][940/1253] lr: 3.000e-02, eta: 1 day, 1:30:38, time: 0.862, data_time: 0.008, memory: 4947, top1_acc: 0.5177, top5_acc: 0.7523, loss_cls: 2.0983, loss: 2.0983, grad_norm: 3.3972 2020-08-13 17:36:45,615 - mmaction - INFO - Epoch [35][960/1253] lr: 3.000e-02, eta: 1 day, 1:30:03, time: 0.770, data_time: 0.008, memory: 4947, top1_acc: 0.5253, top5_acc: 0.7708, loss_cls: 2.0196, loss: 2.0196, grad_norm: 3.3283 2020-08-13 17:37:01,923 - mmaction - INFO - Epoch [35][980/1253] lr: 3.000e-02, eta: 1 day, 1:29:29, time: 0.814, data_time: 0.004, memory: 4947, top1_acc: 0.5021, top5_acc: 0.7594, loss_cls: 2.0925, loss: 2.0925, grad_norm: 3.2814 2020-08-13 17:37:17,268 - mmaction - INFO - Epoch [35][1000/1253] lr: 3.000e-02, eta: 1 day, 1:28:53, time: 0.770, data_time: 0.008, memory: 4947, top1_acc: 0.5177, top5_acc: 0.7633, loss_cls: 2.0366, loss: 2.0366, grad_norm: 3.2583 2020-08-13 17:37:32,254 - mmaction - INFO - Epoch [35][1020/1253] lr: 3.000e-02, eta: 1 day, 1:28:16, time: 0.750, data_time: 0.007, memory: 4947, top1_acc: 0.5268, top5_acc: 0.7615, loss_cls: 2.0438, loss: 2.0438, grad_norm: 3.3544 2020-08-13 17:37:48,386 - mmaction - INFO - Epoch [35][1040/1253] lr: 3.000e-02, eta: 1 day, 1:27:42, time: 0.806, data_time: 0.003, memory: 4947, top1_acc: 0.5302, top5_acc: 0.7674, loss_cls: 2.0074, loss: 2.0074, grad_norm: 3.3121 2020-08-13 17:38:03,568 - mmaction - INFO - Epoch [35][1060/1253] lr: 3.000e-02, eta: 1 day, 1:27:06, time: 0.756, data_time: 0.005, memory: 4947, top1_acc: 0.5154, top5_acc: 0.7690, loss_cls: 2.0527, loss: 2.0527, grad_norm: 3.3580 2020-08-13 17:38:19,159 - mmaction - INFO - Epoch [35][1080/1253] lr: 3.000e-02, eta: 1 day, 1:26:31, time: 0.783, data_time: 0.007, memory: 4947, top1_acc: 0.5174, top5_acc: 0.7607, loss_cls: 2.0487, loss: 2.0487, grad_norm: 3.4029 2020-08-13 17:38:34,499 - mmaction - INFO - Epoch [35][1100/1253] lr: 3.000e-02, eta: 1 day, 1:25:55, time: 0.763, data_time: 0.008, memory: 4947, top1_acc: 0.5104, top5_acc: 0.7422, loss_cls: 2.1047, loss: 2.1047, grad_norm: 3.2648 2020-08-13 17:38:50,286 - mmaction - INFO - Epoch [35][1120/1253] lr: 3.000e-02, eta: 1 day, 1:25:20, time: 0.793, data_time: 0.008, memory: 4947, top1_acc: 0.5284, top5_acc: 0.7620, loss_cls: 2.0353, loss: 2.0353, grad_norm: 3.2808 2020-08-13 17:39:05,062 - mmaction - INFO - Epoch [35][1140/1253] lr: 3.000e-02, eta: 1 day, 1:24:43, time: 0.736, data_time: 0.002, memory: 4947, top1_acc: 0.5297, top5_acc: 0.7672, loss_cls: 2.0236, loss: 2.0236, grad_norm: 3.3366 2020-08-13 17:39:20,469 - mmaction - INFO - Epoch [35][1160/1253] lr: 3.000e-02, eta: 1 day, 1:24:08, time: 0.770, data_time: 0.008, memory: 4947, top1_acc: 0.5198, top5_acc: 0.7583, loss_cls: 2.0663, loss: 2.0663, grad_norm: 3.3412 2020-08-13 17:39:36,024 - mmaction - INFO - Epoch [35][1180/1253] lr: 3.000e-02, eta: 1 day, 1:23:33, time: 0.781, data_time: 0.007, memory: 4947, top1_acc: 0.5177, top5_acc: 0.7536, loss_cls: 2.0951, loss: 2.0951, grad_norm: 3.3849 2020-08-13 17:39:50,839 - mmaction - INFO - Epoch [35][1200/1253] lr: 3.000e-02, eta: 1 day, 1:22:56, time: 0.741, data_time: 0.006, memory: 4947, top1_acc: 0.5255, top5_acc: 0.7513, loss_cls: 2.0439, loss: 2.0439, grad_norm: 3.2891 2020-08-13 17:49:41,537 - mmaction - INFO - Epoch [35][1220/1253] lr: 3.000e-02, eta: 1 day, 1:40:10, time: 29.533, data_time: 11.318, memory: 4947, top1_acc: 0.5214, top5_acc: 0.7630, loss_cls: 2.0477, loss: 2.0477, grad_norm: 3.3306 2020-08-13 17:49:53,774 - mmaction - INFO - Epoch [35][1240/1253] lr: 3.000e-02, eta: 1 day, 1:39:28, time: 0.614, data_time: 0.004, memory: 4947, top1_acc: 0.5237, top5_acc: 0.7560, loss_cls: 2.0346, loss: 2.0346, grad_norm: 3.2542 2020-08-13 17:50:00,964 - mmaction - INFO - Saving checkpoint at 35 epochs 2020-08-13 17:58:10,234 - mmaction - INFO - Epoch [36][20/1253] lr: 3.000e-02, eta: 1 day, 1:52:48, time: 24.436, data_time: 14.813, memory: 4947, top1_acc: 0.5122, top5_acc: 0.7529, loss_cls: 2.0952, loss: 2.0952, grad_norm: 3.3342 2020-08-13 17:58:22,631 - mmaction - INFO - Epoch [36][40/1253] lr: 3.000e-02, eta: 1 day, 1:52:06, time: 0.622, data_time: 0.006, memory: 4947, top1_acc: 0.5208, top5_acc: 0.7599, loss_cls: 2.0398, loss: 2.0398, grad_norm: 3.2751 2020-08-13 17:58:35,135 - mmaction - INFO - Epoch [36][60/1253] lr: 3.000e-02, eta: 1 day, 1:51:24, time: 0.625, data_time: 0.007, memory: 4947, top1_acc: 0.5471, top5_acc: 0.7721, loss_cls: 1.9568, loss: 1.9568, grad_norm: 3.3070 2020-08-13 17:58:47,439 - mmaction - INFO - Epoch [36][80/1253] lr: 3.000e-02, eta: 1 day, 1:50:42, time: 0.616, data_time: 0.005, memory: 4947, top1_acc: 0.5419, top5_acc: 0.7857, loss_cls: 1.9098, loss: 1.9098, grad_norm: 3.2864 2020-08-13 17:58:59,874 - mmaction - INFO - Epoch [36][100/1253] lr: 3.000e-02, eta: 1 day, 1:49:59, time: 0.619, data_time: 0.002, memory: 4947, top1_acc: 0.5302, top5_acc: 0.7672, loss_cls: 2.0073, loss: 2.0073, grad_norm: 3.3307 2020-08-13 17:59:13,395 - mmaction - INFO - Epoch [36][120/1253] lr: 3.000e-02, eta: 1 day, 1:49:19, time: 0.676, data_time: 0.008, memory: 4947, top1_acc: 0.5414, top5_acc: 0.7763, loss_cls: 1.9588, loss: 1.9588, grad_norm: 3.2152 2020-08-13 17:59:27,727 - mmaction - INFO - Epoch [36][140/1253] lr: 3.000e-02, eta: 1 day, 1:48:40, time: 0.715, data_time: 0.009, memory: 4947, top1_acc: 0.5326, top5_acc: 0.7695, loss_cls: 2.0162, loss: 2.0162, grad_norm: 3.3581 2020-08-13 17:59:42,025 - mmaction - INFO - Epoch [36][160/1253] lr: 3.000e-02, eta: 1 day, 1:48:02, time: 0.717, data_time: 0.007, memory: 4947, top1_acc: 0.5333, top5_acc: 0.7633, loss_cls: 2.0363, loss: 2.0363, grad_norm: 3.2972 2020-08-13 17:59:55,159 - mmaction - INFO - Epoch [36][180/1253] lr: 3.000e-02, eta: 1 day, 1:47:21, time: 0.656, data_time: 0.006, memory: 4947, top1_acc: 0.5240, top5_acc: 0.7677, loss_cls: 2.0570, loss: 2.0570, grad_norm: 3.2696 2020-08-13 18:00:15,263 - mmaction - INFO - Epoch [36][200/1253] lr: 3.000e-02, eta: 1 day, 1:46:53, time: 1.001, data_time: 0.009, memory: 4947, top1_acc: 0.5253, top5_acc: 0.7643, loss_cls: 2.0022, loss: 2.0022, grad_norm: 3.3406 2020-08-13 18:00:28,198 - mmaction - INFO - Epoch [36][220/1253] lr: 3.000e-02, eta: 1 day, 1:46:12, time: 0.650, data_time: 0.020, memory: 4947, top1_acc: 0.5341, top5_acc: 0.7701, loss_cls: 1.9985, loss: 1.9985, grad_norm: 3.3024 2020-08-13 18:00:42,841 - mmaction - INFO - Epoch [36][240/1253] lr: 3.000e-02, eta: 1 day, 1:45:34, time: 0.735, data_time: 0.007, memory: 4947, top1_acc: 0.5190, top5_acc: 0.7565, loss_cls: 2.0697, loss: 2.0697, grad_norm: 3.2891 2020-08-13 18:00:56,456 - mmaction - INFO - Epoch [36][260/1253] lr: 3.000e-02, eta: 1 day, 1:44:54, time: 0.678, data_time: 0.005, memory: 4947, top1_acc: 0.5385, top5_acc: 0.7695, loss_cls: 1.9928, loss: 1.9928, grad_norm: 3.2307 2020-08-13 18:01:12,358 - mmaction - INFO - Epoch [36][280/1253] lr: 3.000e-02, eta: 1 day, 1:44:19, time: 0.797, data_time: 0.007, memory: 4947, top1_acc: 0.5385, top5_acc: 0.7763, loss_cls: 1.9771, loss: 1.9771, grad_norm: 3.3160 2020-08-13 18:01:27,197 - mmaction - INFO - Epoch [36][300/1253] lr: 3.000e-02, eta: 1 day, 1:43:41, time: 0.738, data_time: 0.006, memory: 4947, top1_acc: 0.5339, top5_acc: 0.7573, loss_cls: 2.0369, loss: 2.0369, grad_norm: 3.2946 2020-08-13 18:01:42,144 - mmaction - INFO - Epoch [36][320/1253] lr: 3.000e-02, eta: 1 day, 1:43:04, time: 0.750, data_time: 0.007, memory: 4947, top1_acc: 0.5182, top5_acc: 0.7586, loss_cls: 2.0630, loss: 2.0630, grad_norm: 3.3518 2020-08-13 18:01:56,264 - mmaction - INFO - Epoch [36][340/1253] lr: 3.000e-02, eta: 1 day, 1:42:25, time: 0.703, data_time: 0.006, memory: 4947, top1_acc: 0.5229, top5_acc: 0.7622, loss_cls: 2.0381, loss: 2.0381, grad_norm: 3.3306 2020-08-13 18:02:11,732 - mmaction - INFO - Epoch [36][360/1253] lr: 3.000e-02, eta: 1 day, 1:41:49, time: 0.778, data_time: 0.007, memory: 4947, top1_acc: 0.5292, top5_acc: 0.7711, loss_cls: 1.9965, loss: 1.9965, grad_norm: 3.2785 2020-08-13 18:02:25,878 - mmaction - INFO - Epoch [36][380/1253] lr: 3.000e-02, eta: 1 day, 1:41:10, time: 0.704, data_time: 0.005, memory: 4947, top1_acc: 0.5339, top5_acc: 0.7573, loss_cls: 2.0345, loss: 2.0345, grad_norm: 3.4461 2020-08-13 18:02:41,773 - mmaction - INFO - Epoch [36][400/1253] lr: 3.000e-02, eta: 1 day, 1:40:35, time: 0.796, data_time: 0.008, memory: 4947, top1_acc: 0.5203, top5_acc: 0.7591, loss_cls: 2.0673, loss: 2.0673, grad_norm: 3.3119 2020-08-13 18:02:56,464 - mmaction - INFO - Epoch [36][420/1253] lr: 3.000e-02, eta: 1 day, 1:39:57, time: 0.736, data_time: 0.010, memory: 4947, top1_acc: 0.5214, top5_acc: 0.7602, loss_cls: 2.0475, loss: 2.0475, grad_norm: 3.2708 2020-08-13 18:03:12,711 - mmaction - INFO - Epoch [36][440/1253] lr: 3.000e-02, eta: 1 day, 1:39:22, time: 0.813, data_time: 0.005, memory: 4947, top1_acc: 0.5240, top5_acc: 0.7599, loss_cls: 2.0425, loss: 2.0425, grad_norm: 3.3529 2020-08-13 18:03:26,617 - mmaction - INFO - Epoch [36][460/1253] lr: 3.000e-02, eta: 1 day, 1:38:43, time: 0.692, data_time: 0.007, memory: 4947, top1_acc: 0.5349, top5_acc: 0.7729, loss_cls: 2.0050, loss: 2.0050, grad_norm: 3.3095 2020-08-13 18:03:40,104 - mmaction - INFO - Epoch [36][480/1253] lr: 3.000e-02, eta: 1 day, 1:38:03, time: 0.675, data_time: 0.008, memory: 4947, top1_acc: 0.5151, top5_acc: 0.7573, loss_cls: 2.0676, loss: 2.0676, grad_norm: 3.3753 2020-08-13 18:03:56,132 - mmaction - INFO - Epoch [36][500/1253] lr: 3.000e-02, eta: 1 day, 1:37:28, time: 0.802, data_time: 0.008, memory: 4947, top1_acc: 0.5234, top5_acc: 0.7523, loss_cls: 2.0685, loss: 2.0685, grad_norm: 3.3434 2020-08-13 18:04:11,641 - mmaction - INFO - Epoch [36][520/1253] lr: 3.000e-02, eta: 1 day, 1:36:52, time: 0.775, data_time: 0.005, memory: 4947, top1_acc: 0.5115, top5_acc: 0.7570, loss_cls: 2.0938, loss: 2.0938, grad_norm: 3.3346 2020-08-13 18:04:25,777 - mmaction - INFO - Epoch [36][540/1253] lr: 3.000e-02, eta: 1 day, 1:36:13, time: 0.705, data_time: 0.008, memory: 4947, top1_acc: 0.5305, top5_acc: 0.7688, loss_cls: 2.0281, loss: 2.0281, grad_norm: 3.2714 2020-08-13 18:04:41,162 - mmaction - INFO - Epoch [36][560/1253] lr: 3.000e-02, eta: 1 day, 1:35:37, time: 0.767, data_time: 0.009, memory: 4947, top1_acc: 0.5286, top5_acc: 0.7695, loss_cls: 2.0049, loss: 2.0049, grad_norm: 3.2895 2020-08-13 18:04:56,087 - mmaction - INFO - Epoch [36][580/1253] lr: 3.000e-02, eta: 1 day, 1:35:00, time: 0.752, data_time: 0.009, memory: 4947, top1_acc: 0.5266, top5_acc: 0.7646, loss_cls: 2.0431, loss: 2.0431, grad_norm: 3.3304 2020-08-13 18:05:11,264 - mmaction - INFO - Epoch [36][600/1253] lr: 3.000e-02, eta: 1 day, 1:34:23, time: 0.754, data_time: 0.005, memory: 4947, top1_acc: 0.5281, top5_acc: 0.7578, loss_cls: 2.0360, loss: 2.0360, grad_norm: 3.3254 2020-08-13 18:05:26,708 - mmaction - INFO - Epoch [36][620/1253] lr: 3.000e-02, eta: 1 day, 1:33:47, time: 0.778, data_time: 0.008, memory: 4947, top1_acc: 0.5294, top5_acc: 0.7661, loss_cls: 2.0179, loss: 2.0179, grad_norm: 3.3459 2020-08-13 18:05:41,734 - mmaction - INFO - Epoch [36][640/1253] lr: 3.000e-02, eta: 1 day, 1:33:11, time: 0.749, data_time: 0.005, memory: 4947, top1_acc: 0.5284, top5_acc: 0.7664, loss_cls: 1.9983, loss: 1.9983, grad_norm: 3.3023 2020-08-13 18:05:57,425 - mmaction - INFO - Epoch [36][660/1253] lr: 3.000e-02, eta: 1 day, 1:32:35, time: 0.785, data_time: 0.006, memory: 4947, top1_acc: 0.5349, top5_acc: 0.7695, loss_cls: 1.9902, loss: 1.9902, grad_norm: 3.2801 2020-08-13 18:06:12,691 - mmaction - INFO - Epoch [36][680/1253] lr: 3.000e-02, eta: 1 day, 1:31:59, time: 0.762, data_time: 0.007, memory: 4947, top1_acc: 0.5214, top5_acc: 0.7557, loss_cls: 2.0935, loss: 2.0935, grad_norm: 3.4214 2020-08-13 18:06:26,456 - mmaction - INFO - Epoch [36][700/1253] lr: 3.000e-02, eta: 1 day, 1:31:20, time: 0.690, data_time: 0.007, memory: 4947, top1_acc: 0.5172, top5_acc: 0.7536, loss_cls: 2.0844, loss: 2.0844, grad_norm: 3.3275 2020-08-13 18:06:42,712 - mmaction - INFO - Epoch [36][720/1253] lr: 3.000e-02, eta: 1 day, 1:30:45, time: 0.811, data_time: 0.007, memory: 4947, top1_acc: 0.5073, top5_acc: 0.7536, loss_cls: 2.0808, loss: 2.0808, grad_norm: 3.2959 2020-08-13 18:06:58,461 - mmaction - INFO - Epoch [36][740/1253] lr: 3.000e-02, eta: 1 day, 1:30:10, time: 0.790, data_time: 0.009, memory: 4947, top1_acc: 0.5203, top5_acc: 0.7562, loss_cls: 2.0570, loss: 2.0570, grad_norm: 3.3242 2020-08-13 18:07:12,587 - mmaction - INFO - Epoch [36][760/1253] lr: 3.000e-02, eta: 1 day, 1:29:31, time: 0.706, data_time: 0.006, memory: 4947, top1_acc: 0.5255, top5_acc: 0.7622, loss_cls: 2.0282, loss: 2.0282, grad_norm: 3.3264 2020-08-13 18:07:27,962 - mmaction - INFO - Epoch [36][780/1253] lr: 3.000e-02, eta: 1 day, 1:28:55, time: 0.769, data_time: 0.005, memory: 4947, top1_acc: 0.5372, top5_acc: 0.7701, loss_cls: 2.0075, loss: 2.0075, grad_norm: 3.2926 2020-08-13 18:07:44,184 - mmaction - INFO - Epoch [36][800/1253] lr: 3.000e-02, eta: 1 day, 1:28:21, time: 0.811, data_time: 0.005, memory: 4947, top1_acc: 0.5120, top5_acc: 0.7508, loss_cls: 2.1112, loss: 2.1112, grad_norm: 3.2925 2020-08-13 18:07:58,254 - mmaction - INFO - Epoch [36][820/1253] lr: 3.000e-02, eta: 1 day, 1:27:42, time: 0.704, data_time: 0.008, memory: 4947, top1_acc: 0.5237, top5_acc: 0.7555, loss_cls: 2.0559, loss: 2.0559, grad_norm: 3.2932 2020-08-13 18:08:13,217 - mmaction - INFO - Epoch [36][840/1253] lr: 3.000e-02, eta: 1 day, 1:27:05, time: 0.745, data_time: 0.004, memory: 4947, top1_acc: 0.5313, top5_acc: 0.7667, loss_cls: 2.0092, loss: 2.0092, grad_norm: 3.3232 2020-08-13 18:08:28,503 - mmaction - INFO - Epoch [36][860/1253] lr: 3.000e-02, eta: 1 day, 1:26:29, time: 0.764, data_time: 0.008, memory: 4947, top1_acc: 0.5141, top5_acc: 0.7578, loss_cls: 2.0937, loss: 2.0937, grad_norm: 3.3322 2020-08-13 18:08:43,473 - mmaction - INFO - Epoch [36][880/1253] lr: 3.000e-02, eta: 1 day, 1:25:53, time: 0.752, data_time: 0.007, memory: 4947, top1_acc: 0.5281, top5_acc: 0.7594, loss_cls: 2.0323, loss: 2.0323, grad_norm: 3.2694 2020-08-13 18:08:58,576 - mmaction - INFO - Epoch [36][900/1253] lr: 3.000e-02, eta: 1 day, 1:25:16, time: 0.752, data_time: 0.009, memory: 4947, top1_acc: 0.5201, top5_acc: 0.7651, loss_cls: 2.0431, loss: 2.0431, grad_norm: 3.2652 2020-08-13 18:09:14,039 - mmaction - INFO - Epoch [36][920/1253] lr: 3.000e-02, eta: 1 day, 1:24:40, time: 0.777, data_time: 0.007, memory: 4947, top1_acc: 0.5344, top5_acc: 0.7674, loss_cls: 1.9867, loss: 1.9867, grad_norm: 3.2308 2020-08-13 18:09:29,918 - mmaction - INFO - Epoch [36][940/1253] lr: 3.000e-02, eta: 1 day, 1:24:05, time: 0.790, data_time: 0.005, memory: 4947, top1_acc: 0.5268, top5_acc: 0.7612, loss_cls: 2.0351, loss: 2.0351, grad_norm: 3.3079 2020-08-13 18:09:44,650 - mmaction - INFO - Epoch [36][960/1253] lr: 3.000e-02, eta: 1 day, 1:23:28, time: 0.740, data_time: 0.007, memory: 4947, top1_acc: 0.5422, top5_acc: 0.7693, loss_cls: 1.9644, loss: 1.9644, grad_norm: 3.3328 2020-08-13 18:09:59,308 - mmaction - INFO - Epoch [36][980/1253] lr: 3.000e-02, eta: 1 day, 1:22:51, time: 0.730, data_time: 0.008, memory: 4947, top1_acc: 0.5276, top5_acc: 0.7719, loss_cls: 2.0103, loss: 2.0103, grad_norm: 3.3221 2020-08-13 18:10:14,305 - mmaction - INFO - Epoch [36][1000/1253] lr: 3.000e-02, eta: 1 day, 1:22:14, time: 0.750, data_time: 0.009, memory: 4947, top1_acc: 0.5164, top5_acc: 0.7641, loss_cls: 2.0603, loss: 2.0603, grad_norm: 3.3171 2020-08-13 18:10:29,804 - mmaction - INFO - Epoch [36][1020/1253] lr: 3.000e-02, eta: 1 day, 1:21:39, time: 0.775, data_time: 0.007, memory: 4947, top1_acc: 0.5154, top5_acc: 0.7448, loss_cls: 2.1238, loss: 2.1238, grad_norm: 3.3608 2020-08-13 18:10:46,301 - mmaction - INFO - Epoch [36][1040/1253] lr: 3.000e-02, eta: 1 day, 1:21:05, time: 0.824, data_time: 0.006, memory: 4947, top1_acc: 0.5258, top5_acc: 0.7635, loss_cls: 2.0659, loss: 2.0659, grad_norm: 3.3092 2020-08-13 18:11:02,350 - mmaction - INFO - Epoch [36][1060/1253] lr: 3.000e-02, eta: 1 day, 1:20:31, time: 0.805, data_time: 0.006, memory: 4947, top1_acc: 0.5128, top5_acc: 0.7492, loss_cls: 2.1182, loss: 2.1182, grad_norm: 3.3166 2020-08-13 18:11:18,233 - mmaction - INFO - Epoch [36][1080/1253] lr: 3.000e-02, eta: 1 day, 1:19:56, time: 0.794, data_time: 0.005, memory: 4947, top1_acc: 0.5143, top5_acc: 0.7526, loss_cls: 2.1215, loss: 2.1215, grad_norm: 3.3912 2020-08-13 18:11:33,803 - mmaction - INFO - Epoch [36][1100/1253] lr: 3.000e-02, eta: 1 day, 1:19:20, time: 0.779, data_time: 0.006, memory: 4947, top1_acc: 0.5146, top5_acc: 0.7659, loss_cls: 2.0644, loss: 2.0644, grad_norm: 3.2831 2020-08-13 18:11:49,710 - mmaction - INFO - Epoch [36][1120/1253] lr: 3.000e-02, eta: 1 day, 1:18:45, time: 0.795, data_time: 0.008, memory: 4947, top1_acc: 0.5359, top5_acc: 0.7641, loss_cls: 2.0035, loss: 2.0035, grad_norm: 3.2991 2020-08-13 18:12:05,727 - mmaction - INFO - Epoch [36][1140/1253] lr: 3.000e-02, eta: 1 day, 1:18:11, time: 0.800, data_time: 0.002, memory: 4947, top1_acc: 0.5255, top5_acc: 0.7531, loss_cls: 2.0791, loss: 2.0791, grad_norm: 3.2937 2020-08-13 18:12:20,994 - mmaction - INFO - Epoch [36][1160/1253] lr: 3.000e-02, eta: 1 day, 1:17:35, time: 0.763, data_time: 0.007, memory: 4947, top1_acc: 0.5177, top5_acc: 0.7490, loss_cls: 2.1105, loss: 2.1105, grad_norm: 3.3274 2020-08-13 18:12:36,671 - mmaction - INFO - Epoch [36][1180/1253] lr: 3.000e-02, eta: 1 day, 1:17:00, time: 0.785, data_time: 0.008, memory: 4947, top1_acc: 0.5336, top5_acc: 0.7648, loss_cls: 2.0294, loss: 2.0294, grad_norm: 3.4229 2020-08-13 18:12:51,212 - mmaction - INFO - Epoch [36][1200/1253] lr: 3.000e-02, eta: 1 day, 1:16:23, time: 0.727, data_time: 0.009, memory: 4947, top1_acc: 0.5221, top5_acc: 0.7646, loss_cls: 2.0283, loss: 2.0283, grad_norm: 3.3311 2020-08-13 18:13:06,638 - mmaction - INFO - Epoch [36][1220/1253] lr: 3.000e-02, eta: 1 day, 1:15:47, time: 0.772, data_time: 0.004, memory: 4947, top1_acc: 0.5273, top5_acc: 0.7531, loss_cls: 2.0608, loss: 2.0608, grad_norm: 3.2844 2020-08-13 18:13:21,770 - mmaction - INFO - Epoch [36][1240/1253] lr: 3.000e-02, eta: 1 day, 1:15:11, time: 0.756, data_time: 0.005, memory: 4947, top1_acc: 0.5193, top5_acc: 0.7573, loss_cls: 2.0705, loss: 2.0705, grad_norm: 3.3170 2020-08-13 18:14:11,283 - mmaction - INFO - Saving checkpoint at 36 epochs 2020-08-13 18:21:07,319 - mmaction - INFO - Epoch [37][20/1253] lr: 3.000e-02, eta: 1 day, 1:25:45, time: 20.762, data_time: 16.896, memory: 4947, top1_acc: 0.5294, top5_acc: 0.7708, loss_cls: 2.0160, loss: 2.0160, grad_norm: 3.3345 2020-08-13 18:21:19,675 - mmaction - INFO - Epoch [37][40/1253] lr: 3.000e-02, eta: 1 day, 1:25:03, time: 0.621, data_time: 0.007, memory: 4947, top1_acc: 0.5326, top5_acc: 0.7625, loss_cls: 1.9962, loss: 1.9962, grad_norm: 3.3949 2020-08-13 18:21:32,224 - mmaction - INFO - Epoch [37][60/1253] lr: 3.000e-02, eta: 1 day, 1:24:22, time: 0.624, data_time: 0.006, memory: 4947, top1_acc: 0.5151, top5_acc: 0.7474, loss_cls: 2.0911, loss: 2.0911, grad_norm: 3.3132 2020-08-13 18:21:44,533 - mmaction - INFO - Epoch [37][80/1253] lr: 3.000e-02, eta: 1 day, 1:23:41, time: 0.620, data_time: 0.008, memory: 4947, top1_acc: 0.5328, top5_acc: 0.7711, loss_cls: 2.0078, loss: 2.0078, grad_norm: 3.3432 2020-08-13 18:21:56,900 - mmaction - INFO - Epoch [37][100/1253] lr: 3.000e-02, eta: 1 day, 1:22:59, time: 0.616, data_time: 0.005, memory: 4947, top1_acc: 0.5299, top5_acc: 0.7677, loss_cls: 1.9980, loss: 1.9980, grad_norm: 3.3554 2020-08-13 18:22:09,855 - mmaction - INFO - Epoch [37][120/1253] lr: 3.000e-02, eta: 1 day, 1:22:19, time: 0.649, data_time: 0.009, memory: 4947, top1_acc: 0.5362, top5_acc: 0.7654, loss_cls: 2.0201, loss: 2.0201, grad_norm: 3.2599 2020-08-13 18:22:23,212 - mmaction - INFO - Epoch [37][140/1253] lr: 3.000e-02, eta: 1 day, 1:21:40, time: 0.665, data_time: 0.008, memory: 4947, top1_acc: 0.5297, top5_acc: 0.7734, loss_cls: 1.9763, loss: 1.9763, grad_norm: 3.2578 2020-08-13 18:22:37,534 - mmaction - INFO - Epoch [37][160/1253] lr: 3.000e-02, eta: 1 day, 1:21:02, time: 0.717, data_time: 0.008, memory: 4947, top1_acc: 0.5203, top5_acc: 0.7638, loss_cls: 2.0379, loss: 2.0379, grad_norm: 3.3083 2020-08-13 18:22:50,519 - mmaction - INFO - Epoch [37][180/1253] lr: 3.000e-02, eta: 1 day, 1:20:22, time: 0.648, data_time: 0.008, memory: 4947, top1_acc: 0.5232, top5_acc: 0.7570, loss_cls: 2.0594, loss: 2.0594, grad_norm: 3.3607 2020-08-13 18:23:04,888 - mmaction - INFO - Epoch [37][200/1253] lr: 3.000e-02, eta: 1 day, 1:19:44, time: 0.722, data_time: 0.007, memory: 4947, top1_acc: 0.5341, top5_acc: 0.7672, loss_cls: 1.9818, loss: 1.9818, grad_norm: 3.2679 2020-08-13 18:23:18,043 - mmaction - INFO - Epoch [37][220/1253] lr: 3.000e-02, eta: 1 day, 1:19:04, time: 0.654, data_time: 0.005, memory: 4947, top1_acc: 0.5289, top5_acc: 0.7607, loss_cls: 2.0240, loss: 2.0240, grad_norm: 3.3030 2020-08-13 18:23:33,283 - mmaction - INFO - Epoch [37][240/1253] lr: 3.000e-02, eta: 1 day, 1:18:28, time: 0.766, data_time: 0.007, memory: 4947, top1_acc: 0.5286, top5_acc: 0.7625, loss_cls: 2.0365, loss: 2.0365, grad_norm: 3.2800 2020-08-13 18:23:48,090 - mmaction - INFO - Epoch [37][260/1253] lr: 3.000e-02, eta: 1 day, 1:17:51, time: 0.741, data_time: 0.005, memory: 4947, top1_acc: 0.5263, top5_acc: 0.7721, loss_cls: 1.9854, loss: 1.9854, grad_norm: 3.2769 2020-08-13 18:24:02,620 - mmaction - INFO - Epoch [37][280/1253] lr: 3.000e-02, eta: 1 day, 1:17:14, time: 0.723, data_time: 0.003, memory: 4947, top1_acc: 0.5164, top5_acc: 0.7604, loss_cls: 2.0574, loss: 2.0574, grad_norm: 3.3766 2020-08-13 18:24:17,581 - mmaction - INFO - Epoch [37][300/1253] lr: 3.000e-02, eta: 1 day, 1:16:37, time: 0.748, data_time: 0.010, memory: 4947, top1_acc: 0.5328, top5_acc: 0.7656, loss_cls: 1.9917, loss: 1.9917, grad_norm: 3.2504 2020-08-13 18:24:31,495 - mmaction - INFO - Epoch [37][320/1253] lr: 3.000e-02, eta: 1 day, 1:15:59, time: 0.696, data_time: 0.008, memory: 4947, top1_acc: 0.5286, top5_acc: 0.7656, loss_cls: 2.0384, loss: 2.0384, grad_norm: 3.3661 2020-08-13 18:24:45,785 - mmaction - INFO - Epoch [37][340/1253] lr: 3.000e-02, eta: 1 day, 1:15:21, time: 0.712, data_time: 0.011, memory: 4947, top1_acc: 0.5344, top5_acc: 0.7716, loss_cls: 1.9902, loss: 1.9902, grad_norm: 3.4075 2020-08-13 18:24:59,920 - mmaction - INFO - Epoch [37][360/1253] lr: 3.000e-02, eta: 1 day, 1:14:43, time: 0.712, data_time: 0.008, memory: 4947, top1_acc: 0.5250, top5_acc: 0.7734, loss_cls: 1.9969, loss: 1.9969, grad_norm: 3.3709 2020-08-13 18:25:14,744 - mmaction - INFO - Epoch [37][380/1253] lr: 3.000e-02, eta: 1 day, 1:14:07, time: 0.742, data_time: 0.007, memory: 4947, top1_acc: 0.5357, top5_acc: 0.7674, loss_cls: 1.9869, loss: 1.9869, grad_norm: 3.3333 2020-08-13 18:25:29,253 - mmaction - INFO - Epoch [37][400/1253] lr: 3.000e-02, eta: 1 day, 1:13:29, time: 0.724, data_time: 0.002, memory: 4947, top1_acc: 0.5263, top5_acc: 0.7586, loss_cls: 2.0623, loss: 2.0623, grad_norm: 3.3137 2020-08-13 18:25:44,065 - mmaction - INFO - Epoch [37][420/1253] lr: 3.000e-02, eta: 1 day, 1:12:53, time: 0.738, data_time: 0.007, memory: 4947, top1_acc: 0.5263, top5_acc: 0.7609, loss_cls: 2.0428, loss: 2.0428, grad_norm: 3.3880 2020-08-13 18:25:58,446 - mmaction - INFO - Epoch [37][440/1253] lr: 3.000e-02, eta: 1 day, 1:12:15, time: 0.724, data_time: 0.007, memory: 4947, top1_acc: 0.5172, top5_acc: 0.7599, loss_cls: 2.0423, loss: 2.0423, grad_norm: 3.3282 2020-08-13 18:26:13,519 - mmaction - INFO - Epoch [37][460/1253] lr: 3.000e-02, eta: 1 day, 1:11:39, time: 0.752, data_time: 0.007, memory: 4947, top1_acc: 0.5313, top5_acc: 0.7672, loss_cls: 2.0425, loss: 2.0425, grad_norm: 3.3794 2020-08-13 18:26:28,144 - mmaction - INFO - Epoch [37][480/1253] lr: 3.000e-02, eta: 1 day, 1:11:02, time: 0.733, data_time: 0.008, memory: 4947, top1_acc: 0.5078, top5_acc: 0.7523, loss_cls: 2.0948, loss: 2.0948, grad_norm: 3.3851 2020-08-13 18:26:43,369 - mmaction - INFO - Epoch [37][500/1253] lr: 3.000e-02, eta: 1 day, 1:10:26, time: 0.759, data_time: 0.004, memory: 4947, top1_acc: 0.5385, top5_acc: 0.7573, loss_cls: 2.0345, loss: 2.0345, grad_norm: 3.2928 2020-08-13 18:26:57,611 - mmaction - INFO - Epoch [37][520/1253] lr: 3.000e-02, eta: 1 day, 1:09:49, time: 0.714, data_time: 0.004, memory: 4947, top1_acc: 0.5313, top5_acc: 0.7609, loss_cls: 2.0160, loss: 2.0160, grad_norm: 3.2812 2020-08-13 18:27:13,546 - mmaction - INFO - Epoch [37][540/1253] lr: 3.000e-02, eta: 1 day, 1:09:14, time: 0.794, data_time: 0.006, memory: 4947, top1_acc: 0.5245, top5_acc: 0.7669, loss_cls: 2.0208, loss: 2.0208, grad_norm: 3.2900 2020-08-13 18:27:29,326 - mmaction - INFO - Epoch [37][560/1253] lr: 3.000e-02, eta: 1 day, 1:08:39, time: 0.791, data_time: 0.006, memory: 4947, top1_acc: 0.5344, top5_acc: 0.7656, loss_cls: 2.0197, loss: 2.0197, grad_norm: 3.3604 2020-08-13 18:27:43,212 - mmaction - INFO - Epoch [37][580/1253] lr: 3.000e-02, eta: 1 day, 1:08:01, time: 0.691, data_time: 0.007, memory: 4947, top1_acc: 0.5297, top5_acc: 0.7633, loss_cls: 2.0359, loss: 2.0359, grad_norm: 3.3002 2020-08-13 18:27:57,655 - mmaction - INFO - Epoch [37][600/1253] lr: 3.000e-02, eta: 1 day, 1:07:24, time: 0.724, data_time: 0.008, memory: 4947, top1_acc: 0.5260, top5_acc: 0.7719, loss_cls: 2.0242, loss: 2.0242, grad_norm: 3.2951 2020-08-13 18:28:13,626 - mmaction - INFO - Epoch [37][620/1253] lr: 3.000e-02, eta: 1 day, 1:06:49, time: 0.798, data_time: 0.009, memory: 4947, top1_acc: 0.5268, top5_acc: 0.7565, loss_cls: 2.0382, loss: 2.0382, grad_norm: 3.3597 2020-08-13 18:28:28,181 - mmaction - INFO - Epoch [37][640/1253] lr: 3.000e-02, eta: 1 day, 1:06:12, time: 0.728, data_time: 0.005, memory: 4947, top1_acc: 0.5326, top5_acc: 0.7646, loss_cls: 2.0015, loss: 2.0015, grad_norm: 3.3045 2020-08-13 18:28:43,217 - mmaction - INFO - Epoch [37][660/1253] lr: 3.000e-02, eta: 1 day, 1:05:36, time: 0.751, data_time: 0.006, memory: 4947, top1_acc: 0.5161, top5_acc: 0.7560, loss_cls: 2.0756, loss: 2.0756, grad_norm: 3.3893 2020-08-13 18:28:58,513 - mmaction - INFO - Epoch [37][680/1253] lr: 3.000e-02, eta: 1 day, 1:05:01, time: 0.765, data_time: 0.009, memory: 4947, top1_acc: 0.5305, top5_acc: 0.7599, loss_cls: 2.0361, loss: 2.0361, grad_norm: 3.3568 2020-08-13 18:29:13,478 - mmaction - INFO - Epoch [37][700/1253] lr: 3.000e-02, eta: 1 day, 1:04:24, time: 0.748, data_time: 0.006, memory: 4947, top1_acc: 0.5224, top5_acc: 0.7570, loss_cls: 2.0412, loss: 2.0412, grad_norm: 3.3554 2020-08-13 18:29:27,549 - mmaction - INFO - Epoch [37][720/1253] lr: 3.000e-02, eta: 1 day, 1:03:47, time: 0.706, data_time: 0.004, memory: 4947, top1_acc: 0.5167, top5_acc: 0.7497, loss_cls: 2.0729, loss: 2.0729, grad_norm: 3.3866 2020-08-13 18:29:43,389 - mmaction - INFO - Epoch [37][740/1253] lr: 3.000e-02, eta: 1 day, 1:03:12, time: 0.788, data_time: 0.005, memory: 4947, top1_acc: 0.5232, top5_acc: 0.7568, loss_cls: 2.0701, loss: 2.0701, grad_norm: 3.3868 2020-08-13 18:29:57,590 - mmaction - INFO - Epoch [37][760/1253] lr: 3.000e-02, eta: 1 day, 1:02:35, time: 0.713, data_time: 0.007, memory: 4947, top1_acc: 0.5208, top5_acc: 0.7625, loss_cls: 2.0122, loss: 2.0122, grad_norm: 3.2739 2020-08-13 18:30:13,115 - mmaction - INFO - Epoch [37][780/1253] lr: 3.000e-02, eta: 1 day, 1:02:00, time: 0.777, data_time: 0.008, memory: 4947, top1_acc: 0.5208, top5_acc: 0.7609, loss_cls: 2.0343, loss: 2.0343, grad_norm: 3.3438 2020-08-13 18:30:27,982 - mmaction - INFO - Epoch [37][800/1253] lr: 3.000e-02, eta: 1 day, 1:01:23, time: 0.741, data_time: 0.005, memory: 4947, top1_acc: 0.5237, top5_acc: 0.7555, loss_cls: 2.0712, loss: 2.0712, grad_norm: 3.3307 2020-08-13 18:30:44,022 - mmaction - INFO - Epoch [37][820/1253] lr: 3.000e-02, eta: 1 day, 1:00:49, time: 0.804, data_time: 0.005, memory: 4947, top1_acc: 0.5271, top5_acc: 0.7628, loss_cls: 2.0119, loss: 2.0119, grad_norm: 3.2436 2020-08-13 18:30:59,117 - mmaction - INFO - Epoch [37][840/1253] lr: 3.000e-02, eta: 1 day, 1:00:13, time: 0.754, data_time: 0.005, memory: 4947, top1_acc: 0.5266, top5_acc: 0.7648, loss_cls: 2.0033, loss: 2.0033, grad_norm: 3.3083 2020-08-13 18:31:14,145 - mmaction - INFO - Epoch [37][860/1253] lr: 3.000e-02, eta: 1 day, 0:59:38, time: 0.752, data_time: 0.003, memory: 4947, top1_acc: 0.5214, top5_acc: 0.7552, loss_cls: 2.0913, loss: 2.0913, grad_norm: 3.3317 2020-08-13 18:31:29,441 - mmaction - INFO - Epoch [37][880/1253] lr: 3.000e-02, eta: 1 day, 0:59:02, time: 0.760, data_time: 0.008, memory: 4947, top1_acc: 0.5201, top5_acc: 0.7560, loss_cls: 2.0838, loss: 2.0838, grad_norm: 3.3706 2020-08-13 18:31:44,381 - mmaction - INFO - Epoch [37][900/1253] lr: 3.000e-02, eta: 1 day, 0:58:26, time: 0.748, data_time: 0.008, memory: 4947, top1_acc: 0.5107, top5_acc: 0.7523, loss_cls: 2.0888, loss: 2.0888, grad_norm: 3.3438 2020-08-13 18:31:59,327 - mmaction - INFO - Epoch [37][920/1253] lr: 3.000e-02, eta: 1 day, 0:57:50, time: 0.749, data_time: 0.005, memory: 4947, top1_acc: 0.5372, top5_acc: 0.7599, loss_cls: 2.0240, loss: 2.0240, grad_norm: 3.3105 2020-08-13 18:32:14,509 - mmaction - INFO - Epoch [37][940/1253] lr: 3.000e-02, eta: 1 day, 0:57:15, time: 0.761, data_time: 0.008, memory: 4947, top1_acc: 0.5227, top5_acc: 0.7701, loss_cls: 2.0356, loss: 2.0356, grad_norm: 3.4094 2020-08-13 18:32:30,797 - mmaction - INFO - Epoch [37][960/1253] lr: 3.000e-02, eta: 1 day, 0:56:41, time: 0.815, data_time: 0.003, memory: 4947, top1_acc: 0.5227, top5_acc: 0.7570, loss_cls: 2.0492, loss: 2.0492, grad_norm: 3.3647 2020-08-13 18:32:46,165 - mmaction - INFO - Epoch [37][980/1253] lr: 3.000e-02, eta: 1 day, 0:56:06, time: 0.762, data_time: 0.005, memory: 4947, top1_acc: 0.5193, top5_acc: 0.7503, loss_cls: 2.1049, loss: 2.1049, grad_norm: 3.3152 2020-08-13 18:33:01,803 - mmaction - INFO - Epoch [37][1000/1253] lr: 3.000e-02, eta: 1 day, 0:55:31, time: 0.787, data_time: 0.009, memory: 4947, top1_acc: 0.5206, top5_acc: 0.7638, loss_cls: 2.0443, loss: 2.0443, grad_norm: 3.3522 2020-08-13 18:33:16,518 - mmaction - INFO - Epoch [37][1020/1253] lr: 3.000e-02, eta: 1 day, 0:54:55, time: 0.733, data_time: 0.008, memory: 4947, top1_acc: 0.5357, top5_acc: 0.7716, loss_cls: 2.0016, loss: 2.0016, grad_norm: 3.2351 2020-08-13 18:33:32,387 - mmaction - INFO - Epoch [37][1040/1253] lr: 3.000e-02, eta: 1 day, 0:54:20, time: 0.795, data_time: 0.008, memory: 4947, top1_acc: 0.5263, top5_acc: 0.7706, loss_cls: 1.9974, loss: 1.9974, grad_norm: 3.3601 2020-08-13 18:33:48,702 - mmaction - INFO - Epoch [37][1060/1253] lr: 3.000e-02, eta: 1 day, 0:53:47, time: 0.817, data_time: 0.007, memory: 4947, top1_acc: 0.5068, top5_acc: 0.7495, loss_cls: 2.1207, loss: 2.1207, grad_norm: 3.4191 2020-08-13 18:34:03,650 - mmaction - INFO - Epoch [37][1080/1253] lr: 3.000e-02, eta: 1 day, 0:53:11, time: 0.745, data_time: 0.008, memory: 4947, top1_acc: 0.5112, top5_acc: 0.7622, loss_cls: 2.0800, loss: 2.0800, grad_norm: 3.3574 2020-08-13 18:34:19,116 - mmaction - INFO - Epoch [37][1100/1253] lr: 3.000e-02, eta: 1 day, 0:52:36, time: 0.773, data_time: 0.009, memory: 4947, top1_acc: 0.5203, top5_acc: 0.7607, loss_cls: 2.0386, loss: 2.0386, grad_norm: 3.3121 2020-08-13 18:34:34,164 - mmaction - INFO - Epoch [37][1120/1253] lr: 3.000e-02, eta: 1 day, 0:52:00, time: 0.751, data_time: 0.009, memory: 4947, top1_acc: 0.5115, top5_acc: 0.7544, loss_cls: 2.0987, loss: 2.0987, grad_norm: 3.3602 2020-08-13 18:34:49,255 - mmaction - INFO - Epoch [37][1140/1253] lr: 3.000e-02, eta: 1 day, 0:51:25, time: 0.757, data_time: 0.007, memory: 4947, top1_acc: 0.5167, top5_acc: 0.7474, loss_cls: 2.1155, loss: 2.1155, grad_norm: 3.3608 2020-08-13 18:35:04,943 - mmaction - INFO - Epoch [37][1160/1253] lr: 3.000e-02, eta: 1 day, 0:50:50, time: 0.786, data_time: 0.006, memory: 4947, top1_acc: 0.5385, top5_acc: 0.7659, loss_cls: 2.0087, loss: 2.0087, grad_norm: 3.3247 2020-08-13 18:35:20,405 - mmaction - INFO - Epoch [37][1180/1253] lr: 3.000e-02, eta: 1 day, 0:50:15, time: 0.772, data_time: 0.002, memory: 4947, top1_acc: 0.5201, top5_acc: 0.7609, loss_cls: 2.0536, loss: 2.0536, grad_norm: 3.3161 2020-08-13 18:35:36,737 - mmaction - INFO - Epoch [37][1200/1253] lr: 3.000e-02, eta: 1 day, 0:49:42, time: 0.814, data_time: 0.006, memory: 4947, top1_acc: 0.5219, top5_acc: 0.7667, loss_cls: 2.0344, loss: 2.0344, grad_norm: 3.2057 2020-08-13 18:35:50,402 - mmaction - INFO - Epoch [37][1220/1253] lr: 3.000e-02, eta: 1 day, 0:49:04, time: 0.684, data_time: 0.008, memory: 4947, top1_acc: 0.5115, top5_acc: 0.7443, loss_cls: 2.1080, loss: 2.1080, grad_norm: 3.3209 2020-08-13 18:36:06,718 - mmaction - INFO - Epoch [37][1240/1253] lr: 3.000e-02, eta: 1 day, 0:48:31, time: 0.817, data_time: 0.009, memory: 4947, top1_acc: 0.5258, top5_acc: 0.7461, loss_cls: 2.0976, loss: 2.0976, grad_norm: 3.3741 2020-08-13 18:36:16,181 - mmaction - INFO - Saving checkpoint at 37 epochs 2020-08-13 18:43:16,228 - mmaction - INFO - Epoch [38][20/1253] lr: 3.000e-02, eta: 1 day, 0:58:44, time: 20.975, data_time: 1.141, memory: 4947, top1_acc: 0.5161, top5_acc: 0.7557, loss_cls: 2.0546, loss: 2.0546, grad_norm: 3.2850 2020-08-13 18:43:28,826 - mmaction - INFO - Epoch [38][40/1253] lr: 3.000e-02, eta: 1 day, 0:58:04, time: 0.632, data_time: 0.010, memory: 4947, top1_acc: 0.5398, top5_acc: 0.7648, loss_cls: 1.9771, loss: 1.9771, grad_norm: 3.2467 2020-08-13 18:43:41,273 - mmaction - INFO - Epoch [38][60/1253] lr: 3.000e-02, eta: 1 day, 0:57:23, time: 0.620, data_time: 0.007, memory: 4947, top1_acc: 0.5359, top5_acc: 0.7648, loss_cls: 1.9861, loss: 1.9861, grad_norm: 3.2847 2020-08-13 18:43:54,172 - mmaction - INFO - Epoch [38][80/1253] lr: 3.000e-02, eta: 1 day, 0:56:44, time: 0.648, data_time: 0.011, memory: 4947, top1_acc: 0.5409, top5_acc: 0.7753, loss_cls: 1.9569, loss: 1.9569, grad_norm: 3.2583 2020-08-13 18:44:07,274 - mmaction - INFO - Epoch [38][100/1253] lr: 3.000e-02, eta: 1 day, 0:56:04, time: 0.652, data_time: 0.007, memory: 4947, top1_acc: 0.5258, top5_acc: 0.7651, loss_cls: 2.0308, loss: 2.0308, grad_norm: 3.3478 2020-08-13 18:44:21,000 - mmaction - INFO - Epoch [38][120/1253] lr: 3.000e-02, eta: 1 day, 0:55:26, time: 0.689, data_time: 0.007, memory: 4947, top1_acc: 0.5281, top5_acc: 0.7701, loss_cls: 2.0271, loss: 2.0271, grad_norm: 3.2639 2020-08-13 18:44:35,294 - mmaction - INFO - Epoch [38][140/1253] lr: 3.000e-02, eta: 1 day, 0:54:49, time: 0.714, data_time: 0.007, memory: 4947, top1_acc: 0.5378, top5_acc: 0.7677, loss_cls: 1.9975, loss: 1.9975, grad_norm: 3.3613 2020-08-13 18:44:49,756 - mmaction - INFO - Epoch [38][160/1253] lr: 3.000e-02, eta: 1 day, 0:54:12, time: 0.723, data_time: 0.006, memory: 4947, top1_acc: 0.5227, top5_acc: 0.7651, loss_cls: 2.0361, loss: 2.0361, grad_norm: 3.3552 2020-08-13 18:45:03,791 - mmaction - INFO - Epoch [38][180/1253] lr: 3.000e-02, eta: 1 day, 0:53:35, time: 0.703, data_time: 0.007, memory: 4947, top1_acc: 0.5365, top5_acc: 0.7682, loss_cls: 1.9831, loss: 1.9831, grad_norm: 3.3088 2020-08-13 18:45:18,190 - mmaction - INFO - Epoch [38][200/1253] lr: 3.000e-02, eta: 1 day, 0:52:58, time: 0.720, data_time: 0.004, memory: 4947, top1_acc: 0.5266, top5_acc: 0.7635, loss_cls: 2.0231, loss: 2.0231, grad_norm: 3.3312 2020-08-13 18:45:34,505 - mmaction - INFO - Epoch [38][220/1253] lr: 3.000e-02, eta: 1 day, 0:52:24, time: 0.814, data_time: 0.007, memory: 4947, top1_acc: 0.5552, top5_acc: 0.7753, loss_cls: 1.9216, loss: 1.9216, grad_norm: 3.3165 2020-08-13 18:45:48,723 - mmaction - INFO - Epoch [38][240/1253] lr: 3.000e-02, eta: 1 day, 0:51:47, time: 0.712, data_time: 0.007, memory: 4947, top1_acc: 0.5323, top5_acc: 0.7625, loss_cls: 2.0363, loss: 2.0363, grad_norm: 3.3471 2020-08-13 18:46:03,812 - mmaction - INFO - Epoch [38][260/1253] lr: 3.000e-02, eta: 1 day, 0:51:12, time: 0.753, data_time: 0.007, memory: 4947, top1_acc: 0.5393, top5_acc: 0.7698, loss_cls: 1.9978, loss: 1.9978, grad_norm: 3.2767 2020-08-13 18:46:18,183 - mmaction - INFO - Epoch [38][280/1253] lr: 3.000e-02, eta: 1 day, 0:50:35, time: 0.719, data_time: 0.007, memory: 4947, top1_acc: 0.5414, top5_acc: 0.7609, loss_cls: 2.0047, loss: 2.0047, grad_norm: 3.3169 2020-08-13 18:46:34,007 - mmaction - INFO - Epoch [38][300/1253] lr: 3.000e-02, eta: 1 day, 0:50:00, time: 0.793, data_time: 0.007, memory: 4947, top1_acc: 0.5286, top5_acc: 0.7680, loss_cls: 2.0168, loss: 2.0168, grad_norm: 3.3977 2020-08-13 18:46:48,111 - mmaction - INFO - Epoch [38][320/1253] lr: 3.000e-02, eta: 1 day, 0:49:23, time: 0.701, data_time: 0.005, memory: 4947, top1_acc: 0.5292, top5_acc: 0.7633, loss_cls: 2.0160, loss: 2.0160, grad_norm: 3.4600 2020-08-13 18:47:03,372 - mmaction - INFO - Epoch [38][340/1253] lr: 3.000e-02, eta: 1 day, 0:48:48, time: 0.767, data_time: 0.008, memory: 4947, top1_acc: 0.5245, top5_acc: 0.7617, loss_cls: 2.0325, loss: 2.0325, grad_norm: 3.2896 2020-08-13 18:47:19,088 - mmaction - INFO - Epoch [38][360/1253] lr: 3.000e-02, eta: 1 day, 0:48:13, time: 0.782, data_time: 0.006, memory: 4947, top1_acc: 0.5367, top5_acc: 0.7703, loss_cls: 1.9824, loss: 1.9824, grad_norm: 3.3134 2020-08-13 18:47:33,095 - mmaction - INFO - Epoch [38][380/1253] lr: 3.000e-02, eta: 1 day, 0:47:36, time: 0.705, data_time: 0.007, memory: 4947, top1_acc: 0.5258, top5_acc: 0.7810, loss_cls: 1.9932, loss: 1.9932, grad_norm: 3.3666 2020-08-13 18:47:49,847 - mmaction - INFO - Epoch [38][400/1253] lr: 3.000e-02, eta: 1 day, 0:47:03, time: 0.834, data_time: 0.006, memory: 4947, top1_acc: 0.5292, top5_acc: 0.7628, loss_cls: 2.0307, loss: 2.0307, grad_norm: 3.3544 2020-08-13 18:48:05,139 - mmaction - INFO - Epoch [38][420/1253] lr: 3.000e-02, eta: 1 day, 0:46:28, time: 0.768, data_time: 0.007, memory: 4947, top1_acc: 0.5211, top5_acc: 0.7651, loss_cls: 2.0570, loss: 2.0570, grad_norm: 3.3407 2020-08-13 18:48:20,246 - mmaction - INFO - Epoch [38][440/1253] lr: 3.000e-02, eta: 1 day, 0:45:52, time: 0.754, data_time: 0.005, memory: 4947, top1_acc: 0.5180, top5_acc: 0.7458, loss_cls: 2.1223, loss: 2.1223, grad_norm: 3.3655 2020-08-13 18:48:35,083 - mmaction - INFO - Epoch [38][460/1253] lr: 3.000e-02, eta: 1 day, 0:45:16, time: 0.743, data_time: 0.004, memory: 4947, top1_acc: 0.5227, top5_acc: 0.7628, loss_cls: 2.0264, loss: 2.0264, grad_norm: 3.3023 2020-08-13 18:48:51,217 - mmaction - INFO - Epoch [38][480/1253] lr: 3.000e-02, eta: 1 day, 0:44:43, time: 0.805, data_time: 0.005, memory: 4947, top1_acc: 0.5208, top5_acc: 0.7628, loss_cls: 2.0396, loss: 2.0396, grad_norm: 3.3517 2020-08-13 18:49:07,701 - mmaction - INFO - Epoch [38][500/1253] lr: 3.000e-02, eta: 1 day, 0:44:10, time: 0.823, data_time: 0.004, memory: 4947, top1_acc: 0.5164, top5_acc: 0.7521, loss_cls: 2.0864, loss: 2.0864, grad_norm: 3.3416 2020-08-13 18:49:21,894 - mmaction - INFO - Epoch [38][520/1253] lr: 3.000e-02, eta: 1 day, 0:43:33, time: 0.711, data_time: 0.008, memory: 4947, top1_acc: 0.5318, top5_acc: 0.7622, loss_cls: 2.0107, loss: 2.0107, grad_norm: 3.2652 2020-08-13 18:49:37,022 - mmaction - INFO - Epoch [38][540/1253] lr: 3.000e-02, eta: 1 day, 0:42:57, time: 0.755, data_time: 0.005, memory: 4947, top1_acc: 0.5188, top5_acc: 0.7576, loss_cls: 2.0806, loss: 2.0806, grad_norm: 3.3331 2020-08-13 18:49:52,576 - mmaction - INFO - Epoch [38][560/1253] lr: 3.000e-02, eta: 1 day, 0:42:23, time: 0.776, data_time: 0.008, memory: 4947, top1_acc: 0.5237, top5_acc: 0.7664, loss_cls: 2.0501, loss: 2.0501, grad_norm: 3.3463 2020-08-13 18:50:07,805 - mmaction - INFO - Epoch [38][580/1253] lr: 3.000e-02, eta: 1 day, 0:41:47, time: 0.761, data_time: 0.010, memory: 4947, top1_acc: 0.5284, top5_acc: 0.7596, loss_cls: 2.0398, loss: 2.0398, grad_norm: 3.3096 2020-08-13 18:50:22,432 - mmaction - INFO - Epoch [38][600/1253] lr: 3.000e-02, eta: 1 day, 0:41:11, time: 0.737, data_time: 0.007, memory: 4947, top1_acc: 0.5258, top5_acc: 0.7604, loss_cls: 2.0362, loss: 2.0362, grad_norm: 3.3372 2020-08-13 18:50:38,592 - mmaction - INFO - Epoch [38][620/1253] lr: 3.000e-02, eta: 1 day, 0:40:38, time: 0.806, data_time: 0.007, memory: 4947, top1_acc: 0.5268, top5_acc: 0.7630, loss_cls: 2.0448, loss: 2.0448, grad_norm: 3.3929 2020-08-13 18:50:52,217 - mmaction - INFO - Epoch [38][640/1253] lr: 3.000e-02, eta: 1 day, 0:40:00, time: 0.683, data_time: 0.005, memory: 4947, top1_acc: 0.5266, top5_acc: 0.7523, loss_cls: 2.0698, loss: 2.0698, grad_norm: 3.4521 2020-08-13 18:51:08,479 - mmaction - INFO - Epoch [38][660/1253] lr: 3.000e-02, eta: 1 day, 0:39:27, time: 0.812, data_time: 0.005, memory: 4947, top1_acc: 0.5214, top5_acc: 0.7591, loss_cls: 2.0661, loss: 2.0661, grad_norm: 3.3493 2020-08-13 18:51:22,966 - mmaction - INFO - Epoch [38][680/1253] lr: 3.000e-02, eta: 1 day, 0:38:50, time: 0.725, data_time: 0.008, memory: 4947, top1_acc: 0.5237, top5_acc: 0.7622, loss_cls: 2.0633, loss: 2.0633, grad_norm: 3.4234 2020-08-13 18:51:37,532 - mmaction - INFO - Epoch [38][700/1253] lr: 3.000e-02, eta: 1 day, 0:38:14, time: 0.727, data_time: 0.003, memory: 4947, top1_acc: 0.5260, top5_acc: 0.7643, loss_cls: 2.0360, loss: 2.0360, grad_norm: 3.3198 2020-08-13 18:51:53,210 - mmaction - INFO - Epoch [38][720/1253] lr: 3.000e-02, eta: 1 day, 0:37:40, time: 0.783, data_time: 0.006, memory: 4947, top1_acc: 0.5133, top5_acc: 0.7438, loss_cls: 2.1172, loss: 2.1172, grad_norm: 3.4407 2020-08-13 18:52:08,018 - mmaction - INFO - Epoch [38][740/1253] lr: 3.000e-02, eta: 1 day, 0:37:04, time: 0.742, data_time: 0.005, memory: 4947, top1_acc: 0.5198, top5_acc: 0.7672, loss_cls: 2.0145, loss: 2.0145, grad_norm: 3.3967 2020-08-13 18:52:23,202 - mmaction - INFO - Epoch [38][760/1253] lr: 3.000e-02, eta: 1 day, 0:36:29, time: 0.755, data_time: 0.009, memory: 4947, top1_acc: 0.5313, top5_acc: 0.7695, loss_cls: 2.0080, loss: 2.0080, grad_norm: 3.2836 2020-08-13 18:52:39,912 - mmaction - INFO - Epoch [38][780/1253] lr: 3.000e-02, eta: 1 day, 0:35:57, time: 0.840, data_time: 0.007, memory: 4947, top1_acc: 0.5323, top5_acc: 0.7552, loss_cls: 2.0119, loss: 2.0119, grad_norm: 3.3184 2020-08-13 18:52:53,784 - mmaction - INFO - Epoch [38][800/1253] lr: 3.000e-02, eta: 1 day, 0:35:19, time: 0.693, data_time: 0.006, memory: 4947, top1_acc: 0.5273, top5_acc: 0.7729, loss_cls: 2.0096, loss: 2.0096, grad_norm: 3.3018 2020-08-13 18:53:09,232 - mmaction - INFO - Epoch [38][820/1253] lr: 3.000e-02, eta: 1 day, 0:34:45, time: 0.773, data_time: 0.002, memory: 4947, top1_acc: 0.5138, top5_acc: 0.7487, loss_cls: 2.1163, loss: 2.1163, grad_norm: 3.4876 2020-08-13 18:53:24,361 - mmaction - INFO - Epoch [38][840/1253] lr: 3.000e-02, eta: 1 day, 0:34:10, time: 0.752, data_time: 0.007, memory: 4947, top1_acc: 0.5318, top5_acc: 0.7620, loss_cls: 2.0162, loss: 2.0162, grad_norm: 3.3642 2020-08-13 18:53:39,290 - mmaction - INFO - Epoch [38][860/1253] lr: 3.000e-02, eta: 1 day, 0:33:34, time: 0.751, data_time: 0.007, memory: 4947, top1_acc: 0.5240, top5_acc: 0.7620, loss_cls: 2.0209, loss: 2.0209, grad_norm: 3.2802 2020-08-13 18:53:54,463 - mmaction - INFO - Epoch [38][880/1253] lr: 3.000e-02, eta: 1 day, 0:32:59, time: 0.755, data_time: 0.008, memory: 4947, top1_acc: 0.5227, top5_acc: 0.7549, loss_cls: 2.0364, loss: 2.0364, grad_norm: 3.2737 2020-08-13 18:54:08,482 - mmaction - INFO - Epoch [38][900/1253] lr: 3.000e-02, eta: 1 day, 0:32:22, time: 0.705, data_time: 0.007, memory: 4947, top1_acc: 0.5313, top5_acc: 0.7732, loss_cls: 2.0088, loss: 2.0088, grad_norm: 3.2693 2020-08-13 18:54:24,775 - mmaction - INFO - Epoch [38][920/1253] lr: 3.000e-02, eta: 1 day, 0:31:49, time: 0.812, data_time: 0.007, memory: 4947, top1_acc: 0.5245, top5_acc: 0.7576, loss_cls: 2.0821, loss: 2.0821, grad_norm: 3.2922 2020-08-13 18:54:40,568 - mmaction - INFO - Epoch [38][940/1253] lr: 3.000e-02, eta: 1 day, 0:31:15, time: 0.789, data_time: 0.009, memory: 4947, top1_acc: 0.5266, top5_acc: 0.7685, loss_cls: 2.0227, loss: 2.0227, grad_norm: 3.2906 2020-08-13 18:54:54,721 - mmaction - INFO - Epoch [38][960/1253] lr: 3.000e-02, eta: 1 day, 0:30:39, time: 0.711, data_time: 0.008, memory: 4947, top1_acc: 0.5359, top5_acc: 0.7531, loss_cls: 2.0573, loss: 2.0573, grad_norm: 3.2907 2020-08-13 18:55:09,222 - mmaction - INFO - Epoch [38][980/1253] lr: 3.000e-02, eta: 1 day, 0:30:03, time: 0.723, data_time: 0.005, memory: 4947, top1_acc: 0.5268, top5_acc: 0.7674, loss_cls: 2.0202, loss: 2.0202, grad_norm: 3.3539 2020-08-13 19:03:17,474 - mmaction - INFO - Epoch [38][1000/1253] lr: 3.000e-02, eta: 1 day, 0:42:26, time: 24.407, data_time: 10.280, memory: 4947, top1_acc: 0.5326, top5_acc: 0.7669, loss_cls: 1.9874, loss: 1.9874, grad_norm: 3.2904 2020-08-13 19:06:19,038 - mmaction - INFO - Epoch [38][1020/1253] lr: 3.000e-02, eta: 1 day, 0:46:24, time: 9.083, data_time: 0.020, memory: 4947, top1_acc: 0.5234, top5_acc: 0.7669, loss_cls: 2.0095, loss: 2.0095, grad_norm: 3.2816 2020-08-13 19:06:31,521 - mmaction - INFO - Epoch [38][1040/1253] lr: 3.000e-02, eta: 1 day, 0:45:44, time: 0.624, data_time: 0.007, memory: 4947, top1_acc: 0.5313, top5_acc: 0.7706, loss_cls: 1.9956, loss: 1.9956, grad_norm: 3.3058 2020-08-13 19:06:43,899 - mmaction - INFO - Epoch [38][1060/1253] lr: 3.000e-02, eta: 1 day, 0:45:04, time: 0.618, data_time: 0.008, memory: 4947, top1_acc: 0.5185, top5_acc: 0.7641, loss_cls: 2.0645, loss: 2.0645, grad_norm: 3.3201 2020-08-13 19:06:56,378 - mmaction - INFO - Epoch [38][1080/1253] lr: 3.000e-02, eta: 1 day, 0:44:24, time: 0.626, data_time: 0.007, memory: 4947, top1_acc: 0.5242, top5_acc: 0.7589, loss_cls: 2.0343, loss: 2.0343, grad_norm: 3.2809 2020-08-13 19:07:08,821 - mmaction - INFO - Epoch [38][1100/1253] lr: 3.000e-02, eta: 1 day, 0:43:44, time: 0.624, data_time: 0.008, memory: 4947, top1_acc: 0.5312, top5_acc: 0.7586, loss_cls: 2.0355, loss: 2.0355, grad_norm: 3.3543 2020-08-13 19:07:22,863 - mmaction - INFO - Epoch [38][1120/1253] lr: 3.000e-02, eta: 1 day, 0:43:07, time: 0.700, data_time: 0.007, memory: 4947, top1_acc: 0.5167, top5_acc: 0.7641, loss_cls: 2.0593, loss: 2.0593, grad_norm: 3.3251 2020-08-13 19:07:35,026 - mmaction - INFO - Epoch [38][1140/1253] lr: 3.000e-02, eta: 1 day, 0:42:27, time: 0.610, data_time: 0.005, memory: 4947, top1_acc: 0.5143, top5_acc: 0.7651, loss_cls: 2.0350, loss: 2.0350, grad_norm: 3.2991 2020-08-13 19:07:48,654 - mmaction - INFO - Epoch [38][1160/1253] lr: 3.000e-02, eta: 1 day, 0:41:49, time: 0.678, data_time: 0.006, memory: 4947, top1_acc: 0.5221, top5_acc: 0.7633, loss_cls: 2.0629, loss: 2.0629, grad_norm: 3.3157 2020-08-13 19:08:02,406 - mmaction - INFO - Epoch [38][1180/1253] lr: 3.000e-02, eta: 1 day, 0:41:11, time: 0.692, data_time: 0.007, memory: 4947, top1_acc: 0.5315, top5_acc: 0.7703, loss_cls: 1.9975, loss: 1.9975, grad_norm: 3.2830 2020-08-13 19:08:16,285 - mmaction - INFO - Epoch [38][1200/1253] lr: 3.000e-02, eta: 1 day, 0:40:33, time: 0.690, data_time: 0.006, memory: 4947, top1_acc: 0.5198, top5_acc: 0.7581, loss_cls: 2.0358, loss: 2.0358, grad_norm: 3.3559 2020-08-13 19:08:31,151 - mmaction - INFO - Epoch [38][1220/1253] lr: 3.000e-02, eta: 1 day, 0:39:57, time: 0.747, data_time: 0.008, memory: 4947, top1_acc: 0.5312, top5_acc: 0.7576, loss_cls: 2.0293, loss: 2.0293, grad_norm: 3.2347 2020-08-13 19:08:45,645 - mmaction - INFO - Epoch [38][1240/1253] lr: 3.000e-02, eta: 1 day, 0:39:21, time: 0.719, data_time: 0.007, memory: 4947, top1_acc: 0.5318, top5_acc: 0.7690, loss_cls: 2.0198, loss: 2.0198, grad_norm: 3.4114 2020-08-13 19:08:53,982 - mmaction - INFO - Saving checkpoint at 38 epochs 2020-08-13 19:19:12,042 - mmaction - INFO - Epoch [39][20/1253] lr: 3.000e-02, eta: 1 day, 0:54:28, time: 30.861, data_time: 10.793, memory: 4947, top1_acc: 0.5177, top5_acc: 0.7500, loss_cls: 2.0981, loss: 2.0981, grad_norm: 3.3573 2020-08-13 19:19:24,452 - mmaction - INFO - Epoch [39][40/1253] lr: 3.000e-02, eta: 1 day, 0:53:48, time: 0.624, data_time: 0.008, memory: 4947, top1_acc: 0.5234, top5_acc: 0.7638, loss_cls: 2.0254, loss: 2.0254, grad_norm: 3.3391 2020-08-13 19:19:36,910 - mmaction - INFO - Epoch [39][60/1253] lr: 3.000e-02, eta: 1 day, 0:53:07, time: 0.620, data_time: 0.006, memory: 4947, top1_acc: 0.5354, top5_acc: 0.7604, loss_cls: 1.9902, loss: 1.9902, grad_norm: 3.2421 2020-08-13 19:19:49,278 - mmaction - INFO - Epoch [39][80/1253] lr: 3.000e-02, eta: 1 day, 0:52:27, time: 0.621, data_time: 0.007, memory: 4947, top1_acc: 0.5357, top5_acc: 0.7781, loss_cls: 1.9467, loss: 1.9467, grad_norm: 3.3541 2020-08-13 19:20:01,708 - mmaction - INFO - Epoch [39][100/1253] lr: 3.000e-02, eta: 1 day, 0:51:46, time: 0.621, data_time: 0.008, memory: 4947, top1_acc: 0.5297, top5_acc: 0.7659, loss_cls: 2.0118, loss: 2.0118, grad_norm: 3.3350 2020-08-13 19:20:14,987 - mmaction - INFO - Epoch [39][120/1253] lr: 3.000e-02, eta: 1 day, 0:51:07, time: 0.664, data_time: 0.008, memory: 4947, top1_acc: 0.5297, top5_acc: 0.7646, loss_cls: 2.0158, loss: 2.0158, grad_norm: 3.2264 2020-08-13 19:20:27,773 - mmaction - INFO - Epoch [39][140/1253] lr: 3.000e-02, eta: 1 day, 0:50:28, time: 0.639, data_time: 0.003, memory: 4947, top1_acc: 0.5372, top5_acc: 0.7732, loss_cls: 2.0129, loss: 2.0129, grad_norm: 3.3486 2020-08-13 19:20:41,831 - mmaction - INFO - Epoch [39][160/1253] lr: 3.000e-02, eta: 1 day, 0:49:50, time: 0.701, data_time: 0.007, memory: 4947, top1_acc: 0.5367, top5_acc: 0.7708, loss_cls: 1.9947, loss: 1.9947, grad_norm: 3.3733 2020-08-13 19:20:55,135 - mmaction - INFO - Epoch [39][180/1253] lr: 3.000e-02, eta: 1 day, 0:49:11, time: 0.668, data_time: 0.006, memory: 4947, top1_acc: 0.5237, top5_acc: 0.7651, loss_cls: 2.0120, loss: 2.0120, grad_norm: 3.4154 2020-08-13 19:21:10,173 - mmaction - INFO - Epoch [39][200/1253] lr: 3.000e-02, eta: 1 day, 0:48:35, time: 0.748, data_time: 0.007, memory: 4947, top1_acc: 0.5292, top5_acc: 0.7573, loss_cls: 2.0365, loss: 2.0365, grad_norm: 3.3759 2020-08-13 19:21:24,977 - mmaction - INFO - Epoch [39][220/1253] lr: 3.000e-02, eta: 1 day, 0:47:58, time: 0.741, data_time: 0.008, memory: 4947, top1_acc: 0.5305, top5_acc: 0.7654, loss_cls: 2.0082, loss: 2.0082, grad_norm: 3.2892 2020-08-13 19:21:39,165 - mmaction - INFO - Epoch [39][240/1253] lr: 3.000e-02, eta: 1 day, 0:47:21, time: 0.710, data_time: 0.005, memory: 4947, top1_acc: 0.5430, top5_acc: 0.7690, loss_cls: 1.9815, loss: 1.9815, grad_norm: 3.2761 2020-08-13 19:21:53,498 - mmaction - INFO - Epoch [39][260/1253] lr: 3.000e-02, eta: 1 day, 0:46:44, time: 0.717, data_time: 0.008, memory: 4947, top1_acc: 0.5255, top5_acc: 0.7497, loss_cls: 2.0775, loss: 2.0775, grad_norm: 3.3358 2020-08-13 19:22:07,762 - mmaction - INFO - Epoch [39][280/1253] lr: 3.000e-02, eta: 1 day, 0:46:07, time: 0.715, data_time: 0.007, memory: 4947, top1_acc: 0.5284, top5_acc: 0.7643, loss_cls: 2.0187, loss: 2.0187, grad_norm: 3.3624 2020-08-13 19:22:22,117 - mmaction - INFO - Epoch [39][300/1253] lr: 3.000e-02, eta: 1 day, 0:45:30, time: 0.715, data_time: 0.008, memory: 4947, top1_acc: 0.5294, top5_acc: 0.7740, loss_cls: 2.0014, loss: 2.0014, grad_norm: 3.3118 2020-08-13 19:22:37,461 - mmaction - INFO - Epoch [39][320/1253] lr: 3.000e-02, eta: 1 day, 0:44:54, time: 0.768, data_time: 0.008, memory: 4947, top1_acc: 0.5349, top5_acc: 0.7750, loss_cls: 1.9877, loss: 1.9877, grad_norm: 3.3919 2020-08-13 19:22:52,766 - mmaction - INFO - Epoch [39][340/1253] lr: 3.000e-02, eta: 1 day, 0:44:19, time: 0.767, data_time: 0.008, memory: 4947, top1_acc: 0.5281, top5_acc: 0.7656, loss_cls: 2.0308, loss: 2.0308, grad_norm: 3.3905 2020-08-13 19:23:07,961 - mmaction - INFO - Epoch [39][360/1253] lr: 3.000e-02, eta: 1 day, 0:43:43, time: 0.758, data_time: 0.007, memory: 4947, top1_acc: 0.5240, top5_acc: 0.7682, loss_cls: 2.0257, loss: 2.0257, grad_norm: 3.3426 2020-08-13 19:23:22,584 - mmaction - INFO - Epoch [39][380/1253] lr: 3.000e-02, eta: 1 day, 0:43:07, time: 0.733, data_time: 0.006, memory: 4947, top1_acc: 0.5341, top5_acc: 0.7776, loss_cls: 1.9898, loss: 1.9898, grad_norm: 3.3430 2020-08-13 19:23:38,278 - mmaction - INFO - Epoch [39][400/1253] lr: 3.000e-02, eta: 1 day, 0:42:32, time: 0.784, data_time: 0.005, memory: 4947, top1_acc: 0.5510, top5_acc: 0.7805, loss_cls: 1.9519, loss: 1.9519, grad_norm: 3.2921 2020-08-13 19:23:52,676 - mmaction - INFO - Epoch [39][420/1253] lr: 3.000e-02, eta: 1 day, 0:41:55, time: 0.720, data_time: 0.003, memory: 4947, top1_acc: 0.5271, top5_acc: 0.7648, loss_cls: 2.0342, loss: 2.0342, grad_norm: 3.5063 2020-08-13 19:24:08,802 - mmaction - INFO - Epoch [39][440/1253] lr: 3.000e-02, eta: 1 day, 0:41:21, time: 0.805, data_time: 0.006, memory: 4947, top1_acc: 0.5281, top5_acc: 0.7609, loss_cls: 2.0247, loss: 2.0247, grad_norm: 3.3759 2020-08-13 19:24:23,423 - mmaction - INFO - Epoch [39][460/1253] lr: 3.000e-02, eta: 1 day, 0:40:44, time: 0.733, data_time: 0.005, memory: 4947, top1_acc: 0.5229, top5_acc: 0.7716, loss_cls: 2.0194, loss: 2.0194, grad_norm: 3.3372 2020-08-13 19:24:38,098 - mmaction - INFO - Epoch [39][480/1253] lr: 3.000e-02, eta: 1 day, 0:40:08, time: 0.731, data_time: 0.008, memory: 4947, top1_acc: 0.5440, top5_acc: 0.7747, loss_cls: 1.9702, loss: 1.9702, grad_norm: 3.2645 2020-08-13 19:24:53,711 - mmaction - INFO - Epoch [39][500/1253] lr: 3.000e-02, eta: 1 day, 0:39:33, time: 0.782, data_time: 0.008, memory: 4947, top1_acc: 0.5211, top5_acc: 0.7539, loss_cls: 2.0588, loss: 2.0588, grad_norm: 3.3524 2020-08-13 19:25:07,851 - mmaction - INFO - Epoch [39][520/1253] lr: 3.000e-02, eta: 1 day, 0:38:56, time: 0.705, data_time: 0.007, memory: 4947, top1_acc: 0.5292, top5_acc: 0.7661, loss_cls: 2.0294, loss: 2.0294, grad_norm: 3.3891 2020-08-13 19:25:22,003 - mmaction - INFO - Epoch [39][540/1253] lr: 3.000e-02, eta: 1 day, 0:38:19, time: 0.710, data_time: 0.007, memory: 4947, top1_acc: 0.5383, top5_acc: 0.7557, loss_cls: 2.0288, loss: 2.0288, grad_norm: 3.3571 2020-08-13 19:25:38,293 - mmaction - INFO - Epoch [39][560/1253] lr: 3.000e-02, eta: 1 day, 0:37:45, time: 0.812, data_time: 0.005, memory: 4947, top1_acc: 0.5445, top5_acc: 0.7708, loss_cls: 1.9715, loss: 1.9715, grad_norm: 3.3183 2020-08-13 19:25:53,143 - mmaction - INFO - Epoch [39][580/1253] lr: 3.000e-02, eta: 1 day, 0:37:09, time: 0.744, data_time: 0.008, memory: 4947, top1_acc: 0.5208, top5_acc: 0.7581, loss_cls: 2.0488, loss: 2.0488, grad_norm: 3.3972 2020-08-13 19:26:07,578 - mmaction - INFO - Epoch [39][600/1253] lr: 3.000e-02, eta: 1 day, 0:36:32, time: 0.721, data_time: 0.007, memory: 4947, top1_acc: 0.5372, top5_acc: 0.7581, loss_cls: 2.0154, loss: 2.0154, grad_norm: 3.2882 2020-08-13 19:26:21,984 - mmaction - INFO - Epoch [39][620/1253] lr: 3.000e-02, eta: 1 day, 0:35:56, time: 0.723, data_time: 0.006, memory: 4947, top1_acc: 0.5154, top5_acc: 0.7531, loss_cls: 2.0526, loss: 2.0526, grad_norm: 3.3128 2020-08-13 19:26:39,386 - mmaction - INFO - Epoch [39][640/1253] lr: 3.000e-02, eta: 1 day, 0:35:24, time: 0.869, data_time: 0.006, memory: 4947, top1_acc: 0.5487, top5_acc: 0.7682, loss_cls: 2.0211, loss: 2.0211, grad_norm: 3.2832 2020-08-13 19:26:54,210 - mmaction - INFO - Epoch [39][660/1253] lr: 3.000e-02, eta: 1 day, 0:34:48, time: 0.741, data_time: 0.005, memory: 4947, top1_acc: 0.5255, top5_acc: 0.7682, loss_cls: 2.0215, loss: 2.0215, grad_norm: 3.3344 2020-08-13 19:27:10,961 - mmaction - INFO - Epoch [39][680/1253] lr: 3.000e-02, eta: 1 day, 0:34:15, time: 0.836, data_time: 0.007, memory: 4947, top1_acc: 0.5255, top5_acc: 0.7664, loss_cls: 2.0560, loss: 2.0560, grad_norm: 3.3407 2020-08-13 19:27:24,529 - mmaction - INFO - Epoch [39][700/1253] lr: 3.000e-02, eta: 1 day, 0:33:37, time: 0.680, data_time: 0.009, memory: 4947, top1_acc: 0.5281, top5_acc: 0.7633, loss_cls: 2.0463, loss: 2.0463, grad_norm: 3.3517 2020-08-13 19:27:40,297 - mmaction - INFO - Epoch [39][720/1253] lr: 3.000e-02, eta: 1 day, 0:33:02, time: 0.790, data_time: 0.005, memory: 4947, top1_acc: 0.5229, top5_acc: 0.7573, loss_cls: 2.0687, loss: 2.0687, grad_norm: 3.3569 2020-08-13 19:27:55,331 - mmaction - INFO - Epoch [39][740/1253] lr: 3.000e-02, eta: 1 day, 0:32:27, time: 0.752, data_time: 0.008, memory: 4947, top1_acc: 0.5305, top5_acc: 0.7646, loss_cls: 2.0239, loss: 2.0239, grad_norm: 3.2929 2020-08-13 19:28:11,254 - mmaction - INFO - Epoch [39][760/1253] lr: 3.000e-02, eta: 1 day, 0:31:53, time: 0.796, data_time: 0.004, memory: 4947, top1_acc: 0.5411, top5_acc: 0.7758, loss_cls: 1.9890, loss: 1.9890, grad_norm: 3.3578 2020-08-13 19:28:25,952 - mmaction - INFO - Epoch [39][780/1253] lr: 3.000e-02, eta: 1 day, 0:31:17, time: 0.735, data_time: 0.006, memory: 4947, top1_acc: 0.5135, top5_acc: 0.7599, loss_cls: 2.0648, loss: 2.0648, grad_norm: 3.3889 2020-08-13 19:28:39,897 - mmaction - INFO - Epoch [39][800/1253] lr: 3.000e-02, eta: 1 day, 0:30:39, time: 0.695, data_time: 0.003, memory: 4947, top1_acc: 0.5294, top5_acc: 0.7688, loss_cls: 1.9971, loss: 1.9971, grad_norm: 3.3103 2020-08-13 19:28:55,316 - mmaction - INFO - Epoch [39][820/1253] lr: 3.000e-02, eta: 1 day, 0:30:04, time: 0.768, data_time: 0.007, memory: 4947, top1_acc: 0.5250, top5_acc: 0.7635, loss_cls: 1.9967, loss: 1.9967, grad_norm: 3.4244 2020-08-13 19:29:09,154 - mmaction - INFO - Epoch [39][840/1253] lr: 3.000e-02, eta: 1 day, 0:29:27, time: 0.694, data_time: 0.009, memory: 4947, top1_acc: 0.5229, top5_acc: 0.7677, loss_cls: 2.0137, loss: 2.0137, grad_norm: 3.3978 2020-08-13 19:29:25,240 - mmaction - INFO - Epoch [39][860/1253] lr: 3.000e-02, eta: 1 day, 0:28:53, time: 0.804, data_time: 0.008, memory: 4947, top1_acc: 0.5266, top5_acc: 0.7641, loss_cls: 2.0081, loss: 2.0081, grad_norm: 3.4224 2020-08-13 19:29:40,280 - mmaction - INFO - Epoch [39][880/1253] lr: 3.000e-02, eta: 1 day, 0:28:18, time: 0.756, data_time: 0.006, memory: 4947, top1_acc: 0.5242, top5_acc: 0.7557, loss_cls: 2.0477, loss: 2.0477, grad_norm: 3.3483 2020-08-13 19:29:55,155 - mmaction - INFO - Epoch [39][900/1253] lr: 3.000e-02, eta: 1 day, 0:27:42, time: 0.738, data_time: 0.008, memory: 4947, top1_acc: 0.5268, top5_acc: 0.7677, loss_cls: 1.9966, loss: 1.9966, grad_norm: 3.3395 2020-08-13 19:30:08,929 - mmaction - INFO - Epoch [39][920/1253] lr: 3.000e-02, eta: 1 day, 0:27:05, time: 0.692, data_time: 0.008, memory: 4947, top1_acc: 0.5516, top5_acc: 0.7638, loss_cls: 1.9922, loss: 1.9922, grad_norm: 3.3193 2020-08-13 19:30:24,968 - mmaction - INFO - Epoch [39][940/1253] lr: 3.000e-02, eta: 1 day, 0:26:31, time: 0.801, data_time: 0.008, memory: 4947, top1_acc: 0.5333, top5_acc: 0.7591, loss_cls: 2.0476, loss: 2.0476, grad_norm: 3.3629 2020-08-13 19:30:39,352 - mmaction - INFO - Epoch [39][960/1253] lr: 3.000e-02, eta: 1 day, 0:25:54, time: 0.721, data_time: 0.006, memory: 4947, top1_acc: 0.5372, top5_acc: 0.7719, loss_cls: 1.9901, loss: 1.9901, grad_norm: 3.2851 2020-08-13 19:30:54,796 - mmaction - INFO - Epoch [39][980/1253] lr: 3.000e-02, eta: 1 day, 0:25:19, time: 0.770, data_time: 0.006, memory: 4947, top1_acc: 0.5237, top5_acc: 0.7516, loss_cls: 2.0588, loss: 2.0588, grad_norm: 3.3284 2020-08-13 19:31:09,184 - mmaction - INFO - Epoch [39][1000/1253] lr: 3.000e-02, eta: 1 day, 0:24:43, time: 0.720, data_time: 0.007, memory: 4947, top1_acc: 0.5224, top5_acc: 0.7635, loss_cls: 2.0286, loss: 2.0286, grad_norm: 3.3402 2020-08-13 19:31:24,335 - mmaction - INFO - Epoch [39][1020/1253] lr: 3.000e-02, eta: 1 day, 0:24:08, time: 0.755, data_time: 0.007, memory: 4947, top1_acc: 0.5279, top5_acc: 0.7596, loss_cls: 2.0263, loss: 2.0263, grad_norm: 3.2923 2020-08-13 19:31:39,650 - mmaction - INFO - Epoch [39][1040/1253] lr: 3.000e-02, eta: 1 day, 0:23:33, time: 0.769, data_time: 0.008, memory: 4947, top1_acc: 0.5224, top5_acc: 0.7552, loss_cls: 2.0503, loss: 2.0503, grad_norm: 3.3492 2020-08-13 19:31:54,378 - mmaction - INFO - Epoch [39][1060/1253] lr: 3.000e-02, eta: 1 day, 0:22:57, time: 0.734, data_time: 0.008, memory: 4947, top1_acc: 0.5161, top5_acc: 0.7539, loss_cls: 2.0945, loss: 2.0945, grad_norm: 3.3820 2020-08-13 19:32:09,800 - mmaction - INFO - Epoch [39][1080/1253] lr: 3.000e-02, eta: 1 day, 0:22:22, time: 0.770, data_time: 0.007, memory: 4947, top1_acc: 0.5318, top5_acc: 0.7630, loss_cls: 2.0251, loss: 2.0251, grad_norm: 3.3550 2020-08-13 19:32:25,411 - mmaction - INFO - Epoch [39][1100/1253] lr: 3.000e-02, eta: 1 day, 0:21:48, time: 0.782, data_time: 0.009, memory: 4947, top1_acc: 0.5281, top5_acc: 0.7565, loss_cls: 2.0229, loss: 2.0229, grad_norm: 3.3126 2020-08-13 19:32:41,062 - mmaction - INFO - Epoch [39][1120/1253] lr: 3.000e-02, eta: 1 day, 0:21:14, time: 0.782, data_time: 0.006, memory: 4947, top1_acc: 0.5245, top5_acc: 0.7503, loss_cls: 2.0679, loss: 2.0679, grad_norm: 3.3457 2020-08-13 19:32:57,278 - mmaction - INFO - Epoch [39][1140/1253] lr: 3.000e-02, eta: 1 day, 0:20:40, time: 0.809, data_time: 0.008, memory: 4947, top1_acc: 0.5229, top5_acc: 0.7458, loss_cls: 2.0726, loss: 2.0726, grad_norm: 3.3374 2020-08-13 19:33:12,023 - mmaction - INFO - Epoch [39][1160/1253] lr: 3.000e-02, eta: 1 day, 0:20:05, time: 0.740, data_time: 0.008, memory: 4947, top1_acc: 0.5414, top5_acc: 0.7768, loss_cls: 1.9784, loss: 1.9784, grad_norm: 3.3140 2020-08-13 19:33:27,684 - mmaction - INFO - Epoch [39][1180/1253] lr: 3.000e-02, eta: 1 day, 0:19:31, time: 0.782, data_time: 0.006, memory: 4947, top1_acc: 0.5201, top5_acc: 0.7646, loss_cls: 2.0353, loss: 2.0353, grad_norm: 3.3696 2020-08-13 19:33:42,986 - mmaction - INFO - Epoch [39][1200/1253] lr: 3.000e-02, eta: 1 day, 0:18:56, time: 0.767, data_time: 0.005, memory: 4947, top1_acc: 0.5122, top5_acc: 0.7604, loss_cls: 2.0535, loss: 2.0535, grad_norm: 3.3929 2020-08-13 19:42:06,345 - mmaction - INFO - Epoch [39][1220/1253] lr: 3.000e-02, eta: 1 day, 0:31:05, time: 25.166, data_time: 0.003, memory: 4947, top1_acc: 0.5266, top5_acc: 0.7646, loss_cls: 2.0410, loss: 2.0410, grad_norm: 3.3304 2020-08-13 19:42:18,593 - mmaction - INFO - Epoch [39][1240/1253] lr: 3.000e-02, eta: 1 day, 0:30:25, time: 0.612, data_time: 0.004, memory: 4947, top1_acc: 0.5273, top5_acc: 0.7628, loss_cls: 2.0361, loss: 2.0361, grad_norm: 3.3385 2020-08-13 19:42:25,725 - mmaction - INFO - Saving checkpoint at 39 epochs 2020-08-13 19:45:42,506 - mmaction - INFO - Epoch [40][20/1253] lr: 3.000e-02, eta: 1 day, 0:33:54, time: 9.810, data_time: 4.179, memory: 4947, top1_acc: 0.5365, top5_acc: 0.7667, loss_cls: 1.9784, loss: 1.9784, grad_norm: 3.2989 2020-08-13 19:45:54,972 - mmaction - INFO - Epoch [40][40/1253] lr: 3.000e-02, eta: 1 day, 0:33:14, time: 0.624, data_time: 0.008, memory: 4947, top1_acc: 0.5391, top5_acc: 0.7628, loss_cls: 1.9763, loss: 1.9763, grad_norm: 3.3275 2020-08-13 19:46:07,390 - mmaction - INFO - Epoch [40][60/1253] lr: 3.000e-02, eta: 1 day, 0:32:34, time: 0.620, data_time: 0.007, memory: 4947, top1_acc: 0.5404, top5_acc: 0.7732, loss_cls: 1.9702, loss: 1.9702, grad_norm: 3.2775 2020-08-13 19:46:19,963 - mmaction - INFO - Epoch [40][80/1253] lr: 3.000e-02, eta: 1 day, 0:31:55, time: 0.630, data_time: 0.008, memory: 4947, top1_acc: 0.5268, top5_acc: 0.7727, loss_cls: 2.0049, loss: 2.0049, grad_norm: 3.3332 2020-08-13 19:46:32,431 - mmaction - INFO - Epoch [40][100/1253] lr: 3.000e-02, eta: 1 day, 0:31:15, time: 0.623, data_time: 0.010, memory: 4947, top1_acc: 0.5469, top5_acc: 0.7729, loss_cls: 1.9484, loss: 1.9484, grad_norm: 3.2195 2020-08-13 19:46:45,598 - mmaction - INFO - Epoch [40][120/1253] lr: 3.000e-02, eta: 1 day, 0:30:37, time: 0.662, data_time: 0.007, memory: 4947, top1_acc: 0.5310, top5_acc: 0.7578, loss_cls: 2.0079, loss: 2.0079, grad_norm: 3.3521 2020-08-13 19:46:58,881 - mmaction - INFO - Epoch [40][140/1253] lr: 3.000e-02, eta: 1 day, 0:29:58, time: 0.662, data_time: 0.005, memory: 4947, top1_acc: 0.5354, top5_acc: 0.7674, loss_cls: 2.0160, loss: 2.0160, grad_norm: 3.4278 2020-08-13 19:47:13,155 - mmaction - INFO - Epoch [40][160/1253] lr: 3.000e-02, eta: 1 day, 0:29:21, time: 0.715, data_time: 0.005, memory: 4947, top1_acc: 0.5375, top5_acc: 0.7594, loss_cls: 2.0026, loss: 2.0026, grad_norm: 3.3935 2020-08-13 19:47:26,320 - mmaction - INFO - Epoch [40][180/1253] lr: 3.000e-02, eta: 1 day, 0:28:43, time: 0.656, data_time: 0.005, memory: 4947, top1_acc: 0.5344, top5_acc: 0.7828, loss_cls: 1.9487, loss: 1.9487, grad_norm: 3.3733 2020-08-13 19:47:41,495 - mmaction - INFO - Epoch [40][200/1253] lr: 3.000e-02, eta: 1 day, 0:28:07, time: 0.759, data_time: 0.009, memory: 4947, top1_acc: 0.5346, top5_acc: 0.7557, loss_cls: 2.0218, loss: 2.0218, grad_norm: 3.3561 2020-08-13 19:47:54,880 - mmaction - INFO - Epoch [40][220/1253] lr: 3.000e-02, eta: 1 day, 0:27:29, time: 0.671, data_time: 0.006, memory: 4947, top1_acc: 0.5286, top5_acc: 0.7612, loss_cls: 2.0535, loss: 2.0535, grad_norm: 3.3943 2020-08-13 19:48:09,977 - mmaction - INFO - Epoch [40][240/1253] lr: 3.000e-02, eta: 1 day, 0:26:53, time: 0.752, data_time: 0.007, memory: 4947, top1_acc: 0.5302, top5_acc: 0.7729, loss_cls: 1.9807, loss: 1.9807, grad_norm: 3.3890 2020-08-13 19:48:23,244 - mmaction - INFO - Epoch [40][260/1253] lr: 3.000e-02, eta: 1 day, 0:26:15, time: 0.667, data_time: 0.008, memory: 4947, top1_acc: 0.5260, top5_acc: 0.7630, loss_cls: 2.0155, loss: 2.0155, grad_norm: 3.3527 2020-08-13 19:48:38,067 - mmaction - INFO - Epoch [40][280/1253] lr: 3.000e-02, eta: 1 day, 0:25:39, time: 0.739, data_time: 0.005, memory: 4947, top1_acc: 0.5435, top5_acc: 0.7672, loss_cls: 1.9873, loss: 1.9873, grad_norm: 3.3675 2020-08-13 19:48:53,056 - mmaction - INFO - Epoch [40][300/1253] lr: 3.000e-02, eta: 1 day, 0:25:04, time: 0.752, data_time: 0.005, memory: 4947, top1_acc: 0.5375, top5_acc: 0.7677, loss_cls: 1.9701, loss: 1.9701, grad_norm: 3.3554 2020-08-13 19:49:07,480 - mmaction - INFO - Epoch [40][320/1253] lr: 3.000e-02, eta: 1 day, 0:24:27, time: 0.719, data_time: 0.007, memory: 4947, top1_acc: 0.5135, top5_acc: 0.7526, loss_cls: 2.0771, loss: 2.0771, grad_norm: 3.4166 2020-08-13 19:49:23,588 - mmaction - INFO - Epoch [40][340/1253] lr: 3.000e-02, eta: 1 day, 0:23:53, time: 0.807, data_time: 0.007, memory: 4947, top1_acc: 0.5349, top5_acc: 0.7620, loss_cls: 2.0193, loss: 2.0193, grad_norm: 3.2979 2020-08-13 19:49:38,674 - mmaction - INFO - Epoch [40][360/1253] lr: 3.000e-02, eta: 1 day, 0:23:18, time: 0.751, data_time: 0.007, memory: 4947, top1_acc: 0.5365, top5_acc: 0.7706, loss_cls: 1.9783, loss: 1.9783, grad_norm: 3.3417 2020-08-13 19:49:52,525 - mmaction - INFO - Epoch [40][380/1253] lr: 3.000e-02, eta: 1 day, 0:22:40, time: 0.694, data_time: 0.007, memory: 4947, top1_acc: 0.5258, top5_acc: 0.7560, loss_cls: 2.0330, loss: 2.0330, grad_norm: 3.3680 2020-08-13 19:50:07,419 - mmaction - INFO - Epoch [40][400/1253] lr: 3.000e-02, eta: 1 day, 0:22:05, time: 0.747, data_time: 0.008, memory: 4947, top1_acc: 0.5352, top5_acc: 0.7661, loss_cls: 2.0338, loss: 2.0338, grad_norm: 3.2511 2020-08-13 19:50:22,482 - mmaction - INFO - Epoch [40][420/1253] lr: 3.000e-02, eta: 1 day, 0:21:29, time: 0.753, data_time: 0.005, memory: 4947, top1_acc: 0.5193, top5_acc: 0.7604, loss_cls: 2.0531, loss: 2.0531, grad_norm: 3.3217 2020-08-13 19:50:36,399 - mmaction - INFO - Epoch [40][440/1253] lr: 3.000e-02, eta: 1 day, 0:20:52, time: 0.694, data_time: 0.007, memory: 4947, top1_acc: 0.5323, top5_acc: 0.7711, loss_cls: 2.0276, loss: 2.0276, grad_norm: 3.3003 2020-08-13 19:50:50,969 - mmaction - INFO - Epoch [40][460/1253] lr: 3.000e-02, eta: 1 day, 0:20:16, time: 0.730, data_time: 0.007, memory: 4947, top1_acc: 0.5328, top5_acc: 0.7651, loss_cls: 2.0102, loss: 2.0102, grad_norm: 3.3497 2020-08-13 19:51:05,323 - mmaction - INFO - Epoch [40][480/1253] lr: 3.000e-02, eta: 1 day, 0:19:39, time: 0.716, data_time: 0.006, memory: 4947, top1_acc: 0.5391, top5_acc: 0.7773, loss_cls: 1.9654, loss: 1.9654, grad_norm: 3.2743 2020-08-13 19:51:20,554 - mmaction - INFO - Epoch [40][500/1253] lr: 3.000e-02, eta: 1 day, 0:19:04, time: 0.763, data_time: 0.005, memory: 4947, top1_acc: 0.5406, top5_acc: 0.7568, loss_cls: 2.0471, loss: 2.0471, grad_norm: 3.3184 2020-08-13 19:51:35,662 - mmaction - INFO - Epoch [40][520/1253] lr: 3.000e-02, eta: 1 day, 0:18:29, time: 0.757, data_time: 0.007, memory: 4947, top1_acc: 0.5206, top5_acc: 0.7651, loss_cls: 2.0383, loss: 2.0383, grad_norm: 3.4551 2020-08-13 19:51:51,618 - mmaction - INFO - Epoch [40][540/1253] lr: 3.000e-02, eta: 1 day, 0:17:55, time: 0.797, data_time: 0.007, memory: 4947, top1_acc: 0.5242, top5_acc: 0.7677, loss_cls: 2.0131, loss: 2.0131, grad_norm: 3.3736 2020-08-13 19:52:04,953 - mmaction - INFO - Epoch [40][560/1253] lr: 3.000e-02, eta: 1 day, 0:17:17, time: 0.663, data_time: 0.006, memory: 4947, top1_acc: 0.5240, top5_acc: 0.7682, loss_cls: 2.0346, loss: 2.0346, grad_norm: 3.3910 2020-08-13 19:52:20,333 - mmaction - INFO - Epoch [40][580/1253] lr: 3.000e-02, eta: 1 day, 0:16:42, time: 0.772, data_time: 0.007, memory: 4947, top1_acc: 0.5172, top5_acc: 0.7482, loss_cls: 2.1020, loss: 2.1020, grad_norm: 3.3892 2020-08-13 19:52:34,512 - mmaction - INFO - Epoch [40][600/1253] lr: 3.000e-02, eta: 1 day, 0:16:06, time: 0.709, data_time: 0.006, memory: 4947, top1_acc: 0.5266, top5_acc: 0.7664, loss_cls: 2.0136, loss: 2.0136, grad_norm: 3.3352 2020-08-13 19:52:49,609 - mmaction - INFO - Epoch [40][620/1253] lr: 3.000e-02, eta: 1 day, 0:15:30, time: 0.756, data_time: 0.008, memory: 4947, top1_acc: 0.5341, top5_acc: 0.7682, loss_cls: 2.0119, loss: 2.0119, grad_norm: 3.3675 2020-08-13 19:53:05,302 - mmaction - INFO - Epoch [40][640/1253] lr: 3.000e-02, eta: 1 day, 0:14:56, time: 0.781, data_time: 0.007, memory: 4947, top1_acc: 0.5185, top5_acc: 0.7641, loss_cls: 2.0580, loss: 2.0580, grad_norm: 3.3165 2020-08-13 19:53:19,778 - mmaction - INFO - Epoch [40][660/1253] lr: 3.000e-02, eta: 1 day, 0:14:20, time: 0.725, data_time: 0.008, memory: 4947, top1_acc: 0.5313, top5_acc: 0.7674, loss_cls: 2.0128, loss: 2.0128, grad_norm: 3.3699 2020-08-13 19:53:34,380 - mmaction - INFO - Epoch [40][680/1253] lr: 3.000e-02, eta: 1 day, 0:13:44, time: 0.730, data_time: 0.008, memory: 4947, top1_acc: 0.5083, top5_acc: 0.7482, loss_cls: 2.1095, loss: 2.1095, grad_norm: 3.4106 2020-08-13 19:53:50,502 - mmaction - INFO - Epoch [40][700/1253] lr: 3.000e-02, eta: 1 day, 0:13:10, time: 0.806, data_time: 0.006, memory: 4947, top1_acc: 0.5318, top5_acc: 0.7719, loss_cls: 2.0012, loss: 2.0012, grad_norm: 3.2862 2020-08-13 19:54:04,780 - mmaction - INFO - Epoch [40][720/1253] lr: 3.000e-02, eta: 1 day, 0:12:34, time: 0.716, data_time: 0.008, memory: 4947, top1_acc: 0.5224, top5_acc: 0.7656, loss_cls: 2.0088, loss: 2.0088, grad_norm: 3.3584 2020-08-13 19:54:19,633 - mmaction - INFO - Epoch [40][740/1253] lr: 3.000e-02, eta: 1 day, 0:11:59, time: 0.743, data_time: 0.004, memory: 4947, top1_acc: 0.5063, top5_acc: 0.7630, loss_cls: 2.0610, loss: 2.0610, grad_norm: 3.4077 2020-08-13 19:54:34,524 - mmaction - INFO - Epoch [40][760/1253] lr: 3.000e-02, eta: 1 day, 0:11:23, time: 0.742, data_time: 0.004, memory: 4947, top1_acc: 0.5323, top5_acc: 0.7651, loss_cls: 2.0077, loss: 2.0077, grad_norm: 3.3035 2020-08-13 19:54:49,821 - mmaction - INFO - Epoch [40][780/1253] lr: 3.000e-02, eta: 1 day, 0:10:48, time: 0.768, data_time: 0.008, memory: 4947, top1_acc: 0.5419, top5_acc: 0.7638, loss_cls: 2.0046, loss: 2.0046, grad_norm: 3.2796 2020-08-13 19:55:05,978 - mmaction - INFO - Epoch [40][800/1253] lr: 3.000e-02, eta: 1 day, 0:10:15, time: 0.805, data_time: 0.005, memory: 4947, top1_acc: 0.5336, top5_acc: 0.7594, loss_cls: 1.9900, loss: 1.9900, grad_norm: 3.3099 2020-08-13 19:55:21,166 - mmaction - INFO - Epoch [40][820/1253] lr: 3.000e-02, eta: 1 day, 0:09:40, time: 0.762, data_time: 0.004, memory: 4947, top1_acc: 0.5201, top5_acc: 0.7708, loss_cls: 2.0152, loss: 2.0152, grad_norm: 3.3460 2020-08-13 19:55:36,411 - mmaction - INFO - Epoch [40][840/1253] lr: 3.000e-02, eta: 1 day, 0:09:05, time: 0.760, data_time: 0.005, memory: 4947, top1_acc: 0.5318, top5_acc: 0.7664, loss_cls: 2.0038, loss: 2.0038, grad_norm: 3.3496 2020-08-13 19:55:50,902 - mmaction - INFO - Epoch [40][860/1253] lr: 3.000e-02, eta: 1 day, 0:08:29, time: 0.724, data_time: 0.009, memory: 4947, top1_acc: 0.5240, top5_acc: 0.7599, loss_cls: 2.0426, loss: 2.0426, grad_norm: 3.3175 2020-08-13 19:56:05,548 - mmaction - INFO - Epoch [40][880/1253] lr: 3.000e-02, eta: 1 day, 0:07:54, time: 0.733, data_time: 0.006, memory: 4947, top1_acc: 0.5367, top5_acc: 0.7664, loss_cls: 1.9947, loss: 1.9947, grad_norm: 3.2735 2020-08-13 19:56:20,152 - mmaction - INFO - Epoch [40][900/1253] lr: 3.000e-02, eta: 1 day, 0:07:18, time: 0.730, data_time: 0.008, memory: 4947, top1_acc: 0.5378, top5_acc: 0.7602, loss_cls: 2.0215, loss: 2.0215, grad_norm: 3.3577 2020-08-13 19:56:34,571 - mmaction - INFO - Epoch [40][920/1253] lr: 3.000e-02, eta: 1 day, 0:06:42, time: 0.724, data_time: 0.007, memory: 4947, top1_acc: 0.5198, top5_acc: 0.7557, loss_cls: 2.0443, loss: 2.0443, grad_norm: 3.4668 2020-08-13 19:56:50,073 - mmaction - INFO - Epoch [40][940/1253] lr: 3.000e-02, eta: 1 day, 0:06:07, time: 0.771, data_time: 0.006, memory: 4947, top1_acc: 0.5247, top5_acc: 0.7615, loss_cls: 2.0340, loss: 2.0340, grad_norm: 3.3948 2020-08-13 19:57:05,302 - mmaction - INFO - Epoch [40][960/1253] lr: 3.000e-02, eta: 1 day, 0:05:33, time: 0.764, data_time: 0.007, memory: 4947, top1_acc: 0.5336, top5_acc: 0.7581, loss_cls: 2.0266, loss: 2.0266, grad_norm: 3.3086 2020-08-13 19:57:21,458 - mmaction - INFO - Epoch [40][980/1253] lr: 3.000e-02, eta: 1 day, 0:04:59, time: 0.808, data_time: 0.009, memory: 4947, top1_acc: 0.5297, top5_acc: 0.7635, loss_cls: 2.0037, loss: 2.0037, grad_norm: 3.3550 2020-08-13 19:57:36,296 - mmaction - INFO - Epoch [40][1000/1253] lr: 3.000e-02, eta: 1 day, 0:04:24, time: 0.743, data_time: 0.009, memory: 4947, top1_acc: 0.5276, top5_acc: 0.7693, loss_cls: 1.9771, loss: 1.9771, grad_norm: 3.3397 2020-08-13 19:57:51,972 - mmaction - INFO - Epoch [40][1020/1253] lr: 3.000e-02, eta: 1 day, 0:03:50, time: 0.780, data_time: 0.007, memory: 4947, top1_acc: 0.5388, top5_acc: 0.7635, loss_cls: 2.0300, loss: 2.0300, grad_norm: 3.2938 2020-08-13 19:58:07,883 - mmaction - INFO - Epoch [40][1040/1253] lr: 3.000e-02, eta: 1 day, 0:03:17, time: 0.800, data_time: 0.007, memory: 4947, top1_acc: 0.5182, top5_acc: 0.7591, loss_cls: 2.0583, loss: 2.0583, grad_norm: 3.3338 2020-08-13 19:58:23,106 - mmaction - INFO - Epoch [40][1060/1253] lr: 3.000e-02, eta: 1 day, 0:02:42, time: 0.757, data_time: 0.008, memory: 4947, top1_acc: 0.5284, top5_acc: 0.7576, loss_cls: 2.0343, loss: 2.0343, grad_norm: 3.3104 2020-08-13 19:58:37,838 - mmaction - INFO - Epoch [40][1080/1253] lr: 3.000e-02, eta: 1 day, 0:02:06, time: 0.738, data_time: 0.007, memory: 4947, top1_acc: 0.5227, top5_acc: 0.7630, loss_cls: 2.0428, loss: 2.0428, grad_norm: 3.4044 2020-08-13 19:58:51,855 - mmaction - INFO - Epoch [40][1100/1253] lr: 3.000e-02, eta: 1 day, 0:01:30, time: 0.701, data_time: 0.010, memory: 4947, top1_acc: 0.5203, top5_acc: 0.7633, loss_cls: 2.0539, loss: 2.0539, grad_norm: 3.3844 2020-08-13 19:59:06,327 - mmaction - INFO - Epoch [40][1120/1253] lr: 3.000e-02, eta: 1 day, 0:00:54, time: 0.727, data_time: 0.006, memory: 4947, top1_acc: 0.5201, top5_acc: 0.7544, loss_cls: 2.0861, loss: 2.0861, grad_norm: 3.3410 2020-08-13 19:59:22,446 - mmaction - INFO - Epoch [40][1140/1253] lr: 3.000e-02, eta: 1 day, 0:00:21, time: 0.804, data_time: 0.006, memory: 4947, top1_acc: 0.5367, top5_acc: 0.7594, loss_cls: 2.0411, loss: 2.0411, grad_norm: 3.3046 2020-08-13 19:59:37,474 - mmaction - INFO - Epoch [40][1160/1253] lr: 3.000e-02, eta: 23:59:46, time: 0.752, data_time: 0.005, memory: 4947, top1_acc: 0.5216, top5_acc: 0.7505, loss_cls: 2.0636, loss: 2.0636, grad_norm: 3.2977 2020-08-13 19:59:52,766 - mmaction - INFO - Epoch [40][1180/1253] lr: 3.000e-02, eta: 23:59:12, time: 0.764, data_time: 0.005, memory: 4947, top1_acc: 0.5182, top5_acc: 0.7680, loss_cls: 2.0376, loss: 2.0376, grad_norm: 3.3561 2020-08-13 20:00:13,655 - mmaction - INFO - Epoch [40][1200/1253] lr: 3.000e-02, eta: 23:58:44, time: 1.007, data_time: 0.008, memory: 4947, top1_acc: 0.5289, top5_acc: 0.7672, loss_cls: 2.0113, loss: 2.0113, grad_norm: 3.3631 2020-08-13 20:03:40,587 - mmaction - INFO - Epoch [40][1220/1253] lr: 3.000e-02, eta: 1 day, 0:02:59, time: 10.381, data_time: 9.737, memory: 4947, top1_acc: 0.5323, top5_acc: 0.7659, loss_cls: 1.9898, loss: 1.9898, grad_norm: 3.3020 2020-08-13 20:03:52,914 - mmaction - INFO - Epoch [40][1240/1253] lr: 3.000e-02, eta: 1 day, 0:02:20, time: 0.618, data_time: 0.007, memory: 4947, top1_acc: 0.5349, top5_acc: 0.7721, loss_cls: 1.9780, loss: 1.9780, grad_norm: 3.3198 2020-08-13 20:04:00,194 - mmaction - INFO - Saving checkpoint at 40 epochs 2020-08-13 20:10:49,077 - mmaction - INFO - Epoch [41][20/1253] lr: 3.000e-03, eta: 1 day, 0:10:56, time: 20.392, data_time: 0.524, memory: 4947, top1_acc: 0.5427, top5_acc: 0.7766, loss_cls: 1.9413, loss: 1.9413, grad_norm: 3.2259 2020-08-13 20:11:01,475 - mmaction - INFO - Epoch [41][40/1253] lr: 3.000e-03, eta: 1 day, 0:10:17, time: 0.622, data_time: 0.008, memory: 4947, top1_acc: 0.5562, top5_acc: 0.7820, loss_cls: 1.8844, loss: 1.8844, grad_norm: 3.1862 2020-08-13 20:11:13,950 - mmaction - INFO - Epoch [41][60/1253] lr: 3.000e-03, eta: 1 day, 0:09:38, time: 0.622, data_time: 0.008, memory: 4947, top1_acc: 0.5568, top5_acc: 0.7859, loss_cls: 1.8782, loss: 1.8782, grad_norm: 3.1886 2020-08-13 20:11:26,175 - mmaction - INFO - Epoch [41][80/1253] lr: 3.000e-03, eta: 1 day, 0:08:58, time: 0.615, data_time: 0.008, memory: 4947, top1_acc: 0.5677, top5_acc: 0.7935, loss_cls: 1.8364, loss: 1.8364, grad_norm: 3.1536 2020-08-13 20:11:38,690 - mmaction - INFO - Epoch [41][100/1253] lr: 3.000e-03, eta: 1 day, 0:08:19, time: 0.623, data_time: 0.006, memory: 4947, top1_acc: 0.5674, top5_acc: 0.7919, loss_cls: 1.8219, loss: 1.8219, grad_norm: 3.1535 2020-08-13 20:11:53,107 - mmaction - INFO - Epoch [41][120/1253] lr: 3.000e-03, eta: 1 day, 0:07:43, time: 0.723, data_time: 0.006, memory: 4947, top1_acc: 0.5698, top5_acc: 0.7932, loss_cls: 1.8249, loss: 1.8249, grad_norm: 3.1107 2020-08-13 20:12:05,529 - mmaction - INFO - Epoch [41][140/1253] lr: 3.000e-03, eta: 1 day, 0:07:04, time: 0.623, data_time: 0.008, memory: 4947, top1_acc: 0.5815, top5_acc: 0.8107, loss_cls: 1.7785, loss: 1.7785, grad_norm: 3.2066 2020-08-13 20:12:18,728 - mmaction - INFO - Epoch [41][160/1253] lr: 3.000e-03, eta: 1 day, 0:06:26, time: 0.656, data_time: 0.006, memory: 4947, top1_acc: 0.5841, top5_acc: 0.7945, loss_cls: 1.7860, loss: 1.7860, grad_norm: 3.1607 2020-08-13 20:12:31,266 - mmaction - INFO - Epoch [41][180/1253] lr: 3.000e-03, eta: 1 day, 0:05:47, time: 0.630, data_time: 0.007, memory: 4947, top1_acc: 0.5815, top5_acc: 0.8109, loss_cls: 1.7505, loss: 1.7505, grad_norm: 3.1603 2020-08-13 20:12:45,013 - mmaction - INFO - Epoch [41][200/1253] lr: 3.000e-03, eta: 1 day, 0:05:10, time: 0.685, data_time: 0.008, memory: 4947, top1_acc: 0.5721, top5_acc: 0.7872, loss_cls: 1.8395, loss: 1.8395, grad_norm: 3.2297 2020-08-13 20:12:59,815 - mmaction - INFO - Epoch [41][220/1253] lr: 3.000e-03, eta: 1 day, 0:04:34, time: 0.743, data_time: 0.005, memory: 4947, top1_acc: 0.5885, top5_acc: 0.8057, loss_cls: 1.7496, loss: 1.7496, grad_norm: 3.1539 2020-08-13 20:13:14,457 - mmaction - INFO - Epoch [41][240/1253] lr: 3.000e-03, eta: 1 day, 0:03:59, time: 0.727, data_time: 0.005, memory: 4947, top1_acc: 0.5880, top5_acc: 0.8174, loss_cls: 1.7127, loss: 1.7127, grad_norm: 3.1403 2020-08-13 20:13:28,545 - mmaction - INFO - Epoch [41][260/1253] lr: 3.000e-03, eta: 1 day, 0:03:22, time: 0.710, data_time: 0.008, memory: 4947, top1_acc: 0.5833, top5_acc: 0.7953, loss_cls: 1.7814, loss: 1.7814, grad_norm: 3.1958 2020-08-13 20:13:43,739 - mmaction - INFO - Epoch [41][280/1253] lr: 3.000e-03, eta: 1 day, 0:02:47, time: 0.759, data_time: 0.008, memory: 4947, top1_acc: 0.5924, top5_acc: 0.8076, loss_cls: 1.7522, loss: 1.7522, grad_norm: 3.1870 2020-08-13 20:13:58,383 - mmaction - INFO - Epoch [41][300/1253] lr: 3.000e-03, eta: 1 day, 0:02:12, time: 0.733, data_time: 0.003, memory: 4947, top1_acc: 0.5943, top5_acc: 0.8122, loss_cls: 1.6907, loss: 1.6907, grad_norm: 3.1635 2020-08-13 20:14:13,891 - mmaction - INFO - Epoch [41][320/1253] lr: 3.000e-03, eta: 1 day, 0:01:37, time: 0.774, data_time: 0.009, memory: 4947, top1_acc: 0.5885, top5_acc: 0.8086, loss_cls: 1.7308, loss: 1.7308, grad_norm: 3.2024 2020-08-13 20:14:27,828 - mmaction - INFO - Epoch [41][340/1253] lr: 3.000e-03, eta: 1 day, 0:01:00, time: 0.699, data_time: 0.006, memory: 4947, top1_acc: 0.5776, top5_acc: 0.8151, loss_cls: 1.7210, loss: 1.7210, grad_norm: 3.2403 2020-08-13 20:14:42,456 - mmaction - INFO - Epoch [41][360/1253] lr: 3.000e-03, eta: 1 day, 0:00:25, time: 0.731, data_time: 0.006, memory: 4947, top1_acc: 0.6073, top5_acc: 0.8081, loss_cls: 1.7030, loss: 1.7030, grad_norm: 3.1260 2020-08-13 20:14:57,465 - mmaction - INFO - Epoch [41][380/1253] lr: 3.000e-03, eta: 23:59:50, time: 0.748, data_time: 0.006, memory: 4947, top1_acc: 0.5878, top5_acc: 0.8065, loss_cls: 1.7642, loss: 1.7642, grad_norm: 3.2091 2020-08-13 20:15:11,156 - mmaction - INFO - Epoch [41][400/1253] lr: 3.000e-03, eta: 23:59:13, time: 0.684, data_time: 0.006, memory: 4947, top1_acc: 0.5786, top5_acc: 0.8156, loss_cls: 1.7379, loss: 1.7379, grad_norm: 3.2360 2020-08-13 20:15:26,727 - mmaction - INFO - Epoch [41][420/1253] lr: 3.000e-03, eta: 23:58:38, time: 0.776, data_time: 0.007, memory: 4947, top1_acc: 0.5857, top5_acc: 0.8122, loss_cls: 1.7173, loss: 1.7173, grad_norm: 3.2099 2020-08-13 20:15:41,833 - mmaction - INFO - Epoch [41][440/1253] lr: 3.000e-03, eta: 23:58:04, time: 0.760, data_time: 0.007, memory: 4947, top1_acc: 0.5945, top5_acc: 0.8156, loss_cls: 1.6946, loss: 1.6946, grad_norm: 3.1839 2020-08-13 20:15:56,606 - mmaction - INFO - Epoch [41][460/1253] lr: 3.000e-03, eta: 23:57:28, time: 0.739, data_time: 0.005, memory: 4947, top1_acc: 0.5898, top5_acc: 0.8042, loss_cls: 1.7471, loss: 1.7471, grad_norm: 3.2305 2020-08-13 20:16:12,053 - mmaction - INFO - Epoch [41][480/1253] lr: 3.000e-03, eta: 23:56:54, time: 0.770, data_time: 0.006, memory: 4947, top1_acc: 0.5859, top5_acc: 0.8036, loss_cls: 1.7646, loss: 1.7646, grad_norm: 3.2329 2020-08-13 20:16:27,655 - mmaction - INFO - Epoch [41][500/1253] lr: 3.000e-03, eta: 23:56:20, time: 0.779, data_time: 0.005, memory: 4947, top1_acc: 0.6055, top5_acc: 0.8141, loss_cls: 1.6440, loss: 1.6440, grad_norm: 3.1285 2020-08-13 20:16:43,439 - mmaction - INFO - Epoch [41][520/1253] lr: 3.000e-03, eta: 23:55:46, time: 0.791, data_time: 0.008, memory: 4947, top1_acc: 0.5768, top5_acc: 0.7995, loss_cls: 1.7734, loss: 1.7734, grad_norm: 3.2672 2020-08-13 20:16:57,016 - mmaction - INFO - Epoch [41][540/1253] lr: 3.000e-03, eta: 23:55:09, time: 0.680, data_time: 0.004, memory: 4947, top1_acc: 0.5953, top5_acc: 0.8143, loss_cls: 1.6938, loss: 1.6938, grad_norm: 3.1935 2020-08-13 20:17:11,702 - mmaction - INFO - Epoch [41][560/1253] lr: 3.000e-03, eta: 23:54:33, time: 0.734, data_time: 0.005, memory: 4947, top1_acc: 0.5865, top5_acc: 0.8102, loss_cls: 1.7287, loss: 1.7287, grad_norm: 3.2115 2020-08-13 20:17:26,698 - mmaction - INFO - Epoch [41][580/1253] lr: 3.000e-03, eta: 23:53:58, time: 0.748, data_time: 0.008, memory: 4947, top1_acc: 0.6141, top5_acc: 0.8195, loss_cls: 1.6314, loss: 1.6314, grad_norm: 3.1909 2020-08-13 20:17:42,469 - mmaction - INFO - Epoch [41][600/1253] lr: 3.000e-03, eta: 23:53:25, time: 0.788, data_time: 0.005, memory: 4947, top1_acc: 0.5990, top5_acc: 0.8096, loss_cls: 1.6981, loss: 1.6981, grad_norm: 3.2187 2020-08-13 20:17:57,624 - mmaction - INFO - Epoch [41][620/1253] lr: 3.000e-03, eta: 23:52:50, time: 0.760, data_time: 0.009, memory: 4947, top1_acc: 0.6018, top5_acc: 0.8128, loss_cls: 1.6933, loss: 1.6933, grad_norm: 3.2161 2020-08-13 20:18:11,657 - mmaction - INFO - Epoch [41][640/1253] lr: 3.000e-03, eta: 23:52:13, time: 0.698, data_time: 0.007, memory: 4947, top1_acc: 0.5815, top5_acc: 0.8003, loss_cls: 1.7585, loss: 1.7585, grad_norm: 3.2756 2020-08-13 20:18:27,464 - mmaction - INFO - Epoch [41][660/1253] lr: 3.000e-03, eta: 23:51:40, time: 0.792, data_time: 0.008, memory: 4947, top1_acc: 0.5953, top5_acc: 0.8081, loss_cls: 1.7171, loss: 1.7171, grad_norm: 3.2388 2020-08-13 20:18:42,763 - mmaction - INFO - Epoch [41][680/1253] lr: 3.000e-03, eta: 23:51:05, time: 0.764, data_time: 0.006, memory: 4947, top1_acc: 0.5885, top5_acc: 0.8049, loss_cls: 1.7296, loss: 1.7296, grad_norm: 3.2410 2020-08-13 20:18:57,744 - mmaction - INFO - Epoch [41][700/1253] lr: 3.000e-03, eta: 23:50:31, time: 0.752, data_time: 0.009, memory: 4947, top1_acc: 0.5786, top5_acc: 0.8062, loss_cls: 1.7604, loss: 1.7604, grad_norm: 3.2681 2020-08-13 20:19:11,671 - mmaction - INFO - Epoch [41][720/1253] lr: 3.000e-03, eta: 23:49:54, time: 0.691, data_time: 0.006, memory: 4947, top1_acc: 0.6016, top5_acc: 0.8190, loss_cls: 1.6539, loss: 1.6539, grad_norm: 3.1936 2020-08-13 20:19:25,677 - mmaction - INFO - Epoch [41][740/1253] lr: 3.000e-03, eta: 23:49:18, time: 0.706, data_time: 0.008, memory: 4947, top1_acc: 0.6031, top5_acc: 0.8159, loss_cls: 1.6769, loss: 1.6769, grad_norm: 3.2437 2020-08-13 20:19:42,617 - mmaction - INFO - Epoch [41][760/1253] lr: 3.000e-03, eta: 23:48:46, time: 0.846, data_time: 0.005, memory: 4947, top1_acc: 0.5839, top5_acc: 0.8049, loss_cls: 1.7305, loss: 1.7305, grad_norm: 3.2200 2020-08-13 20:19:56,904 - mmaction - INFO - Epoch [41][780/1253] lr: 3.000e-03, eta: 23:48:10, time: 0.714, data_time: 0.003, memory: 4947, top1_acc: 0.6148, top5_acc: 0.8195, loss_cls: 1.6633, loss: 1.6633, grad_norm: 3.1609 2020-08-13 20:20:12,595 - mmaction - INFO - Epoch [41][800/1253] lr: 3.000e-03, eta: 23:47:36, time: 0.785, data_time: 0.008, memory: 4947, top1_acc: 0.6112, top5_acc: 0.8164, loss_cls: 1.6374, loss: 1.6374, grad_norm: 3.2274 2020-08-13 20:20:26,378 - mmaction - INFO - Epoch [41][820/1253] lr: 3.000e-03, eta: 23:47:00, time: 0.689, data_time: 0.004, memory: 4947, top1_acc: 0.5909, top5_acc: 0.7982, loss_cls: 1.7468, loss: 1.7468, grad_norm: 3.2598 2020-08-13 20:20:42,602 - mmaction - INFO - Epoch [41][840/1253] lr: 3.000e-03, eta: 23:46:27, time: 0.810, data_time: 0.006, memory: 4947, top1_acc: 0.5906, top5_acc: 0.8096, loss_cls: 1.7118, loss: 1.7118, grad_norm: 3.2467 2020-08-13 20:20:56,820 - mmaction - INFO - Epoch [41][860/1253] lr: 3.000e-03, eta: 23:45:51, time: 0.712, data_time: 0.006, memory: 4947, top1_acc: 0.6005, top5_acc: 0.8086, loss_cls: 1.6763, loss: 1.6763, grad_norm: 3.2608 2020-08-13 20:21:11,831 - mmaction - INFO - Epoch [41][880/1253] lr: 3.000e-03, eta: 23:45:16, time: 0.751, data_time: 0.008, memory: 4947, top1_acc: 0.5971, top5_acc: 0.8078, loss_cls: 1.6932, loss: 1.6932, grad_norm: 3.2583 2020-08-13 20:21:26,967 - mmaction - INFO - Epoch [41][900/1253] lr: 3.000e-03, eta: 23:44:42, time: 0.755, data_time: 0.008, memory: 4947, top1_acc: 0.6065, top5_acc: 0.8169, loss_cls: 1.6630, loss: 1.6630, grad_norm: 3.1953 2020-08-13 20:21:42,074 - mmaction - INFO - Epoch [41][920/1253] lr: 3.000e-03, eta: 23:44:07, time: 0.759, data_time: 0.006, memory: 4947, top1_acc: 0.6044, top5_acc: 0.8177, loss_cls: 1.6535, loss: 1.6535, grad_norm: 3.2467 2020-08-13 20:21:56,577 - mmaction - INFO - Epoch [41][940/1253] lr: 3.000e-03, eta: 23:43:32, time: 0.723, data_time: 0.008, memory: 4947, top1_acc: 0.5961, top5_acc: 0.8138, loss_cls: 1.6810, loss: 1.6810, grad_norm: 3.2531 2020-08-13 20:22:12,416 - mmaction - INFO - Epoch [41][960/1253] lr: 3.000e-03, eta: 23:42:58, time: 0.794, data_time: 0.005, memory: 4947, top1_acc: 0.6049, top5_acc: 0.8112, loss_cls: 1.6752, loss: 1.6752, grad_norm: 3.2218 2020-08-13 20:22:27,378 - mmaction - INFO - Epoch [41][980/1253] lr: 3.000e-03, eta: 23:42:24, time: 0.746, data_time: 0.003, memory: 4947, top1_acc: 0.6117, top5_acc: 0.8172, loss_cls: 1.6604, loss: 1.6604, grad_norm: 3.2077 2020-08-13 20:22:42,702 - mmaction - INFO - Epoch [41][1000/1253] lr: 3.000e-03, eta: 23:41:50, time: 0.769, data_time: 0.009, memory: 4947, top1_acc: 0.5997, top5_acc: 0.8109, loss_cls: 1.6874, loss: 1.6874, grad_norm: 3.2967 2020-08-13 20:22:57,521 - mmaction - INFO - Epoch [41][1020/1253] lr: 3.000e-03, eta: 23:41:15, time: 0.740, data_time: 0.003, memory: 4947, top1_acc: 0.6055, top5_acc: 0.8107, loss_cls: 1.6928, loss: 1.6928, grad_norm: 3.3007 2020-08-13 20:23:13,026 - mmaction - INFO - Epoch [41][1040/1253] lr: 3.000e-03, eta: 23:40:41, time: 0.776, data_time: 0.007, memory: 4947, top1_acc: 0.6057, top5_acc: 0.8193, loss_cls: 1.6320, loss: 1.6320, grad_norm: 3.2251 2020-08-13 20:23:28,289 - mmaction - INFO - Epoch [41][1060/1253] lr: 3.000e-03, eta: 23:40:07, time: 0.763, data_time: 0.004, memory: 4947, top1_acc: 0.5924, top5_acc: 0.8195, loss_cls: 1.6841, loss: 1.6841, grad_norm: 3.2721 2020-08-13 20:23:42,629 - mmaction - INFO - Epoch [41][1080/1253] lr: 3.000e-03, eta: 23:39:31, time: 0.716, data_time: 0.007, memory: 4947, top1_acc: 0.6031, top5_acc: 0.8138, loss_cls: 1.6914, loss: 1.6914, grad_norm: 3.2650 2020-08-13 20:23:58,374 - mmaction - INFO - Epoch [41][1100/1253] lr: 3.000e-03, eta: 23:38:58, time: 0.784, data_time: 0.006, memory: 4947, top1_acc: 0.5995, top5_acc: 0.8172, loss_cls: 1.6812, loss: 1.6812, grad_norm: 3.2976 2020-08-13 20:24:13,903 - mmaction - INFO - Epoch [41][1120/1253] lr: 3.000e-03, eta: 23:38:24, time: 0.781, data_time: 0.008, memory: 4947, top1_acc: 0.5898, top5_acc: 0.8086, loss_cls: 1.7480, loss: 1.7480, grad_norm: 3.3382 2020-08-13 20:24:29,827 - mmaction - INFO - Epoch [41][1140/1253] lr: 3.000e-03, eta: 23:37:51, time: 0.792, data_time: 0.005, memory: 4947, top1_acc: 0.6086, top5_acc: 0.8206, loss_cls: 1.6357, loss: 1.6357, grad_norm: 3.1999 2020-08-13 20:24:44,628 - mmaction - INFO - Epoch [41][1160/1253] lr: 3.000e-03, eta: 23:37:16, time: 0.743, data_time: 0.008, memory: 4947, top1_acc: 0.6141, top5_acc: 0.8169, loss_cls: 1.6606, loss: 1.6606, grad_norm: 3.2825 2020-08-13 20:24:59,101 - mmaction - INFO - Epoch [41][1180/1253] lr: 3.000e-03, eta: 23:36:41, time: 0.722, data_time: 0.006, memory: 4947, top1_acc: 0.6044, top5_acc: 0.8172, loss_cls: 1.6546, loss: 1.6546, grad_norm: 3.2906 2020-08-13 20:25:15,012 - mmaction - INFO - Epoch [41][1200/1253] lr: 3.000e-03, eta: 23:36:08, time: 0.797, data_time: 0.008, memory: 4947, top1_acc: 0.6081, top5_acc: 0.8195, loss_cls: 1.6657, loss: 1.6657, grad_norm: 3.3214 2020-08-13 20:25:29,725 - mmaction - INFO - Epoch [41][1220/1253] lr: 3.000e-03, eta: 23:35:33, time: 0.736, data_time: 0.007, memory: 4947, top1_acc: 0.6070, top5_acc: 0.8232, loss_cls: 1.6361, loss: 1.6361, grad_norm: 3.2728 2020-08-13 20:25:44,318 - mmaction - INFO - Epoch [41][1240/1253] lr: 3.000e-03, eta: 23:34:58, time: 0.729, data_time: 0.004, memory: 4947, top1_acc: 0.6021, top5_acc: 0.8201, loss_cls: 1.6393, loss: 1.6393, grad_norm: 3.2387 2020-08-13 20:25:53,058 - mmaction - INFO - Saving checkpoint at 41 epochs 2020-08-13 20:29:39,611 - mmaction - INFO - Epoch [42][20/1253] lr: 3.000e-03, eta: 23:38:50, time: 11.299, data_time: 10.630, memory: 4947, top1_acc: 0.6083, top5_acc: 0.8284, loss_cls: 1.6209, loss: 1.6209, grad_norm: 3.2684 2020-08-13 20:29:51,979 - mmaction - INFO - Epoch [42][40/1253] lr: 3.000e-03, eta: 23:38:12, time: 0.620, data_time: 0.007, memory: 4947, top1_acc: 0.6107, top5_acc: 0.8284, loss_cls: 1.6074, loss: 1.6074, grad_norm: 3.2793 2020-08-13 20:30:04,432 - mmaction - INFO - Epoch [42][60/1253] lr: 3.000e-03, eta: 23:37:34, time: 0.623, data_time: 0.008, memory: 4947, top1_acc: 0.5997, top5_acc: 0.8135, loss_cls: 1.6732, loss: 1.6732, grad_norm: 3.3214 2020-08-13 20:30:16,896 - mmaction - INFO - Epoch [42][80/1253] lr: 3.000e-03, eta: 23:36:56, time: 0.625, data_time: 0.004, memory: 4947, top1_acc: 0.6125, top5_acc: 0.8250, loss_cls: 1.6298, loss: 1.6298, grad_norm: 3.2856 2020-08-13 20:30:30,319 - mmaction - INFO - Epoch [42][100/1253] lr: 3.000e-03, eta: 23:36:19, time: 0.672, data_time: 0.006, memory: 4947, top1_acc: 0.6063, top5_acc: 0.8227, loss_cls: 1.6449, loss: 1.6449, grad_norm: 3.2969 2020-08-13 20:30:43,517 - mmaction - INFO - Epoch [42][120/1253] lr: 3.000e-03, eta: 23:35:42, time: 0.658, data_time: 0.005, memory: 4947, top1_acc: 0.6138, top5_acc: 0.8221, loss_cls: 1.6386, loss: 1.6386, grad_norm: 3.2791 2020-08-13 20:30:57,965 - mmaction - INFO - Epoch [42][140/1253] lr: 3.000e-03, eta: 23:35:06, time: 0.724, data_time: 0.008, memory: 4947, top1_acc: 0.6021, top5_acc: 0.8182, loss_cls: 1.6534, loss: 1.6534, grad_norm: 3.3105 2020-08-13 20:31:11,146 - mmaction - INFO - Epoch [42][160/1253] lr: 3.000e-03, eta: 23:34:29, time: 0.658, data_time: 0.009, memory: 4947, top1_acc: 0.6057, top5_acc: 0.8159, loss_cls: 1.6793, loss: 1.6793, grad_norm: 3.3312 2020-08-13 20:31:25,775 - mmaction - INFO - Epoch [42][180/1253] lr: 3.000e-03, eta: 23:33:54, time: 0.733, data_time: 0.006, memory: 4947, top1_acc: 0.5958, top5_acc: 0.8156, loss_cls: 1.6853, loss: 1.6853, grad_norm: 3.3326 2020-08-13 20:31:40,652 - mmaction - INFO - Epoch [42][200/1253] lr: 3.000e-03, eta: 23:33:20, time: 0.740, data_time: 0.006, memory: 4947, top1_acc: 0.6188, top5_acc: 0.8284, loss_cls: 1.6229, loss: 1.6229, grad_norm: 3.2693 2020-08-13 20:31:55,966 - mmaction - INFO - Epoch [42][220/1253] lr: 3.000e-03, eta: 23:32:46, time: 0.768, data_time: 0.008, memory: 4947, top1_acc: 0.6003, top5_acc: 0.8135, loss_cls: 1.7147, loss: 1.7147, grad_norm: 3.3395 2020-08-13 20:32:11,123 - mmaction - INFO - Epoch [42][240/1253] lr: 3.000e-03, eta: 23:32:11, time: 0.758, data_time: 0.009, memory: 4947, top1_acc: 0.6172, top5_acc: 0.8263, loss_cls: 1.6344, loss: 1.6344, grad_norm: 3.2793 2020-08-13 20:32:25,640 - mmaction - INFO - Epoch [42][260/1253] lr: 3.000e-03, eta: 23:31:36, time: 0.728, data_time: 0.005, memory: 4947, top1_acc: 0.6174, top5_acc: 0.8247, loss_cls: 1.6080, loss: 1.6080, grad_norm: 3.2955 2020-08-13 20:32:40,566 - mmaction - INFO - Epoch [42][280/1253] lr: 3.000e-03, eta: 23:31:02, time: 0.744, data_time: 0.005, memory: 4947, top1_acc: 0.6104, top5_acc: 0.8203, loss_cls: 1.6168, loss: 1.6168, grad_norm: 3.3236 2020-08-13 20:32:56,223 - mmaction - INFO - Epoch [42][300/1253] lr: 3.000e-03, eta: 23:30:28, time: 0.785, data_time: 0.006, memory: 4947, top1_acc: 0.6023, top5_acc: 0.8174, loss_cls: 1.6365, loss: 1.6365, grad_norm: 3.2613 2020-08-13 20:33:10,148 - mmaction - INFO - Epoch [42][320/1253] lr: 3.000e-03, eta: 23:29:52, time: 0.693, data_time: 0.005, memory: 4947, top1_acc: 0.6073, top5_acc: 0.8253, loss_cls: 1.6419, loss: 1.6419, grad_norm: 3.3378 2020-08-13 20:33:24,713 - mmaction - INFO - Epoch [42][340/1253] lr: 3.000e-03, eta: 23:29:18, time: 0.732, data_time: 0.007, memory: 4947, top1_acc: 0.6094, top5_acc: 0.8232, loss_cls: 1.6314, loss: 1.6314, grad_norm: 3.3091 2020-08-13 20:33:39,839 - mmaction - INFO - Epoch [42][360/1253] lr: 3.000e-03, eta: 23:28:43, time: 0.754, data_time: 0.005, memory: 4947, top1_acc: 0.6034, top5_acc: 0.8190, loss_cls: 1.6591, loss: 1.6591, grad_norm: 3.3408 2020-08-13 20:33:53,665 - mmaction - INFO - Epoch [42][380/1253] lr: 3.000e-03, eta: 23:28:07, time: 0.692, data_time: 0.007, memory: 4947, top1_acc: 0.6055, top5_acc: 0.8201, loss_cls: 1.6711, loss: 1.6711, grad_norm: 3.3245 2020-08-13 20:34:08,605 - mmaction - INFO - Epoch [42][400/1253] lr: 3.000e-03, eta: 23:27:33, time: 0.746, data_time: 0.008, memory: 4947, top1_acc: 0.6034, top5_acc: 0.8138, loss_cls: 1.6752, loss: 1.6752, grad_norm: 3.3271 2020-08-13 20:34:25,219 - mmaction - INFO - Epoch [42][420/1253] lr: 3.000e-03, eta: 23:27:01, time: 0.832, data_time: 0.006, memory: 4947, top1_acc: 0.6083, top5_acc: 0.8245, loss_cls: 1.6269, loss: 1.6269, grad_norm: 3.2979 2020-08-13 20:34:39,677 - mmaction - INFO - Epoch [42][440/1253] lr: 3.000e-03, eta: 23:26:26, time: 0.723, data_time: 0.005, memory: 4947, top1_acc: 0.5984, top5_acc: 0.8117, loss_cls: 1.6910, loss: 1.6910, grad_norm: 3.3152 2020-08-13 20:34:54,915 - mmaction - INFO - Epoch [42][460/1253] lr: 3.000e-03, eta: 23:25:52, time: 0.760, data_time: 0.005, memory: 4947, top1_acc: 0.6240, top5_acc: 0.8284, loss_cls: 1.5661, loss: 1.5661, grad_norm: 3.2332 2020-08-13 20:35:10,106 - mmaction - INFO - Epoch [42][480/1253] lr: 3.000e-03, eta: 23:25:18, time: 0.758, data_time: 0.007, memory: 4947, top1_acc: 0.6148, top5_acc: 0.8117, loss_cls: 1.6568, loss: 1.6568, grad_norm: 3.3694 2020-08-13 20:35:25,481 - mmaction - INFO - Epoch [42][500/1253] lr: 3.000e-03, eta: 23:24:44, time: 0.769, data_time: 0.008, memory: 4947, top1_acc: 0.6117, top5_acc: 0.8284, loss_cls: 1.6041, loss: 1.6041, grad_norm: 3.3247 2020-08-13 20:35:39,353 - mmaction - INFO - Epoch [42][520/1253] lr: 3.000e-03, eta: 23:24:09, time: 0.695, data_time: 0.007, memory: 4947, top1_acc: 0.6122, top5_acc: 0.8130, loss_cls: 1.6573, loss: 1.6573, grad_norm: 3.3242 2020-08-13 20:35:54,590 - mmaction - INFO - Epoch [42][540/1253] lr: 3.000e-03, eta: 23:23:35, time: 0.760, data_time: 0.007, memory: 4947, top1_acc: 0.6201, top5_acc: 0.8307, loss_cls: 1.5835, loss: 1.5835, grad_norm: 3.2841 2020-08-13 20:36:09,421 - mmaction - INFO - Epoch [42][560/1253] lr: 3.000e-03, eta: 23:23:00, time: 0.745, data_time: 0.007, memory: 4947, top1_acc: 0.5995, top5_acc: 0.8060, loss_cls: 1.7234, loss: 1.7234, grad_norm: 3.4285 2020-08-13 20:36:25,574 - mmaction - INFO - Epoch [42][580/1253] lr: 3.000e-03, eta: 23:22:28, time: 0.807, data_time: 0.005, memory: 4947, top1_acc: 0.6060, top5_acc: 0.8164, loss_cls: 1.6677, loss: 1.6677, grad_norm: 3.3678 2020-08-13 20:36:40,033 - mmaction - INFO - Epoch [42][600/1253] lr: 3.000e-03, eta: 23:21:53, time: 0.723, data_time: 0.005, memory: 4947, top1_acc: 0.6193, top5_acc: 0.8247, loss_cls: 1.6138, loss: 1.6138, grad_norm: 3.2884 2020-08-13 20:36:55,911 - mmaction - INFO - Epoch [42][620/1253] lr: 3.000e-03, eta: 23:21:20, time: 0.795, data_time: 0.008, memory: 4947, top1_acc: 0.6013, top5_acc: 0.8224, loss_cls: 1.6417, loss: 1.6417, grad_norm: 3.3561 2020-08-13 20:37:10,410 - mmaction - INFO - Epoch [42][640/1253] lr: 3.000e-03, eta: 23:20:45, time: 0.723, data_time: 0.006, memory: 4947, top1_acc: 0.6031, top5_acc: 0.8174, loss_cls: 1.6276, loss: 1.6276, grad_norm: 3.2762 2020-08-13 20:37:26,343 - mmaction - INFO - Epoch [42][660/1253] lr: 3.000e-03, eta: 23:20:12, time: 0.798, data_time: 0.007, memory: 4947, top1_acc: 0.6026, top5_acc: 0.8229, loss_cls: 1.6270, loss: 1.6270, grad_norm: 3.3550 2020-08-13 20:37:40,731 - mmaction - INFO - Epoch [42][680/1253] lr: 3.000e-03, eta: 23:19:37, time: 0.716, data_time: 0.006, memory: 4947, top1_acc: 0.6107, top5_acc: 0.8255, loss_cls: 1.6186, loss: 1.6186, grad_norm: 3.3388 2020-08-13 20:37:55,912 - mmaction - INFO - Epoch [42][700/1253] lr: 3.000e-03, eta: 23:19:04, time: 0.762, data_time: 0.006, memory: 4947, top1_acc: 0.6034, top5_acc: 0.8180, loss_cls: 1.6518, loss: 1.6518, grad_norm: 3.3569 2020-08-13 20:38:11,203 - mmaction - INFO - Epoch [42][720/1253] lr: 3.000e-03, eta: 23:18:30, time: 0.764, data_time: 0.005, memory: 4947, top1_acc: 0.6201, top5_acc: 0.8180, loss_cls: 1.6218, loss: 1.6218, grad_norm: 3.2911 2020-08-13 20:38:26,095 - mmaction - INFO - Epoch [42][740/1253] lr: 3.000e-03, eta: 23:17:56, time: 0.745, data_time: 0.005, memory: 4947, top1_acc: 0.5979, top5_acc: 0.8203, loss_cls: 1.6591, loss: 1.6591, grad_norm: 3.3695 2020-08-13 20:38:40,006 - mmaction - INFO - Epoch [42][760/1253] lr: 3.000e-03, eta: 23:17:20, time: 0.695, data_time: 0.006, memory: 4947, top1_acc: 0.6120, top5_acc: 0.8203, loss_cls: 1.6549, loss: 1.6549, grad_norm: 3.3618 2020-08-13 20:38:56,136 - mmaction - INFO - Epoch [42][780/1253] lr: 3.000e-03, eta: 23:16:48, time: 0.808, data_time: 0.009, memory: 4947, top1_acc: 0.6195, top5_acc: 0.8299, loss_cls: 1.5751, loss: 1.5751, grad_norm: 3.2537 2020-08-13 20:39:11,799 - mmaction - INFO - Epoch [42][800/1253] lr: 3.000e-03, eta: 23:16:14, time: 0.780, data_time: 0.008, memory: 4947, top1_acc: 0.6195, top5_acc: 0.8180, loss_cls: 1.6005, loss: 1.6005, grad_norm: 3.3215 2020-08-13 20:39:26,723 - mmaction - INFO - Epoch [42][820/1253] lr: 3.000e-03, eta: 23:15:40, time: 0.750, data_time: 0.007, memory: 4947, top1_acc: 0.6227, top5_acc: 0.8339, loss_cls: 1.5962, loss: 1.5962, grad_norm: 3.3226 2020-08-13 20:39:41,738 - mmaction - INFO - Epoch [42][840/1253] lr: 3.000e-03, eta: 23:15:07, time: 0.751, data_time: 0.005, memory: 4947, top1_acc: 0.6117, top5_acc: 0.8242, loss_cls: 1.6111, loss: 1.6111, grad_norm: 3.3151 2020-08-13 20:39:56,448 - mmaction - INFO - Epoch [42][860/1253] lr: 3.000e-03, eta: 23:14:32, time: 0.734, data_time: 0.006, memory: 4947, top1_acc: 0.6099, top5_acc: 0.8240, loss_cls: 1.6179, loss: 1.6179, grad_norm: 3.3565 2020-08-13 20:40:11,673 - mmaction - INFO - Epoch [42][880/1253] lr: 3.000e-03, eta: 23:13:58, time: 0.760, data_time: 0.007, memory: 4947, top1_acc: 0.6169, top5_acc: 0.8339, loss_cls: 1.5991, loss: 1.5991, grad_norm: 3.3524 2020-08-13 20:40:28,487 - mmaction - INFO - Epoch [42][900/1253] lr: 3.000e-03, eta: 23:13:27, time: 0.843, data_time: 0.009, memory: 4947, top1_acc: 0.6208, top5_acc: 0.8313, loss_cls: 1.5805, loss: 1.5805, grad_norm: 3.2945 2020-08-13 20:40:43,076 - mmaction - INFO - Epoch [42][920/1253] lr: 3.000e-03, eta: 23:12:53, time: 0.725, data_time: 0.005, memory: 4947, top1_acc: 0.6154, top5_acc: 0.8227, loss_cls: 1.6278, loss: 1.6278, grad_norm: 3.3430 2020-08-13 20:40:58,077 - mmaction - INFO - Epoch [42][940/1253] lr: 3.000e-03, eta: 23:12:19, time: 0.753, data_time: 0.008, memory: 4947, top1_acc: 0.6133, top5_acc: 0.8305, loss_cls: 1.5949, loss: 1.5949, grad_norm: 3.3425 2020-08-13 20:41:13,430 - mmaction - INFO - Epoch [42][960/1253] lr: 3.000e-03, eta: 23:11:45, time: 0.765, data_time: 0.007, memory: 4947, top1_acc: 0.6151, top5_acc: 0.8227, loss_cls: 1.6204, loss: 1.6204, grad_norm: 3.3588 2020-08-13 20:41:28,384 - mmaction - INFO - Epoch [42][980/1253] lr: 3.000e-03, eta: 23:11:11, time: 0.747, data_time: 0.011, memory: 4947, top1_acc: 0.6039, top5_acc: 0.8255, loss_cls: 1.6296, loss: 1.6296, grad_norm: 3.4034 2020-08-13 20:41:45,215 - mmaction - INFO - Epoch [42][1000/1253] lr: 3.000e-03, eta: 23:10:40, time: 0.844, data_time: 0.009, memory: 4947, top1_acc: 0.5997, top5_acc: 0.8172, loss_cls: 1.6822, loss: 1.6822, grad_norm: 3.4359 2020-08-13 20:50:36,522 - mmaction - INFO - Epoch [42][1020/1253] lr: 3.000e-03, eta: 23:22:05, time: 26.565, data_time: 7.197, memory: 4947, top1_acc: 0.6208, top5_acc: 0.8224, loss_cls: 1.6063, loss: 1.6063, grad_norm: 3.3038 2020-08-13 20:50:48,733 - mmaction - INFO - Epoch [42][1040/1253] lr: 3.000e-03, eta: 23:21:26, time: 0.611, data_time: 0.004, memory: 4947, top1_acc: 0.6057, top5_acc: 0.8245, loss_cls: 1.6177, loss: 1.6177, grad_norm: 3.3551 2020-08-13 20:51:00,994 - mmaction - INFO - Epoch [42][1060/1253] lr: 3.000e-03, eta: 23:20:48, time: 0.611, data_time: 0.006, memory: 4947, top1_acc: 0.6102, top5_acc: 0.8081, loss_cls: 1.6668, loss: 1.6668, grad_norm: 3.3764 2020-08-13 20:51:13,481 - mmaction - INFO - Epoch [42][1080/1253] lr: 3.000e-03, eta: 23:20:11, time: 0.627, data_time: 0.007, memory: 4947, top1_acc: 0.6130, top5_acc: 0.8141, loss_cls: 1.6322, loss: 1.6322, grad_norm: 3.3136 2020-08-13 20:51:25,992 - mmaction - INFO - Epoch [42][1100/1253] lr: 3.000e-03, eta: 23:19:33, time: 0.625, data_time: 0.006, memory: 4947, top1_acc: 0.6221, top5_acc: 0.8237, loss_cls: 1.5896, loss: 1.5896, grad_norm: 3.3043 2020-08-13 20:51:38,294 - mmaction - INFO - Epoch [42][1120/1253] lr: 3.000e-03, eta: 23:18:55, time: 0.614, data_time: 0.004, memory: 4947, top1_acc: 0.6201, top5_acc: 0.8279, loss_cls: 1.6243, loss: 1.6243, grad_norm: 3.3385 2020-08-13 20:51:52,182 - mmaction - INFO - Epoch [42][1140/1253] lr: 3.000e-03, eta: 23:18:19, time: 0.694, data_time: 0.009, memory: 4947, top1_acc: 0.6188, top5_acc: 0.8313, loss_cls: 1.5845, loss: 1.5845, grad_norm: 3.3303 2020-08-13 20:52:06,393 - mmaction - INFO - Epoch [42][1160/1253] lr: 3.000e-03, eta: 23:17:44, time: 0.712, data_time: 0.006, memory: 4947, top1_acc: 0.6258, top5_acc: 0.8281, loss_cls: 1.5809, loss: 1.5809, grad_norm: 3.3365 2020-08-13 20:52:19,346 - mmaction - INFO - Epoch [42][1180/1253] lr: 3.000e-03, eta: 23:17:07, time: 0.646, data_time: 0.003, memory: 4947, top1_acc: 0.6182, top5_acc: 0.8328, loss_cls: 1.5793, loss: 1.5793, grad_norm: 3.3449 2020-08-13 20:52:34,926 - mmaction - INFO - Epoch [42][1200/1253] lr: 3.000e-03, eta: 23:16:33, time: 0.781, data_time: 0.008, memory: 4947, top1_acc: 0.6156, top5_acc: 0.8174, loss_cls: 1.6105, loss: 1.6105, grad_norm: 3.3043 2020-08-13 20:52:49,216 - mmaction - INFO - Epoch [42][1220/1253] lr: 3.000e-03, eta: 23:15:58, time: 0.711, data_time: 0.006, memory: 4947, top1_acc: 0.6227, top5_acc: 0.8237, loss_cls: 1.6017, loss: 1.6017, grad_norm: 3.3504 2020-08-13 20:53:05,252 - mmaction - INFO - Epoch [42][1240/1253] lr: 3.000e-03, eta: 23:15:26, time: 0.806, data_time: 0.007, memory: 4947, top1_acc: 0.6273, top5_acc: 0.8279, loss_cls: 1.5605, loss: 1.5605, grad_norm: 3.3423 2020-08-13 20:53:15,083 - mmaction - INFO - Saving checkpoint at 42 epochs 2020-08-13 20:57:32,840 - mmaction - INFO - Epoch [43][20/1253] lr: 3.000e-03, eta: 23:19:50, time: 12.859, data_time: 0.418, memory: 4947, top1_acc: 0.6154, top5_acc: 0.8294, loss_cls: 1.5799, loss: 1.5799, grad_norm: 3.3590 2020-08-13 20:57:45,250 - mmaction - INFO - Epoch [43][40/1253] lr: 3.000e-03, eta: 23:19:12, time: 0.621, data_time: 0.006, memory: 4947, top1_acc: 0.6172, top5_acc: 0.8258, loss_cls: 1.6056, loss: 1.6056, grad_norm: 3.3505 2020-08-13 20:57:57,658 - mmaction - INFO - Epoch [43][60/1253] lr: 3.000e-03, eta: 23:18:34, time: 0.621, data_time: 0.006, memory: 4947, top1_acc: 0.6208, top5_acc: 0.8273, loss_cls: 1.6176, loss: 1.6176, grad_norm: 3.3633 2020-08-13 20:58:10,539 - mmaction - INFO - Epoch [43][80/1253] lr: 3.000e-03, eta: 23:17:57, time: 0.643, data_time: 0.008, memory: 4947, top1_acc: 0.6297, top5_acc: 0.8354, loss_cls: 1.5404, loss: 1.5404, grad_norm: 3.3296 2020-08-13 20:58:23,014 - mmaction - INFO - Epoch [43][100/1253] lr: 3.000e-03, eta: 23:17:19, time: 0.624, data_time: 0.009, memory: 4947, top1_acc: 0.6260, top5_acc: 0.8313, loss_cls: 1.5673, loss: 1.5673, grad_norm: 3.3226 2020-08-13 20:58:35,578 - mmaction - INFO - Epoch [43][120/1253] lr: 3.000e-03, eta: 23:16:42, time: 0.626, data_time: 0.009, memory: 4947, top1_acc: 0.6221, top5_acc: 0.8273, loss_cls: 1.5783, loss: 1.5783, grad_norm: 3.3268 2020-08-13 20:58:48,423 - mmaction - INFO - Epoch [43][140/1253] lr: 3.000e-03, eta: 23:16:04, time: 0.643, data_time: 0.007, memory: 4947, top1_acc: 0.6167, top5_acc: 0.8284, loss_cls: 1.6033, loss: 1.6033, grad_norm: 3.4590 2020-08-13 20:59:02,058 - mmaction - INFO - Epoch [43][160/1253] lr: 3.000e-03, eta: 23:15:28, time: 0.684, data_time: 0.006, memory: 4947, top1_acc: 0.6190, top5_acc: 0.8247, loss_cls: 1.6013, loss: 1.6013, grad_norm: 3.3287 2020-08-13 20:59:16,024 - mmaction - INFO - Epoch [43][180/1253] lr: 3.000e-03, eta: 23:14:53, time: 0.695, data_time: 0.007, memory: 4947, top1_acc: 0.6138, top5_acc: 0.8281, loss_cls: 1.6146, loss: 1.6146, grad_norm: 3.3890 2020-08-13 20:59:30,029 - mmaction - INFO - Epoch [43][200/1253] lr: 3.000e-03, eta: 23:14:17, time: 0.700, data_time: 0.008, memory: 4947, top1_acc: 0.6201, top5_acc: 0.8240, loss_cls: 1.5769, loss: 1.5769, grad_norm: 3.3456 2020-08-13 20:59:43,294 - mmaction - INFO - Epoch [43][220/1253] lr: 3.000e-03, eta: 23:13:41, time: 0.668, data_time: 0.008, memory: 4947, top1_acc: 0.6320, top5_acc: 0.8370, loss_cls: 1.5527, loss: 1.5527, grad_norm: 3.3565 2020-08-13 20:59:57,391 - mmaction - INFO - Epoch [43][240/1253] lr: 3.000e-03, eta: 23:13:05, time: 0.703, data_time: 0.006, memory: 4947, top1_acc: 0.6333, top5_acc: 0.8398, loss_cls: 1.5263, loss: 1.5263, grad_norm: 3.3850 2020-08-13 21:00:15,784 - mmaction - INFO - Epoch [43][260/1253] lr: 3.000e-03, eta: 23:12:36, time: 0.917, data_time: 0.007, memory: 4947, top1_acc: 0.6242, top5_acc: 0.8305, loss_cls: 1.5787, loss: 1.5787, grad_norm: 3.3163 2020-08-13 21:00:30,103 - mmaction - INFO - Epoch [43][280/1253] lr: 3.000e-03, eta: 23:12:01, time: 0.719, data_time: 0.017, memory: 4947, top1_acc: 0.6141, top5_acc: 0.8273, loss_cls: 1.6099, loss: 1.6099, grad_norm: 3.4441 2020-08-13 21:00:44,470 - mmaction - INFO - Epoch [43][300/1253] lr: 3.000e-03, eta: 23:11:26, time: 0.721, data_time: 0.007, memory: 4947, top1_acc: 0.6250, top5_acc: 0.8266, loss_cls: 1.5938, loss: 1.5938, grad_norm: 3.3412 2020-08-13 21:00:58,327 - mmaction - INFO - Epoch [43][320/1253] lr: 3.000e-03, eta: 23:10:50, time: 0.692, data_time: 0.005, memory: 4947, top1_acc: 0.6135, top5_acc: 0.8195, loss_cls: 1.6388, loss: 1.6388, grad_norm: 3.4102 2020-08-13 21:01:13,990 - mmaction - INFO - Epoch [43][340/1253] lr: 3.000e-03, eta: 23:10:17, time: 0.779, data_time: 0.007, memory: 4947, top1_acc: 0.6182, top5_acc: 0.8276, loss_cls: 1.5873, loss: 1.5873, grad_norm: 3.3783 2020-08-13 21:01:28,347 - mmaction - INFO - Epoch [43][360/1253] lr: 3.000e-03, eta: 23:09:42, time: 0.720, data_time: 0.007, memory: 4947, top1_acc: 0.6172, top5_acc: 0.8266, loss_cls: 1.5731, loss: 1.5731, grad_norm: 3.4163 2020-08-13 21:01:43,746 - mmaction - INFO - Epoch [43][380/1253] lr: 3.000e-03, eta: 23:09:08, time: 0.769, data_time: 0.007, memory: 4947, top1_acc: 0.6268, top5_acc: 0.8305, loss_cls: 1.5482, loss: 1.5482, grad_norm: 3.4012 2020-08-13 21:01:58,430 - mmaction - INFO - Epoch [43][400/1253] lr: 3.000e-03, eta: 23:08:34, time: 0.737, data_time: 0.006, memory: 4947, top1_acc: 0.5956, top5_acc: 0.8172, loss_cls: 1.6863, loss: 1.6863, grad_norm: 3.4331 2020-08-13 21:02:13,785 - mmaction - INFO - Epoch [43][420/1253] lr: 3.000e-03, eta: 23:08:00, time: 0.766, data_time: 0.005, memory: 4947, top1_acc: 0.6120, top5_acc: 0.8190, loss_cls: 1.6374, loss: 1.6374, grad_norm: 3.3918 2020-08-13 21:02:27,963 - mmaction - INFO - Epoch [43][440/1253] lr: 3.000e-03, eta: 23:07:25, time: 0.710, data_time: 0.007, memory: 4947, top1_acc: 0.6141, top5_acc: 0.8221, loss_cls: 1.6135, loss: 1.6135, grad_norm: 3.3687 2020-08-13 21:02:43,894 - mmaction - INFO - Epoch [43][460/1253] lr: 3.000e-03, eta: 23:06:53, time: 0.793, data_time: 0.006, memory: 4947, top1_acc: 0.6031, top5_acc: 0.8260, loss_cls: 1.6394, loss: 1.6394, grad_norm: 3.4807 2020-08-13 21:02:58,759 - mmaction - INFO - Epoch [43][480/1253] lr: 3.000e-03, eta: 23:06:18, time: 0.746, data_time: 0.008, memory: 4947, top1_acc: 0.6177, top5_acc: 0.8349, loss_cls: 1.5616, loss: 1.5616, grad_norm: 3.3640 2020-08-13 21:03:14,235 - mmaction - INFO - Epoch [43][500/1253] lr: 3.000e-03, eta: 23:05:45, time: 0.773, data_time: 0.007, memory: 4947, top1_acc: 0.6091, top5_acc: 0.8169, loss_cls: 1.6333, loss: 1.6333, grad_norm: 3.3770 2020-08-13 21:03:29,450 - mmaction - INFO - Epoch [43][520/1253] lr: 3.000e-03, eta: 23:05:11, time: 0.761, data_time: 0.005, memory: 4947, top1_acc: 0.6250, top5_acc: 0.8284, loss_cls: 1.5704, loss: 1.5704, grad_norm: 3.3759 2020-08-13 21:03:44,223 - mmaction - INFO - Epoch [43][540/1253] lr: 3.000e-03, eta: 23:04:37, time: 0.740, data_time: 0.007, memory: 4947, top1_acc: 0.6227, top5_acc: 0.8289, loss_cls: 1.5854, loss: 1.5854, grad_norm: 3.3839 2020-08-13 21:03:59,258 - mmaction - INFO - Epoch [43][560/1253] lr: 3.000e-03, eta: 23:04:03, time: 0.750, data_time: 0.007, memory: 4947, top1_acc: 0.6156, top5_acc: 0.8326, loss_cls: 1.5996, loss: 1.5996, grad_norm: 3.4348 2020-08-13 21:04:14,985 - mmaction - INFO - Epoch [43][580/1253] lr: 3.000e-03, eta: 23:03:30, time: 0.786, data_time: 0.007, memory: 4947, top1_acc: 0.6005, top5_acc: 0.8167, loss_cls: 1.6846, loss: 1.6846, grad_norm: 3.4383 2020-08-13 21:04:29,598 - mmaction - INFO - Epoch [43][600/1253] lr: 3.000e-03, eta: 23:02:56, time: 0.733, data_time: 0.005, memory: 4947, top1_acc: 0.6177, top5_acc: 0.8286, loss_cls: 1.6052, loss: 1.6052, grad_norm: 3.3503 2020-08-13 21:04:44,193 - mmaction - INFO - Epoch [43][620/1253] lr: 3.000e-03, eta: 23:02:22, time: 0.729, data_time: 0.006, memory: 4947, top1_acc: 0.6078, top5_acc: 0.8255, loss_cls: 1.6172, loss: 1.6172, grad_norm: 3.4069 2020-08-13 21:04:59,320 - mmaction - INFO - Epoch [43][640/1253] lr: 3.000e-03, eta: 23:01:48, time: 0.754, data_time: 0.003, memory: 4947, top1_acc: 0.6138, top5_acc: 0.8237, loss_cls: 1.6402, loss: 1.6402, grad_norm: 3.4245 2020-08-13 21:05:14,441 - mmaction - INFO - Epoch [43][660/1253] lr: 3.000e-03, eta: 23:01:14, time: 0.756, data_time: 0.008, memory: 4947, top1_acc: 0.6036, top5_acc: 0.8141, loss_cls: 1.6615, loss: 1.6615, grad_norm: 3.4662 2020-08-13 21:05:29,196 - mmaction - INFO - Epoch [43][680/1253] lr: 3.000e-03, eta: 23:00:40, time: 0.740, data_time: 0.007, memory: 4947, top1_acc: 0.6219, top5_acc: 0.8151, loss_cls: 1.6475, loss: 1.6475, grad_norm: 3.4310 2020-08-13 21:05:45,676 - mmaction - INFO - Epoch [43][700/1253] lr: 3.000e-03, eta: 23:00:08, time: 0.822, data_time: 0.006, memory: 4947, top1_acc: 0.6255, top5_acc: 0.8333, loss_cls: 1.5839, loss: 1.5839, grad_norm: 3.3745 2020-08-13 21:06:00,618 - mmaction - INFO - Epoch [43][720/1253] lr: 3.000e-03, eta: 22:59:34, time: 0.745, data_time: 0.010, memory: 4947, top1_acc: 0.6107, top5_acc: 0.8237, loss_cls: 1.6060, loss: 1.6060, grad_norm: 3.4051 2020-08-13 21:06:15,458 - mmaction - INFO - Epoch [43][740/1253] lr: 3.000e-03, eta: 22:59:00, time: 0.746, data_time: 0.007, memory: 4947, top1_acc: 0.6122, top5_acc: 0.8130, loss_cls: 1.6257, loss: 1.6257, grad_norm: 3.3782 2020-08-13 21:06:31,146 - mmaction - INFO - Epoch [43][760/1253] lr: 3.000e-03, eta: 22:58:27, time: 0.786, data_time: 0.009, memory: 4947, top1_acc: 0.6206, top5_acc: 0.8289, loss_cls: 1.5695, loss: 1.5695, grad_norm: 3.3944 2020-08-13 21:06:46,232 - mmaction - INFO - Epoch [43][780/1253] lr: 3.000e-03, eta: 22:57:54, time: 0.754, data_time: 0.008, memory: 4947, top1_acc: 0.6245, top5_acc: 0.8224, loss_cls: 1.5935, loss: 1.5935, grad_norm: 3.3510 2020-08-13 21:07:00,879 - mmaction - INFO - Epoch [43][800/1253] lr: 3.000e-03, eta: 22:57:19, time: 0.730, data_time: 0.007, memory: 4947, top1_acc: 0.6289, top5_acc: 0.8253, loss_cls: 1.5803, loss: 1.5803, grad_norm: 3.3790 2020-08-13 21:07:16,001 - mmaction - INFO - Epoch [43][820/1253] lr: 3.000e-03, eta: 22:56:46, time: 0.759, data_time: 0.007, memory: 4947, top1_acc: 0.6164, top5_acc: 0.8289, loss_cls: 1.6205, loss: 1.6205, grad_norm: 3.4844 2020-08-13 21:07:31,308 - mmaction - INFO - Epoch [43][840/1253] lr: 3.000e-03, eta: 22:56:12, time: 0.762, data_time: 0.005, memory: 4947, top1_acc: 0.6089, top5_acc: 0.8260, loss_cls: 1.6008, loss: 1.6008, grad_norm: 3.4272 2020-08-13 21:07:45,371 - mmaction - INFO - Epoch [43][860/1253] lr: 3.000e-03, eta: 22:55:38, time: 0.706, data_time: 0.006, memory: 4947, top1_acc: 0.6109, top5_acc: 0.8263, loss_cls: 1.5897, loss: 1.5897, grad_norm: 3.4199 2020-08-13 21:08:00,120 - mmaction - INFO - Epoch [43][880/1253] lr: 3.000e-03, eta: 22:55:04, time: 0.737, data_time: 0.007, memory: 4947, top1_acc: 0.6253, top5_acc: 0.8354, loss_cls: 1.5185, loss: 1.5185, grad_norm: 3.3287 2020-08-13 21:08:14,740 - mmaction - INFO - Epoch [43][900/1253] lr: 3.000e-03, eta: 22:54:29, time: 0.732, data_time: 0.005, memory: 4947, top1_acc: 0.6281, top5_acc: 0.8255, loss_cls: 1.5832, loss: 1.5832, grad_norm: 3.4360 2020-08-13 21:08:30,713 - mmaction - INFO - Epoch [43][920/1253] lr: 3.000e-03, eta: 22:53:57, time: 0.799, data_time: 0.007, memory: 4947, top1_acc: 0.6193, top5_acc: 0.8292, loss_cls: 1.5608, loss: 1.5608, grad_norm: 3.3769 2020-08-13 21:08:45,640 - mmaction - INFO - Epoch [43][940/1253] lr: 3.000e-03, eta: 22:53:23, time: 0.742, data_time: 0.006, memory: 4947, top1_acc: 0.6336, top5_acc: 0.8352, loss_cls: 1.5384, loss: 1.5384, grad_norm: 3.4300 2020-08-13 21:08:59,108 - mmaction - INFO - Epoch [43][960/1253] lr: 3.000e-03, eta: 22:52:48, time: 0.677, data_time: 0.007, memory: 4947, top1_acc: 0.6240, top5_acc: 0.8352, loss_cls: 1.5577, loss: 1.5577, grad_norm: 3.3302 2020-08-13 21:09:13,228 - mmaction - INFO - Epoch [43][980/1253] lr: 3.000e-03, eta: 22:52:13, time: 0.707, data_time: 0.007, memory: 4947, top1_acc: 0.6240, top5_acc: 0.8255, loss_cls: 1.5705, loss: 1.5705, grad_norm: 3.3968 2020-08-13 21:09:28,184 - mmaction - INFO - Epoch [43][1000/1253] lr: 3.000e-03, eta: 22:51:39, time: 0.746, data_time: 0.002, memory: 4947, top1_acc: 0.6245, top5_acc: 0.8271, loss_cls: 1.5711, loss: 1.5711, grad_norm: 3.3778 2020-08-13 21:09:41,876 - mmaction - INFO - Epoch [43][1020/1253] lr: 3.000e-03, eta: 22:51:04, time: 0.685, data_time: 0.007, memory: 4947, top1_acc: 0.6042, top5_acc: 0.8318, loss_cls: 1.6222, loss: 1.6222, grad_norm: 3.5286 2020-08-13 21:09:55,868 - mmaction - INFO - Epoch [43][1040/1253] lr: 3.000e-03, eta: 22:50:29, time: 0.699, data_time: 0.005, memory: 4947, top1_acc: 0.6201, top5_acc: 0.8263, loss_cls: 1.5816, loss: 1.5816, grad_norm: 3.4222 2020-08-13 21:10:09,944 - mmaction - INFO - Epoch [43][1060/1253] lr: 3.000e-03, eta: 22:49:54, time: 0.703, data_time: 0.009, memory: 4947, top1_acc: 0.6214, top5_acc: 0.8292, loss_cls: 1.5790, loss: 1.5790, grad_norm: 3.4519 2020-08-13 21:10:24,956 - mmaction - INFO - Epoch [43][1080/1253] lr: 3.000e-03, eta: 22:49:20, time: 0.752, data_time: 0.007, memory: 4947, top1_acc: 0.6161, top5_acc: 0.8266, loss_cls: 1.5943, loss: 1.5943, grad_norm: 3.4647 2020-08-13 21:10:39,416 - mmaction - INFO - Epoch [43][1100/1253] lr: 3.000e-03, eta: 22:48:46, time: 0.723, data_time: 0.008, memory: 4947, top1_acc: 0.6201, top5_acc: 0.8323, loss_cls: 1.5657, loss: 1.5657, grad_norm: 3.3917 2020-08-13 21:10:53,361 - mmaction - INFO - Epoch [43][1120/1253] lr: 3.000e-03, eta: 22:48:11, time: 0.696, data_time: 0.005, memory: 4947, top1_acc: 0.6146, top5_acc: 0.8273, loss_cls: 1.6011, loss: 1.6011, grad_norm: 3.3941 2020-08-13 21:11:08,398 - mmaction - INFO - Epoch [43][1140/1253] lr: 3.000e-03, eta: 22:47:38, time: 0.754, data_time: 0.008, memory: 4947, top1_acc: 0.6146, top5_acc: 0.8190, loss_cls: 1.6278, loss: 1.6278, grad_norm: 3.5049 2020-08-13 21:11:22,481 - mmaction - INFO - Epoch [43][1160/1253] lr: 3.000e-03, eta: 22:47:03, time: 0.705, data_time: 0.004, memory: 4947, top1_acc: 0.6159, top5_acc: 0.8299, loss_cls: 1.5900, loss: 1.5900, grad_norm: 3.4809 2020-08-13 21:11:36,793 - mmaction - INFO - Epoch [43][1180/1253] lr: 3.000e-03, eta: 22:46:29, time: 0.712, data_time: 0.005, memory: 4947, top1_acc: 0.6242, top5_acc: 0.8305, loss_cls: 1.5844, loss: 1.5844, grad_norm: 3.4802 2020-08-13 21:11:50,323 - mmaction - INFO - Epoch [43][1200/1253] lr: 3.000e-03, eta: 22:45:53, time: 0.679, data_time: 0.007, memory: 4947, top1_acc: 0.6255, top5_acc: 0.8258, loss_cls: 1.5930, loss: 1.5930, grad_norm: 3.4590 2020-08-13 21:12:05,661 - mmaction - INFO - Epoch [43][1220/1253] lr: 3.000e-03, eta: 22:45:20, time: 0.767, data_time: 0.008, memory: 4947, top1_acc: 0.6169, top5_acc: 0.8302, loss_cls: 1.5648, loss: 1.5648, grad_norm: 3.3725 2020-08-13 21:12:21,111 - mmaction - INFO - Epoch [43][1240/1253] lr: 3.000e-03, eta: 22:44:47, time: 0.772, data_time: 0.005, memory: 4947, top1_acc: 0.6109, top5_acc: 0.8266, loss_cls: 1.6124, loss: 1.6124, grad_norm: 3.4761 2020-08-13 21:12:29,545 - mmaction - INFO - Saving checkpoint at 43 epochs 2020-08-13 21:17:03,482 - mmaction - INFO - Epoch [44][20/1253] lr: 3.000e-03, eta: 22:49:21, time: 13.659, data_time: 8.227, memory: 4947, top1_acc: 0.6253, top5_acc: 0.8305, loss_cls: 1.5767, loss: 1.5767, grad_norm: 3.4457 2020-08-13 21:17:15,831 - mmaction - INFO - Epoch [44][40/1253] lr: 3.000e-03, eta: 22:48:44, time: 0.620, data_time: 0.007, memory: 4947, top1_acc: 0.6255, top5_acc: 0.8339, loss_cls: 1.5783, loss: 1.5783, grad_norm: 3.4340 2020-08-13 21:17:28,290 - mmaction - INFO - Epoch [44][60/1253] lr: 3.000e-03, eta: 22:48:07, time: 0.620, data_time: 0.005, memory: 4947, top1_acc: 0.6346, top5_acc: 0.8305, loss_cls: 1.5571, loss: 1.5571, grad_norm: 3.4457 2020-08-13 21:17:41,136 - mmaction - INFO - Epoch [44][80/1253] lr: 3.000e-03, eta: 22:47:31, time: 0.646, data_time: 0.007, memory: 4947, top1_acc: 0.6169, top5_acc: 0.8242, loss_cls: 1.6254, loss: 1.6254, grad_norm: 3.4803 2020-08-13 21:17:54,322 - mmaction - INFO - Epoch [44][100/1253] lr: 3.000e-03, eta: 22:46:55, time: 0.657, data_time: 0.004, memory: 4947, top1_acc: 0.6227, top5_acc: 0.8237, loss_cls: 1.5966, loss: 1.5966, grad_norm: 3.4420 2020-08-13 21:18:07,184 - mmaction - INFO - Epoch [44][120/1253] lr: 3.000e-03, eta: 22:46:18, time: 0.642, data_time: 0.009, memory: 4947, top1_acc: 0.6195, top5_acc: 0.8273, loss_cls: 1.6008, loss: 1.6008, grad_norm: 3.4025 2020-08-13 21:18:19,673 - mmaction - INFO - Epoch [44][140/1253] lr: 3.000e-03, eta: 22:45:42, time: 0.626, data_time: 0.007, memory: 4947, top1_acc: 0.6299, top5_acc: 0.8289, loss_cls: 1.5491, loss: 1.5491, grad_norm: 3.3849 2020-08-13 21:18:33,985 - mmaction - INFO - Epoch [44][160/1253] lr: 3.000e-03, eta: 22:45:07, time: 0.715, data_time: 0.006, memory: 4947, top1_acc: 0.6242, top5_acc: 0.8359, loss_cls: 1.5310, loss: 1.5310, grad_norm: 3.4491 2020-08-13 21:18:48,255 - mmaction - INFO - Epoch [44][180/1253] lr: 3.000e-03, eta: 22:44:33, time: 0.713, data_time: 0.009, memory: 4947, top1_acc: 0.6234, top5_acc: 0.8289, loss_cls: 1.5776, loss: 1.5776, grad_norm: 3.4609 2020-08-13 21:19:02,402 - mmaction - INFO - Epoch [44][200/1253] lr: 3.000e-03, eta: 22:43:58, time: 0.709, data_time: 0.004, memory: 4947, top1_acc: 0.6219, top5_acc: 0.8292, loss_cls: 1.5700, loss: 1.5700, grad_norm: 3.4457 2020-08-13 21:19:17,702 - mmaction - INFO - Epoch [44][220/1253] lr: 3.000e-03, eta: 22:43:25, time: 0.761, data_time: 0.007, memory: 4947, top1_acc: 0.6247, top5_acc: 0.8320, loss_cls: 1.5431, loss: 1.5431, grad_norm: 3.3852 2020-08-13 21:19:31,501 - mmaction - INFO - Epoch [44][240/1253] lr: 3.000e-03, eta: 22:42:50, time: 0.695, data_time: 0.008, memory: 4947, top1_acc: 0.6237, top5_acc: 0.8305, loss_cls: 1.5655, loss: 1.5655, grad_norm: 3.3969 2020-08-13 21:19:45,942 - mmaction - INFO - Epoch [44][260/1253] lr: 3.000e-03, eta: 22:42:16, time: 0.719, data_time: 0.005, memory: 4947, top1_acc: 0.6326, top5_acc: 0.8391, loss_cls: 1.5052, loss: 1.5052, grad_norm: 3.3756 2020-08-13 21:20:00,656 - mmaction - INFO - Epoch [44][280/1253] lr: 3.000e-03, eta: 22:41:42, time: 0.735, data_time: 0.010, memory: 4947, top1_acc: 0.6219, top5_acc: 0.8250, loss_cls: 1.5864, loss: 1.5864, grad_norm: 3.4679 2020-08-13 21:20:15,382 - mmaction - INFO - Epoch [44][300/1253] lr: 3.000e-03, eta: 22:41:08, time: 0.733, data_time: 0.008, memory: 4947, top1_acc: 0.6214, top5_acc: 0.8333, loss_cls: 1.5769, loss: 1.5769, grad_norm: 3.4755 2020-08-13 21:20:30,888 - mmaction - INFO - Epoch [44][320/1253] lr: 3.000e-03, eta: 22:40:35, time: 0.781, data_time: 0.012, memory: 4947, top1_acc: 0.6151, top5_acc: 0.8299, loss_cls: 1.5996, loss: 1.5996, grad_norm: 3.5063 2020-08-13 21:20:44,878 - mmaction - INFO - Epoch [44][340/1253] lr: 3.000e-03, eta: 22:40:01, time: 0.699, data_time: 0.008, memory: 4947, top1_acc: 0.6266, top5_acc: 0.8349, loss_cls: 1.5493, loss: 1.5493, grad_norm: 3.3978 2020-08-13 21:21:00,258 - mmaction - INFO - Epoch [44][360/1253] lr: 3.000e-03, eta: 22:39:28, time: 0.769, data_time: 0.007, memory: 4947, top1_acc: 0.6156, top5_acc: 0.8208, loss_cls: 1.6222, loss: 1.6222, grad_norm: 3.4334 2020-08-13 21:21:15,643 - mmaction - INFO - Epoch [44][380/1253] lr: 3.000e-03, eta: 22:38:55, time: 0.770, data_time: 0.008, memory: 4947, top1_acc: 0.6271, top5_acc: 0.8331, loss_cls: 1.5384, loss: 1.5384, grad_norm: 3.4429 2020-08-13 21:21:30,725 - mmaction - INFO - Epoch [44][400/1253] lr: 3.000e-03, eta: 22:38:22, time: 0.754, data_time: 0.008, memory: 4947, top1_acc: 0.6357, top5_acc: 0.8318, loss_cls: 1.5537, loss: 1.5537, grad_norm: 3.4306 2020-08-13 21:21:44,840 - mmaction - INFO - Epoch [44][420/1253] lr: 3.000e-03, eta: 22:37:47, time: 0.704, data_time: 0.005, memory: 4947, top1_acc: 0.6250, top5_acc: 0.8286, loss_cls: 1.5981, loss: 1.5981, grad_norm: 3.4930 2020-08-13 21:22:00,194 - mmaction - INFO - Epoch [44][440/1253] lr: 3.000e-03, eta: 22:37:14, time: 0.766, data_time: 0.007, memory: 4947, top1_acc: 0.6242, top5_acc: 0.8378, loss_cls: 1.5368, loss: 1.5368, grad_norm: 3.4710 2020-08-13 21:22:16,424 - mmaction - INFO - Epoch [44][460/1253] lr: 3.000e-03, eta: 22:36:42, time: 0.814, data_time: 0.008, memory: 4947, top1_acc: 0.6281, top5_acc: 0.8323, loss_cls: 1.5264, loss: 1.5264, grad_norm: 3.3678 2020-08-13 21:22:30,996 - mmaction - INFO - Epoch [44][480/1253] lr: 3.000e-03, eta: 22:36:09, time: 0.729, data_time: 0.007, memory: 4947, top1_acc: 0.6281, top5_acc: 0.8263, loss_cls: 1.5561, loss: 1.5561, grad_norm: 3.4392 2020-08-13 21:22:45,920 - mmaction - INFO - Epoch [44][500/1253] lr: 3.000e-03, eta: 22:35:35, time: 0.748, data_time: 0.009, memory: 4947, top1_acc: 0.6130, top5_acc: 0.8198, loss_cls: 1.6327, loss: 1.6327, grad_norm: 3.5259 2020-08-13 21:23:01,286 - mmaction - INFO - Epoch [44][520/1253] lr: 3.000e-03, eta: 22:35:02, time: 0.766, data_time: 0.009, memory: 4947, top1_acc: 0.6271, top5_acc: 0.8409, loss_cls: 1.5285, loss: 1.5285, grad_norm: 3.4505 2020-08-13 21:23:15,459 - mmaction - INFO - Epoch [44][540/1253] lr: 3.000e-03, eta: 22:34:28, time: 0.712, data_time: 0.007, memory: 4947, top1_acc: 0.6070, top5_acc: 0.8208, loss_cls: 1.6134, loss: 1.6134, grad_norm: 3.4400 2020-08-13 21:23:30,749 - mmaction - INFO - Epoch [44][560/1253] lr: 3.000e-03, eta: 22:33:55, time: 0.761, data_time: 0.005, memory: 4947, top1_acc: 0.6164, top5_acc: 0.8214, loss_cls: 1.5950, loss: 1.5950, grad_norm: 3.4853 2020-08-13 21:23:46,398 - mmaction - INFO - Epoch [44][580/1253] lr: 3.000e-03, eta: 22:33:23, time: 0.786, data_time: 0.007, memory: 4947, top1_acc: 0.6133, top5_acc: 0.8284, loss_cls: 1.5961, loss: 1.5961, grad_norm: 3.4367 2020-08-13 21:24:01,585 - mmaction - INFO - Epoch [44][600/1253] lr: 3.000e-03, eta: 22:32:50, time: 0.759, data_time: 0.005, memory: 4947, top1_acc: 0.6091, top5_acc: 0.8143, loss_cls: 1.6332, loss: 1.6332, grad_norm: 3.5171 2020-08-13 21:24:17,915 - mmaction - INFO - Epoch [44][620/1253] lr: 3.000e-03, eta: 22:32:18, time: 0.815, data_time: 0.003, memory: 4947, top1_acc: 0.6177, top5_acc: 0.8190, loss_cls: 1.6524, loss: 1.6524, grad_norm: 3.5530 2020-08-13 21:24:33,643 - mmaction - INFO - Epoch [44][640/1253] lr: 3.000e-03, eta: 22:31:46, time: 0.786, data_time: 0.006, memory: 4947, top1_acc: 0.6240, top5_acc: 0.8313, loss_cls: 1.5963, loss: 1.5963, grad_norm: 3.4766 2020-08-13 21:24:48,912 - mmaction - INFO - Epoch [44][660/1253] lr: 3.000e-03, eta: 22:31:13, time: 0.762, data_time: 0.007, memory: 4947, top1_acc: 0.6208, top5_acc: 0.8266, loss_cls: 1.6023, loss: 1.6023, grad_norm: 3.4988 2020-08-13 21:25:04,089 - mmaction - INFO - Epoch [44][680/1253] lr: 3.000e-03, eta: 22:30:40, time: 0.762, data_time: 0.008, memory: 4947, top1_acc: 0.6253, top5_acc: 0.8310, loss_cls: 1.5611, loss: 1.5611, grad_norm: 3.4212 2020-08-13 21:25:18,897 - mmaction - INFO - Epoch [44][700/1253] lr: 3.000e-03, eta: 22:30:07, time: 0.739, data_time: 0.002, memory: 4947, top1_acc: 0.6232, top5_acc: 0.8250, loss_cls: 1.5789, loss: 1.5789, grad_norm: 3.5073 2020-08-13 21:25:35,102 - mmaction - INFO - Epoch [44][720/1253] lr: 3.000e-03, eta: 22:29:35, time: 0.812, data_time: 0.008, memory: 4947, top1_acc: 0.6294, top5_acc: 0.8438, loss_cls: 1.5301, loss: 1.5301, grad_norm: 3.4345 2020-08-13 21:25:51,803 - mmaction - INFO - Epoch [44][740/1253] lr: 3.000e-03, eta: 22:29:04, time: 0.833, data_time: 0.006, memory: 4947, top1_acc: 0.6185, top5_acc: 0.8297, loss_cls: 1.6028, loss: 1.6028, grad_norm: 3.5453 2020-08-13 21:26:05,084 - mmaction - INFO - Epoch [44][760/1253] lr: 3.000e-03, eta: 22:28:29, time: 0.664, data_time: 0.006, memory: 4947, top1_acc: 0.6109, top5_acc: 0.8245, loss_cls: 1.6018, loss: 1.6018, grad_norm: 3.5054 2020-08-13 21:26:19,776 - mmaction - INFO - Epoch [44][780/1253] lr: 3.000e-03, eta: 22:27:55, time: 0.737, data_time: 0.008, memory: 4947, top1_acc: 0.6172, top5_acc: 0.8328, loss_cls: 1.5589, loss: 1.5589, grad_norm: 3.4849 2020-08-13 21:26:34,458 - mmaction - INFO - Epoch [44][800/1253] lr: 3.000e-03, eta: 22:27:22, time: 0.732, data_time: 0.003, memory: 4947, top1_acc: 0.6141, top5_acc: 0.8258, loss_cls: 1.6119, loss: 1.6119, grad_norm: 3.5259 2020-08-13 21:26:48,324 - mmaction - INFO - Epoch [44][820/1253] lr: 3.000e-03, eta: 22:26:47, time: 0.695, data_time: 0.007, memory: 4947, top1_acc: 0.6255, top5_acc: 0.8341, loss_cls: 1.5624, loss: 1.5624, grad_norm: 3.4667 2020-08-13 21:27:04,674 - mmaction - INFO - Epoch [44][840/1253] lr: 3.000e-03, eta: 22:26:16, time: 0.813, data_time: 0.007, memory: 4947, top1_acc: 0.6146, top5_acc: 0.8232, loss_cls: 1.6113, loss: 1.6113, grad_norm: 3.5275 2020-08-13 21:27:20,235 - mmaction - INFO - Epoch [44][860/1253] lr: 3.000e-03, eta: 22:25:44, time: 0.780, data_time: 0.008, memory: 4947, top1_acc: 0.6219, top5_acc: 0.8247, loss_cls: 1.5793, loss: 1.5793, grad_norm: 3.4976 2020-08-13 21:27:34,901 - mmaction - INFO - Epoch [44][880/1253] lr: 3.000e-03, eta: 22:25:10, time: 0.735, data_time: 0.008, memory: 4947, top1_acc: 0.6201, top5_acc: 0.8281, loss_cls: 1.6006, loss: 1.6006, grad_norm: 3.5009 2020-08-13 21:27:49,575 - mmaction - INFO - Epoch [44][900/1253] lr: 3.000e-03, eta: 22:24:37, time: 0.731, data_time: 0.008, memory: 4947, top1_acc: 0.6182, top5_acc: 0.8232, loss_cls: 1.5890, loss: 1.5890, grad_norm: 3.4691 2020-08-13 21:28:04,513 - mmaction - INFO - Epoch [44][920/1253] lr: 3.000e-03, eta: 22:24:04, time: 0.750, data_time: 0.009, memory: 4947, top1_acc: 0.6193, top5_acc: 0.8326, loss_cls: 1.5884, loss: 1.5884, grad_norm: 3.5765 2020-08-13 21:28:20,448 - mmaction - INFO - Epoch [44][940/1253] lr: 3.000e-03, eta: 22:23:32, time: 0.793, data_time: 0.006, memory: 4947, top1_acc: 0.6258, top5_acc: 0.8393, loss_cls: 1.5548, loss: 1.5548, grad_norm: 3.4404 2020-08-13 21:28:37,288 - mmaction - INFO - Epoch [44][960/1253] lr: 3.000e-03, eta: 22:23:01, time: 0.846, data_time: 0.009, memory: 4947, top1_acc: 0.6208, top5_acc: 0.8281, loss_cls: 1.6023, loss: 1.6023, grad_norm: 3.5153 2020-08-13 21:28:51,952 - mmaction - INFO - Epoch [44][980/1253] lr: 3.000e-03, eta: 22:22:28, time: 0.732, data_time: 0.005, memory: 4947, top1_acc: 0.6266, top5_acc: 0.8284, loss_cls: 1.5915, loss: 1.5915, grad_norm: 3.5440 2020-08-13 21:29:08,961 - mmaction - INFO - Epoch [44][1000/1253] lr: 3.000e-03, eta: 22:21:57, time: 0.852, data_time: 0.004, memory: 4947, top1_acc: 0.6240, top5_acc: 0.8281, loss_cls: 1.5773, loss: 1.5773, grad_norm: 3.4996 2020-08-13 21:29:24,456 - mmaction - INFO - Epoch [44][1020/1253] lr: 3.000e-03, eta: 22:21:25, time: 0.774, data_time: 0.005, memory: 4947, top1_acc: 0.6250, top5_acc: 0.8146, loss_cls: 1.6009, loss: 1.6009, grad_norm: 3.4855 2020-08-13 21:29:38,834 - mmaction - INFO - Epoch [44][1040/1253] lr: 3.000e-03, eta: 22:20:51, time: 0.718, data_time: 0.005, memory: 4947, top1_acc: 0.6227, top5_acc: 0.8292, loss_cls: 1.6011, loss: 1.6011, grad_norm: 3.5817 2020-08-13 21:29:53,447 - mmaction - INFO - Epoch [44][1060/1253] lr: 3.000e-03, eta: 22:20:18, time: 0.732, data_time: 0.008, memory: 4947, top1_acc: 0.6161, top5_acc: 0.8214, loss_cls: 1.5782, loss: 1.5782, grad_norm: 3.4794 2020-08-13 21:30:07,176 - mmaction - INFO - Epoch [44][1080/1253] lr: 3.000e-03, eta: 22:19:43, time: 0.687, data_time: 0.004, memory: 4947, top1_acc: 0.6148, top5_acc: 0.8203, loss_cls: 1.6120, loss: 1.6120, grad_norm: 3.5079 2020-08-13 21:34:51,540 - mmaction - INFO - Epoch [44][1100/1253] lr: 3.000e-03, eta: 22:24:55, time: 14.219, data_time: 0.006, memory: 4947, top1_acc: 0.6091, top5_acc: 0.8286, loss_cls: 1.5915, loss: 1.5915, grad_norm: 3.5183 2020-08-13 21:35:03,997 - mmaction - INFO - Epoch [44][1120/1253] lr: 3.000e-03, eta: 22:24:19, time: 0.621, data_time: 0.002, memory: 4947, top1_acc: 0.6328, top5_acc: 0.8372, loss_cls: 1.5256, loss: 1.5256, grad_norm: 3.4928 2020-08-13 21:35:16,304 - mmaction - INFO - Epoch [44][1140/1253] lr: 3.000e-03, eta: 22:23:42, time: 0.616, data_time: 0.004, memory: 4947, top1_acc: 0.6281, top5_acc: 0.8299, loss_cls: 1.5544, loss: 1.5544, grad_norm: 3.4795 2020-08-13 21:35:29,181 - mmaction - INFO - Epoch [44][1160/1253] lr: 3.000e-03, eta: 22:23:06, time: 0.645, data_time: 0.007, memory: 4947, top1_acc: 0.6122, top5_acc: 0.8294, loss_cls: 1.5962, loss: 1.5962, grad_norm: 3.5770 2020-08-13 21:35:42,725 - mmaction - INFO - Epoch [44][1180/1253] lr: 3.000e-03, eta: 22:22:31, time: 0.677, data_time: 0.008, memory: 4947, top1_acc: 0.6253, top5_acc: 0.8273, loss_cls: 1.5877, loss: 1.5877, grad_norm: 3.4807 2020-08-13 21:35:55,931 - mmaction - INFO - Epoch [44][1200/1253] lr: 3.000e-03, eta: 22:21:56, time: 0.662, data_time: 0.008, memory: 4947, top1_acc: 0.6352, top5_acc: 0.8380, loss_cls: 1.5213, loss: 1.5213, grad_norm: 3.4972 2020-08-13 21:36:10,333 - mmaction - INFO - Epoch [44][1220/1253] lr: 3.000e-03, eta: 22:21:22, time: 0.718, data_time: 0.003, memory: 4947, top1_acc: 0.6268, top5_acc: 0.8297, loss_cls: 1.5555, loss: 1.5555, grad_norm: 3.4569 2020-08-13 21:36:25,277 - mmaction - INFO - Epoch [44][1240/1253] lr: 3.000e-03, eta: 22:20:49, time: 0.747, data_time: 0.009, memory: 4947, top1_acc: 0.6216, top5_acc: 0.8242, loss_cls: 1.5975, loss: 1.5975, grad_norm: 3.5530 2020-08-13 21:36:34,211 - mmaction - INFO - Saving checkpoint at 44 epochs 2020-08-13 21:40:18,409 - mmaction - INFO - Epoch [45][20/1253] lr: 3.000e-03, eta: 22:24:08, time: 11.182, data_time: 10.552, memory: 4947, top1_acc: 0.6289, top5_acc: 0.8229, loss_cls: 1.5656, loss: 1.5656, grad_norm: 3.4273 2020-08-13 21:40:30,892 - mmaction - INFO - Epoch [45][40/1253] lr: 3.000e-03, eta: 22:23:31, time: 0.626, data_time: 0.007, memory: 4947, top1_acc: 0.6232, top5_acc: 0.8258, loss_cls: 1.5865, loss: 1.5865, grad_norm: 3.5134 2020-08-13 21:40:43,534 - mmaction - INFO - Epoch [45][60/1253] lr: 3.000e-03, eta: 22:22:55, time: 0.631, data_time: 0.007, memory: 4947, top1_acc: 0.6388, top5_acc: 0.8411, loss_cls: 1.4942, loss: 1.4942, grad_norm: 3.5221 2020-08-13 21:40:55,937 - mmaction - INFO - Epoch [45][80/1253] lr: 3.000e-03, eta: 22:22:19, time: 0.621, data_time: 0.005, memory: 4947, top1_acc: 0.6193, top5_acc: 0.8240, loss_cls: 1.6158, loss: 1.6158, grad_norm: 3.6139 2020-08-13 21:41:08,424 - mmaction - INFO - Epoch [45][100/1253] lr: 3.000e-03, eta: 22:21:43, time: 0.626, data_time: 0.010, memory: 4947, top1_acc: 0.6206, top5_acc: 0.8294, loss_cls: 1.5835, loss: 1.5835, grad_norm: 3.5596 2020-08-13 21:41:22,032 - mmaction - INFO - Epoch [45][120/1253] lr: 3.000e-03, eta: 22:21:08, time: 0.680, data_time: 0.007, memory: 4947, top1_acc: 0.6253, top5_acc: 0.8315, loss_cls: 1.5733, loss: 1.5733, grad_norm: 3.5041 2020-08-13 21:41:36,639 - mmaction - INFO - Epoch [45][140/1253] lr: 3.000e-03, eta: 22:20:34, time: 0.730, data_time: 0.005, memory: 4947, top1_acc: 0.6229, top5_acc: 0.8266, loss_cls: 1.5883, loss: 1.5883, grad_norm: 3.5484 2020-08-13 21:41:51,731 - mmaction - INFO - Epoch [45][160/1253] lr: 3.000e-03, eta: 22:20:01, time: 0.753, data_time: 0.008, memory: 4947, top1_acc: 0.6349, top5_acc: 0.8289, loss_cls: 1.5697, loss: 1.5697, grad_norm: 3.4982 2020-08-13 21:42:05,947 - mmaction - INFO - Epoch [45][180/1253] lr: 3.000e-03, eta: 22:19:27, time: 0.710, data_time: 0.006, memory: 4947, top1_acc: 0.6112, top5_acc: 0.8211, loss_cls: 1.6152, loss: 1.6152, grad_norm: 3.5938 2020-08-13 21:42:19,837 - mmaction - INFO - Epoch [45][200/1253] lr: 3.000e-03, eta: 22:18:53, time: 0.697, data_time: 0.007, memory: 4947, top1_acc: 0.6240, top5_acc: 0.8328, loss_cls: 1.5734, loss: 1.5734, grad_norm: 3.5153 2020-08-13 21:42:34,722 - mmaction - INFO - Epoch [45][220/1253] lr: 3.000e-03, eta: 22:18:19, time: 0.738, data_time: 0.006, memory: 4947, top1_acc: 0.6208, top5_acc: 0.8273, loss_cls: 1.5900, loss: 1.5900, grad_norm: 3.5168 2020-08-13 21:42:48,612 - mmaction - INFO - Epoch [45][240/1253] lr: 3.000e-03, eta: 22:17:45, time: 0.701, data_time: 0.009, memory: 4947, top1_acc: 0.6203, top5_acc: 0.8299, loss_cls: 1.5824, loss: 1.5824, grad_norm: 3.5510 2020-08-13 21:43:03,808 - mmaction - INFO - Epoch [45][260/1253] lr: 3.000e-03, eta: 22:17:12, time: 0.760, data_time: 0.006, memory: 4947, top1_acc: 0.6245, top5_acc: 0.8341, loss_cls: 1.5475, loss: 1.5475, grad_norm: 3.5507 2020-08-13 21:43:17,283 - mmaction - INFO - Epoch [45][280/1253] lr: 3.000e-03, eta: 22:16:37, time: 0.672, data_time: 0.002, memory: 4947, top1_acc: 0.6232, top5_acc: 0.8341, loss_cls: 1.5649, loss: 1.5649, grad_norm: 3.5082 2020-08-13 21:43:33,007 - mmaction - INFO - Epoch [45][300/1253] lr: 3.000e-03, eta: 22:16:05, time: 0.788, data_time: 0.007, memory: 4947, top1_acc: 0.6279, top5_acc: 0.8354, loss_cls: 1.5449, loss: 1.5449, grad_norm: 3.4538 2020-08-13 21:43:48,208 - mmaction - INFO - Epoch [45][320/1253] lr: 3.000e-03, eta: 22:15:33, time: 0.758, data_time: 0.004, memory: 4947, top1_acc: 0.6237, top5_acc: 0.8346, loss_cls: 1.5693, loss: 1.5693, grad_norm: 3.6033 2020-08-13 21:44:02,864 - mmaction - INFO - Epoch [45][340/1253] lr: 3.000e-03, eta: 22:14:59, time: 0.732, data_time: 0.008, memory: 4947, top1_acc: 0.6203, top5_acc: 0.8266, loss_cls: 1.5738, loss: 1.5738, grad_norm: 3.5542 2020-08-13 21:44:18,416 - mmaction - INFO - Epoch [45][360/1253] lr: 3.000e-03, eta: 22:14:27, time: 0.781, data_time: 0.007, memory: 4947, top1_acc: 0.6323, top5_acc: 0.8354, loss_cls: 1.5499, loss: 1.5499, grad_norm: 3.4984 2020-08-13 21:44:33,172 - mmaction - INFO - Epoch [45][380/1253] lr: 3.000e-03, eta: 22:13:54, time: 0.737, data_time: 0.006, memory: 4947, top1_acc: 0.6427, top5_acc: 0.8365, loss_cls: 1.5143, loss: 1.5143, grad_norm: 3.4913 2020-08-13 21:44:48,806 - mmaction - INFO - Epoch [45][400/1253] lr: 3.000e-03, eta: 22:13:22, time: 0.781, data_time: 0.004, memory: 4947, top1_acc: 0.6323, top5_acc: 0.8372, loss_cls: 1.5458, loss: 1.5458, grad_norm: 3.5090 2020-08-13 21:45:04,232 - mmaction - INFO - Epoch [45][420/1253] lr: 3.000e-03, eta: 22:12:49, time: 0.771, data_time: 0.006, memory: 4947, top1_acc: 0.6146, top5_acc: 0.8315, loss_cls: 1.5815, loss: 1.5815, grad_norm: 3.6204 2020-08-13 21:45:19,062 - mmaction - INFO - Epoch [45][440/1253] lr: 3.000e-03, eta: 22:12:16, time: 0.742, data_time: 0.004, memory: 4947, top1_acc: 0.6315, top5_acc: 0.8357, loss_cls: 1.5578, loss: 1.5578, grad_norm: 3.5146 2020-08-13 21:45:36,136 - mmaction - INFO - Epoch [45][460/1253] lr: 3.000e-03, eta: 22:11:46, time: 0.855, data_time: 0.005, memory: 4947, top1_acc: 0.6339, top5_acc: 0.8341, loss_cls: 1.5275, loss: 1.5275, grad_norm: 3.4840 2020-08-13 21:45:49,225 - mmaction - INFO - Epoch [45][480/1253] lr: 3.000e-03, eta: 22:11:11, time: 0.651, data_time: 0.007, memory: 4947, top1_acc: 0.6323, top5_acc: 0.8310, loss_cls: 1.5485, loss: 1.5485, grad_norm: 3.4741 2020-08-13 21:46:05,623 - mmaction - INFO - Epoch [45][500/1253] lr: 3.000e-03, eta: 22:10:40, time: 0.819, data_time: 0.008, memory: 4947, top1_acc: 0.6289, top5_acc: 0.8391, loss_cls: 1.5326, loss: 1.5326, grad_norm: 3.4781 2020-08-13 21:46:20,964 - mmaction - INFO - Epoch [45][520/1253] lr: 3.000e-03, eta: 22:10:07, time: 0.771, data_time: 0.008, memory: 4947, top1_acc: 0.6331, top5_acc: 0.8346, loss_cls: 1.5481, loss: 1.5481, grad_norm: 3.5218 2020-08-13 21:46:35,472 - mmaction - INFO - Epoch [45][540/1253] lr: 3.000e-03, eta: 22:09:34, time: 0.723, data_time: 0.009, memory: 4947, top1_acc: 0.6266, top5_acc: 0.8352, loss_cls: 1.5562, loss: 1.5562, grad_norm: 3.4967 2020-08-13 21:46:51,393 - mmaction - INFO - Epoch [45][560/1253] lr: 3.000e-03, eta: 22:09:02, time: 0.799, data_time: 0.007, memory: 4947, top1_acc: 0.6266, top5_acc: 0.8336, loss_cls: 1.5542, loss: 1.5542, grad_norm: 3.5456 2020-08-13 21:47:07,120 - mmaction - INFO - Epoch [45][580/1253] lr: 3.000e-03, eta: 22:08:30, time: 0.782, data_time: 0.007, memory: 4947, top1_acc: 0.6310, top5_acc: 0.8302, loss_cls: 1.5749, loss: 1.5749, grad_norm: 3.5961 2020-08-13 21:47:22,282 - mmaction - INFO - Epoch [45][600/1253] lr: 3.000e-03, eta: 22:07:58, time: 0.760, data_time: 0.008, memory: 4947, top1_acc: 0.6305, top5_acc: 0.8279, loss_cls: 1.5530, loss: 1.5530, grad_norm: 3.4417 2020-08-13 21:47:38,010 - mmaction - INFO - Epoch [45][620/1253] lr: 3.000e-03, eta: 22:07:26, time: 0.786, data_time: 0.007, memory: 4947, top1_acc: 0.6320, top5_acc: 0.8313, loss_cls: 1.5351, loss: 1.5351, grad_norm: 3.4840 2020-08-13 21:47:53,062 - mmaction - INFO - Epoch [45][640/1253] lr: 3.000e-03, eta: 22:06:53, time: 0.755, data_time: 0.006, memory: 4947, top1_acc: 0.6299, top5_acc: 0.8406, loss_cls: 1.5271, loss: 1.5271, grad_norm: 3.5521 2020-08-13 21:48:08,499 - mmaction - INFO - Epoch [45][660/1253] lr: 3.000e-03, eta: 22:06:21, time: 0.769, data_time: 0.005, memory: 4947, top1_acc: 0.6302, top5_acc: 0.8276, loss_cls: 1.5593, loss: 1.5593, grad_norm: 3.5126 2020-08-13 21:48:23,077 - mmaction - INFO - Epoch [45][680/1253] lr: 3.000e-03, eta: 22:05:48, time: 0.729, data_time: 0.007, memory: 4947, top1_acc: 0.6315, top5_acc: 0.8289, loss_cls: 1.5733, loss: 1.5733, grad_norm: 3.5450 2020-08-13 21:48:38,002 - mmaction - INFO - Epoch [45][700/1253] lr: 3.000e-03, eta: 22:05:15, time: 0.745, data_time: 0.008, memory: 4947, top1_acc: 0.6245, top5_acc: 0.8276, loss_cls: 1.5708, loss: 1.5708, grad_norm: 3.5545 2020-08-13 21:48:54,241 - mmaction - INFO - Epoch [45][720/1253] lr: 3.000e-03, eta: 22:04:44, time: 0.816, data_time: 0.007, memory: 4947, top1_acc: 0.6305, top5_acc: 0.8354, loss_cls: 1.5319, loss: 1.5319, grad_norm: 3.5286 2020-08-13 21:49:09,621 - mmaction - INFO - Epoch [45][740/1253] lr: 3.000e-03, eta: 22:04:11, time: 0.767, data_time: 0.007, memory: 4947, top1_acc: 0.6180, top5_acc: 0.8266, loss_cls: 1.5781, loss: 1.5781, grad_norm: 3.5261 2020-08-13 21:49:24,038 - mmaction - INFO - Epoch [45][760/1253] lr: 3.000e-03, eta: 22:03:38, time: 0.722, data_time: 0.006, memory: 4947, top1_acc: 0.6333, top5_acc: 0.8396, loss_cls: 1.5153, loss: 1.5153, grad_norm: 3.4641 2020-08-13 21:49:39,390 - mmaction - INFO - Epoch [45][780/1253] lr: 3.000e-03, eta: 22:03:06, time: 0.767, data_time: 0.007, memory: 4947, top1_acc: 0.6240, top5_acc: 0.8320, loss_cls: 1.5438, loss: 1.5438, grad_norm: 3.4585 2020-08-13 21:49:55,029 - mmaction - INFO - Epoch [45][800/1253] lr: 3.000e-03, eta: 22:02:34, time: 0.780, data_time: 0.008, memory: 4947, top1_acc: 0.6214, top5_acc: 0.8286, loss_cls: 1.5636, loss: 1.5636, grad_norm: 3.6401 2020-08-13 21:50:09,768 - mmaction - INFO - Epoch [45][820/1253] lr: 3.000e-03, eta: 22:02:01, time: 0.738, data_time: 0.008, memory: 4947, top1_acc: 0.6333, top5_acc: 0.8357, loss_cls: 1.5366, loss: 1.5366, grad_norm: 3.5160 2020-08-13 21:50:24,443 - mmaction - INFO - Epoch [45][840/1253] lr: 3.000e-03, eta: 22:01:28, time: 0.735, data_time: 0.007, memory: 4947, top1_acc: 0.6279, top5_acc: 0.8346, loss_cls: 1.5315, loss: 1.5315, grad_norm: 3.5126 2020-08-13 21:50:40,966 - mmaction - INFO - Epoch [45][860/1253] lr: 3.000e-03, eta: 22:00:57, time: 0.828, data_time: 0.006, memory: 4947, top1_acc: 0.6372, top5_acc: 0.8365, loss_cls: 1.5234, loss: 1.5234, grad_norm: 3.5335 2020-08-13 21:50:55,039 - mmaction - INFO - Epoch [45][880/1253] lr: 3.000e-03, eta: 22:00:23, time: 0.700, data_time: 0.005, memory: 4947, top1_acc: 0.6406, top5_acc: 0.8430, loss_cls: 1.4881, loss: 1.4881, grad_norm: 3.4572 2020-08-13 21:51:10,557 - mmaction - INFO - Epoch [45][900/1253] lr: 3.000e-03, eta: 21:59:52, time: 0.779, data_time: 0.007, memory: 4947, top1_acc: 0.6245, top5_acc: 0.8268, loss_cls: 1.5846, loss: 1.5846, grad_norm: 3.5382 2020-08-13 21:51:26,045 - mmaction - INFO - Epoch [45][920/1253] lr: 3.000e-03, eta: 21:59:20, time: 0.774, data_time: 0.006, memory: 4947, top1_acc: 0.6315, top5_acc: 0.8315, loss_cls: 1.5531, loss: 1.5531, grad_norm: 3.5354 2020-08-13 21:51:41,837 - mmaction - INFO - Epoch [45][940/1253] lr: 3.000e-03, eta: 21:58:48, time: 0.791, data_time: 0.006, memory: 4947, top1_acc: 0.6250, top5_acc: 0.8339, loss_cls: 1.5243, loss: 1.5243, grad_norm: 3.5154 2020-08-13 21:51:57,514 - mmaction - INFO - Epoch [45][960/1253] lr: 3.000e-03, eta: 21:58:16, time: 0.782, data_time: 0.009, memory: 4947, top1_acc: 0.6307, top5_acc: 0.8286, loss_cls: 1.5435, loss: 1.5435, grad_norm: 3.5648 2020-08-13 21:52:11,364 - mmaction - INFO - Epoch [45][980/1253] lr: 3.000e-03, eta: 21:57:42, time: 0.692, data_time: 0.007, memory: 4947, top1_acc: 0.6195, top5_acc: 0.8159, loss_cls: 1.5957, loss: 1.5957, grad_norm: 3.5284 2020-08-13 21:52:27,892 - mmaction - INFO - Epoch [45][1000/1253] lr: 3.000e-03, eta: 21:57:12, time: 0.827, data_time: 0.009, memory: 4947, top1_acc: 0.6302, top5_acc: 0.8331, loss_cls: 1.5436, loss: 1.5436, grad_norm: 3.5686 2020-08-13 21:52:43,457 - mmaction - INFO - Epoch [45][1020/1253] lr: 3.000e-03, eta: 21:56:40, time: 0.778, data_time: 0.005, memory: 4947, top1_acc: 0.6305, top5_acc: 0.8396, loss_cls: 1.5180, loss: 1.5180, grad_norm: 3.4763 2020-08-13 21:52:58,682 - mmaction - INFO - Epoch [45][1040/1253] lr: 3.000e-03, eta: 21:56:07, time: 0.760, data_time: 0.007, memory: 4947, top1_acc: 0.6247, top5_acc: 0.8227, loss_cls: 1.5931, loss: 1.5931, grad_norm: 3.5378 2020-08-13 21:53:13,299 - mmaction - INFO - Epoch [45][1060/1253] lr: 3.000e-03, eta: 21:55:35, time: 0.735, data_time: 0.010, memory: 4947, top1_acc: 0.6273, top5_acc: 0.8305, loss_cls: 1.5373, loss: 1.5373, grad_norm: 3.4914 2020-08-13 21:53:27,983 - mmaction - INFO - Epoch [45][1080/1253] lr: 3.000e-03, eta: 21:55:02, time: 0.733, data_time: 0.001, memory: 4947, top1_acc: 0.6180, top5_acc: 0.8276, loss_cls: 1.5951, loss: 1.5951, grad_norm: 3.6029 2020-08-13 21:53:43,896 - mmaction - INFO - Epoch [45][1100/1253] lr: 3.000e-03, eta: 21:54:30, time: 0.795, data_time: 0.005, memory: 4947, top1_acc: 0.6385, top5_acc: 0.8417, loss_cls: 1.5093, loss: 1.5093, grad_norm: 3.4776 2020-08-13 21:53:58,697 - mmaction - INFO - Epoch [45][1120/1253] lr: 3.000e-03, eta: 21:53:58, time: 0.741, data_time: 0.004, memory: 4947, top1_acc: 0.6229, top5_acc: 0.8292, loss_cls: 1.5468, loss: 1.5468, grad_norm: 3.5885 2020-08-13 21:54:14,900 - mmaction - INFO - Epoch [45][1140/1253] lr: 3.000e-03, eta: 21:53:27, time: 0.809, data_time: 0.003, memory: 4947, top1_acc: 0.6214, top5_acc: 0.8336, loss_cls: 1.5729, loss: 1.5729, grad_norm: 3.6468 2020-08-13 21:54:30,002 - mmaction - INFO - Epoch [45][1160/1253] lr: 3.000e-03, eta: 21:52:54, time: 0.758, data_time: 0.008, memory: 4947, top1_acc: 0.6292, top5_acc: 0.8339, loss_cls: 1.5785, loss: 1.5785, grad_norm: 3.6351 2020-08-13 21:54:46,182 - mmaction - INFO - Epoch [45][1180/1253] lr: 3.000e-03, eta: 21:52:23, time: 0.809, data_time: 0.005, memory: 4947, top1_acc: 0.6117, top5_acc: 0.8164, loss_cls: 1.6239, loss: 1.6239, grad_norm: 3.5721 2020-08-13 21:55:01,468 - mmaction - INFO - Epoch [45][1200/1253] lr: 3.000e-03, eta: 21:51:51, time: 0.759, data_time: 0.005, memory: 4947, top1_acc: 0.6281, top5_acc: 0.8344, loss_cls: 1.5441, loss: 1.5441, grad_norm: 3.5249 2020-08-13 21:55:17,677 - mmaction - INFO - Epoch [45][1220/1253] lr: 3.000e-03, eta: 21:51:20, time: 0.811, data_time: 0.007, memory: 4947, top1_acc: 0.6216, top5_acc: 0.8289, loss_cls: 1.5562, loss: 1.5562, grad_norm: 3.5558 2020-08-13 21:55:33,459 - mmaction - INFO - Epoch [45][1240/1253] lr: 3.000e-03, eta: 21:50:49, time: 0.793, data_time: 0.009, memory: 4947, top1_acc: 0.6302, top5_acc: 0.8326, loss_cls: 1.5519, loss: 1.5519, grad_norm: 3.5886 2020-08-13 21:55:42,627 - mmaction - INFO - Saving checkpoint at 45 epochs 2020-08-13 22:03:25,259 - mmaction - INFO - Epoch [46][20/1253] lr: 3.000e-03, eta: 21:58:50, time: 23.098, data_time: 10.358, memory: 4947, top1_acc: 0.6266, top5_acc: 0.8310, loss_cls: 1.5292, loss: 1.5292, grad_norm: 3.5258 2020-08-13 22:03:37,763 - mmaction - INFO - Epoch [46][40/1253] lr: 3.000e-03, eta: 21:58:14, time: 0.633, data_time: 0.022, memory: 4947, top1_acc: 0.6383, top5_acc: 0.8474, loss_cls: 1.4846, loss: 1.4846, grad_norm: 3.4300 2020-08-13 22:03:50,149 - mmaction - INFO - Epoch [46][60/1253] lr: 3.000e-03, eta: 21:57:38, time: 0.616, data_time: 0.008, memory: 4947, top1_acc: 0.6302, top5_acc: 0.8305, loss_cls: 1.5684, loss: 1.5684, grad_norm: 3.5150 2020-08-13 22:04:02,576 - mmaction - INFO - Epoch [46][80/1253] lr: 3.000e-03, eta: 21:57:02, time: 0.626, data_time: 0.007, memory: 4947, top1_acc: 0.6297, top5_acc: 0.8247, loss_cls: 1.5470, loss: 1.5470, grad_norm: 3.5230 2020-08-13 22:04:14,990 - mmaction - INFO - Epoch [46][100/1253] lr: 3.000e-03, eta: 21:56:27, time: 0.620, data_time: 0.008, memory: 4947, top1_acc: 0.6344, top5_acc: 0.8365, loss_cls: 1.5402, loss: 1.5402, grad_norm: 3.5868 2020-08-13 22:04:28,132 - mmaction - INFO - Epoch [46][120/1253] lr: 3.000e-03, eta: 21:55:52, time: 0.653, data_time: 0.008, memory: 4947, top1_acc: 0.6320, top5_acc: 0.8341, loss_cls: 1.5518, loss: 1.5518, grad_norm: 3.5087 2020-08-13 22:04:42,005 - mmaction - INFO - Epoch [46][140/1253] lr: 3.000e-03, eta: 21:55:18, time: 0.698, data_time: 0.008, memory: 4947, top1_acc: 0.6193, top5_acc: 0.8310, loss_cls: 1.5732, loss: 1.5732, grad_norm: 3.6116 2020-08-13 22:04:55,437 - mmaction - INFO - Epoch [46][160/1253] lr: 3.000e-03, eta: 21:54:43, time: 0.669, data_time: 0.008, memory: 4947, top1_acc: 0.6367, top5_acc: 0.8424, loss_cls: 1.5052, loss: 1.5052, grad_norm: 3.5102 2020-08-13 22:05:10,235 - mmaction - INFO - Epoch [46][180/1253] lr: 3.000e-03, eta: 21:54:10, time: 0.744, data_time: 0.007, memory: 4947, top1_acc: 0.6219, top5_acc: 0.8328, loss_cls: 1.5507, loss: 1.5507, grad_norm: 3.5805 2020-08-13 22:05:24,150 - mmaction - INFO - Epoch [46][200/1253] lr: 3.000e-03, eta: 21:53:36, time: 0.693, data_time: 0.004, memory: 4947, top1_acc: 0.6273, top5_acc: 0.8276, loss_cls: 1.5614, loss: 1.5614, grad_norm: 3.5946 2020-08-13 22:05:37,843 - mmaction - INFO - Epoch [46][220/1253] lr: 3.000e-03, eta: 21:53:02, time: 0.684, data_time: 0.005, memory: 4947, top1_acc: 0.6380, top5_acc: 0.8487, loss_cls: 1.4740, loss: 1.4740, grad_norm: 3.5854 2020-08-13 22:05:52,801 - mmaction - INFO - Epoch [46][240/1253] lr: 3.000e-03, eta: 21:52:30, time: 0.749, data_time: 0.008, memory: 4947, top1_acc: 0.6315, top5_acc: 0.8253, loss_cls: 1.5672, loss: 1.5672, grad_norm: 3.5607 2020-08-13 22:06:08,098 - mmaction - INFO - Epoch [46][260/1253] lr: 3.000e-03, eta: 21:51:57, time: 0.764, data_time: 0.005, memory: 4947, top1_acc: 0.6281, top5_acc: 0.8305, loss_cls: 1.5584, loss: 1.5584, grad_norm: 3.6770 2020-08-13 22:06:23,426 - mmaction - INFO - Epoch [46][280/1253] lr: 3.000e-03, eta: 21:51:25, time: 0.764, data_time: 0.008, memory: 4947, top1_acc: 0.6268, top5_acc: 0.8273, loss_cls: 1.5608, loss: 1.5608, grad_norm: 3.6112 2020-08-13 22:06:38,787 - mmaction - INFO - Epoch [46][300/1253] lr: 3.000e-03, eta: 21:50:53, time: 0.772, data_time: 0.008, memory: 4947, top1_acc: 0.6250, top5_acc: 0.8331, loss_cls: 1.5546, loss: 1.5546, grad_norm: 3.6112 2020-08-13 22:06:51,890 - mmaction - INFO - Epoch [46][320/1253] lr: 3.000e-03, eta: 21:50:18, time: 0.651, data_time: 0.005, memory: 4947, top1_acc: 0.6203, top5_acc: 0.8255, loss_cls: 1.5883, loss: 1.5883, grad_norm: 3.6001 2020-08-13 22:07:07,415 - mmaction - INFO - Epoch [46][340/1253] lr: 3.000e-03, eta: 21:49:47, time: 0.780, data_time: 0.007, memory: 4947, top1_acc: 0.6315, top5_acc: 0.8336, loss_cls: 1.5489, loss: 1.5489, grad_norm: 3.5868 2020-08-13 22:07:21,875 - mmaction - INFO - Epoch [46][360/1253] lr: 3.000e-03, eta: 21:49:13, time: 0.722, data_time: 0.008, memory: 4947, top1_acc: 0.6393, top5_acc: 0.8372, loss_cls: 1.5237, loss: 1.5237, grad_norm: 3.5523 2020-08-13 22:07:37,255 - mmaction - INFO - Epoch [46][380/1253] lr: 3.000e-03, eta: 21:48:41, time: 0.768, data_time: 0.008, memory: 4947, top1_acc: 0.6323, top5_acc: 0.8357, loss_cls: 1.5374, loss: 1.5374, grad_norm: 3.6569 2020-08-13 22:07:51,850 - mmaction - INFO - Epoch [46][400/1253] lr: 3.000e-03, eta: 21:48:08, time: 0.732, data_time: 0.008, memory: 4947, top1_acc: 0.6370, top5_acc: 0.8404, loss_cls: 1.5094, loss: 1.5094, grad_norm: 3.5726 2020-08-13 22:08:06,306 - mmaction - INFO - Epoch [46][420/1253] lr: 3.000e-03, eta: 21:47:35, time: 0.719, data_time: 0.007, memory: 4947, top1_acc: 0.6122, top5_acc: 0.8232, loss_cls: 1.6002, loss: 1.6002, grad_norm: 3.6803 2020-08-13 22:08:22,027 - mmaction - INFO - Epoch [46][440/1253] lr: 3.000e-03, eta: 21:47:04, time: 0.787, data_time: 0.008, memory: 4947, top1_acc: 0.6401, top5_acc: 0.8372, loss_cls: 1.5125, loss: 1.5125, grad_norm: 3.5950 2020-08-13 22:08:36,662 - mmaction - INFO - Epoch [46][460/1253] lr: 3.000e-03, eta: 21:46:31, time: 0.735, data_time: 0.007, memory: 4947, top1_acc: 0.6359, top5_acc: 0.8310, loss_cls: 1.5176, loss: 1.5176, grad_norm: 3.6205 2020-08-13 22:08:52,354 - mmaction - INFO - Epoch [46][480/1253] lr: 3.000e-03, eta: 21:45:59, time: 0.784, data_time: 0.009, memory: 4947, top1_acc: 0.6255, top5_acc: 0.8326, loss_cls: 1.5596, loss: 1.5596, grad_norm: 3.6730 2020-08-13 22:09:07,836 - mmaction - INFO - Epoch [46][500/1253] lr: 3.000e-03, eta: 21:45:27, time: 0.772, data_time: 0.004, memory: 4947, top1_acc: 0.6164, top5_acc: 0.8331, loss_cls: 1.5531, loss: 1.5531, grad_norm: 3.6556 2020-08-13 22:09:23,794 - mmaction - INFO - Epoch [46][520/1253] lr: 3.000e-03, eta: 21:44:56, time: 0.800, data_time: 0.008, memory: 4947, top1_acc: 0.6266, top5_acc: 0.8378, loss_cls: 1.5428, loss: 1.5428, grad_norm: 3.6223 2020-08-13 22:09:38,194 - mmaction - INFO - Epoch [46][540/1253] lr: 3.000e-03, eta: 21:44:23, time: 0.719, data_time: 0.006, memory: 4947, top1_acc: 0.6341, top5_acc: 0.8302, loss_cls: 1.5550, loss: 1.5550, grad_norm: 3.5916 2020-08-13 22:09:53,664 - mmaction - INFO - Epoch [46][560/1253] lr: 3.000e-03, eta: 21:43:51, time: 0.775, data_time: 0.004, memory: 4947, top1_acc: 0.6521, top5_acc: 0.8438, loss_cls: 1.4654, loss: 1.4654, grad_norm: 3.4828 2020-08-13 22:10:08,787 - mmaction - INFO - Epoch [46][580/1253] lr: 3.000e-03, eta: 21:43:19, time: 0.754, data_time: 0.005, memory: 4947, top1_acc: 0.6242, top5_acc: 0.8273, loss_cls: 1.5876, loss: 1.5876, grad_norm: 3.6462 2020-08-13 22:13:12,478 - mmaction - INFO - Epoch [46][600/1253] lr: 3.000e-03, eta: 21:46:09, time: 9.184, data_time: 8.481, memory: 4947, top1_acc: 0.6310, top5_acc: 0.8258, loss_cls: 1.5586, loss: 1.5586, grad_norm: 3.5682 2020-08-13 22:13:24,827 - mmaction - INFO - Epoch [46][620/1253] lr: 3.000e-03, eta: 21:45:33, time: 0.618, data_time: 0.007, memory: 4947, top1_acc: 0.6229, top5_acc: 0.8292, loss_cls: 1.5636, loss: 1.5636, grad_norm: 3.6030 2020-08-13 22:13:37,230 - mmaction - INFO - Epoch [46][640/1253] lr: 3.000e-03, eta: 21:44:58, time: 0.620, data_time: 0.008, memory: 4947, top1_acc: 0.6289, top5_acc: 0.8240, loss_cls: 1.5647, loss: 1.5647, grad_norm: 3.6401 2020-08-13 22:13:49,674 - mmaction - INFO - Epoch [46][660/1253] lr: 3.000e-03, eta: 21:44:22, time: 0.624, data_time: 0.007, memory: 4947, top1_acc: 0.6281, top5_acc: 0.8435, loss_cls: 1.5109, loss: 1.5109, grad_norm: 3.6109 2020-08-13 22:14:03,815 - mmaction - INFO - Epoch [46][680/1253] lr: 3.000e-03, eta: 21:43:49, time: 0.707, data_time: 0.007, memory: 4947, top1_acc: 0.6318, top5_acc: 0.8370, loss_cls: 1.5434, loss: 1.5434, grad_norm: 3.6303 2020-08-13 22:14:17,113 - mmaction - INFO - Epoch [46][700/1253] lr: 3.000e-03, eta: 21:43:14, time: 0.666, data_time: 0.009, memory: 4947, top1_acc: 0.6357, top5_acc: 0.8328, loss_cls: 1.5204, loss: 1.5204, grad_norm: 3.6009 2020-08-13 22:14:30,844 - mmaction - INFO - Epoch [46][720/1253] lr: 3.000e-03, eta: 21:42:41, time: 0.688, data_time: 0.003, memory: 4947, top1_acc: 0.6242, top5_acc: 0.8310, loss_cls: 1.5631, loss: 1.5631, grad_norm: 3.6479 2020-08-13 22:14:46,824 - mmaction - INFO - Epoch [46][740/1253] lr: 3.000e-03, eta: 21:42:09, time: 0.795, data_time: 0.005, memory: 4947, top1_acc: 0.6268, top5_acc: 0.8268, loss_cls: 1.5670, loss: 1.5670, grad_norm: 3.6143 2020-08-13 22:15:02,411 - mmaction - INFO - Epoch [46][760/1253] lr: 3.000e-03, eta: 21:41:38, time: 0.780, data_time: 0.008, memory: 4947, top1_acc: 0.6266, top5_acc: 0.8401, loss_cls: 1.5291, loss: 1.5291, grad_norm: 3.5358 2020-08-13 22:15:18,127 - mmaction - INFO - Epoch [46][780/1253] lr: 3.000e-03, eta: 21:41:06, time: 0.788, data_time: 0.004, memory: 4947, top1_acc: 0.6070, top5_acc: 0.8138, loss_cls: 1.6157, loss: 1.6157, grad_norm: 3.6261 2020-08-13 22:15:32,532 - mmaction - INFO - Epoch [46][800/1253] lr: 3.000e-03, eta: 21:40:33, time: 0.719, data_time: 0.005, memory: 4947, top1_acc: 0.6365, top5_acc: 0.8411, loss_cls: 1.5192, loss: 1.5192, grad_norm: 3.5785 2020-08-13 22:15:48,797 - mmaction - INFO - Epoch [46][820/1253] lr: 3.000e-03, eta: 21:40:02, time: 0.814, data_time: 0.009, memory: 4947, top1_acc: 0.6250, top5_acc: 0.8263, loss_cls: 1.5865, loss: 1.5865, grad_norm: 3.6268 2020-08-13 22:16:04,248 - mmaction - INFO - Epoch [46][840/1253] lr: 3.000e-03, eta: 21:39:30, time: 0.769, data_time: 0.005, memory: 4947, top1_acc: 0.6286, top5_acc: 0.8370, loss_cls: 1.5350, loss: 1.5350, grad_norm: 3.6399 2020-08-13 22:16:18,113 - mmaction - INFO - Epoch [46][860/1253] lr: 3.000e-03, eta: 21:38:57, time: 0.694, data_time: 0.007, memory: 4947, top1_acc: 0.6174, top5_acc: 0.8255, loss_cls: 1.5946, loss: 1.5946, grad_norm: 3.6159 2020-08-13 22:16:33,153 - mmaction - INFO - Epoch [46][880/1253] lr: 3.000e-03, eta: 21:38:25, time: 0.754, data_time: 0.009, memory: 4947, top1_acc: 0.6307, top5_acc: 0.8320, loss_cls: 1.5399, loss: 1.5399, grad_norm: 3.6249 2020-08-13 22:16:48,125 - mmaction - INFO - Epoch [46][900/1253] lr: 3.000e-03, eta: 21:37:52, time: 0.750, data_time: 0.005, memory: 4947, top1_acc: 0.6292, top5_acc: 0.8320, loss_cls: 1.5517, loss: 1.5517, grad_norm: 3.6135 2020-08-13 22:17:03,649 - mmaction - INFO - Epoch [46][920/1253] lr: 3.000e-03, eta: 21:37:21, time: 0.775, data_time: 0.005, memory: 4947, top1_acc: 0.6341, top5_acc: 0.8370, loss_cls: 1.5493, loss: 1.5493, grad_norm: 3.5905 2020-08-13 22:17:18,401 - mmaction - INFO - Epoch [46][940/1253] lr: 3.000e-03, eta: 21:36:48, time: 0.738, data_time: 0.005, memory: 4947, top1_acc: 0.6289, top5_acc: 0.8307, loss_cls: 1.5424, loss: 1.5424, grad_norm: 3.5985 2020-08-13 22:17:33,770 - mmaction - INFO - Epoch [46][960/1253] lr: 3.000e-03, eta: 21:36:16, time: 0.766, data_time: 0.006, memory: 4947, top1_acc: 0.6250, top5_acc: 0.8349, loss_cls: 1.5760, loss: 1.5760, grad_norm: 3.6102 2020-08-13 22:17:49,705 - mmaction - INFO - Epoch [46][980/1253] lr: 3.000e-03, eta: 21:35:45, time: 0.796, data_time: 0.007, memory: 4947, top1_acc: 0.6344, top5_acc: 0.8299, loss_cls: 1.5683, loss: 1.5683, grad_norm: 3.6016 2020-08-13 22:18:05,742 - mmaction - INFO - Epoch [46][1000/1253] lr: 3.000e-03, eta: 21:35:14, time: 0.802, data_time: 0.008, memory: 4947, top1_acc: 0.6310, top5_acc: 0.8388, loss_cls: 1.5029, loss: 1.5029, grad_norm: 3.6438 2020-08-13 22:18:21,382 - mmaction - INFO - Epoch [46][1020/1253] lr: 3.000e-03, eta: 21:34:43, time: 0.785, data_time: 0.006, memory: 4947, top1_acc: 0.6341, top5_acc: 0.8333, loss_cls: 1.5165, loss: 1.5165, grad_norm: 3.6233 2020-08-13 22:18:35,544 - mmaction - INFO - Epoch [46][1040/1253] lr: 3.000e-03, eta: 21:34:09, time: 0.706, data_time: 0.005, memory: 4947, top1_acc: 0.6310, top5_acc: 0.8349, loss_cls: 1.5247, loss: 1.5247, grad_norm: 3.6072 2020-08-13 22:18:51,720 - mmaction - INFO - Epoch [46][1060/1253] lr: 3.000e-03, eta: 21:33:39, time: 0.811, data_time: 0.006, memory: 4947, top1_acc: 0.6344, top5_acc: 0.8357, loss_cls: 1.5401, loss: 1.5401, grad_norm: 3.5782 2020-08-13 22:19:08,012 - mmaction - INFO - Epoch [46][1080/1253] lr: 3.000e-03, eta: 21:33:08, time: 0.814, data_time: 0.002, memory: 4947, top1_acc: 0.6216, top5_acc: 0.8365, loss_cls: 1.5406, loss: 1.5406, grad_norm: 3.6530 2020-08-13 22:19:23,971 - mmaction - INFO - Epoch [46][1100/1253] lr: 3.000e-03, eta: 21:32:37, time: 0.797, data_time: 0.005, memory: 4947, top1_acc: 0.6198, top5_acc: 0.8242, loss_cls: 1.5791, loss: 1.5791, grad_norm: 3.6151 2020-08-13 22:19:38,546 - mmaction - INFO - Epoch [46][1120/1253] lr: 3.000e-03, eta: 21:32:04, time: 0.730, data_time: 0.005, memory: 4947, top1_acc: 0.6372, top5_acc: 0.8354, loss_cls: 1.5159, loss: 1.5159, grad_norm: 3.6368 2020-08-13 22:19:54,021 - mmaction - INFO - Epoch [46][1140/1253] lr: 3.000e-03, eta: 21:31:33, time: 0.770, data_time: 0.007, memory: 4947, top1_acc: 0.6305, top5_acc: 0.8292, loss_cls: 1.5456, loss: 1.5456, grad_norm: 3.6986 2020-08-13 22:20:09,824 - mmaction - INFO - Epoch [46][1160/1253] lr: 3.000e-03, eta: 21:31:02, time: 0.795, data_time: 0.008, memory: 4947, top1_acc: 0.6268, top5_acc: 0.8378, loss_cls: 1.5286, loss: 1.5286, grad_norm: 3.6567 2020-08-13 22:20:24,797 - mmaction - INFO - Epoch [46][1180/1253] lr: 3.000e-03, eta: 21:30:29, time: 0.745, data_time: 0.004, memory: 4947, top1_acc: 0.6297, top5_acc: 0.8370, loss_cls: 1.5175, loss: 1.5175, grad_norm: 3.5817 2020-08-13 22:20:39,004 - mmaction - INFO - Epoch [46][1200/1253] lr: 3.000e-03, eta: 21:29:56, time: 0.713, data_time: 0.007, memory: 4947, top1_acc: 0.6354, top5_acc: 0.8419, loss_cls: 1.5114, loss: 1.5114, grad_norm: 3.5872 2020-08-13 22:20:55,146 - mmaction - INFO - Epoch [46][1220/1253] lr: 3.000e-03, eta: 21:29:26, time: 0.802, data_time: 0.005, memory: 4947, top1_acc: 0.6341, top5_acc: 0.8336, loss_cls: 1.5152, loss: 1.5152, grad_norm: 3.5549 2020-08-13 22:21:09,898 - mmaction - INFO - Epoch [46][1240/1253] lr: 3.000e-03, eta: 21:28:53, time: 0.742, data_time: 0.007, memory: 4947, top1_acc: 0.6385, top5_acc: 0.8292, loss_cls: 1.5286, loss: 1.5286, grad_norm: 3.6608 2020-08-13 22:21:20,608 - mmaction - INFO - Saving checkpoint at 46 epochs 2020-08-13 22:25:24,898 - mmaction - INFO - Epoch [47][20/1253] lr: 3.000e-03, eta: 21:32:17, time: 12.179, data_time: 11.408, memory: 4947, top1_acc: 0.6331, top5_acc: 0.8458, loss_cls: 1.4935, loss: 1.4935, grad_norm: 3.5670 2020-08-13 22:25:37,386 - mmaction - INFO - Epoch [47][40/1253] lr: 3.000e-03, eta: 21:31:42, time: 0.626, data_time: 0.007, memory: 4947, top1_acc: 0.6437, top5_acc: 0.8367, loss_cls: 1.5118, loss: 1.5118, grad_norm: 3.5214 2020-08-13 22:25:49,817 - mmaction - INFO - Epoch [47][60/1253] lr: 3.000e-03, eta: 21:31:07, time: 0.620, data_time: 0.007, memory: 4947, top1_acc: 0.6258, top5_acc: 0.8331, loss_cls: 1.5498, loss: 1.5498, grad_norm: 3.6834 2020-08-13 22:26:02,192 - mmaction - INFO - Epoch [47][80/1253] lr: 3.000e-03, eta: 21:30:31, time: 0.622, data_time: 0.008, memory: 4947, top1_acc: 0.6339, top5_acc: 0.8398, loss_cls: 1.5273, loss: 1.5273, grad_norm: 3.6666 2020-08-13 22:26:14,621 - mmaction - INFO - Epoch [47][100/1253] lr: 3.000e-03, eta: 21:29:56, time: 0.619, data_time: 0.006, memory: 4947, top1_acc: 0.6346, top5_acc: 0.8346, loss_cls: 1.5367, loss: 1.5367, grad_norm: 3.6023 2020-08-13 22:26:29,427 - mmaction - INFO - Epoch [47][120/1253] lr: 3.000e-03, eta: 21:29:24, time: 0.738, data_time: 0.009, memory: 4947, top1_acc: 0.6479, top5_acc: 0.8367, loss_cls: 1.5097, loss: 1.5097, grad_norm: 3.5385 2020-08-13 22:26:43,366 - mmaction - INFO - Epoch [47][140/1253] lr: 3.000e-03, eta: 21:28:50, time: 0.701, data_time: 0.008, memory: 4947, top1_acc: 0.6388, top5_acc: 0.8357, loss_cls: 1.5162, loss: 1.5162, grad_norm: 3.5917 2020-08-13 22:26:57,192 - mmaction - INFO - Epoch [47][160/1253] lr: 3.000e-03, eta: 21:28:17, time: 0.693, data_time: 0.004, memory: 4947, top1_acc: 0.6299, top5_acc: 0.8383, loss_cls: 1.5347, loss: 1.5347, grad_norm: 3.5855 2020-08-13 22:27:12,808 - mmaction - INFO - Epoch [47][180/1253] lr: 3.000e-03, eta: 21:27:45, time: 0.775, data_time: 0.005, memory: 4947, top1_acc: 0.6245, top5_acc: 0.8313, loss_cls: 1.5505, loss: 1.5505, grad_norm: 3.6209 2020-08-13 22:27:26,673 - mmaction - INFO - Epoch [47][200/1253] lr: 3.000e-03, eta: 21:27:12, time: 0.699, data_time: 0.008, memory: 4947, top1_acc: 0.6292, top5_acc: 0.8375, loss_cls: 1.5265, loss: 1.5265, grad_norm: 3.6328 2020-08-13 22:27:42,426 - mmaction - INFO - Epoch [47][220/1253] lr: 3.000e-03, eta: 21:26:41, time: 0.782, data_time: 0.005, memory: 4947, top1_acc: 0.6469, top5_acc: 0.8495, loss_cls: 1.4437, loss: 1.4437, grad_norm: 3.5871 2020-08-13 22:27:57,489 - mmaction - INFO - Epoch [47][240/1253] lr: 3.000e-03, eta: 21:26:09, time: 0.757, data_time: 0.008, memory: 4947, top1_acc: 0.6286, top5_acc: 0.8398, loss_cls: 1.5490, loss: 1.5490, grad_norm: 3.6755 2020-08-13 22:28:13,310 - mmaction - INFO - Epoch [47][260/1253] lr: 3.000e-03, eta: 21:25:38, time: 0.786, data_time: 0.007, memory: 4947, top1_acc: 0.6344, top5_acc: 0.8339, loss_cls: 1.5137, loss: 1.5137, grad_norm: 3.5925 2020-08-13 22:28:28,548 - mmaction - INFO - Epoch [47][280/1253] lr: 3.000e-03, eta: 21:25:06, time: 0.766, data_time: 0.008, memory: 4947, top1_acc: 0.6333, top5_acc: 0.8432, loss_cls: 1.4785, loss: 1.4785, grad_norm: 3.6473 2020-08-13 22:28:44,826 - mmaction - INFO - Epoch [47][300/1253] lr: 3.000e-03, eta: 21:24:35, time: 0.814, data_time: 0.007, memory: 4947, top1_acc: 0.6380, top5_acc: 0.8375, loss_cls: 1.5197, loss: 1.5197, grad_norm: 3.6497 2020-08-13 22:28:57,937 - mmaction - INFO - Epoch [47][320/1253] lr: 3.000e-03, eta: 21:24:01, time: 0.656, data_time: 0.005, memory: 4947, top1_acc: 0.6406, top5_acc: 0.8393, loss_cls: 1.4917, loss: 1.4917, grad_norm: 3.6044 2020-08-13 22:29:14,513 - mmaction - INFO - Epoch [47][340/1253] lr: 3.000e-03, eta: 21:23:31, time: 0.826, data_time: 0.006, memory: 4947, top1_acc: 0.6258, top5_acc: 0.8359, loss_cls: 1.5264, loss: 1.5264, grad_norm: 3.6836 2020-08-13 22:29:28,633 - mmaction - INFO - Epoch [47][360/1253] lr: 3.000e-03, eta: 21:22:58, time: 0.708, data_time: 0.011, memory: 4947, top1_acc: 0.6336, top5_acc: 0.8297, loss_cls: 1.5199, loss: 1.5199, grad_norm: 3.5600 2020-08-13 22:29:42,728 - mmaction - INFO - Epoch [47][380/1253] lr: 3.000e-03, eta: 21:22:25, time: 0.706, data_time: 0.007, memory: 4947, top1_acc: 0.6346, top5_acc: 0.8292, loss_cls: 1.5657, loss: 1.5657, grad_norm: 3.6392 2020-08-13 22:29:58,468 - mmaction - INFO - Epoch [47][400/1253] lr: 3.000e-03, eta: 21:21:54, time: 0.786, data_time: 0.007, memory: 4947, top1_acc: 0.6513, top5_acc: 0.8419, loss_cls: 1.4552, loss: 1.4552, grad_norm: 3.5514 2020-08-13 22:30:13,911 - mmaction - INFO - Epoch [47][420/1253] lr: 3.000e-03, eta: 21:21:22, time: 0.774, data_time: 0.007, memory: 4947, top1_acc: 0.6365, top5_acc: 0.8346, loss_cls: 1.5304, loss: 1.5304, grad_norm: 3.6208 2020-08-13 22:30:29,874 - mmaction - INFO - Epoch [47][440/1253] lr: 3.000e-03, eta: 21:20:51, time: 0.796, data_time: 0.005, memory: 4947, top1_acc: 0.6362, top5_acc: 0.8359, loss_cls: 1.5166, loss: 1.5166, grad_norm: 3.6736 2020-08-13 22:30:44,529 - mmaction - INFO - Epoch [47][460/1253] lr: 3.000e-03, eta: 21:20:19, time: 0.732, data_time: 0.005, memory: 4947, top1_acc: 0.6430, top5_acc: 0.8396, loss_cls: 1.4963, loss: 1.4963, grad_norm: 3.6087 2020-08-13 22:30:59,030 - mmaction - INFO - Epoch [47][480/1253] lr: 3.000e-03, eta: 21:19:46, time: 0.725, data_time: 0.008, memory: 4947, top1_acc: 0.6237, top5_acc: 0.8286, loss_cls: 1.5795, loss: 1.5795, grad_norm: 3.7099 2020-08-13 22:31:14,946 - mmaction - INFO - Epoch [47][500/1253] lr: 3.000e-03, eta: 21:19:16, time: 0.799, data_time: 0.007, memory: 4947, top1_acc: 0.6255, top5_acc: 0.8307, loss_cls: 1.5659, loss: 1.5659, grad_norm: 3.7254 2020-08-13 22:31:29,341 - mmaction - INFO - Epoch [47][520/1253] lr: 3.000e-03, eta: 21:18:43, time: 0.718, data_time: 0.004, memory: 4947, top1_acc: 0.6211, top5_acc: 0.8315, loss_cls: 1.5667, loss: 1.5667, grad_norm: 3.6538 2020-08-13 22:31:45,801 - mmaction - INFO - Epoch [47][540/1253] lr: 3.000e-03, eta: 21:18:13, time: 0.822, data_time: 0.008, memory: 4947, top1_acc: 0.6336, top5_acc: 0.8378, loss_cls: 1.5257, loss: 1.5257, grad_norm: 3.7146 2020-08-13 22:32:01,621 - mmaction - INFO - Epoch [47][560/1253] lr: 3.000e-03, eta: 21:17:42, time: 0.793, data_time: 0.005, memory: 4947, top1_acc: 0.6305, top5_acc: 0.8266, loss_cls: 1.5637, loss: 1.5637, grad_norm: 3.6533 2020-08-13 22:32:17,742 - mmaction - INFO - Epoch [47][580/1253] lr: 3.000e-03, eta: 21:17:11, time: 0.806, data_time: 0.006, memory: 4947, top1_acc: 0.6271, top5_acc: 0.8255, loss_cls: 1.5758, loss: 1.5758, grad_norm: 3.6914 2020-08-13 22:32:32,760 - mmaction - INFO - Epoch [47][600/1253] lr: 3.000e-03, eta: 21:16:39, time: 0.750, data_time: 0.005, memory: 4947, top1_acc: 0.6354, top5_acc: 0.8419, loss_cls: 1.4966, loss: 1.4966, grad_norm: 3.6690 2020-08-13 22:32:48,606 - mmaction - INFO - Epoch [47][620/1253] lr: 3.000e-03, eta: 21:16:08, time: 0.792, data_time: 0.002, memory: 4947, top1_acc: 0.6487, top5_acc: 0.8396, loss_cls: 1.4904, loss: 1.4904, grad_norm: 3.6295 2020-08-13 22:33:03,736 - mmaction - INFO - Epoch [47][640/1253] lr: 3.000e-03, eta: 21:15:37, time: 0.756, data_time: 0.006, memory: 4947, top1_acc: 0.6346, top5_acc: 0.8404, loss_cls: 1.4857, loss: 1.4857, grad_norm: 3.6595 2020-08-13 22:38:12,282 - mmaction - INFO - Epoch [47][660/1253] lr: 3.000e-03, eta: 21:20:42, time: 15.424, data_time: 14.771, memory: 4947, top1_acc: 0.6245, top5_acc: 0.8294, loss_cls: 1.5756, loss: 1.5756, grad_norm: 3.7465 2020-08-13 22:38:24,565 - mmaction - INFO - Epoch [47][680/1253] lr: 3.000e-03, eta: 21:20:07, time: 0.617, data_time: 0.007, memory: 4947, top1_acc: 0.6315, top5_acc: 0.8297, loss_cls: 1.5630, loss: 1.5630, grad_norm: 3.6972 2020-08-13 22:38:36,985 - mmaction - INFO - Epoch [47][700/1253] lr: 3.000e-03, eta: 21:19:32, time: 0.617, data_time: 0.007, memory: 4947, top1_acc: 0.6437, top5_acc: 0.8315, loss_cls: 1.5152, loss: 1.5152, grad_norm: 3.6091 2020-08-13 22:38:50,214 - mmaction - INFO - Epoch [47][720/1253] lr: 3.000e-03, eta: 21:18:58, time: 0.662, data_time: 0.007, memory: 4947, top1_acc: 0.6279, top5_acc: 0.8383, loss_cls: 1.5165, loss: 1.5165, grad_norm: 3.6360 2020-08-13 22:39:02,944 - mmaction - INFO - Epoch [47][740/1253] lr: 3.000e-03, eta: 21:18:23, time: 0.637, data_time: 0.010, memory: 4947, top1_acc: 0.6349, top5_acc: 0.8359, loss_cls: 1.5382, loss: 1.5382, grad_norm: 3.7227 2020-08-13 22:39:17,334 - mmaction - INFO - Epoch [47][760/1253] lr: 3.000e-03, eta: 21:17:51, time: 0.721, data_time: 0.007, memory: 4947, top1_acc: 0.6482, top5_acc: 0.8346, loss_cls: 1.5063, loss: 1.5063, grad_norm: 3.6213 2020-08-13 22:39:30,683 - mmaction - INFO - Epoch [47][780/1253] lr: 3.000e-03, eta: 21:17:17, time: 0.666, data_time: 0.008, memory: 4947, top1_acc: 0.6198, top5_acc: 0.8245, loss_cls: 1.5525, loss: 1.5525, grad_norm: 3.6765 2020-08-13 22:39:44,980 - mmaction - INFO - Epoch [47][800/1253] lr: 3.000e-03, eta: 21:16:44, time: 0.717, data_time: 0.009, memory: 4947, top1_acc: 0.6328, top5_acc: 0.8456, loss_cls: 1.5124, loss: 1.5124, grad_norm: 3.6992 2020-08-13 22:39:58,971 - mmaction - INFO - Epoch [47][820/1253] lr: 3.000e-03, eta: 21:16:11, time: 0.697, data_time: 0.007, memory: 4947, top1_acc: 0.6214, top5_acc: 0.8320, loss_cls: 1.5628, loss: 1.5628, grad_norm: 3.7125 2020-08-13 22:40:14,854 - mmaction - INFO - Epoch [47][840/1253] lr: 3.000e-03, eta: 21:15:40, time: 0.798, data_time: 0.007, memory: 4947, top1_acc: 0.6380, top5_acc: 0.8500, loss_cls: 1.4764, loss: 1.4764, grad_norm: 3.6392 2020-08-13 22:40:29,775 - mmaction - INFO - Epoch [47][860/1253] lr: 3.000e-03, eta: 21:15:08, time: 0.742, data_time: 0.009, memory: 4947, top1_acc: 0.6130, top5_acc: 0.8286, loss_cls: 1.5824, loss: 1.5824, grad_norm: 3.7183 2020-08-13 22:40:44,942 - mmaction - INFO - Epoch [47][880/1253] lr: 3.000e-03, eta: 21:14:36, time: 0.759, data_time: 0.007, memory: 4947, top1_acc: 0.6310, top5_acc: 0.8380, loss_cls: 1.5332, loss: 1.5332, grad_norm: 3.6733 2020-08-13 22:41:00,894 - mmaction - INFO - Epoch [47][900/1253] lr: 3.000e-03, eta: 21:14:05, time: 0.798, data_time: 0.009, memory: 4947, top1_acc: 0.6380, top5_acc: 0.8445, loss_cls: 1.4959, loss: 1.4959, grad_norm: 3.6804 2020-08-13 22:41:15,680 - mmaction - INFO - Epoch [47][920/1253] lr: 3.000e-03, eta: 21:13:33, time: 0.742, data_time: 0.007, memory: 4947, top1_acc: 0.6250, top5_acc: 0.8336, loss_cls: 1.5435, loss: 1.5435, grad_norm: 3.6500 2020-08-13 22:55:34,776 - mmaction - INFO - Epoch [47][940/1253] lr: 3.000e-03, eta: 21:29:03, time: 42.954, data_time: 0.006, memory: 4947, top1_acc: 0.6318, top5_acc: 0.8378, loss_cls: 1.4979, loss: 1.4979, grad_norm: 3.5992 2020-08-13 22:55:47,022 - mmaction - INFO - Epoch [47][960/1253] lr: 3.000e-03, eta: 21:28:27, time: 0.614, data_time: 0.004, memory: 4947, top1_acc: 0.6299, top5_acc: 0.8302, loss_cls: 1.5275, loss: 1.5275, grad_norm: 3.6402 2020-08-13 22:55:59,303 - mmaction - INFO - Epoch [47][980/1253] lr: 3.000e-03, eta: 21:27:52, time: 0.611, data_time: 0.006, memory: 4947, top1_acc: 0.6161, top5_acc: 0.8401, loss_cls: 1.5463, loss: 1.5463, grad_norm: 3.7974 2020-08-13 22:56:11,768 - mmaction - INFO - Epoch [47][1000/1253] lr: 3.000e-03, eta: 21:27:16, time: 0.622, data_time: 0.010, memory: 4947, top1_acc: 0.6289, top5_acc: 0.8339, loss_cls: 1.5280, loss: 1.5280, grad_norm: 3.6119 2020-08-13 22:56:24,123 - mmaction - INFO - Epoch [47][1020/1253] lr: 3.000e-03, eta: 21:26:41, time: 0.621, data_time: 0.008, memory: 4947, top1_acc: 0.6432, top5_acc: 0.8456, loss_cls: 1.4933, loss: 1.4933, grad_norm: 3.6316 2020-08-13 22:56:37,271 - mmaction - INFO - Epoch [47][1040/1253] lr: 3.000e-03, eta: 21:26:06, time: 0.656, data_time: 0.007, memory: 4947, top1_acc: 0.6253, top5_acc: 0.8346, loss_cls: 1.5462, loss: 1.5462, grad_norm: 3.7255 2020-08-13 22:56:51,026 - mmaction - INFO - Epoch [47][1060/1253] lr: 3.000e-03, eta: 21:25:32, time: 0.689, data_time: 0.006, memory: 4947, top1_acc: 0.6448, top5_acc: 0.8438, loss_cls: 1.4748, loss: 1.4748, grad_norm: 3.6488 2020-08-13 22:57:04,569 - mmaction - INFO - Epoch [47][1080/1253] lr: 3.000e-03, eta: 21:24:58, time: 0.675, data_time: 0.006, memory: 4947, top1_acc: 0.6250, top5_acc: 0.8286, loss_cls: 1.5580, loss: 1.5580, grad_norm: 3.7405 2020-08-13 22:57:18,709 - mmaction - INFO - Epoch [47][1100/1253] lr: 3.000e-03, eta: 21:24:25, time: 0.708, data_time: 0.007, memory: 4947, top1_acc: 0.6307, top5_acc: 0.8268, loss_cls: 1.5651, loss: 1.5651, grad_norm: 3.6785 2020-08-13 22:57:33,961 - mmaction - INFO - Epoch [47][1120/1253] lr: 3.000e-03, eta: 21:23:53, time: 0.763, data_time: 0.006, memory: 4947, top1_acc: 0.6297, top5_acc: 0.8281, loss_cls: 1.5511, loss: 1.5511, grad_norm: 3.6752 2020-08-13 23:00:38,578 - mmaction - INFO - Epoch [47][1140/1253] lr: 3.000e-03, eta: 21:26:32, time: 9.210, data_time: 0.007, memory: 4947, top1_acc: 0.6372, top5_acc: 0.8385, loss_cls: 1.5286, loss: 1.5286, grad_norm: 3.6660 2020-08-13 23:05:34,435 - mmaction - INFO - Epoch [47][1160/1253] lr: 3.000e-03, eta: 21:31:18, time: 14.813, data_time: 0.029, memory: 4947, top1_acc: 0.6240, top5_acc: 0.8310, loss_cls: 1.5533, loss: 1.5533, grad_norm: 3.7200 2020-08-13 23:05:46,770 - mmaction - INFO - Epoch [47][1180/1253] lr: 3.000e-03, eta: 21:30:42, time: 0.617, data_time: 0.004, memory: 4947, top1_acc: 0.6393, top5_acc: 0.8359, loss_cls: 1.5110, loss: 1.5110, grad_norm: 3.6664 2020-08-13 23:05:59,021 - mmaction - INFO - Epoch [47][1200/1253] lr: 3.000e-03, eta: 21:30:06, time: 0.613, data_time: 0.008, memory: 4947, top1_acc: 0.6276, top5_acc: 0.8331, loss_cls: 1.5385, loss: 1.5385, grad_norm: 3.7472 2020-08-13 23:06:11,296 - mmaction - INFO - Epoch [47][1220/1253] lr: 3.000e-03, eta: 21:29:30, time: 0.615, data_time: 0.008, memory: 4947, top1_acc: 0.6432, top5_acc: 0.8414, loss_cls: 1.5009, loss: 1.5009, grad_norm: 3.6319 2020-08-13 23:06:23,720 - mmaction - INFO - Epoch [47][1240/1253] lr: 3.000e-03, eta: 21:28:55, time: 0.620, data_time: 0.007, memory: 4947, top1_acc: 0.6333, top5_acc: 0.8451, loss_cls: 1.5013, loss: 1.5013, grad_norm: 3.6792 2020-08-13 23:06:32,390 - mmaction - INFO - Saving checkpoint at 47 epochs 2020-08-13 23:18:05,088 - mmaction - INFO - Epoch [48][20/1253] lr: 3.000e-03, eta: 21:40:33, time: 34.592, data_time: 25.354, memory: 4947, top1_acc: 0.6458, top5_acc: 0.8339, loss_cls: 1.5020, loss: 1.5020, grad_norm: 3.6576 2020-08-13 23:18:17,410 - mmaction - INFO - Epoch [48][40/1253] lr: 3.000e-03, eta: 21:39:57, time: 0.622, data_time: 0.010, memory: 4947, top1_acc: 0.6378, top5_acc: 0.8336, loss_cls: 1.5242, loss: 1.5242, grad_norm: 3.7130 2020-08-13 23:18:29,850 - mmaction - INFO - Epoch [48][60/1253] lr: 3.000e-03, eta: 21:39:21, time: 0.617, data_time: 0.006, memory: 4947, top1_acc: 0.6281, top5_acc: 0.8401, loss_cls: 1.5394, loss: 1.5394, grad_norm: 3.6520 2020-08-13 23:18:42,216 - mmaction - INFO - Epoch [48][80/1253] lr: 3.000e-03, eta: 21:38:45, time: 0.623, data_time: 0.008, memory: 4947, top1_acc: 0.6536, top5_acc: 0.8448, loss_cls: 1.4637, loss: 1.4637, grad_norm: 3.5780 2020-08-13 23:18:54,587 - mmaction - INFO - Epoch [48][100/1253] lr: 3.000e-03, eta: 21:38:09, time: 0.619, data_time: 0.006, memory: 4947, top1_acc: 0.6346, top5_acc: 0.8346, loss_cls: 1.5316, loss: 1.5316, grad_norm: 3.6962 2020-08-13 23:19:07,274 - mmaction - INFO - Epoch [48][120/1253] lr: 3.000e-03, eta: 21:37:33, time: 0.633, data_time: 0.006, memory: 4947, top1_acc: 0.6424, top5_acc: 0.8479, loss_cls: 1.4511, loss: 1.4511, grad_norm: 3.6494 2020-08-13 23:19:20,347 - mmaction - INFO - Epoch [48][140/1253] lr: 3.000e-03, eta: 21:36:58, time: 0.653, data_time: 0.006, memory: 4947, top1_acc: 0.6393, top5_acc: 0.8375, loss_cls: 1.5006, loss: 1.5006, grad_norm: 3.6655 2020-08-13 23:19:33,517 - mmaction - INFO - Epoch [48][160/1253] lr: 3.000e-03, eta: 21:36:23, time: 0.659, data_time: 0.005, memory: 4947, top1_acc: 0.6237, top5_acc: 0.8292, loss_cls: 1.5548, loss: 1.5548, grad_norm: 3.7688 2020-08-13 23:19:47,883 - mmaction - INFO - Epoch [48][180/1253] lr: 3.000e-03, eta: 21:35:49, time: 0.715, data_time: 0.006, memory: 4947, top1_acc: 0.6458, top5_acc: 0.8417, loss_cls: 1.4994, loss: 1.4994, grad_norm: 3.6550 2020-08-13 23:20:01,037 - mmaction - INFO - Epoch [48][200/1253] lr: 3.000e-03, eta: 21:35:14, time: 0.661, data_time: 0.007, memory: 4947, top1_acc: 0.6393, top5_acc: 0.8461, loss_cls: 1.4735, loss: 1.4735, grad_norm: 3.7218 2020-08-13 23:20:14,182 - mmaction - INFO - Epoch [48][220/1253] lr: 3.000e-03, eta: 21:34:39, time: 0.657, data_time: 0.008, memory: 4947, top1_acc: 0.6370, top5_acc: 0.8404, loss_cls: 1.5079, loss: 1.5079, grad_norm: 3.6372 2020-08-13 23:20:28,176 - mmaction - INFO - Epoch [48][240/1253] lr: 3.000e-03, eta: 21:34:05, time: 0.701, data_time: 0.004, memory: 4947, top1_acc: 0.6424, top5_acc: 0.8451, loss_cls: 1.4704, loss: 1.4704, grad_norm: 3.6030 2020-08-13 23:20:43,208 - mmaction - INFO - Epoch [48][260/1253] lr: 3.000e-03, eta: 21:33:32, time: 0.747, data_time: 0.005, memory: 4947, top1_acc: 0.6479, top5_acc: 0.8417, loss_cls: 1.4824, loss: 1.4824, grad_norm: 3.6201 2020-08-13 23:20:57,235 - mmaction - INFO - Epoch [48][280/1253] lr: 3.000e-03, eta: 21:32:58, time: 0.703, data_time: 0.007, memory: 4947, top1_acc: 0.6201, top5_acc: 0.8281, loss_cls: 1.5696, loss: 1.5696, grad_norm: 3.7749 2020-08-13 23:21:11,900 - mmaction - INFO - Epoch [48][300/1253] lr: 3.000e-03, eta: 21:32:25, time: 0.736, data_time: 0.008, memory: 4947, top1_acc: 0.6396, top5_acc: 0.8344, loss_cls: 1.5153, loss: 1.5153, grad_norm: 3.7381 2020-08-13 23:21:25,939 - mmaction - INFO - Epoch [48][320/1253] lr: 3.000e-03, eta: 21:31:51, time: 0.700, data_time: 0.006, memory: 4947, top1_acc: 0.6477, top5_acc: 0.8458, loss_cls: 1.4814, loss: 1.4814, grad_norm: 3.6888 2020-08-13 23:21:42,391 - mmaction - INFO - Epoch [48][340/1253] lr: 3.000e-03, eta: 21:31:20, time: 0.824, data_time: 0.008, memory: 4947, top1_acc: 0.6320, top5_acc: 0.8424, loss_cls: 1.5168, loss: 1.5168, grad_norm: 3.7055 2020-08-13 23:21:57,169 - mmaction - INFO - Epoch [48][360/1253] lr: 3.000e-03, eta: 21:30:46, time: 0.735, data_time: 0.006, memory: 4947, top1_acc: 0.6299, top5_acc: 0.8370, loss_cls: 1.5145, loss: 1.5145, grad_norm: 3.7050 2020-08-13 23:22:11,552 - mmaction - INFO - Epoch [48][380/1253] lr: 3.000e-03, eta: 21:30:13, time: 0.723, data_time: 0.007, memory: 4947, top1_acc: 0.6328, top5_acc: 0.8388, loss_cls: 1.5211, loss: 1.5211, grad_norm: 3.7091 2020-08-13 23:22:26,824 - mmaction - INFO - Epoch [48][400/1253] lr: 3.000e-03, eta: 21:29:40, time: 0.762, data_time: 0.007, memory: 4947, top1_acc: 0.6430, top5_acc: 0.8469, loss_cls: 1.4631, loss: 1.4631, grad_norm: 3.6661 2020-08-13 23:22:41,325 - mmaction - INFO - Epoch [48][420/1253] lr: 3.000e-03, eta: 21:29:07, time: 0.726, data_time: 0.005, memory: 4947, top1_acc: 0.6456, top5_acc: 0.8367, loss_cls: 1.4900, loss: 1.4900, grad_norm: 3.6694 2020-08-13 23:22:55,492 - mmaction - INFO - Epoch [48][440/1253] lr: 3.000e-03, eta: 21:28:33, time: 0.709, data_time: 0.006, memory: 4947, top1_acc: 0.6286, top5_acc: 0.8466, loss_cls: 1.4915, loss: 1.4915, grad_norm: 3.7021 2020-08-13 23:23:09,567 - mmaction - INFO - Epoch [48][460/1253] lr: 3.000e-03, eta: 21:27:59, time: 0.699, data_time: 0.006, memory: 4947, top1_acc: 0.6255, top5_acc: 0.8328, loss_cls: 1.5352, loss: 1.5352, grad_norm: 3.7572 2020-08-13 23:23:24,427 - mmaction - INFO - Epoch [48][480/1253] lr: 3.000e-03, eta: 21:27:26, time: 0.747, data_time: 0.007, memory: 4947, top1_acc: 0.6313, top5_acc: 0.8362, loss_cls: 1.5275, loss: 1.5275, grad_norm: 3.7647 2020-08-13 23:23:39,495 - mmaction - INFO - Epoch [48][500/1253] lr: 3.000e-03, eta: 21:26:54, time: 0.754, data_time: 0.006, memory: 4947, top1_acc: 0.6320, top5_acc: 0.8344, loss_cls: 1.5448, loss: 1.5448, grad_norm: 3.7639 2020-08-13 23:23:55,029 - mmaction - INFO - Epoch [48][520/1253] lr: 3.000e-03, eta: 21:26:21, time: 0.774, data_time: 0.007, memory: 4947, top1_acc: 0.6393, top5_acc: 0.8333, loss_cls: 1.5300, loss: 1.5300, grad_norm: 3.7389 2020-08-13 23:24:09,835 - mmaction - INFO - Epoch [48][540/1253] lr: 3.000e-03, eta: 21:25:48, time: 0.741, data_time: 0.007, memory: 4947, top1_acc: 0.6380, top5_acc: 0.8297, loss_cls: 1.5303, loss: 1.5303, grad_norm: 3.7446 2020-08-13 23:24:24,219 - mmaction - INFO - Epoch [48][560/1253] lr: 3.000e-03, eta: 21:25:15, time: 0.720, data_time: 0.008, memory: 4947, top1_acc: 0.6409, top5_acc: 0.8357, loss_cls: 1.5418, loss: 1.5418, grad_norm: 3.7172 2020-08-13 23:24:40,291 - mmaction - INFO - Epoch [48][580/1253] lr: 3.000e-03, eta: 21:24:44, time: 0.805, data_time: 0.005, memory: 4947, top1_acc: 0.6346, top5_acc: 0.8500, loss_cls: 1.4648, loss: 1.4648, grad_norm: 3.7261 2020-08-13 23:24:55,838 - mmaction - INFO - Epoch [48][600/1253] lr: 3.000e-03, eta: 21:24:11, time: 0.774, data_time: 0.007, memory: 4947, top1_acc: 0.6365, top5_acc: 0.8354, loss_cls: 1.5254, loss: 1.5254, grad_norm: 3.6897 2020-08-13 23:25:10,478 - mmaction - INFO - Epoch [48][620/1253] lr: 3.000e-03, eta: 21:23:38, time: 0.734, data_time: 0.008, memory: 4947, top1_acc: 0.6365, top5_acc: 0.8391, loss_cls: 1.5126, loss: 1.5126, grad_norm: 3.7379 2020-08-13 23:25:25,319 - mmaction - INFO - Epoch [48][640/1253] lr: 3.000e-03, eta: 21:23:05, time: 0.739, data_time: 0.007, memory: 4947, top1_acc: 0.6156, top5_acc: 0.8221, loss_cls: 1.6056, loss: 1.6056, grad_norm: 3.7381 2020-08-13 23:25:40,435 - mmaction - INFO - Epoch [48][660/1253] lr: 3.000e-03, eta: 21:22:33, time: 0.758, data_time: 0.007, memory: 4947, top1_acc: 0.6115, top5_acc: 0.8320, loss_cls: 1.5925, loss: 1.5925, grad_norm: 3.7171 2020-08-13 23:25:56,720 - mmaction - INFO - Epoch [48][680/1253] lr: 3.000e-03, eta: 21:22:02, time: 0.816, data_time: 0.007, memory: 4947, top1_acc: 0.6341, top5_acc: 0.8380, loss_cls: 1.5181, loss: 1.5181, grad_norm: 3.7497 2020-08-13 23:26:12,443 - mmaction - INFO - Epoch [48][700/1253] lr: 3.000e-03, eta: 21:21:30, time: 0.785, data_time: 0.005, memory: 4947, top1_acc: 0.6227, top5_acc: 0.8357, loss_cls: 1.5636, loss: 1.5636, grad_norm: 3.7960 2020-08-13 23:26:27,230 - mmaction - INFO - Epoch [48][720/1253] lr: 3.000e-03, eta: 21:20:57, time: 0.738, data_time: 0.005, memory: 4947, top1_acc: 0.6495, top5_acc: 0.8435, loss_cls: 1.4735, loss: 1.4735, grad_norm: 3.6250 2020-08-13 23:26:42,885 - mmaction - INFO - Epoch [48][740/1253] lr: 3.000e-03, eta: 21:20:25, time: 0.784, data_time: 0.007, memory: 4947, top1_acc: 0.6378, top5_acc: 0.8326, loss_cls: 1.5391, loss: 1.5391, grad_norm: 3.7281 2020-08-13 23:26:58,140 - mmaction - INFO - Epoch [48][760/1253] lr: 3.000e-03, eta: 21:19:52, time: 0.761, data_time: 0.005, memory: 4947, top1_acc: 0.6245, top5_acc: 0.8307, loss_cls: 1.5376, loss: 1.5376, grad_norm: 3.7425 2020-08-13 23:27:13,708 - mmaction - INFO - Epoch [48][780/1253] lr: 3.000e-03, eta: 21:19:20, time: 0.778, data_time: 0.008, memory: 4947, top1_acc: 0.6250, top5_acc: 0.8232, loss_cls: 1.5834, loss: 1.5834, grad_norm: 3.7998 2020-08-13 23:27:28,771 - mmaction - INFO - Epoch [48][800/1253] lr: 3.000e-03, eta: 21:18:48, time: 0.756, data_time: 0.007, memory: 4947, top1_acc: 0.6328, top5_acc: 0.8391, loss_cls: 1.5059, loss: 1.5059, grad_norm: 3.6582 2020-08-13 23:27:44,435 - mmaction - INFO - Epoch [48][820/1253] lr: 3.000e-03, eta: 21:18:16, time: 0.784, data_time: 0.008, memory: 4947, top1_acc: 0.6461, top5_acc: 0.8427, loss_cls: 1.4865, loss: 1.4865, grad_norm: 3.6937 2020-08-13 23:28:00,536 - mmaction - INFO - Epoch [48][840/1253] lr: 3.000e-03, eta: 21:17:45, time: 0.802, data_time: 0.009, memory: 4947, top1_acc: 0.6268, top5_acc: 0.8328, loss_cls: 1.5174, loss: 1.5174, grad_norm: 3.6944 2020-08-13 23:28:15,996 - mmaction - INFO - Epoch [48][860/1253] lr: 3.000e-03, eta: 21:17:13, time: 0.776, data_time: 0.008, memory: 4947, top1_acc: 0.6305, top5_acc: 0.8372, loss_cls: 1.5176, loss: 1.5176, grad_norm: 3.7026 2020-08-13 23:28:31,086 - mmaction - INFO - Epoch [48][880/1253] lr: 3.000e-03, eta: 21:16:40, time: 0.752, data_time: 0.005, memory: 4947, top1_acc: 0.6333, top5_acc: 0.8352, loss_cls: 1.5341, loss: 1.5341, grad_norm: 3.7278 2020-08-13 23:28:46,439 - mmaction - INFO - Epoch [48][900/1253] lr: 3.000e-03, eta: 21:16:08, time: 0.770, data_time: 0.008, memory: 4947, top1_acc: 0.6440, top5_acc: 0.8401, loss_cls: 1.5076, loss: 1.5076, grad_norm: 3.7316 2020-08-13 23:29:02,462 - mmaction - INFO - Epoch [48][920/1253] lr: 3.000e-03, eta: 21:15:36, time: 0.800, data_time: 0.002, memory: 4947, top1_acc: 0.6310, top5_acc: 0.8284, loss_cls: 1.5502, loss: 1.5502, grad_norm: 3.8089 2020-08-13 23:29:18,026 - mmaction - INFO - Epoch [48][940/1253] lr: 3.000e-03, eta: 21:15:05, time: 0.779, data_time: 0.007, memory: 4947, top1_acc: 0.6297, top5_acc: 0.8443, loss_cls: 1.5125, loss: 1.5125, grad_norm: 3.6637 2020-08-13 23:29:34,266 - mmaction - INFO - Epoch [48][960/1253] lr: 3.000e-03, eta: 21:14:33, time: 0.807, data_time: 0.005, memory: 4947, top1_acc: 0.6247, top5_acc: 0.8336, loss_cls: 1.5580, loss: 1.5580, grad_norm: 3.7247 2020-08-13 23:29:49,264 - mmaction - INFO - Epoch [48][980/1253] lr: 3.000e-03, eta: 21:14:01, time: 0.755, data_time: 0.008, memory: 4947, top1_acc: 0.6414, top5_acc: 0.8391, loss_cls: 1.5204, loss: 1.5204, grad_norm: 3.7397 2020-08-13 23:30:03,960 - mmaction - INFO - Epoch [48][1000/1253] lr: 3.000e-03, eta: 21:13:28, time: 0.733, data_time: 0.005, memory: 4947, top1_acc: 0.6365, top5_acc: 0.8339, loss_cls: 1.5439, loss: 1.5439, grad_norm: 3.7835 2020-08-13 23:30:19,516 - mmaction - INFO - Epoch [48][1020/1253] lr: 3.000e-03, eta: 21:12:56, time: 0.776, data_time: 0.005, memory: 4947, top1_acc: 0.6341, top5_acc: 0.8375, loss_cls: 1.5229, loss: 1.5229, grad_norm: 3.7080 2020-08-13 23:30:35,856 - mmaction - INFO - Epoch [48][1040/1253] lr: 3.000e-03, eta: 21:12:25, time: 0.816, data_time: 0.008, memory: 4947, top1_acc: 0.6490, top5_acc: 0.8461, loss_cls: 1.4590, loss: 1.4590, grad_norm: 3.7314 2020-08-13 23:30:51,385 - mmaction - INFO - Epoch [48][1060/1253] lr: 3.000e-03, eta: 21:11:53, time: 0.781, data_time: 0.007, memory: 4947, top1_acc: 0.6339, top5_acc: 0.8372, loss_cls: 1.5245, loss: 1.5245, grad_norm: 3.7398 2020-08-13 23:31:07,506 - mmaction - INFO - Epoch [48][1080/1253] lr: 3.000e-03, eta: 21:11:22, time: 0.802, data_time: 0.005, memory: 4947, top1_acc: 0.6320, top5_acc: 0.8344, loss_cls: 1.5537, loss: 1.5537, grad_norm: 3.7564 2020-08-13 23:31:22,399 - mmaction - INFO - Epoch [48][1100/1253] lr: 3.000e-03, eta: 21:10:49, time: 0.747, data_time: 0.007, memory: 4947, top1_acc: 0.6206, top5_acc: 0.8349, loss_cls: 1.5548, loss: 1.5548, grad_norm: 3.8019 2020-08-13 23:31:38,957 - mmaction - INFO - Epoch [48][1120/1253] lr: 3.000e-03, eta: 21:10:19, time: 0.829, data_time: 0.008, memory: 4947, top1_acc: 0.6380, top5_acc: 0.8466, loss_cls: 1.4663, loss: 1.4663, grad_norm: 3.7714 2020-08-13 23:31:53,900 - mmaction - INFO - Epoch [48][1140/1253] lr: 3.000e-03, eta: 21:09:46, time: 0.747, data_time: 0.007, memory: 4947, top1_acc: 0.6440, top5_acc: 0.8432, loss_cls: 1.4833, loss: 1.4833, grad_norm: 3.7185 2020-08-13 23:32:08,525 - mmaction - INFO - Epoch [48][1160/1253] lr: 3.000e-03, eta: 21:09:13, time: 0.732, data_time: 0.005, memory: 4947, top1_acc: 0.6461, top5_acc: 0.8385, loss_cls: 1.4976, loss: 1.4976, grad_norm: 3.7024 2020-08-13 23:32:24,584 - mmaction - INFO - Epoch [48][1180/1253] lr: 3.000e-03, eta: 21:08:42, time: 0.801, data_time: 0.006, memory: 4947, top1_acc: 0.6336, top5_acc: 0.8328, loss_cls: 1.5450, loss: 1.5450, grad_norm: 3.7314 2020-08-13 23:32:39,902 - mmaction - INFO - Epoch [48][1200/1253] lr: 3.000e-03, eta: 21:08:10, time: 0.766, data_time: 0.005, memory: 4947, top1_acc: 0.6349, top5_acc: 0.8401, loss_cls: 1.4873, loss: 1.4873, grad_norm: 3.7401 2020-08-13 23:32:55,341 - mmaction - INFO - Epoch [48][1220/1253] lr: 3.000e-03, eta: 21:07:38, time: 0.770, data_time: 0.008, memory: 4947, top1_acc: 0.6510, top5_acc: 0.8453, loss_cls: 1.4537, loss: 1.4537, grad_norm: 3.6665 2020-08-13 23:33:11,412 - mmaction - INFO - Epoch [48][1240/1253] lr: 3.000e-03, eta: 21:07:07, time: 0.805, data_time: 0.010, memory: 4947, top1_acc: 0.6357, top5_acc: 0.8388, loss_cls: 1.5209, loss: 1.5209, grad_norm: 3.7606 2020-08-13 23:33:21,091 - mmaction - INFO - Saving checkpoint at 48 epochs 2020-08-13 23:37:57,694 - mmaction - INFO - Epoch [49][20/1253] lr: 3.000e-03, eta: 21:10:46, time: 13.803, data_time: 10.867, memory: 4947, top1_acc: 0.6552, top5_acc: 0.8414, loss_cls: 1.4652, loss: 1.4652, grad_norm: 3.6398 2020-08-13 23:38:10,152 - mmaction - INFO - Epoch [49][40/1253] lr: 3.000e-03, eta: 21:10:10, time: 0.621, data_time: 0.005, memory: 4947, top1_acc: 0.6299, top5_acc: 0.8336, loss_cls: 1.5363, loss: 1.5363, grad_norm: 3.7887 2020-08-13 23:38:22,584 - mmaction - INFO - Epoch [49][60/1253] lr: 3.000e-03, eta: 21:09:35, time: 0.623, data_time: 0.007, memory: 4947, top1_acc: 0.6396, top5_acc: 0.8385, loss_cls: 1.4956, loss: 1.4956, grad_norm: 3.7314 2020-08-13 23:38:34,916 - mmaction - INFO - Epoch [49][80/1253] lr: 3.000e-03, eta: 21:09:00, time: 0.617, data_time: 0.002, memory: 4947, top1_acc: 0.6479, top5_acc: 0.8464, loss_cls: 1.4495, loss: 1.4495, grad_norm: 3.7622 2020-08-13 23:38:47,586 - mmaction - INFO - Epoch [49][100/1253] lr: 3.000e-03, eta: 21:08:25, time: 0.632, data_time: 0.007, memory: 4947, top1_acc: 0.6414, top5_acc: 0.8471, loss_cls: 1.4687, loss: 1.4687, grad_norm: 3.7204 2020-08-13 23:39:02,179 - mmaction - INFO - Epoch [49][120/1253] lr: 3.000e-03, eta: 21:07:52, time: 0.730, data_time: 0.004, memory: 4947, top1_acc: 0.6253, top5_acc: 0.8260, loss_cls: 1.5755, loss: 1.5755, grad_norm: 3.8302 2020-08-13 23:39:16,359 - mmaction - INFO - Epoch [49][140/1253] lr: 3.000e-03, eta: 21:07:18, time: 0.707, data_time: 0.008, memory: 4947, top1_acc: 0.6307, top5_acc: 0.8398, loss_cls: 1.5293, loss: 1.5293, grad_norm: 3.7391 2020-08-13 23:39:30,232 - mmaction - INFO - Epoch [49][160/1253] lr: 3.000e-03, eta: 21:06:45, time: 0.692, data_time: 0.010, memory: 4947, top1_acc: 0.6260, top5_acc: 0.8443, loss_cls: 1.5251, loss: 1.5251, grad_norm: 3.7114 2020-08-13 23:39:44,931 - mmaction - INFO - Epoch [49][180/1253] lr: 3.000e-03, eta: 21:06:12, time: 0.738, data_time: 0.007, memory: 4947, top1_acc: 0.6276, top5_acc: 0.8372, loss_cls: 1.5467, loss: 1.5467, grad_norm: 3.7110 2020-08-13 23:39:58,968 - mmaction - INFO - Epoch [49][200/1253] lr: 3.000e-03, eta: 21:05:39, time: 0.699, data_time: 0.009, memory: 4947, top1_acc: 0.6352, top5_acc: 0.8430, loss_cls: 1.5140, loss: 1.5140, grad_norm: 3.7967 2020-08-13 23:40:13,781 - mmaction - INFO - Epoch [49][220/1253] lr: 3.000e-03, eta: 21:05:06, time: 0.742, data_time: 0.007, memory: 4947, top1_acc: 0.6354, top5_acc: 0.8398, loss_cls: 1.5208, loss: 1.5208, grad_norm: 3.7953 2020-08-13 23:40:28,719 - mmaction - INFO - Epoch [49][240/1253] lr: 3.000e-03, eta: 21:04:34, time: 0.747, data_time: 0.007, memory: 4947, top1_acc: 0.6417, top5_acc: 0.8396, loss_cls: 1.5031, loss: 1.5031, grad_norm: 3.7098 2020-08-13 23:40:42,926 - mmaction - INFO - Epoch [49][260/1253] lr: 3.000e-03, eta: 21:04:00, time: 0.710, data_time: 0.007, memory: 4947, top1_acc: 0.6424, top5_acc: 0.8479, loss_cls: 1.4629, loss: 1.4629, grad_norm: 3.7391 2020-08-13 23:40:59,075 - mmaction - INFO - Epoch [49][280/1253] lr: 3.000e-03, eta: 21:03:29, time: 0.809, data_time: 0.009, memory: 4947, top1_acc: 0.6294, top5_acc: 0.8333, loss_cls: 1.5325, loss: 1.5325, grad_norm: 3.7625 2020-08-13 23:41:14,368 - mmaction - INFO - Epoch [49][300/1253] lr: 3.000e-03, eta: 21:02:57, time: 0.766, data_time: 0.004, memory: 4947, top1_acc: 0.6448, top5_acc: 0.8456, loss_cls: 1.4775, loss: 1.4775, grad_norm: 3.7278 2020-08-13 23:41:29,165 - mmaction - INFO - Epoch [49][320/1253] lr: 3.000e-03, eta: 21:02:25, time: 0.736, data_time: 0.002, memory: 4947, top1_acc: 0.6461, top5_acc: 0.8432, loss_cls: 1.4803, loss: 1.4803, grad_norm: 3.7063 2020-08-13 23:41:45,226 - mmaction - INFO - Epoch [49][340/1253] lr: 3.000e-03, eta: 21:01:53, time: 0.805, data_time: 0.009, memory: 4947, top1_acc: 0.6221, top5_acc: 0.8276, loss_cls: 1.5599, loss: 1.5599, grad_norm: 3.8133 2020-08-13 23:42:00,258 - mmaction - INFO - Epoch [49][360/1253] lr: 3.000e-03, eta: 21:01:21, time: 0.753, data_time: 0.009, memory: 4947, top1_acc: 0.6430, top5_acc: 0.8432, loss_cls: 1.4963, loss: 1.4963, grad_norm: 3.7268 2020-08-13 23:42:15,884 - mmaction - INFO - Epoch [49][380/1253] lr: 3.000e-03, eta: 21:00:50, time: 0.779, data_time: 0.006, memory: 4947, top1_acc: 0.6396, top5_acc: 0.8430, loss_cls: 1.4675, loss: 1.4675, grad_norm: 3.6974 2020-08-13 23:42:29,772 - mmaction - INFO - Epoch [49][400/1253] lr: 3.000e-03, eta: 21:00:16, time: 0.694, data_time: 0.007, memory: 4947, top1_acc: 0.6380, top5_acc: 0.8404, loss_cls: 1.4970, loss: 1.4970, grad_norm: 3.8009 2020-08-13 23:42:45,837 - mmaction - INFO - Epoch [49][420/1253] lr: 3.000e-03, eta: 20:59:45, time: 0.802, data_time: 0.008, memory: 4947, top1_acc: 0.6391, top5_acc: 0.8414, loss_cls: 1.4891, loss: 1.4891, grad_norm: 3.7758 2020-08-13 23:42:59,448 - mmaction - INFO - Epoch [49][440/1253] lr: 3.000e-03, eta: 20:59:11, time: 0.683, data_time: 0.009, memory: 4947, top1_acc: 0.6427, top5_acc: 0.8464, loss_cls: 1.4540, loss: 1.4540, grad_norm: 3.7778 2020-08-13 23:43:15,753 - mmaction - INFO - Epoch [49][460/1253] lr: 3.000e-03, eta: 20:58:40, time: 0.814, data_time: 0.006, memory: 4947, top1_acc: 0.6339, top5_acc: 0.8370, loss_cls: 1.5357, loss: 1.5357, grad_norm: 3.7990 2020-08-13 23:43:31,487 - mmaction - INFO - Epoch [49][480/1253] lr: 3.000e-03, eta: 20:58:09, time: 0.788, data_time: 0.006, memory: 4947, top1_acc: 0.6398, top5_acc: 0.8344, loss_cls: 1.5292, loss: 1.5292, grad_norm: 3.7701 2020-08-13 23:43:45,562 - mmaction - INFO - Epoch [49][500/1253] lr: 3.000e-03, eta: 20:57:36, time: 0.704, data_time: 0.008, memory: 4947, top1_acc: 0.6336, top5_acc: 0.8352, loss_cls: 1.5169, loss: 1.5169, grad_norm: 3.7072 2020-08-13 23:44:01,192 - mmaction - INFO - Epoch [49][520/1253] lr: 3.000e-03, eta: 20:57:04, time: 0.782, data_time: 0.008, memory: 4947, top1_acc: 0.6487, top5_acc: 0.8448, loss_cls: 1.4633, loss: 1.4633, grad_norm: 3.7481 2020-08-13 23:44:16,406 - mmaction - INFO - Epoch [49][540/1253] lr: 3.000e-03, eta: 20:56:32, time: 0.759, data_time: 0.005, memory: 4947, top1_acc: 0.6294, top5_acc: 0.8333, loss_cls: 1.5329, loss: 1.5329, grad_norm: 3.8108 2020-08-13 23:44:30,569 - mmaction - INFO - Epoch [49][560/1253] lr: 3.000e-03, eta: 20:55:59, time: 0.710, data_time: 0.006, memory: 4947, top1_acc: 0.6437, top5_acc: 0.8432, loss_cls: 1.4836, loss: 1.4836, grad_norm: 3.7012 2020-08-13 23:44:46,073 - mmaction - INFO - Epoch [49][580/1253] lr: 3.000e-03, eta: 20:55:27, time: 0.771, data_time: 0.006, memory: 4947, top1_acc: 0.6339, top5_acc: 0.8453, loss_cls: 1.4968, loss: 1.4968, grad_norm: 3.8086 2020-08-13 23:45:01,106 - mmaction - INFO - Epoch [49][600/1253] lr: 3.000e-03, eta: 20:54:55, time: 0.755, data_time: 0.007, memory: 4947, top1_acc: 0.6536, top5_acc: 0.8422, loss_cls: 1.4715, loss: 1.4715, grad_norm: 3.6588 2020-08-13 23:45:16,582 - mmaction - INFO - Epoch [49][620/1253] lr: 3.000e-03, eta: 20:54:23, time: 0.771, data_time: 0.006, memory: 4947, top1_acc: 0.6404, top5_acc: 0.8432, loss_cls: 1.4740, loss: 1.4740, grad_norm: 3.7359 2020-08-13 23:45:31,567 - mmaction - INFO - Epoch [49][640/1253] lr: 3.000e-03, eta: 20:53:51, time: 0.752, data_time: 0.007, memory: 4947, top1_acc: 0.6357, top5_acc: 0.8370, loss_cls: 1.5105, loss: 1.5105, grad_norm: 3.7631 2020-08-13 23:45:46,366 - mmaction - INFO - Epoch [49][660/1253] lr: 3.000e-03, eta: 20:53:19, time: 0.739, data_time: 0.008, memory: 4947, top1_acc: 0.6208, top5_acc: 0.8305, loss_cls: 1.5704, loss: 1.5704, grad_norm: 3.8666 2020-08-13 23:46:02,339 - mmaction - INFO - Epoch [49][680/1253] lr: 3.000e-03, eta: 20:52:48, time: 0.799, data_time: 0.008, memory: 4947, top1_acc: 0.6281, top5_acc: 0.8333, loss_cls: 1.5351, loss: 1.5351, grad_norm: 3.7977 2020-08-13 23:46:17,930 - mmaction - INFO - Epoch [49][700/1253] lr: 3.000e-03, eta: 20:52:16, time: 0.779, data_time: 0.005, memory: 4947, top1_acc: 0.6352, top5_acc: 0.8383, loss_cls: 1.4948, loss: 1.4948, grad_norm: 3.7844 2020-08-13 23:46:33,163 - mmaction - INFO - Epoch [49][720/1253] lr: 3.000e-03, eta: 20:51:44, time: 0.760, data_time: 0.009, memory: 4947, top1_acc: 0.6365, top5_acc: 0.8352, loss_cls: 1.5234, loss: 1.5234, grad_norm: 3.7468 2020-08-13 23:46:47,333 - mmaction - INFO - Epoch [49][740/1253] lr: 3.000e-03, eta: 20:51:11, time: 0.711, data_time: 0.006, memory: 4947, top1_acc: 0.6336, top5_acc: 0.8414, loss_cls: 1.4969, loss: 1.4969, grad_norm: 3.7098 2020-08-13 23:47:02,931 - mmaction - INFO - Epoch [49][760/1253] lr: 3.000e-03, eta: 20:50:40, time: 0.779, data_time: 0.007, memory: 4947, top1_acc: 0.6393, top5_acc: 0.8466, loss_cls: 1.4831, loss: 1.4831, grad_norm: 3.7676 2020-08-13 23:47:18,498 - mmaction - INFO - Epoch [49][780/1253] lr: 3.000e-03, eta: 20:50:09, time: 0.779, data_time: 0.007, memory: 4947, top1_acc: 0.6443, top5_acc: 0.8383, loss_cls: 1.4983, loss: 1.4983, grad_norm: 3.7927 2020-08-13 23:47:33,766 - mmaction - INFO - Epoch [49][800/1253] lr: 3.000e-03, eta: 20:49:37, time: 0.762, data_time: 0.008, memory: 4947, top1_acc: 0.6419, top5_acc: 0.8359, loss_cls: 1.5195, loss: 1.5195, grad_norm: 3.7311 2020-08-13 23:47:49,173 - mmaction - INFO - Epoch [49][820/1253] lr: 3.000e-03, eta: 20:49:05, time: 0.770, data_time: 0.008, memory: 4947, top1_acc: 0.6411, top5_acc: 0.8409, loss_cls: 1.5062, loss: 1.5062, grad_norm: 3.8197 2020-08-13 23:58:57,719 - mmaction - INFO - Epoch [49][840/1253] lr: 3.000e-03, eta: 21:00:02, time: 33.428, data_time: 0.018, memory: 4947, top1_acc: 0.6464, top5_acc: 0.8432, loss_cls: 1.4993, loss: 1.4993, grad_norm: 3.7403 2020-08-13 23:59:09,930 - mmaction - INFO - Epoch [49][860/1253] lr: 3.000e-03, eta: 20:59:27, time: 0.609, data_time: 0.004, memory: 4947, top1_acc: 0.6292, top5_acc: 0.8367, loss_cls: 1.5375, loss: 1.5375, grad_norm: 3.8109 2020-08-13 23:59:22,384 - mmaction - INFO - Epoch [49][880/1253] lr: 3.000e-03, eta: 20:58:52, time: 0.622, data_time: 0.008, memory: 4947, top1_acc: 0.6419, top5_acc: 0.8461, loss_cls: 1.4577, loss: 1.4577, grad_norm: 3.7709 2020-08-13 23:59:34,615 - mmaction - INFO - Epoch [49][900/1253] lr: 3.000e-03, eta: 20:58:16, time: 0.614, data_time: 0.007, memory: 4947, top1_acc: 0.6404, top5_acc: 0.8451, loss_cls: 1.4878, loss: 1.4878, grad_norm: 3.8055 2020-08-13 23:59:47,084 - mmaction - INFO - Epoch [49][920/1253] lr: 3.000e-03, eta: 20:57:41, time: 0.622, data_time: 0.008, memory: 4947, top1_acc: 0.6312, top5_acc: 0.8359, loss_cls: 1.5303, loss: 1.5303, grad_norm: 3.8559 2020-08-13 23:59:59,951 - mmaction - INFO - Epoch [49][940/1253] lr: 3.000e-03, eta: 20:57:07, time: 0.644, data_time: 0.009, memory: 4947, top1_acc: 0.6518, top5_acc: 0.8409, loss_cls: 1.4607, loss: 1.4607, grad_norm: 3.6647 2020-08-14 00:00:15,594 - mmaction - INFO - Epoch [49][960/1253] lr: 3.000e-03, eta: 20:56:34, time: 0.750, data_time: 0.007, memory: 4947, top1_acc: 0.6375, top5_acc: 0.8359, loss_cls: 1.4934, loss: 1.4934, grad_norm: 3.7325 2020-08-14 00:00:29,380 - mmaction - INFO - Epoch [49][980/1253] lr: 3.000e-03, eta: 20:56:01, time: 0.720, data_time: 0.101, memory: 4947, top1_acc: 0.6523, top5_acc: 0.8544, loss_cls: 1.4225, loss: 1.4225, grad_norm: 3.7379 2020-08-14 00:00:42,394 - mmaction - INFO - Epoch [49][1000/1253] lr: 3.000e-03, eta: 20:55:27, time: 0.653, data_time: 0.007, memory: 4947, top1_acc: 0.6339, top5_acc: 0.8409, loss_cls: 1.5040, loss: 1.5040, grad_norm: 3.7567 2020-08-14 00:00:56,392 - mmaction - INFO - Epoch [49][1020/1253] lr: 3.000e-03, eta: 20:54:53, time: 0.699, data_time: 0.007, memory: 4947, top1_acc: 0.6461, top5_acc: 0.8396, loss_cls: 1.4865, loss: 1.4865, grad_norm: 3.7372 2020-08-14 00:01:10,244 - mmaction - INFO - Epoch [49][1040/1253] lr: 3.000e-03, eta: 20:54:20, time: 0.693, data_time: 0.009, memory: 4947, top1_acc: 0.6396, top5_acc: 0.8503, loss_cls: 1.4864, loss: 1.4864, grad_norm: 3.7594 2020-08-14 00:01:25,366 - mmaction - INFO - Epoch [49][1060/1253] lr: 3.000e-03, eta: 20:53:48, time: 0.757, data_time: 0.006, memory: 4947, top1_acc: 0.6372, top5_acc: 0.8357, loss_cls: 1.5066, loss: 1.5066, grad_norm: 3.7154 2020-08-14 00:01:38,204 - mmaction - INFO - Epoch [49][1080/1253] lr: 3.000e-03, eta: 20:53:13, time: 0.639, data_time: 0.006, memory: 4947, top1_acc: 0.6357, top5_acc: 0.8273, loss_cls: 1.5427, loss: 1.5427, grad_norm: 3.8710 2020-08-14 00:01:52,011 - mmaction - INFO - Epoch [49][1100/1253] lr: 3.000e-03, eta: 20:52:39, time: 0.695, data_time: 0.007, memory: 4947, top1_acc: 0.6391, top5_acc: 0.8357, loss_cls: 1.5146, loss: 1.5146, grad_norm: 3.8165 2020-08-14 00:02:06,272 - mmaction - INFO - Epoch [49][1120/1253] lr: 3.000e-03, eta: 20:52:06, time: 0.711, data_time: 0.005, memory: 4947, top1_acc: 0.6464, top5_acc: 0.8419, loss_cls: 1.4727, loss: 1.4727, grad_norm: 3.7462 2020-08-14 00:02:21,105 - mmaction - INFO - Epoch [49][1140/1253] lr: 3.000e-03, eta: 20:51:34, time: 0.742, data_time: 0.005, memory: 4947, top1_acc: 0.6362, top5_acc: 0.8438, loss_cls: 1.5003, loss: 1.5003, grad_norm: 3.8103 2020-08-14 00:02:36,264 - mmaction - INFO - Epoch [49][1160/1253] lr: 3.000e-03, eta: 20:51:02, time: 0.757, data_time: 0.007, memory: 4947, top1_acc: 0.6286, top5_acc: 0.8346, loss_cls: 1.5294, loss: 1.5294, grad_norm: 3.7815 2020-08-14 00:02:51,343 - mmaction - INFO - Epoch [49][1180/1253] lr: 3.000e-03, eta: 20:50:29, time: 0.753, data_time: 0.008, memory: 4947, top1_acc: 0.6367, top5_acc: 0.8471, loss_cls: 1.4760, loss: 1.4760, grad_norm: 3.8085 2020-08-14 00:03:06,148 - mmaction - INFO - Epoch [49][1200/1253] lr: 3.000e-03, eta: 20:49:57, time: 0.743, data_time: 0.005, memory: 4947, top1_acc: 0.6359, top5_acc: 0.8398, loss_cls: 1.5213, loss: 1.5213, grad_norm: 3.8259 2020-08-14 00:03:20,470 - mmaction - INFO - Epoch [49][1220/1253] lr: 3.000e-03, eta: 20:49:24, time: 0.714, data_time: 0.007, memory: 4947, top1_acc: 0.6404, top5_acc: 0.8414, loss_cls: 1.4867, loss: 1.4867, grad_norm: 3.7682 2020-08-14 00:03:34,852 - mmaction - INFO - Epoch [49][1240/1253] lr: 3.000e-03, eta: 20:48:51, time: 0.721, data_time: 0.007, memory: 4947, top1_acc: 0.6417, top5_acc: 0.8398, loss_cls: 1.5191, loss: 1.5191, grad_norm: 3.8926 2020-08-14 00:03:44,033 - mmaction - INFO - Saving checkpoint at 49 epochs 2020-08-14 00:14:57,180 - mmaction - INFO - Epoch [50][20/1253] lr: 3.000e-03, eta: 20:59:12, time: 33.621, data_time: 15.654, memory: 4947, top1_acc: 0.6388, top5_acc: 0.8469, loss_cls: 1.4989, loss: 1.4989, grad_norm: 3.7661 2020-08-14 00:15:09,581 - mmaction - INFO - Epoch [50][40/1253] lr: 3.000e-03, eta: 20:58:36, time: 0.623, data_time: 0.009, memory: 4947, top1_acc: 0.6437, top5_acc: 0.8453, loss_cls: 1.4644, loss: 1.4644, grad_norm: 3.7545 2020-08-14 00:15:21,891 - mmaction - INFO - Epoch [50][60/1253] lr: 3.000e-03, eta: 20:58:01, time: 0.617, data_time: 0.008, memory: 4947, top1_acc: 0.6409, top5_acc: 0.8409, loss_cls: 1.4937, loss: 1.4937, grad_norm: 3.7449 2020-08-14 00:15:34,239 - mmaction - INFO - Epoch [50][80/1253] lr: 3.000e-03, eta: 20:57:26, time: 0.618, data_time: 0.008, memory: 4947, top1_acc: 0.6443, top5_acc: 0.8500, loss_cls: 1.4585, loss: 1.4585, grad_norm: 3.7651 2020-08-14 00:15:46,743 - mmaction - INFO - Epoch [50][100/1253] lr: 3.000e-03, eta: 20:56:50, time: 0.623, data_time: 0.006, memory: 4947, top1_acc: 0.6362, top5_acc: 0.8500, loss_cls: 1.4614, loss: 1.4614, grad_norm: 3.7490 2020-08-14 00:15:59,154 - mmaction - INFO - Epoch [50][120/1253] lr: 3.000e-03, eta: 20:56:15, time: 0.621, data_time: 0.007, memory: 4947, top1_acc: 0.6372, top5_acc: 0.8341, loss_cls: 1.5150, loss: 1.5150, grad_norm: 3.8759 2020-08-14 00:16:11,668 - mmaction - INFO - Epoch [50][140/1253] lr: 3.000e-03, eta: 20:55:40, time: 0.623, data_time: 0.008, memory: 4947, top1_acc: 0.6461, top5_acc: 0.8513, loss_cls: 1.4522, loss: 1.4522, grad_norm: 3.6997 2020-08-14 00:16:25,075 - mmaction - INFO - Epoch [50][160/1253] lr: 3.000e-03, eta: 20:55:06, time: 0.673, data_time: 0.009, memory: 4947, top1_acc: 0.6398, top5_acc: 0.8276, loss_cls: 1.5394, loss: 1.5394, grad_norm: 3.7994 2020-08-14 00:16:38,414 - mmaction - INFO - Epoch [50][180/1253] lr: 3.000e-03, eta: 20:54:31, time: 0.665, data_time: 0.005, memory: 4947, top1_acc: 0.6424, top5_acc: 0.8432, loss_cls: 1.5015, loss: 1.5015, grad_norm: 3.7891 2020-08-14 00:16:51,696 - mmaction - INFO - Epoch [50][200/1253] lr: 3.000e-03, eta: 20:53:57, time: 0.667, data_time: 0.007, memory: 4947, top1_acc: 0.6391, top5_acc: 0.8424, loss_cls: 1.4896, loss: 1.4896, grad_norm: 3.8529 2020-08-14 00:17:06,193 - mmaction - INFO - Epoch [50][220/1253] lr: 3.000e-03, eta: 20:53:24, time: 0.721, data_time: 0.005, memory: 4947, top1_acc: 0.6409, top5_acc: 0.8427, loss_cls: 1.4799, loss: 1.4799, grad_norm: 3.8604 2020-08-14 00:17:19,552 - mmaction - INFO - Epoch [50][240/1253] lr: 3.000e-03, eta: 20:52:50, time: 0.672, data_time: 0.007, memory: 4947, top1_acc: 0.6354, top5_acc: 0.8391, loss_cls: 1.4975, loss: 1.4975, grad_norm: 3.7886 2020-08-14 00:17:33,213 - mmaction - INFO - Epoch [50][260/1253] lr: 3.000e-03, eta: 20:52:16, time: 0.683, data_time: 0.008, memory: 4947, top1_acc: 0.6576, top5_acc: 0.8549, loss_cls: 1.4395, loss: 1.4395, grad_norm: 3.6711 2020-08-14 00:17:48,678 - mmaction - INFO - Epoch [50][280/1253] lr: 3.000e-03, eta: 20:51:44, time: 0.774, data_time: 0.002, memory: 4947, top1_acc: 0.6458, top5_acc: 0.8354, loss_cls: 1.4887, loss: 1.4887, grad_norm: 3.7335 2020-08-14 00:18:01,826 - mmaction - INFO - Epoch [50][300/1253] lr: 3.000e-03, eta: 20:51:09, time: 0.653, data_time: 0.004, memory: 4947, top1_acc: 0.6383, top5_acc: 0.8438, loss_cls: 1.4828, loss: 1.4828, grad_norm: 3.7549 2020-08-14 00:18:16,491 - mmaction - INFO - Epoch [50][320/1253] lr: 3.000e-03, eta: 20:50:37, time: 0.737, data_time: 0.007, memory: 4947, top1_acc: 0.6398, top5_acc: 0.8294, loss_cls: 1.5023, loss: 1.5023, grad_norm: 3.7762 2020-08-14 00:18:30,548 - mmaction - INFO - Epoch [50][340/1253] lr: 3.000e-03, eta: 20:50:03, time: 0.698, data_time: 0.008, memory: 4947, top1_acc: 0.6333, top5_acc: 0.8305, loss_cls: 1.5258, loss: 1.5258, grad_norm: 3.8502 2020-08-14 00:18:45,846 - mmaction - INFO - Epoch [50][360/1253] lr: 3.000e-03, eta: 20:49:31, time: 0.768, data_time: 0.008, memory: 4947, top1_acc: 0.6396, top5_acc: 0.8380, loss_cls: 1.5096, loss: 1.5096, grad_norm: 3.7881 2020-08-14 00:19:00,939 - mmaction - INFO - Epoch [50][380/1253] lr: 3.000e-03, eta: 20:48:59, time: 0.753, data_time: 0.007, memory: 4947, top1_acc: 0.6398, top5_acc: 0.8443, loss_cls: 1.4860, loss: 1.4860, grad_norm: 3.7984 2020-08-14 00:19:15,860 - mmaction - INFO - Epoch [50][400/1253] lr: 3.000e-03, eta: 20:48:26, time: 0.749, data_time: 0.007, memory: 4947, top1_acc: 0.6341, top5_acc: 0.8354, loss_cls: 1.5365, loss: 1.5365, grad_norm: 3.8912 2020-08-14 00:19:30,618 - mmaction - INFO - Epoch [50][420/1253] lr: 3.000e-03, eta: 20:47:54, time: 0.736, data_time: 0.006, memory: 4947, top1_acc: 0.6380, top5_acc: 0.8383, loss_cls: 1.5261, loss: 1.5261, grad_norm: 3.8290 2020-08-14 00:19:44,556 - mmaction - INFO - Epoch [50][440/1253] lr: 3.000e-03, eta: 20:47:20, time: 0.699, data_time: 0.007, memory: 4947, top1_acc: 0.6549, top5_acc: 0.8466, loss_cls: 1.4624, loss: 1.4624, grad_norm: 3.6455 2020-08-14 00:19:59,679 - mmaction - INFO - Epoch [50][460/1253] lr: 3.000e-03, eta: 20:46:48, time: 0.752, data_time: 0.007, memory: 4947, top1_acc: 0.6430, top5_acc: 0.8401, loss_cls: 1.4927, loss: 1.4927, grad_norm: 3.8398 2020-08-14 00:20:13,094 - mmaction - INFO - Epoch [50][480/1253] lr: 3.000e-03, eta: 20:46:14, time: 0.674, data_time: 0.007, memory: 4947, top1_acc: 0.6357, top5_acc: 0.8367, loss_cls: 1.5099, loss: 1.5099, grad_norm: 3.8504 2020-08-14 00:20:27,972 - mmaction - INFO - Epoch [50][500/1253] lr: 3.000e-03, eta: 20:45:41, time: 0.742, data_time: 0.007, memory: 4947, top1_acc: 0.6320, top5_acc: 0.8443, loss_cls: 1.5298, loss: 1.5298, grad_norm: 3.8278 2020-08-14 00:20:45,068 - mmaction - INFO - Epoch [50][520/1253] lr: 3.000e-03, eta: 20:45:11, time: 0.856, data_time: 0.005, memory: 4947, top1_acc: 0.6367, top5_acc: 0.8398, loss_cls: 1.5186, loss: 1.5186, grad_norm: 3.7961 2020-08-14 00:20:59,509 - mmaction - INFO - Epoch [50][540/1253] lr: 3.000e-03, eta: 20:44:38, time: 0.722, data_time: 0.005, memory: 4947, top1_acc: 0.6378, top5_acc: 0.8438, loss_cls: 1.4910, loss: 1.4910, grad_norm: 3.8012 2020-08-14 00:21:14,596 - mmaction - INFO - Epoch [50][560/1253] lr: 3.000e-03, eta: 20:44:06, time: 0.754, data_time: 0.007, memory: 4947, top1_acc: 0.6516, top5_acc: 0.8536, loss_cls: 1.4470, loss: 1.4470, grad_norm: 3.8180 2020-08-14 00:21:28,972 - mmaction - INFO - Epoch [50][580/1253] lr: 3.000e-03, eta: 20:43:33, time: 0.721, data_time: 0.007, memory: 4947, top1_acc: 0.6268, top5_acc: 0.8297, loss_cls: 1.5448, loss: 1.5448, grad_norm: 3.8781 2020-08-14 00:21:43,463 - mmaction - INFO - Epoch [50][600/1253] lr: 3.000e-03, eta: 20:43:00, time: 0.721, data_time: 0.004, memory: 4947, top1_acc: 0.6372, top5_acc: 0.8479, loss_cls: 1.4643, loss: 1.4643, grad_norm: 3.7943 2020-08-14 00:21:57,560 - mmaction - INFO - Epoch [50][620/1253] lr: 3.000e-03, eta: 20:42:27, time: 0.703, data_time: 0.009, memory: 4947, top1_acc: 0.6443, top5_acc: 0.8456, loss_cls: 1.4562, loss: 1.4562, grad_norm: 3.8145 2020-08-14 00:22:12,792 - mmaction - INFO - Epoch [50][640/1253] lr: 3.000e-03, eta: 20:41:55, time: 0.766, data_time: 0.007, memory: 4947, top1_acc: 0.6331, top5_acc: 0.8365, loss_cls: 1.4971, loss: 1.4971, grad_norm: 3.7958 2020-08-14 00:22:28,898 - mmaction - INFO - Epoch [50][660/1253] lr: 3.000e-03, eta: 20:41:24, time: 0.803, data_time: 0.008, memory: 4947, top1_acc: 0.6385, top5_acc: 0.8448, loss_cls: 1.4863, loss: 1.4863, grad_norm: 3.7592 2020-08-14 00:22:43,822 - mmaction - INFO - Epoch [50][680/1253] lr: 3.000e-03, eta: 20:40:51, time: 0.745, data_time: 0.005, memory: 4947, top1_acc: 0.6438, top5_acc: 0.8411, loss_cls: 1.4808, loss: 1.4808, grad_norm: 3.7459 2020-08-14 00:22:59,656 - mmaction - INFO - Epoch [50][700/1253] lr: 3.000e-03, eta: 20:40:20, time: 0.793, data_time: 0.008, memory: 4947, top1_acc: 0.6471, top5_acc: 0.8427, loss_cls: 1.4740, loss: 1.4740, grad_norm: 3.7627 2020-08-14 00:23:14,908 - mmaction - INFO - Epoch [50][720/1253] lr: 3.000e-03, eta: 20:39:48, time: 0.765, data_time: 0.006, memory: 4947, top1_acc: 0.6471, top5_acc: 0.8432, loss_cls: 1.4777, loss: 1.4777, grad_norm: 3.7863 2020-08-14 00:23:30,219 - mmaction - INFO - Epoch [50][740/1253] lr: 3.000e-03, eta: 20:39:16, time: 0.763, data_time: 0.004, memory: 4947, top1_acc: 0.6393, top5_acc: 0.8396, loss_cls: 1.4972, loss: 1.4972, grad_norm: 3.8759 2020-08-14 00:23:46,010 - mmaction - INFO - Epoch [50][760/1253] lr: 3.000e-03, eta: 20:38:45, time: 0.790, data_time: 0.009, memory: 4947, top1_acc: 0.6445, top5_acc: 0.8469, loss_cls: 1.4810, loss: 1.4810, grad_norm: 3.8041 2020-08-14 00:24:00,369 - mmaction - INFO - Epoch [50][780/1253] lr: 3.000e-03, eta: 20:38:12, time: 0.719, data_time: 0.006, memory: 4947, top1_acc: 0.6437, top5_acc: 0.8406, loss_cls: 1.4846, loss: 1.4846, grad_norm: 3.7924 2020-08-14 00:24:16,492 - mmaction - INFO - Epoch [50][800/1253] lr: 3.000e-03, eta: 20:37:41, time: 0.807, data_time: 0.005, memory: 4947, top1_acc: 0.6500, top5_acc: 0.8443, loss_cls: 1.4730, loss: 1.4730, grad_norm: 3.8694 2020-08-14 00:24:31,231 - mmaction - INFO - Epoch [50][820/1253] lr: 3.000e-03, eta: 20:37:08, time: 0.733, data_time: 0.005, memory: 4947, top1_acc: 0.6354, top5_acc: 0.8398, loss_cls: 1.4982, loss: 1.4982, grad_norm: 3.8682 2020-08-14 00:24:46,548 - mmaction - INFO - Epoch [50][840/1253] lr: 3.000e-03, eta: 20:36:36, time: 0.767, data_time: 0.009, memory: 4947, top1_acc: 0.6362, top5_acc: 0.8458, loss_cls: 1.4929, loss: 1.4929, grad_norm: 3.7730 2020-08-14 00:25:01,518 - mmaction - INFO - Epoch [50][860/1253] lr: 3.000e-03, eta: 20:36:04, time: 0.748, data_time: 0.008, memory: 4947, top1_acc: 0.6315, top5_acc: 0.8286, loss_cls: 1.5512, loss: 1.5512, grad_norm: 3.8448 2020-08-14 00:25:15,998 - mmaction - INFO - Epoch [50][880/1253] lr: 3.000e-03, eta: 20:35:32, time: 0.727, data_time: 0.008, memory: 4947, top1_acc: 0.6432, top5_acc: 0.8409, loss_cls: 1.4961, loss: 1.4961, grad_norm: 3.8524 2020-08-14 00:25:30,592 - mmaction - INFO - Epoch [50][900/1253] lr: 3.000e-03, eta: 20:34:59, time: 0.728, data_time: 0.005, memory: 4947, top1_acc: 0.6372, top5_acc: 0.8349, loss_cls: 1.5172, loss: 1.5172, grad_norm: 3.7923 2020-08-14 00:25:45,440 - mmaction - INFO - Epoch [50][920/1253] lr: 3.000e-03, eta: 20:34:27, time: 0.745, data_time: 0.005, memory: 4947, top1_acc: 0.6393, top5_acc: 0.8411, loss_cls: 1.4850, loss: 1.4850, grad_norm: 3.8120 2020-08-14 00:26:01,683 - mmaction - INFO - Epoch [50][940/1253] lr: 3.000e-03, eta: 20:33:56, time: 0.812, data_time: 0.006, memory: 4947, top1_acc: 0.6484, top5_acc: 0.8359, loss_cls: 1.4813, loss: 1.4813, grad_norm: 3.8456 2020-08-14 00:26:15,697 - mmaction - INFO - Epoch [50][960/1253] lr: 3.000e-03, eta: 20:33:23, time: 0.701, data_time: 0.002, memory: 4947, top1_acc: 0.6378, top5_acc: 0.8409, loss_cls: 1.5170, loss: 1.5170, grad_norm: 3.8178 2020-08-14 00:26:30,494 - mmaction - INFO - Epoch [50][980/1253] lr: 3.000e-03, eta: 20:32:50, time: 0.737, data_time: 0.002, memory: 4947, top1_acc: 0.6414, top5_acc: 0.8505, loss_cls: 1.4581, loss: 1.4581, grad_norm: 3.8248 2020-08-14 00:26:47,184 - mmaction - INFO - Epoch [50][1000/1253] lr: 3.000e-03, eta: 20:32:20, time: 0.838, data_time: 0.006, memory: 4947, top1_acc: 0.6323, top5_acc: 0.8349, loss_cls: 1.5374, loss: 1.5374, grad_norm: 3.8832 2020-08-14 00:27:01,349 - mmaction - INFO - Epoch [50][1020/1253] lr: 3.000e-03, eta: 20:31:47, time: 0.705, data_time: 0.005, memory: 4947, top1_acc: 0.6487, top5_acc: 0.8461, loss_cls: 1.4714, loss: 1.4714, grad_norm: 3.8319 2020-08-14 00:27:16,683 - mmaction - INFO - Epoch [50][1040/1253] lr: 3.000e-03, eta: 20:31:15, time: 0.770, data_time: 0.007, memory: 4947, top1_acc: 0.6323, top5_acc: 0.8336, loss_cls: 1.5315, loss: 1.5315, grad_norm: 3.9136 2020-08-14 00:27:31,772 - mmaction - INFO - Epoch [50][1060/1253] lr: 3.000e-03, eta: 20:30:43, time: 0.751, data_time: 0.005, memory: 4947, top1_acc: 0.6477, top5_acc: 0.8445, loss_cls: 1.4804, loss: 1.4804, grad_norm: 3.8056 2020-08-14 00:27:45,429 - mmaction - INFO - Epoch [50][1080/1253] lr: 3.000e-03, eta: 20:30:10, time: 0.686, data_time: 0.006, memory: 4947, top1_acc: 0.6417, top5_acc: 0.8424, loss_cls: 1.4939, loss: 1.4939, grad_norm: 3.8568 2020-08-14 00:28:01,355 - mmaction - INFO - Epoch [50][1100/1253] lr: 3.000e-03, eta: 20:29:39, time: 0.792, data_time: 0.005, memory: 4947, top1_acc: 0.6307, top5_acc: 0.8367, loss_cls: 1.5167, loss: 1.5167, grad_norm: 3.8741 2020-08-14 00:28:15,916 - mmaction - INFO - Epoch [50][1120/1253] lr: 3.000e-03, eta: 20:29:06, time: 0.732, data_time: 0.007, memory: 4947, top1_acc: 0.6242, top5_acc: 0.8336, loss_cls: 1.5639, loss: 1.5639, grad_norm: 3.9300 2020-08-14 00:28:31,136 - mmaction - INFO - Epoch [50][1140/1253] lr: 3.000e-03, eta: 20:28:35, time: 0.760, data_time: 0.005, memory: 4947, top1_acc: 0.6258, top5_acc: 0.8305, loss_cls: 1.5234, loss: 1.5234, grad_norm: 3.8602 2020-08-14 00:28:45,945 - mmaction - INFO - Epoch [50][1160/1253] lr: 3.000e-03, eta: 20:28:02, time: 0.741, data_time: 0.005, memory: 4947, top1_acc: 0.6547, top5_acc: 0.8456, loss_cls: 1.4498, loss: 1.4498, grad_norm: 3.7427 2020-08-14 00:29:01,773 - mmaction - INFO - Epoch [50][1180/1253] lr: 3.000e-03, eta: 20:27:31, time: 0.790, data_time: 0.008, memory: 4947, top1_acc: 0.6471, top5_acc: 0.8443, loss_cls: 1.4678, loss: 1.4678, grad_norm: 3.7952 2020-08-14 00:29:16,660 - mmaction - INFO - Epoch [50][1200/1253] lr: 3.000e-03, eta: 20:26:59, time: 0.743, data_time: 0.005, memory: 4947, top1_acc: 0.6388, top5_acc: 0.8383, loss_cls: 1.4918, loss: 1.4918, grad_norm: 3.8121 2020-08-14 00:29:31,563 - mmaction - INFO - Epoch [50][1220/1253] lr: 3.000e-03, eta: 20:26:27, time: 0.743, data_time: 0.007, memory: 4947, top1_acc: 0.6380, top5_acc: 0.8443, loss_cls: 1.4952, loss: 1.4952, grad_norm: 3.8865 2020-08-14 00:29:46,970 - mmaction - INFO - Epoch [50][1240/1253] lr: 3.000e-03, eta: 20:25:56, time: 0.774, data_time: 0.006, memory: 4947, top1_acc: 0.6422, top5_acc: 0.8393, loss_cls: 1.5029, loss: 1.5029, grad_norm: 3.8144 2020-08-14 00:29:56,656 - mmaction - INFO - Saving checkpoint at 50 epochs 2020-08-14 00:35:09,853 - mmaction - INFO - Epoch [51][20/1253] lr: 3.000e-03, eta: 20:29:51, time: 15.630, data_time: 12.547, memory: 4947, top1_acc: 0.6372, top5_acc: 0.8313, loss_cls: 1.5084, loss: 1.5084, grad_norm: 3.8528 2020-08-14 00:35:22,150 - mmaction - INFO - Epoch [51][40/1253] lr: 3.000e-03, eta: 20:29:16, time: 0.618, data_time: 0.006, memory: 4947, top1_acc: 0.6583, top5_acc: 0.8539, loss_cls: 1.4226, loss: 1.4226, grad_norm: 3.7930 2020-08-14 00:35:34,654 - mmaction - INFO - Epoch [51][60/1253] lr: 3.000e-03, eta: 20:28:41, time: 0.623, data_time: 0.007, memory: 4947, top1_acc: 0.6591, top5_acc: 0.8458, loss_cls: 1.4490, loss: 1.4490, grad_norm: 3.8195 2020-08-14 00:35:47,108 - mmaction - INFO - Epoch [51][80/1253] lr: 3.000e-03, eta: 20:28:06, time: 0.623, data_time: 0.006, memory: 4947, top1_acc: 0.6625, top5_acc: 0.8464, loss_cls: 1.4241, loss: 1.4241, grad_norm: 3.7774 2020-08-14 00:36:00,524 - mmaction - INFO - Epoch [51][100/1253] lr: 3.000e-03, eta: 20:27:33, time: 0.671, data_time: 0.009, memory: 4947, top1_acc: 0.6398, top5_acc: 0.8461, loss_cls: 1.4757, loss: 1.4757, grad_norm: 3.8809 2020-08-14 00:36:13,035 - mmaction - INFO - Epoch [51][120/1253] lr: 3.000e-03, eta: 20:26:58, time: 0.625, data_time: 0.005, memory: 4947, top1_acc: 0.6451, top5_acc: 0.8331, loss_cls: 1.4965, loss: 1.4965, grad_norm: 3.8706 2020-08-14 00:36:27,051 - mmaction - INFO - Epoch [51][140/1253] lr: 3.000e-03, eta: 20:26:25, time: 0.697, data_time: 0.007, memory: 4947, top1_acc: 0.6469, top5_acc: 0.8375, loss_cls: 1.4992, loss: 1.4992, grad_norm: 3.8597 2020-08-14 00:36:41,044 - mmaction - INFO - Epoch [51][160/1253] lr: 3.000e-03, eta: 20:25:52, time: 0.705, data_time: 0.009, memory: 4947, top1_acc: 0.6529, top5_acc: 0.8461, loss_cls: 1.4672, loss: 1.4672, grad_norm: 3.8789 2020-08-14 00:36:55,255 - mmaction - INFO - Epoch [51][180/1253] lr: 3.000e-03, eta: 20:25:19, time: 0.711, data_time: 0.005, memory: 4947, top1_acc: 0.6427, top5_acc: 0.8474, loss_cls: 1.4719, loss: 1.4719, grad_norm: 3.8658 2020-08-14 00:37:08,827 - mmaction - INFO - Epoch [51][200/1253] lr: 3.000e-03, eta: 20:24:46, time: 0.675, data_time: 0.005, memory: 4947, top1_acc: 0.6401, top5_acc: 0.8378, loss_cls: 1.4821, loss: 1.4821, grad_norm: 3.8399 2020-08-14 00:37:22,538 - mmaction - INFO - Epoch [51][220/1253] lr: 3.000e-03, eta: 20:24:13, time: 0.688, data_time: 0.009, memory: 4947, top1_acc: 0.6263, top5_acc: 0.8305, loss_cls: 1.5639, loss: 1.5639, grad_norm: 3.8892 2020-08-14 00:37:37,178 - mmaction - INFO - Epoch [51][240/1253] lr: 3.000e-03, eta: 20:23:40, time: 0.733, data_time: 0.008, memory: 4947, top1_acc: 0.6432, top5_acc: 0.8492, loss_cls: 1.4450, loss: 1.4450, grad_norm: 3.8047 2020-08-14 00:37:52,071 - mmaction - INFO - Epoch [51][260/1253] lr: 3.000e-03, eta: 20:23:08, time: 0.743, data_time: 0.008, memory: 4947, top1_acc: 0.6375, top5_acc: 0.8388, loss_cls: 1.5279, loss: 1.5279, grad_norm: 3.9033 2020-08-14 00:38:05,338 - mmaction - INFO - Epoch [51][280/1253] lr: 3.000e-03, eta: 20:22:34, time: 0.661, data_time: 0.006, memory: 4947, top1_acc: 0.6430, top5_acc: 0.8422, loss_cls: 1.4785, loss: 1.4785, grad_norm: 3.8805 2020-08-14 00:38:18,661 - mmaction - INFO - Epoch [51][300/1253] lr: 3.000e-03, eta: 20:22:01, time: 0.668, data_time: 0.010, memory: 4947, top1_acc: 0.6328, top5_acc: 0.8336, loss_cls: 1.5261, loss: 1.5261, grad_norm: 3.9369 2020-08-14 00:38:34,234 - mmaction - INFO - Epoch [51][320/1253] lr: 3.000e-03, eta: 20:21:30, time: 0.780, data_time: 0.009, memory: 4947, top1_acc: 0.6529, top5_acc: 0.8443, loss_cls: 1.4559, loss: 1.4559, grad_norm: 3.7915 2020-08-14 00:38:49,774 - mmaction - INFO - Epoch [51][340/1253] lr: 3.000e-03, eta: 20:20:58, time: 0.778, data_time: 0.005, memory: 4947, top1_acc: 0.6414, top5_acc: 0.8401, loss_cls: 1.4902, loss: 1.4902, grad_norm: 3.9363 2020-08-14 00:39:04,466 - mmaction - INFO - Epoch [51][360/1253] lr: 3.000e-03, eta: 20:20:26, time: 0.734, data_time: 0.002, memory: 4947, top1_acc: 0.6562, top5_acc: 0.8547, loss_cls: 1.4206, loss: 1.4206, grad_norm: 3.8073 2020-08-14 00:39:18,573 - mmaction - INFO - Epoch [51][380/1253] lr: 3.000e-03, eta: 20:19:53, time: 0.702, data_time: 0.006, memory: 4947, top1_acc: 0.6411, top5_acc: 0.8370, loss_cls: 1.4871, loss: 1.4871, grad_norm: 3.8350 2020-08-14 00:39:32,989 - mmaction - INFO - Epoch [51][400/1253] lr: 3.000e-03, eta: 20:19:21, time: 0.725, data_time: 0.008, memory: 4947, top1_acc: 0.6289, top5_acc: 0.8346, loss_cls: 1.5452, loss: 1.5452, grad_norm: 3.9235 2020-08-14 00:39:49,119 - mmaction - INFO - Epoch [51][420/1253] lr: 3.000e-03, eta: 20:18:50, time: 0.806, data_time: 0.005, memory: 4947, top1_acc: 0.6518, top5_acc: 0.8576, loss_cls: 1.4249, loss: 1.4249, grad_norm: 3.8219 2020-08-14 00:40:03,484 - mmaction - INFO - Epoch [51][440/1253] lr: 3.000e-03, eta: 20:18:17, time: 0.716, data_time: 0.003, memory: 4947, top1_acc: 0.6281, top5_acc: 0.8424, loss_cls: 1.5125, loss: 1.5125, grad_norm: 3.9452 2020-08-14 00:40:17,979 - mmaction - INFO - Epoch [51][460/1253] lr: 3.000e-03, eta: 20:17:45, time: 0.727, data_time: 0.005, memory: 4947, top1_acc: 0.6464, top5_acc: 0.8531, loss_cls: 1.4371, loss: 1.4371, grad_norm: 3.8337 2020-08-14 00:40:33,023 - mmaction - INFO - Epoch [51][480/1253] lr: 3.000e-03, eta: 20:17:13, time: 0.750, data_time: 0.002, memory: 4947, top1_acc: 0.6333, top5_acc: 0.8469, loss_cls: 1.4639, loss: 1.4639, grad_norm: 3.8591 2020-08-14 00:40:48,303 - mmaction - INFO - Epoch [51][500/1253] lr: 3.000e-03, eta: 20:16:42, time: 0.766, data_time: 0.008, memory: 4947, top1_acc: 0.6385, top5_acc: 0.8422, loss_cls: 1.4785, loss: 1.4785, grad_norm: 3.8847 2020-08-14 00:41:03,388 - mmaction - INFO - Epoch [51][520/1253] lr: 3.000e-03, eta: 20:16:10, time: 0.751, data_time: 0.006, memory: 4947, top1_acc: 0.6367, top5_acc: 0.8474, loss_cls: 1.4584, loss: 1.4584, grad_norm: 3.8228 2020-08-14 00:41:18,489 - mmaction - INFO - Epoch [51][540/1253] lr: 3.000e-03, eta: 20:15:38, time: 0.757, data_time: 0.008, memory: 4947, top1_acc: 0.6430, top5_acc: 0.8370, loss_cls: 1.4884, loss: 1.4884, grad_norm: 3.8715 2020-08-14 00:41:33,643 - mmaction - INFO - Epoch [51][560/1253] lr: 3.000e-03, eta: 20:15:06, time: 0.759, data_time: 0.010, memory: 4947, top1_acc: 0.6440, top5_acc: 0.8393, loss_cls: 1.4816, loss: 1.4816, grad_norm: 3.8650 2020-08-14 00:41:48,690 - mmaction - INFO - Epoch [51][580/1253] lr: 3.000e-03, eta: 20:14:35, time: 0.750, data_time: 0.007, memory: 4947, top1_acc: 0.6383, top5_acc: 0.8385, loss_cls: 1.4950, loss: 1.4950, grad_norm: 3.9060 2020-08-14 00:42:04,737 - mmaction - INFO - Epoch [51][600/1253] lr: 3.000e-03, eta: 20:14:04, time: 0.805, data_time: 0.005, memory: 4947, top1_acc: 0.6352, top5_acc: 0.8315, loss_cls: 1.5289, loss: 1.5289, grad_norm: 3.9543 2020-08-14 00:42:20,004 - mmaction - INFO - Epoch [51][620/1253] lr: 3.000e-03, eta: 20:13:32, time: 0.762, data_time: 0.005, memory: 4947, top1_acc: 0.6557, top5_acc: 0.8471, loss_cls: 1.4556, loss: 1.4556, grad_norm: 3.8414 2020-08-14 00:42:34,654 - mmaction - INFO - Epoch [51][640/1253] lr: 3.000e-03, eta: 20:13:00, time: 0.730, data_time: 0.007, memory: 4947, top1_acc: 0.6357, top5_acc: 0.8372, loss_cls: 1.5378, loss: 1.5378, grad_norm: 3.9737 2020-08-14 00:42:50,310 - mmaction - INFO - Epoch [51][660/1253] lr: 3.000e-03, eta: 20:12:29, time: 0.785, data_time: 0.006, memory: 4947, top1_acc: 0.6385, top5_acc: 0.8471, loss_cls: 1.4661, loss: 1.4661, grad_norm: 3.9059 2020-08-14 00:43:05,357 - mmaction - INFO - Epoch [51][680/1253] lr: 3.000e-03, eta: 20:11:57, time: 0.749, data_time: 0.007, memory: 4947, top1_acc: 0.6297, top5_acc: 0.8333, loss_cls: 1.5466, loss: 1.5466, grad_norm: 3.9903 2020-08-14 00:43:20,483 - mmaction - INFO - Epoch [51][700/1253] lr: 3.000e-03, eta: 20:11:26, time: 0.760, data_time: 0.007, memory: 4947, top1_acc: 0.6565, top5_acc: 0.8534, loss_cls: 1.4352, loss: 1.4352, grad_norm: 3.8102 2020-08-14 00:43:35,093 - mmaction - INFO - Epoch [51][720/1253] lr: 3.000e-03, eta: 20:10:54, time: 0.728, data_time: 0.006, memory: 4947, top1_acc: 0.6312, top5_acc: 0.8388, loss_cls: 1.5135, loss: 1.5135, grad_norm: 3.9320 2020-08-14 00:43:51,664 - mmaction - INFO - Epoch [51][740/1253] lr: 3.000e-03, eta: 20:10:23, time: 0.831, data_time: 0.007, memory: 4947, top1_acc: 0.6404, top5_acc: 0.8354, loss_cls: 1.5238, loss: 1.5238, grad_norm: 3.8823 2020-08-14 00:44:07,027 - mmaction - INFO - Epoch [51][760/1253] lr: 3.000e-03, eta: 20:09:52, time: 0.764, data_time: 0.005, memory: 4947, top1_acc: 0.6216, top5_acc: 0.8315, loss_cls: 1.5430, loss: 1.5430, grad_norm: 3.9144 2020-08-14 00:44:22,302 - mmaction - INFO - Epoch [51][780/1253] lr: 3.000e-03, eta: 20:09:21, time: 0.766, data_time: 0.007, memory: 4947, top1_acc: 0.6482, top5_acc: 0.8406, loss_cls: 1.4789, loss: 1.4789, grad_norm: 3.8591 2020-08-14 00:44:36,272 - mmaction - INFO - Epoch [51][800/1253] lr: 3.000e-03, eta: 20:08:48, time: 0.699, data_time: 0.009, memory: 4947, top1_acc: 0.6430, top5_acc: 0.8427, loss_cls: 1.4736, loss: 1.4736, grad_norm: 3.8936 2020-08-14 00:44:51,284 - mmaction - INFO - Epoch [51][820/1253] lr: 3.000e-03, eta: 20:08:16, time: 0.749, data_time: 0.008, memory: 4947, top1_acc: 0.6417, top5_acc: 0.8393, loss_cls: 1.5148, loss: 1.5148, grad_norm: 3.9079 2020-08-14 00:45:06,352 - mmaction - INFO - Epoch [51][840/1253] lr: 3.000e-03, eta: 20:07:45, time: 0.758, data_time: 0.007, memory: 4947, top1_acc: 0.6497, top5_acc: 0.8448, loss_cls: 1.4733, loss: 1.4733, grad_norm: 3.8816 2020-08-14 00:45:21,181 - mmaction - INFO - Epoch [51][860/1253] lr: 3.000e-03, eta: 20:07:13, time: 0.739, data_time: 0.001, memory: 4947, top1_acc: 0.6438, top5_acc: 0.8516, loss_cls: 1.4405, loss: 1.4405, grad_norm: 3.9265 2020-08-14 00:45:37,020 - mmaction - INFO - Epoch [51][880/1253] lr: 3.000e-03, eta: 20:06:42, time: 0.789, data_time: 0.007, memory: 4947, top1_acc: 0.6370, top5_acc: 0.8440, loss_cls: 1.4824, loss: 1.4824, grad_norm: 3.9024 2020-08-14 00:45:52,515 - mmaction - INFO - Epoch [51][900/1253] lr: 3.000e-03, eta: 20:06:11, time: 0.779, data_time: 0.008, memory: 4947, top1_acc: 0.6440, top5_acc: 0.8479, loss_cls: 1.4555, loss: 1.4555, grad_norm: 3.8739 2020-08-14 00:46:08,899 - mmaction - INFO - Epoch [51][920/1253] lr: 3.000e-03, eta: 20:05:40, time: 0.817, data_time: 0.005, memory: 4947, top1_acc: 0.6378, top5_acc: 0.8346, loss_cls: 1.4658, loss: 1.4658, grad_norm: 3.8194 2020-08-14 00:46:23,823 - mmaction - INFO - Epoch [51][940/1253] lr: 3.000e-03, eta: 20:05:09, time: 0.748, data_time: 0.005, memory: 4947, top1_acc: 0.6307, top5_acc: 0.8422, loss_cls: 1.5044, loss: 1.5044, grad_norm: 3.8858 2020-08-14 00:46:38,197 - mmaction - INFO - Epoch [51][960/1253] lr: 3.000e-03, eta: 20:04:36, time: 0.715, data_time: 0.005, memory: 4947, top1_acc: 0.6294, top5_acc: 0.8313, loss_cls: 1.5388, loss: 1.5388, grad_norm: 3.9635 2020-08-14 00:46:54,112 - mmaction - INFO - Epoch [51][980/1253] lr: 3.000e-03, eta: 20:04:06, time: 0.799, data_time: 0.007, memory: 4947, top1_acc: 0.6495, top5_acc: 0.8469, loss_cls: 1.4669, loss: 1.4669, grad_norm: 3.8863 2020-08-14 00:47:09,506 - mmaction - INFO - Epoch [51][1000/1253] lr: 3.000e-03, eta: 20:03:35, time: 0.767, data_time: 0.004, memory: 4947, top1_acc: 0.6568, top5_acc: 0.8521, loss_cls: 1.4375, loss: 1.4375, grad_norm: 3.8622 2020-08-14 00:47:25,774 - mmaction - INFO - Epoch [51][1020/1253] lr: 3.000e-03, eta: 20:03:04, time: 0.816, data_time: 0.005, memory: 4947, top1_acc: 0.6419, top5_acc: 0.8443, loss_cls: 1.4612, loss: 1.4612, grad_norm: 3.8530 2020-08-14 00:47:41,757 - mmaction - INFO - Epoch [51][1040/1253] lr: 3.000e-03, eta: 20:02:34, time: 0.798, data_time: 0.005, memory: 4947, top1_acc: 0.6409, top5_acc: 0.8424, loss_cls: 1.4830, loss: 1.4830, grad_norm: 3.9327 2020-08-14 00:47:55,227 - mmaction - INFO - Epoch [51][1060/1253] lr: 3.000e-03, eta: 20:02:01, time: 0.670, data_time: 0.004, memory: 4947, top1_acc: 0.6357, top5_acc: 0.8401, loss_cls: 1.5202, loss: 1.5202, grad_norm: 3.9456 2020-08-14 00:48:10,403 - mmaction - INFO - Epoch [51][1080/1253] lr: 3.000e-03, eta: 20:01:29, time: 0.758, data_time: 0.008, memory: 4947, top1_acc: 0.6378, top5_acc: 0.8464, loss_cls: 1.5094, loss: 1.5094, grad_norm: 3.9206 2020-08-14 00:48:24,508 - mmaction - INFO - Epoch [51][1100/1253] lr: 3.000e-03, eta: 20:00:57, time: 0.709, data_time: 0.007, memory: 4947, top1_acc: 0.6372, top5_acc: 0.8398, loss_cls: 1.5028, loss: 1.5028, grad_norm: 3.8849 2020-08-14 00:48:39,852 - mmaction - INFO - Epoch [51][1120/1253] lr: 3.000e-03, eta: 20:00:26, time: 0.766, data_time: 0.005, memory: 4947, top1_acc: 0.6414, top5_acc: 0.8500, loss_cls: 1.4648, loss: 1.4648, grad_norm: 3.7944 2020-08-14 00:48:54,659 - mmaction - INFO - Epoch [51][1140/1253] lr: 3.000e-03, eta: 19:59:54, time: 0.738, data_time: 0.008, memory: 4947, top1_acc: 0.6289, top5_acc: 0.8438, loss_cls: 1.5220, loss: 1.5220, grad_norm: 3.9003 2020-08-14 00:49:10,090 - mmaction - INFO - Epoch [51][1160/1253] lr: 3.000e-03, eta: 19:59:23, time: 0.772, data_time: 0.009, memory: 4947, top1_acc: 0.6430, top5_acc: 0.8286, loss_cls: 1.5080, loss: 1.5080, grad_norm: 3.9583 2020-08-14 00:49:25,203 - mmaction - INFO - Epoch [51][1180/1253] lr: 3.000e-03, eta: 19:58:51, time: 0.759, data_time: 0.007, memory: 4947, top1_acc: 0.6240, top5_acc: 0.8315, loss_cls: 1.5690, loss: 1.5690, grad_norm: 3.9624 2020-08-14 00:49:40,680 - mmaction - INFO - Epoch [51][1200/1253] lr: 3.000e-03, eta: 19:58:20, time: 0.774, data_time: 0.005, memory: 4947, top1_acc: 0.6534, top5_acc: 0.8495, loss_cls: 1.4569, loss: 1.4569, grad_norm: 3.9056 2020-08-14 00:49:55,923 - mmaction - INFO - Epoch [51][1220/1253] lr: 3.000e-03, eta: 19:57:49, time: 0.762, data_time: 0.007, memory: 4947, top1_acc: 0.6552, top5_acc: 0.8513, loss_cls: 1.4363, loss: 1.4363, grad_norm: 3.8112 2020-08-14 00:50:11,789 - mmaction - INFO - Epoch [51][1240/1253] lr: 3.000e-03, eta: 19:57:18, time: 0.793, data_time: 0.003, memory: 4947, top1_acc: 0.6581, top5_acc: 0.8484, loss_cls: 1.4472, loss: 1.4472, grad_norm: 3.8321 2020-08-14 00:50:22,151 - mmaction - INFO - Saving checkpoint at 51 epochs 2020-08-14 00:59:06,287 - mmaction - INFO - Epoch [52][20/1253] lr: 3.000e-03, eta: 20:04:26, time: 26.179, data_time: 25.566, memory: 4947, top1_acc: 0.6518, top5_acc: 0.8469, loss_cls: 1.4371, loss: 1.4371, grad_norm: 3.8689 2020-08-14 00:59:18,706 - mmaction - INFO - Epoch [52][40/1253] lr: 3.000e-03, eta: 20:03:51, time: 0.622, data_time: 0.008, memory: 4947, top1_acc: 0.6339, top5_acc: 0.8404, loss_cls: 1.4888, loss: 1.4888, grad_norm: 3.9087 2020-08-14 00:59:31,007 - mmaction - INFO - Epoch [52][60/1253] lr: 3.000e-03, eta: 20:03:17, time: 0.616, data_time: 0.006, memory: 4947, top1_acc: 0.6352, top5_acc: 0.8388, loss_cls: 1.4962, loss: 1.4962, grad_norm: 3.9413 2020-08-14 00:59:44,026 - mmaction - INFO - Epoch [52][80/1253] lr: 3.000e-03, eta: 20:02:43, time: 0.651, data_time: 0.008, memory: 4947, top1_acc: 0.6388, top5_acc: 0.8456, loss_cls: 1.4938, loss: 1.4938, grad_norm: 3.8690 2020-08-14 00:59:56,473 - mmaction - INFO - Epoch [52][100/1253] lr: 3.000e-03, eta: 20:02:09, time: 0.621, data_time: 0.004, memory: 4947, top1_acc: 0.6401, top5_acc: 0.8354, loss_cls: 1.5083, loss: 1.5083, grad_norm: 3.9187 2020-08-14 01:00:16,205 - mmaction - INFO - Epoch [52][120/1253] lr: 3.000e-03, eta: 20:01:42, time: 0.978, data_time: 0.008, memory: 4947, top1_acc: 0.6484, top5_acc: 0.8456, loss_cls: 1.4697, loss: 1.4697, grad_norm: 3.9106 2020-08-14 01:00:29,019 - mmaction - INFO - Epoch [52][140/1253] lr: 3.000e-03, eta: 20:01:08, time: 0.651, data_time: 0.019, memory: 4947, top1_acc: 0.6414, top5_acc: 0.8479, loss_cls: 1.4681, loss: 1.4681, grad_norm: 3.9039 2020-08-14 01:00:43,105 - mmaction - INFO - Epoch [52][160/1253] lr: 3.000e-03, eta: 20:00:36, time: 0.702, data_time: 0.007, memory: 4947, top1_acc: 0.6458, top5_acc: 0.8411, loss_cls: 1.4751, loss: 1.4751, grad_norm: 3.8835 2020-08-14 01:00:57,193 - mmaction - INFO - Epoch [52][180/1253] lr: 3.000e-03, eta: 20:00:03, time: 0.706, data_time: 0.006, memory: 4947, top1_acc: 0.6229, top5_acc: 0.8341, loss_cls: 1.5623, loss: 1.5623, grad_norm: 3.9976 2020-08-14 01:01:11,426 - mmaction - INFO - Epoch [52][200/1253] lr: 3.000e-03, eta: 19:59:31, time: 0.709, data_time: 0.006, memory: 4947, top1_acc: 0.6474, top5_acc: 0.8461, loss_cls: 1.4729, loss: 1.4729, grad_norm: 3.8984 2020-08-14 01:01:25,476 - mmaction - INFO - Epoch [52][220/1253] lr: 3.000e-03, eta: 19:58:58, time: 0.704, data_time: 0.007, memory: 4947, top1_acc: 0.6477, top5_acc: 0.8380, loss_cls: 1.4766, loss: 1.4766, grad_norm: 3.9505 2020-08-14 01:01:39,572 - mmaction - INFO - Epoch [52][240/1253] lr: 3.000e-03, eta: 19:58:26, time: 0.706, data_time: 0.006, memory: 4947, top1_acc: 0.6357, top5_acc: 0.8391, loss_cls: 1.5094, loss: 1.5094, grad_norm: 3.9464 2020-08-14 01:01:55,268 - mmaction - INFO - Epoch [52][260/1253] lr: 3.000e-03, eta: 19:57:55, time: 0.786, data_time: 0.004, memory: 4947, top1_acc: 0.6401, top5_acc: 0.8458, loss_cls: 1.4813, loss: 1.4813, grad_norm: 3.9421 2020-08-14 01:02:09,664 - mmaction - INFO - Epoch [52][280/1253] lr: 3.000e-03, eta: 19:57:23, time: 0.720, data_time: 0.005, memory: 4947, top1_acc: 0.6505, top5_acc: 0.8495, loss_cls: 1.4498, loss: 1.4498, grad_norm: 3.9305 2020-08-14 01:02:23,932 - mmaction - INFO - Epoch [52][300/1253] lr: 3.000e-03, eta: 19:56:50, time: 0.713, data_time: 0.006, memory: 4947, top1_acc: 0.6417, top5_acc: 0.8458, loss_cls: 1.4767, loss: 1.4767, grad_norm: 3.8204 2020-08-14 01:02:38,483 - mmaction - INFO - Epoch [52][320/1253] lr: 3.000e-03, eta: 19:56:18, time: 0.727, data_time: 0.004, memory: 4947, top1_acc: 0.6393, top5_acc: 0.8372, loss_cls: 1.5100, loss: 1.5100, grad_norm: 3.8210 2020-08-14 01:02:53,599 - mmaction - INFO - Epoch [52][340/1253] lr: 3.000e-03, eta: 19:55:47, time: 0.751, data_time: 0.006, memory: 4947, top1_acc: 0.6224, top5_acc: 0.8344, loss_cls: 1.5305, loss: 1.5305, grad_norm: 3.9734 2020-08-14 01:03:06,669 - mmaction - INFO - Epoch [52][360/1253] lr: 3.000e-03, eta: 19:55:13, time: 0.658, data_time: 0.009, memory: 4947, top1_acc: 0.6458, top5_acc: 0.8388, loss_cls: 1.4628, loss: 1.4628, grad_norm: 3.9325 2020-08-14 01:03:22,567 - mmaction - INFO - Epoch [52][380/1253] lr: 3.000e-03, eta: 19:54:43, time: 0.796, data_time: 0.006, memory: 4947, top1_acc: 0.6424, top5_acc: 0.8414, loss_cls: 1.4991, loss: 1.4991, grad_norm: 3.8887 2020-08-14 01:03:38,264 - mmaction - INFO - Epoch [52][400/1253] lr: 3.000e-03, eta: 19:54:12, time: 0.779, data_time: 0.006, memory: 4947, top1_acc: 0.6503, top5_acc: 0.8438, loss_cls: 1.4778, loss: 1.4778, grad_norm: 3.9211 2020-08-14 01:03:54,091 - mmaction - INFO - Epoch [52][420/1253] lr: 3.000e-03, eta: 19:53:41, time: 0.797, data_time: 0.008, memory: 4947, top1_acc: 0.6648, top5_acc: 0.8651, loss_cls: 1.3456, loss: 1.3456, grad_norm: 3.7552 2020-08-14 01:04:08,996 - mmaction - INFO - Epoch [52][440/1253] lr: 3.000e-03, eta: 19:53:09, time: 0.744, data_time: 0.005, memory: 4947, top1_acc: 0.6617, top5_acc: 0.8464, loss_cls: 1.4451, loss: 1.4451, grad_norm: 3.8140 2020-08-14 01:04:23,231 - mmaction - INFO - Epoch [52][460/1253] lr: 3.000e-03, eta: 19:52:37, time: 0.711, data_time: 0.005, memory: 4947, top1_acc: 0.6427, top5_acc: 0.8404, loss_cls: 1.5095, loss: 1.5095, grad_norm: 3.9130 2020-08-14 01:04:39,278 - mmaction - INFO - Epoch [52][480/1253] lr: 3.000e-03, eta: 19:52:07, time: 0.802, data_time: 0.008, memory: 4947, top1_acc: 0.6544, top5_acc: 0.8578, loss_cls: 1.4109, loss: 1.4109, grad_norm: 3.8269 2020-08-14 01:04:53,469 - mmaction - INFO - Epoch [52][500/1253] lr: 3.000e-03, eta: 19:51:34, time: 0.713, data_time: 0.005, memory: 4947, top1_acc: 0.6497, top5_acc: 0.8427, loss_cls: 1.4804, loss: 1.4804, grad_norm: 3.9063 2020-08-14 01:05:08,681 - mmaction - INFO - Epoch [52][520/1253] lr: 3.000e-03, eta: 19:51:03, time: 0.759, data_time: 0.005, memory: 4947, top1_acc: 0.6409, top5_acc: 0.8367, loss_cls: 1.5077, loss: 1.5077, grad_norm: 3.9518 2020-08-14 01:05:23,559 - mmaction - INFO - Epoch [52][540/1253] lr: 3.000e-03, eta: 19:50:31, time: 0.744, data_time: 0.005, memory: 4947, top1_acc: 0.6339, top5_acc: 0.8432, loss_cls: 1.4833, loss: 1.4833, grad_norm: 3.9192 2020-08-14 01:05:38,670 - mmaction - INFO - Epoch [52][560/1253] lr: 3.000e-03, eta: 19:50:00, time: 0.758, data_time: 0.008, memory: 4947, top1_acc: 0.6497, top5_acc: 0.8487, loss_cls: 1.4477, loss: 1.4477, grad_norm: 3.8899 2020-08-14 01:05:54,236 - mmaction - INFO - Epoch [52][580/1253] lr: 3.000e-03, eta: 19:49:29, time: 0.775, data_time: 0.007, memory: 4947, top1_acc: 0.6409, top5_acc: 0.8474, loss_cls: 1.4569, loss: 1.4569, grad_norm: 3.9092 2020-08-14 01:06:09,542 - mmaction - INFO - Epoch [52][600/1253] lr: 3.000e-03, eta: 19:48:58, time: 0.768, data_time: 0.007, memory: 4947, top1_acc: 0.6430, top5_acc: 0.8424, loss_cls: 1.4727, loss: 1.4727, grad_norm: 3.9390 2020-08-14 01:06:24,230 - mmaction - INFO - Epoch [52][620/1253] lr: 3.000e-03, eta: 19:48:26, time: 0.734, data_time: 0.006, memory: 4947, top1_acc: 0.6440, top5_acc: 0.8435, loss_cls: 1.4880, loss: 1.4880, grad_norm: 3.8190 2020-08-14 01:06:40,188 - mmaction - INFO - Epoch [52][640/1253] lr: 3.000e-03, eta: 19:47:56, time: 0.798, data_time: 0.004, memory: 4947, top1_acc: 0.6242, top5_acc: 0.8339, loss_cls: 1.5241, loss: 1.5241, grad_norm: 3.9018 2020-08-14 01:06:54,654 - mmaction - INFO - Epoch [52][660/1253] lr: 3.000e-03, eta: 19:47:24, time: 0.719, data_time: 0.009, memory: 4947, top1_acc: 0.6503, top5_acc: 0.8474, loss_cls: 1.4300, loss: 1.4300, grad_norm: 3.8824 2020-08-14 01:07:08,759 - mmaction - INFO - Epoch [52][680/1253] lr: 3.000e-03, eta: 19:46:51, time: 0.710, data_time: 0.008, memory: 4947, top1_acc: 0.6479, top5_acc: 0.8440, loss_cls: 1.4720, loss: 1.4720, grad_norm: 3.9041 2020-08-14 01:07:24,695 - mmaction - INFO - Epoch [52][700/1253] lr: 3.000e-03, eta: 19:46:21, time: 0.795, data_time: 0.005, memory: 4947, top1_acc: 0.6359, top5_acc: 0.8391, loss_cls: 1.4925, loss: 1.4925, grad_norm: 3.9166 2020-08-14 01:07:38,512 - mmaction - INFO - Epoch [52][720/1253] lr: 3.000e-03, eta: 19:45:48, time: 0.692, data_time: 0.005, memory: 4947, top1_acc: 0.6398, top5_acc: 0.8482, loss_cls: 1.4692, loss: 1.4692, grad_norm: 3.9145 2020-08-14 01:07:52,276 - mmaction - INFO - Epoch [52][740/1253] lr: 3.000e-03, eta: 19:45:16, time: 0.687, data_time: 0.006, memory: 4947, top1_acc: 0.6435, top5_acc: 0.8370, loss_cls: 1.5102, loss: 1.5102, grad_norm: 3.9414 2020-08-14 01:08:06,596 - mmaction - INFO - Epoch [52][760/1253] lr: 3.000e-03, eta: 19:44:44, time: 0.715, data_time: 0.008, memory: 4947, top1_acc: 0.6542, top5_acc: 0.8487, loss_cls: 1.4307, loss: 1.4307, grad_norm: 3.9152 2020-08-14 01:08:22,154 - mmaction - INFO - Epoch [52][780/1253] lr: 3.000e-03, eta: 19:44:13, time: 0.778, data_time: 0.007, memory: 4947, top1_acc: 0.6357, top5_acc: 0.8273, loss_cls: 1.5418, loss: 1.5418, grad_norm: 4.0009 2020-08-14 01:08:37,196 - mmaction - INFO - Epoch [52][800/1253] lr: 3.000e-03, eta: 19:43:42, time: 0.753, data_time: 0.007, memory: 4947, top1_acc: 0.6586, top5_acc: 0.8518, loss_cls: 1.4266, loss: 1.4266, grad_norm: 3.8916 2020-08-14 01:08:52,323 - mmaction - INFO - Epoch [52][820/1253] lr: 3.000e-03, eta: 19:43:11, time: 0.759, data_time: 0.005, memory: 4947, top1_acc: 0.6378, top5_acc: 0.8432, loss_cls: 1.4845, loss: 1.4845, grad_norm: 3.9771 2020-08-14 01:09:07,195 - mmaction - INFO - Epoch [52][840/1253] lr: 3.000e-03, eta: 19:42:39, time: 0.741, data_time: 0.004, memory: 4947, top1_acc: 0.6594, top5_acc: 0.8568, loss_cls: 1.4012, loss: 1.4012, grad_norm: 3.8587 2020-08-14 01:09:22,187 - mmaction - INFO - Epoch [52][860/1253] lr: 3.000e-03, eta: 19:42:08, time: 0.749, data_time: 0.009, memory: 4947, top1_acc: 0.6422, top5_acc: 0.8430, loss_cls: 1.4656, loss: 1.4656, grad_norm: 3.9074 2020-08-14 01:09:36,326 - mmaction - INFO - Epoch [52][880/1253] lr: 3.000e-03, eta: 19:41:36, time: 0.710, data_time: 0.007, memory: 4947, top1_acc: 0.6411, top5_acc: 0.8479, loss_cls: 1.4492, loss: 1.4492, grad_norm: 3.9530 2020-08-14 01:09:51,323 - mmaction - INFO - Epoch [52][900/1253] lr: 3.000e-03, eta: 19:41:04, time: 0.750, data_time: 0.006, memory: 4947, top1_acc: 0.6526, top5_acc: 0.8487, loss_cls: 1.4581, loss: 1.4581, grad_norm: 3.8589 2020-08-14 01:10:06,031 - mmaction - INFO - Epoch [52][920/1253] lr: 3.000e-03, eta: 19:40:33, time: 0.735, data_time: 0.004, memory: 4947, top1_acc: 0.6406, top5_acc: 0.8411, loss_cls: 1.4910, loss: 1.4910, grad_norm: 3.9702 2020-08-14 01:10:20,997 - mmaction - INFO - Epoch [52][940/1253] lr: 3.000e-03, eta: 19:40:01, time: 0.748, data_time: 0.002, memory: 4947, top1_acc: 0.6477, top5_acc: 0.8505, loss_cls: 1.4418, loss: 1.4418, grad_norm: 3.8857 2020-08-14 01:10:36,549 - mmaction - INFO - Epoch [52][960/1253] lr: 3.000e-03, eta: 19:39:31, time: 0.777, data_time: 0.008, memory: 4947, top1_acc: 0.6492, top5_acc: 0.8523, loss_cls: 1.4078, loss: 1.4078, grad_norm: 3.8911 2020-08-14 01:10:51,568 - mmaction - INFO - Epoch [52][980/1253] lr: 3.000e-03, eta: 19:38:59, time: 0.752, data_time: 0.005, memory: 4947, top1_acc: 0.6482, top5_acc: 0.8438, loss_cls: 1.4720, loss: 1.4720, grad_norm: 3.8932 2020-08-14 01:11:06,298 - mmaction - INFO - Epoch [52][1000/1253] lr: 3.000e-03, eta: 19:38:28, time: 0.735, data_time: 0.005, memory: 4947, top1_acc: 0.6352, top5_acc: 0.8357, loss_cls: 1.5264, loss: 1.5264, grad_norm: 3.9541 2020-08-14 01:11:20,518 - mmaction - INFO - Epoch [52][1020/1253] lr: 3.000e-03, eta: 19:37:56, time: 0.711, data_time: 0.005, memory: 4947, top1_acc: 0.6503, top5_acc: 0.8451, loss_cls: 1.4441, loss: 1.4441, grad_norm: 3.8685 2020-08-14 01:11:35,549 - mmaction - INFO - Epoch [52][1040/1253] lr: 3.000e-03, eta: 19:37:25, time: 0.754, data_time: 0.007, memory: 4947, top1_acc: 0.6255, top5_acc: 0.8503, loss_cls: 1.5141, loss: 1.5141, grad_norm: 4.0101 2020-08-14 01:11:51,249 - mmaction - INFO - Epoch [52][1060/1253] lr: 3.000e-03, eta: 19:36:54, time: 0.785, data_time: 0.005, memory: 4947, top1_acc: 0.6651, top5_acc: 0.8523, loss_cls: 1.4085, loss: 1.4085, grad_norm: 3.8502 2020-08-14 01:12:06,499 - mmaction - INFO - Epoch [52][1080/1253] lr: 3.000e-03, eta: 19:36:23, time: 0.761, data_time: 0.002, memory: 4947, top1_acc: 0.6378, top5_acc: 0.8461, loss_cls: 1.4846, loss: 1.4846, grad_norm: 3.9140 2020-08-14 01:12:20,997 - mmaction - INFO - Epoch [52][1100/1253] lr: 3.000e-03, eta: 19:35:52, time: 0.726, data_time: 0.006, memory: 4947, top1_acc: 0.6544, top5_acc: 0.8461, loss_cls: 1.4169, loss: 1.4169, grad_norm: 3.8198 2020-08-14 01:12:36,069 - mmaction - INFO - Epoch [52][1120/1253] lr: 3.000e-03, eta: 19:35:20, time: 0.754, data_time: 0.004, memory: 4947, top1_acc: 0.6638, top5_acc: 0.8471, loss_cls: 1.4359, loss: 1.4359, grad_norm: 3.8192 2020-08-14 01:12:52,234 - mmaction - INFO - Epoch [52][1140/1253] lr: 3.000e-03, eta: 19:34:50, time: 0.806, data_time: 0.005, memory: 4947, top1_acc: 0.6508, top5_acc: 0.8474, loss_cls: 1.4903, loss: 1.4903, grad_norm: 4.0157 2020-08-14 01:13:07,790 - mmaction - INFO - Epoch [52][1160/1253] lr: 3.000e-03, eta: 19:34:20, time: 0.780, data_time: 0.008, memory: 4947, top1_acc: 0.6247, top5_acc: 0.8375, loss_cls: 1.5177, loss: 1.5177, grad_norm: 4.0114 2020-08-14 01:13:23,314 - mmaction - INFO - Epoch [52][1180/1253] lr: 3.000e-03, eta: 19:33:49, time: 0.771, data_time: 0.008, memory: 4947, top1_acc: 0.6445, top5_acc: 0.8430, loss_cls: 1.4869, loss: 1.4869, grad_norm: 3.9180 2020-08-14 01:13:37,392 - mmaction - INFO - Epoch [52][1200/1253] lr: 3.000e-03, eta: 19:33:17, time: 0.707, data_time: 0.007, memory: 4947, top1_acc: 0.6542, top5_acc: 0.8396, loss_cls: 1.4669, loss: 1.4669, grad_norm: 3.8723 2020-08-14 01:13:53,015 - mmaction - INFO - Epoch [52][1220/1253] lr: 3.000e-03, eta: 19:32:46, time: 0.779, data_time: 0.007, memory: 4947, top1_acc: 0.6487, top5_acc: 0.8461, loss_cls: 1.4516, loss: 1.4516, grad_norm: 3.8981 2020-08-14 01:14:07,817 - mmaction - INFO - Epoch [52][1240/1253] lr: 3.000e-03, eta: 19:32:15, time: 0.744, data_time: 0.008, memory: 4947, top1_acc: 0.6477, top5_acc: 0.8479, loss_cls: 1.4734, loss: 1.4734, grad_norm: 3.9389 2020-08-14 01:14:17,606 - mmaction - INFO - Saving checkpoint at 52 epochs 2020-08-14 01:22:57,491 - mmaction - INFO - Epoch [53][20/1253] lr: 3.000e-03, eta: 19:39:00, time: 25.957, data_time: 11.524, memory: 4947, top1_acc: 0.6555, top5_acc: 0.8474, loss_cls: 1.4528, loss: 1.4528, grad_norm: 3.8318 2020-08-14 01:23:10,008 - mmaction - INFO - Epoch [53][40/1253] lr: 3.000e-03, eta: 19:38:26, time: 0.626, data_time: 0.005, memory: 4947, top1_acc: 0.6542, top5_acc: 0.8456, loss_cls: 1.4542, loss: 1.4542, grad_norm: 3.8313 2020-08-14 01:23:22,358 - mmaction - INFO - Epoch [53][60/1253] lr: 3.000e-03, eta: 19:37:52, time: 0.618, data_time: 0.005, memory: 4947, top1_acc: 0.6443, top5_acc: 0.8484, loss_cls: 1.4565, loss: 1.4565, grad_norm: 3.9502 2020-08-14 01:23:34,816 - mmaction - INFO - Epoch [53][80/1253] lr: 3.000e-03, eta: 19:37:19, time: 0.622, data_time: 0.002, memory: 4947, top1_acc: 0.6432, top5_acc: 0.8417, loss_cls: 1.4695, loss: 1.4695, grad_norm: 3.8888 2020-08-14 01:23:47,247 - mmaction - INFO - Epoch [53][100/1253] lr: 3.000e-03, eta: 19:36:45, time: 0.618, data_time: 0.007, memory: 4947, top1_acc: 0.6641, top5_acc: 0.8586, loss_cls: 1.3699, loss: 1.3699, grad_norm: 3.8813 2020-08-14 01:23:59,985 - mmaction - INFO - Epoch [53][120/1253] lr: 3.000e-03, eta: 19:36:12, time: 0.640, data_time: 0.007, memory: 4947, top1_acc: 0.6448, top5_acc: 0.8417, loss_cls: 1.4733, loss: 1.4733, grad_norm: 4.0062 2020-08-14 01:24:13,574 - mmaction - INFO - Epoch [53][140/1253] lr: 3.000e-03, eta: 19:35:39, time: 0.675, data_time: 0.005, memory: 4947, top1_acc: 0.6393, top5_acc: 0.8419, loss_cls: 1.4803, loss: 1.4803, grad_norm: 3.9664 2020-08-14 01:24:26,448 - mmaction - INFO - Epoch [53][160/1253] lr: 3.000e-03, eta: 19:35:06, time: 0.646, data_time: 0.007, memory: 4947, top1_acc: 0.6503, top5_acc: 0.8424, loss_cls: 1.4575, loss: 1.4575, grad_norm: 3.9289 2020-08-14 01:24:40,367 - mmaction - INFO - Epoch [53][180/1253] lr: 3.000e-03, eta: 19:34:33, time: 0.694, data_time: 0.007, memory: 4947, top1_acc: 0.6536, top5_acc: 0.8451, loss_cls: 1.4482, loss: 1.4482, grad_norm: 3.9731 2020-08-14 01:24:53,424 - mmaction - INFO - Epoch [53][200/1253] lr: 3.000e-03, eta: 19:34:00, time: 0.656, data_time: 0.010, memory: 4947, top1_acc: 0.6458, top5_acc: 0.8581, loss_cls: 1.4375, loss: 1.4375, grad_norm: 3.9277 2020-08-14 01:25:08,266 - mmaction - INFO - Epoch [53][220/1253] lr: 3.000e-03, eta: 19:33:29, time: 0.738, data_time: 0.005, memory: 4947, top1_acc: 0.6615, top5_acc: 0.8563, loss_cls: 1.3910, loss: 1.3910, grad_norm: 3.8699 2020-08-14 01:25:22,717 - mmaction - INFO - Epoch [53][240/1253] lr: 3.000e-03, eta: 19:32:57, time: 0.726, data_time: 0.006, memory: 4947, top1_acc: 0.6516, top5_acc: 0.8435, loss_cls: 1.4717, loss: 1.4717, grad_norm: 3.9327 2020-08-14 01:25:36,485 - mmaction - INFO - Epoch [53][260/1253] lr: 3.000e-03, eta: 19:32:25, time: 0.687, data_time: 0.005, memory: 4947, top1_acc: 0.6458, top5_acc: 0.8404, loss_cls: 1.5037, loss: 1.5037, grad_norm: 3.9056 2020-08-14 01:25:52,166 - mmaction - INFO - Epoch [53][280/1253] lr: 3.000e-03, eta: 19:31:54, time: 0.784, data_time: 0.005, memory: 4947, top1_acc: 0.6443, top5_acc: 0.8516, loss_cls: 1.4648, loss: 1.4648, grad_norm: 3.9497 2020-08-14 01:26:07,174 - mmaction - INFO - Epoch [53][300/1253] lr: 3.000e-03, eta: 19:31:23, time: 0.751, data_time: 0.008, memory: 4947, top1_acc: 0.6492, top5_acc: 0.8508, loss_cls: 1.4293, loss: 1.4293, grad_norm: 3.9250 2020-08-14 01:26:21,414 - mmaction - INFO - Epoch [53][320/1253] lr: 3.000e-03, eta: 19:30:51, time: 0.711, data_time: 0.005, memory: 4947, top1_acc: 0.6393, top5_acc: 0.8435, loss_cls: 1.5043, loss: 1.5043, grad_norm: 4.0119 2020-08-14 01:26:37,003 - mmaction - INFO - Epoch [53][340/1253] lr: 3.000e-03, eta: 19:30:20, time: 0.778, data_time: 0.007, memory: 4947, top1_acc: 0.6586, top5_acc: 0.8563, loss_cls: 1.4147, loss: 1.4147, grad_norm: 3.8808 2020-08-14 01:26:50,993 - mmaction - INFO - Epoch [53][360/1253] lr: 3.000e-03, eta: 19:29:48, time: 0.701, data_time: 0.007, memory: 4947, top1_acc: 0.6583, top5_acc: 0.8490, loss_cls: 1.4272, loss: 1.4272, grad_norm: 3.9367 2020-08-14 01:27:06,525 - mmaction - INFO - Epoch [53][380/1253] lr: 3.000e-03, eta: 19:29:17, time: 0.775, data_time: 0.010, memory: 4947, top1_acc: 0.6490, top5_acc: 0.8477, loss_cls: 1.4334, loss: 1.4334, grad_norm: 3.9428 2020-08-14 01:27:20,651 - mmaction - INFO - Epoch [53][400/1253] lr: 3.000e-03, eta: 19:28:45, time: 0.708, data_time: 0.006, memory: 4947, top1_acc: 0.6448, top5_acc: 0.8432, loss_cls: 1.4933, loss: 1.4933, grad_norm: 3.9606 2020-08-14 01:27:36,357 - mmaction - INFO - Epoch [53][420/1253] lr: 3.000e-03, eta: 19:28:15, time: 0.786, data_time: 0.006, memory: 4947, top1_acc: 0.6484, top5_acc: 0.8443, loss_cls: 1.4623, loss: 1.4623, grad_norm: 3.9348 2020-08-14 01:27:50,479 - mmaction - INFO - Epoch [53][440/1253] lr: 3.000e-03, eta: 19:27:43, time: 0.702, data_time: 0.007, memory: 4947, top1_acc: 0.6367, top5_acc: 0.8464, loss_cls: 1.4707, loss: 1.4707, grad_norm: 4.0950 2020-08-14 01:28:06,173 - mmaction - INFO - Epoch [53][460/1253] lr: 3.000e-03, eta: 19:27:12, time: 0.786, data_time: 0.007, memory: 4947, top1_acc: 0.6440, top5_acc: 0.8409, loss_cls: 1.4639, loss: 1.4639, grad_norm: 3.9488 2020-08-14 01:28:20,251 - mmaction - INFO - Epoch [53][480/1253] lr: 3.000e-03, eta: 19:26:40, time: 0.703, data_time: 0.008, memory: 4947, top1_acc: 0.6544, top5_acc: 0.8440, loss_cls: 1.4504, loss: 1.4504, grad_norm: 3.8713 2020-08-14 01:28:34,233 - mmaction - INFO - Epoch [53][500/1253] lr: 3.000e-03, eta: 19:26:08, time: 0.702, data_time: 0.007, memory: 4947, top1_acc: 0.6495, top5_acc: 0.8448, loss_cls: 1.4728, loss: 1.4728, grad_norm: 3.9800 2020-08-14 01:28:49,959 - mmaction - INFO - Epoch [53][520/1253] lr: 3.000e-03, eta: 19:25:37, time: 0.785, data_time: 0.007, memory: 4947, top1_acc: 0.6612, top5_acc: 0.8526, loss_cls: 1.4104, loss: 1.4104, grad_norm: 3.9096 2020-08-14 01:29:05,528 - mmaction - INFO - Epoch [53][540/1253] lr: 3.000e-03, eta: 19:25:07, time: 0.781, data_time: 0.004, memory: 4947, top1_acc: 0.6589, top5_acc: 0.8469, loss_cls: 1.4384, loss: 1.4384, grad_norm: 3.8834 2020-08-14 01:29:20,328 - mmaction - INFO - Epoch [53][560/1253] lr: 3.000e-03, eta: 19:24:36, time: 0.740, data_time: 0.005, memory: 4947, top1_acc: 0.6432, top5_acc: 0.8466, loss_cls: 1.4509, loss: 1.4509, grad_norm: 3.9705 2020-08-14 01:29:35,378 - mmaction - INFO - Epoch [53][580/1253] lr: 3.000e-03, eta: 19:24:05, time: 0.752, data_time: 0.005, memory: 4947, top1_acc: 0.6487, top5_acc: 0.8385, loss_cls: 1.4680, loss: 1.4680, grad_norm: 3.9568 2020-08-14 01:29:49,971 - mmaction - INFO - Epoch [53][600/1253] lr: 3.000e-03, eta: 19:23:33, time: 0.730, data_time: 0.003, memory: 4947, top1_acc: 0.6474, top5_acc: 0.8417, loss_cls: 1.4905, loss: 1.4905, grad_norm: 4.0073 2020-08-14 01:30:04,316 - mmaction - INFO - Epoch [53][620/1253] lr: 3.000e-03, eta: 19:23:01, time: 0.715, data_time: 0.005, memory: 4947, top1_acc: 0.6544, top5_acc: 0.8490, loss_cls: 1.4305, loss: 1.4305, grad_norm: 3.8817 2020-08-14 01:30:19,865 - mmaction - INFO - Epoch [53][640/1253] lr: 3.000e-03, eta: 19:22:31, time: 0.779, data_time: 0.004, memory: 4947, top1_acc: 0.6404, top5_acc: 0.8323, loss_cls: 1.4960, loss: 1.4960, grad_norm: 4.0206 2020-08-14 01:30:34,750 - mmaction - INFO - Epoch [53][660/1253] lr: 3.000e-03, eta: 19:22:00, time: 0.744, data_time: 0.005, memory: 4947, top1_acc: 0.6539, top5_acc: 0.8497, loss_cls: 1.4267, loss: 1.4267, grad_norm: 3.9048 2020-08-14 01:30:49,313 - mmaction - INFO - Epoch [53][680/1253] lr: 3.000e-03, eta: 19:21:28, time: 0.726, data_time: 0.006, memory: 4947, top1_acc: 0.6365, top5_acc: 0.8487, loss_cls: 1.4758, loss: 1.4758, grad_norm: 3.9116 2020-08-14 01:31:03,823 - mmaction - INFO - Epoch [53][700/1253] lr: 3.000e-03, eta: 19:20:57, time: 0.724, data_time: 0.009, memory: 4947, top1_acc: 0.6299, top5_acc: 0.8336, loss_cls: 1.5473, loss: 1.5473, grad_norm: 4.0792 2020-08-14 01:31:19,431 - mmaction - INFO - Epoch [53][720/1253] lr: 3.000e-03, eta: 19:20:26, time: 0.783, data_time: 0.008, memory: 4947, top1_acc: 0.6513, top5_acc: 0.8456, loss_cls: 1.4808, loss: 1.4808, grad_norm: 3.9618 2020-08-14 01:31:34,723 - mmaction - INFO - Epoch [53][740/1253] lr: 3.000e-03, eta: 19:19:55, time: 0.767, data_time: 0.009, memory: 4947, top1_acc: 0.6492, top5_acc: 0.8536, loss_cls: 1.4429, loss: 1.4429, grad_norm: 4.0016 2020-08-14 01:31:49,462 - mmaction - INFO - Epoch [53][760/1253] lr: 3.000e-03, eta: 19:19:24, time: 0.735, data_time: 0.008, memory: 4947, top1_acc: 0.6339, top5_acc: 0.8299, loss_cls: 1.5221, loss: 1.5221, grad_norm: 4.0686 2020-08-14 01:32:04,373 - mmaction - INFO - Epoch [53][780/1253] lr: 3.000e-03, eta: 19:18:53, time: 0.748, data_time: 0.007, memory: 4947, top1_acc: 0.6346, top5_acc: 0.8422, loss_cls: 1.5131, loss: 1.5131, grad_norm: 4.0122 2020-08-14 01:32:19,777 - mmaction - INFO - Epoch [53][800/1253] lr: 3.000e-03, eta: 19:18:22, time: 0.769, data_time: 0.008, memory: 4947, top1_acc: 0.6346, top5_acc: 0.8336, loss_cls: 1.4983, loss: 1.4983, grad_norm: 3.9784 2020-08-14 01:32:34,713 - mmaction - INFO - Epoch [53][820/1253] lr: 3.000e-03, eta: 19:17:51, time: 0.746, data_time: 0.004, memory: 4947, top1_acc: 0.6505, top5_acc: 0.8336, loss_cls: 1.4915, loss: 1.4915, grad_norm: 3.9655 2020-08-14 01:32:50,052 - mmaction - INFO - Epoch [53][840/1253] lr: 3.000e-03, eta: 19:17:21, time: 0.769, data_time: 0.004, memory: 4947, top1_acc: 0.6451, top5_acc: 0.8370, loss_cls: 1.4861, loss: 1.4861, grad_norm: 3.9798 2020-08-14 01:33:05,876 - mmaction - INFO - Epoch [53][860/1253] lr: 3.000e-03, eta: 19:16:50, time: 0.789, data_time: 0.008, memory: 4947, top1_acc: 0.6531, top5_acc: 0.8445, loss_cls: 1.4461, loss: 1.4461, grad_norm: 3.9428 2020-08-14 01:33:19,655 - mmaction - INFO - Epoch [53][880/1253] lr: 3.000e-03, eta: 19:16:18, time: 0.691, data_time: 0.007, memory: 4947, top1_acc: 0.6495, top5_acc: 0.8477, loss_cls: 1.4280, loss: 1.4280, grad_norm: 3.8734 2020-08-14 01:33:34,633 - mmaction - INFO - Epoch [53][900/1253] lr: 3.000e-03, eta: 19:15:47, time: 0.749, data_time: 0.005, memory: 4947, top1_acc: 0.6432, top5_acc: 0.8432, loss_cls: 1.4577, loss: 1.4577, grad_norm: 3.9350 2020-08-14 01:33:50,156 - mmaction - INFO - Epoch [53][920/1253] lr: 3.000e-03, eta: 19:15:17, time: 0.777, data_time: 0.003, memory: 4947, top1_acc: 0.6495, top5_acc: 0.8461, loss_cls: 1.4402, loss: 1.4402, grad_norm: 3.9760 2020-08-14 01:34:05,669 - mmaction - INFO - Epoch [53][940/1253] lr: 3.000e-03, eta: 19:14:46, time: 0.769, data_time: 0.004, memory: 4947, top1_acc: 0.6557, top5_acc: 0.8526, loss_cls: 1.4337, loss: 1.4337, grad_norm: 3.9795 2020-08-14 01:34:19,481 - mmaction - INFO - Epoch [53][960/1253] lr: 3.000e-03, eta: 19:14:14, time: 0.697, data_time: 0.009, memory: 4947, top1_acc: 0.6333, top5_acc: 0.8398, loss_cls: 1.4951, loss: 1.4951, grad_norm: 4.0969 2020-08-14 01:34:35,155 - mmaction - INFO - Epoch [53][980/1253] lr: 3.000e-03, eta: 19:13:44, time: 0.784, data_time: 0.005, memory: 4947, top1_acc: 0.6471, top5_acc: 0.8414, loss_cls: 1.4693, loss: 1.4693, grad_norm: 3.9399 2020-08-14 01:34:49,379 - mmaction - INFO - Epoch [53][1000/1253] lr: 3.000e-03, eta: 19:13:12, time: 0.709, data_time: 0.004, memory: 4947, top1_acc: 0.6466, top5_acc: 0.8500, loss_cls: 1.4511, loss: 1.4511, grad_norm: 3.9297 2020-08-14 01:35:06,065 - mmaction - INFO - Epoch [53][1020/1253] lr: 3.000e-03, eta: 19:12:43, time: 0.836, data_time: 0.007, memory: 4947, top1_acc: 0.6401, top5_acc: 0.8438, loss_cls: 1.4659, loss: 1.4659, grad_norm: 3.9361 2020-08-14 01:35:20,834 - mmaction - INFO - Epoch [53][1040/1253] lr: 3.000e-03, eta: 19:12:12, time: 0.738, data_time: 0.002, memory: 4947, top1_acc: 0.6464, top5_acc: 0.8456, loss_cls: 1.4607, loss: 1.4607, grad_norm: 3.9958 2020-08-14 01:35:35,731 - mmaction - INFO - Epoch [53][1060/1253] lr: 3.000e-03, eta: 19:11:41, time: 0.745, data_time: 0.005, memory: 4947, top1_acc: 0.6596, top5_acc: 0.8518, loss_cls: 1.4200, loss: 1.4200, grad_norm: 3.9869 2020-08-14 01:35:51,246 - mmaction - INFO - Epoch [53][1080/1253] lr: 3.000e-03, eta: 19:11:11, time: 0.775, data_time: 0.004, memory: 4947, top1_acc: 0.6424, top5_acc: 0.8349, loss_cls: 1.5269, loss: 1.5269, grad_norm: 4.0710 2020-08-14 01:41:58,820 - mmaction - INFO - Epoch [53][1100/1253] lr: 3.000e-03, eta: 19:15:54, time: 18.379, data_time: 8.883, memory: 4947, top1_acc: 0.6469, top5_acc: 0.8443, loss_cls: 1.4571, loss: 1.4571, grad_norm: 4.0017 2020-08-14 01:48:13,557 - mmaction - INFO - Epoch [53][1120/1253] lr: 3.000e-03, eta: 19:20:43, time: 18.733, data_time: 0.003, memory: 4947, top1_acc: 0.6516, top5_acc: 0.8419, loss_cls: 1.4680, loss: 1.4680, grad_norm: 4.0514 2020-08-14 01:48:25,816 - mmaction - INFO - Epoch [53][1140/1253] lr: 3.000e-03, eta: 19:20:10, time: 0.618, data_time: 0.008, memory: 4947, top1_acc: 0.6336, top5_acc: 0.8398, loss_cls: 1.4960, loss: 1.4960, grad_norm: 4.0466 2020-08-14 01:48:38,144 - mmaction - INFO - Epoch [53][1160/1253] lr: 3.000e-03, eta: 19:19:36, time: 0.614, data_time: 0.008, memory: 4947, top1_acc: 0.6487, top5_acc: 0.8513, loss_cls: 1.4462, loss: 1.4462, grad_norm: 3.9939 2020-08-14 01:48:50,580 - mmaction - INFO - Epoch [53][1180/1253] lr: 3.000e-03, eta: 19:19:02, time: 0.624, data_time: 0.008, memory: 4947, top1_acc: 0.6419, top5_acc: 0.8362, loss_cls: 1.4940, loss: 1.4940, grad_norm: 3.9795 2020-08-14 01:49:03,085 - mmaction - INFO - Epoch [53][1200/1253] lr: 3.000e-03, eta: 19:18:29, time: 0.621, data_time: 0.007, memory: 4947, top1_acc: 0.6422, top5_acc: 0.8391, loss_cls: 1.4744, loss: 1.4744, grad_norm: 3.9750 2020-08-14 01:49:16,681 - mmaction - INFO - Epoch [53][1220/1253] lr: 3.000e-03, eta: 19:17:56, time: 0.684, data_time: 0.007, memory: 4947, top1_acc: 0.6385, top5_acc: 0.8529, loss_cls: 1.4393, loss: 1.4393, grad_norm: 3.9433 2020-08-14 01:49:31,163 - mmaction - INFO - Epoch [53][1240/1253] lr: 3.000e-03, eta: 19:17:25, time: 0.722, data_time: 0.006, memory: 4947, top1_acc: 0.6568, top5_acc: 0.8419, loss_cls: 1.4713, loss: 1.4713, grad_norm: 3.9845 2020-08-14 01:49:40,350 - mmaction - INFO - Saving checkpoint at 53 epochs 2020-08-14 01:53:54,605 - mmaction - INFO - Epoch [54][20/1253] lr: 3.000e-03, eta: 19:19:56, time: 12.684, data_time: 9.959, memory: 4947, top1_acc: 0.6302, top5_acc: 0.8320, loss_cls: 1.5366, loss: 1.5366, grad_norm: 4.0490 2020-08-14 01:54:07,035 - mmaction - INFO - Epoch [54][40/1253] lr: 3.000e-03, eta: 19:19:23, time: 0.624, data_time: 0.007, memory: 4947, top1_acc: 0.6495, top5_acc: 0.8510, loss_cls: 1.4388, loss: 1.4388, grad_norm: 3.9815 2020-08-14 01:54:19,539 - mmaction - INFO - Epoch [54][60/1253] lr: 3.000e-03, eta: 19:18:49, time: 0.621, data_time: 0.007, memory: 4947, top1_acc: 0.6510, top5_acc: 0.8414, loss_cls: 1.4906, loss: 1.4906, grad_norm: 3.9668 2020-08-14 01:54:32,516 - mmaction - INFO - Epoch [54][80/1253] lr: 3.000e-03, eta: 19:18:16, time: 0.650, data_time: 0.008, memory: 4947, top1_acc: 0.6641, top5_acc: 0.8570, loss_cls: 1.3921, loss: 1.3921, grad_norm: 3.9597 2020-08-14 01:54:45,083 - mmaction - INFO - Epoch [54][100/1253] lr: 3.000e-03, eta: 19:17:43, time: 0.629, data_time: 0.009, memory: 4947, top1_acc: 0.6518, top5_acc: 0.8443, loss_cls: 1.4621, loss: 1.4621, grad_norm: 3.9514 2020-08-14 01:54:57,943 - mmaction - INFO - Epoch [54][120/1253] lr: 3.000e-03, eta: 19:17:10, time: 0.645, data_time: 0.008, memory: 4947, top1_acc: 0.6560, top5_acc: 0.8508, loss_cls: 1.4358, loss: 1.4358, grad_norm: 4.0126 2020-08-14 01:55:12,264 - mmaction - INFO - Epoch [54][140/1253] lr: 3.000e-03, eta: 19:16:38, time: 0.717, data_time: 0.008, memory: 4947, top1_acc: 0.6378, top5_acc: 0.8427, loss_cls: 1.5151, loss: 1.5151, grad_norm: 4.0635 2020-08-14 01:55:25,759 - mmaction - INFO - Epoch [54][160/1253] lr: 3.000e-03, eta: 19:16:05, time: 0.673, data_time: 0.008, memory: 4947, top1_acc: 0.6510, top5_acc: 0.8430, loss_cls: 1.4805, loss: 1.4805, grad_norm: 3.9978 2020-08-14 01:55:38,999 - mmaction - INFO - Epoch [54][180/1253] lr: 3.000e-03, eta: 19:15:32, time: 0.663, data_time: 0.006, memory: 4947, top1_acc: 0.6534, top5_acc: 0.8458, loss_cls: 1.4308, loss: 1.4308, grad_norm: 3.9816 2020-08-14 01:55:54,209 - mmaction - INFO - Epoch [54][200/1253] lr: 3.000e-03, eta: 19:15:01, time: 0.760, data_time: 0.007, memory: 4947, top1_acc: 0.6508, top5_acc: 0.8529, loss_cls: 1.4304, loss: 1.4304, grad_norm: 4.0800 2020-08-14 01:56:08,102 - mmaction - INFO - Epoch [54][220/1253] lr: 3.000e-03, eta: 19:14:29, time: 0.692, data_time: 0.005, memory: 4947, top1_acc: 0.6281, top5_acc: 0.8398, loss_cls: 1.5256, loss: 1.5256, grad_norm: 4.1227 2020-08-14 01:56:22,431 - mmaction - INFO - Epoch [54][240/1253] lr: 3.000e-03, eta: 19:13:57, time: 0.719, data_time: 0.011, memory: 4947, top1_acc: 0.6422, top5_acc: 0.8385, loss_cls: 1.4797, loss: 1.4797, grad_norm: 4.0201 2020-08-14 01:56:35,801 - mmaction - INFO - Epoch [54][260/1253] lr: 3.000e-03, eta: 19:13:25, time: 0.668, data_time: 0.006, memory: 4947, top1_acc: 0.6435, top5_acc: 0.8495, loss_cls: 1.4529, loss: 1.4529, grad_norm: 3.9744 2020-08-14 01:56:50,588 - mmaction - INFO - Epoch [54][280/1253] lr: 3.000e-03, eta: 19:12:53, time: 0.739, data_time: 0.009, memory: 4947, top1_acc: 0.6646, top5_acc: 0.8516, loss_cls: 1.4322, loss: 1.4322, grad_norm: 3.9926 2020-08-14 01:57:04,407 - mmaction - INFO - Epoch [54][300/1253] lr: 3.000e-03, eta: 19:12:21, time: 0.691, data_time: 0.009, memory: 4947, top1_acc: 0.6516, top5_acc: 0.8479, loss_cls: 1.4431, loss: 1.4431, grad_norm: 4.0301 2020-08-14 01:57:18,878 - mmaction - INFO - Epoch [54][320/1253] lr: 3.000e-03, eta: 19:11:50, time: 0.725, data_time: 0.007, memory: 4947, top1_acc: 0.6451, top5_acc: 0.8401, loss_cls: 1.4604, loss: 1.4604, grad_norm: 4.0050 2020-08-14 01:57:33,447 - mmaction - INFO - Epoch [54][340/1253] lr: 3.000e-03, eta: 19:11:18, time: 0.730, data_time: 0.007, memory: 4947, top1_acc: 0.6656, top5_acc: 0.8576, loss_cls: 1.3954, loss: 1.3954, grad_norm: 3.9129 2020-08-14 01:57:47,937 - mmaction - INFO - Epoch [54][360/1253] lr: 3.000e-03, eta: 19:10:47, time: 0.723, data_time: 0.008, memory: 4947, top1_acc: 0.6393, top5_acc: 0.8385, loss_cls: 1.4896, loss: 1.4896, grad_norm: 3.9992 2020-08-14 02:04:26,426 - mmaction - INFO - Epoch [54][380/1253] lr: 3.000e-03, eta: 19:15:51, time: 19.921, data_time: 7.779, memory: 4947, top1_acc: 0.6534, top5_acc: 0.8427, loss_cls: 1.4562, loss: 1.4562, grad_norm: 4.0089 2020-08-14 02:04:38,753 - mmaction - INFO - Epoch [54][400/1253] lr: 3.000e-03, eta: 19:15:18, time: 0.622, data_time: 0.013, memory: 4947, top1_acc: 0.6523, top5_acc: 0.8510, loss_cls: 1.4297, loss: 1.4297, grad_norm: 3.9285 2020-08-14 02:04:51,184 - mmaction - INFO - Epoch [54][420/1253] lr: 3.000e-03, eta: 19:14:44, time: 0.619, data_time: 0.004, memory: 4947, top1_acc: 0.6458, top5_acc: 0.8487, loss_cls: 1.4385, loss: 1.4385, grad_norm: 3.9703 2020-08-14 02:05:03,829 - mmaction - INFO - Epoch [54][440/1253] lr: 3.000e-03, eta: 19:14:11, time: 0.633, data_time: 0.007, memory: 4947, top1_acc: 0.6456, top5_acc: 0.8495, loss_cls: 1.4686, loss: 1.4686, grad_norm: 4.0533 2020-08-14 02:05:16,310 - mmaction - INFO - Epoch [54][460/1253] lr: 3.000e-03, eta: 19:13:37, time: 0.622, data_time: 0.003, memory: 4947, top1_acc: 0.6490, top5_acc: 0.8448, loss_cls: 1.4711, loss: 1.4711, grad_norm: 3.9369 2020-08-14 02:05:28,751 - mmaction - INFO - Epoch [54][480/1253] lr: 3.000e-03, eta: 19:13:04, time: 0.623, data_time: 0.009, memory: 4947, top1_acc: 0.6456, top5_acc: 0.8328, loss_cls: 1.4953, loss: 1.4953, grad_norm: 3.9825 2020-08-14 02:05:41,599 - mmaction - INFO - Epoch [54][500/1253] lr: 3.000e-03, eta: 19:12:31, time: 0.644, data_time: 0.007, memory: 4947, top1_acc: 0.6503, top5_acc: 0.8516, loss_cls: 1.4302, loss: 1.4302, grad_norm: 4.0097 2020-08-14 02:05:55,535 - mmaction - INFO - Epoch [54][520/1253] lr: 3.000e-03, eta: 19:11:58, time: 0.696, data_time: 0.007, memory: 4947, top1_acc: 0.6620, top5_acc: 0.8513, loss_cls: 1.4190, loss: 1.4190, grad_norm: 3.9185 2020-08-14 02:06:09,423 - mmaction - INFO - Epoch [54][540/1253] lr: 3.000e-03, eta: 19:11:26, time: 0.695, data_time: 0.007, memory: 4947, top1_acc: 0.6458, top5_acc: 0.8443, loss_cls: 1.4587, loss: 1.4587, grad_norm: 3.9911 2020-08-14 02:06:24,953 - mmaction - INFO - Epoch [54][560/1253] lr: 3.000e-03, eta: 19:10:55, time: 0.779, data_time: 0.009, memory: 4947, top1_acc: 0.6451, top5_acc: 0.8471, loss_cls: 1.4488, loss: 1.4488, grad_norm: 3.9343 2020-08-14 02:06:39,028 - mmaction - INFO - Epoch [54][580/1253] lr: 3.000e-03, eta: 19:10:23, time: 0.702, data_time: 0.007, memory: 4947, top1_acc: 0.6417, top5_acc: 0.8477, loss_cls: 1.4637, loss: 1.4637, grad_norm: 3.9283 2020-08-14 02:06:52,598 - mmaction - INFO - Epoch [54][600/1253] lr: 3.000e-03, eta: 19:09:51, time: 0.679, data_time: 0.006, memory: 4947, top1_acc: 0.6477, top5_acc: 0.8411, loss_cls: 1.4644, loss: 1.4644, grad_norm: 4.0324 2020-08-14 02:07:07,880 - mmaction - INFO - Epoch [54][620/1253] lr: 3.000e-03, eta: 19:09:20, time: 0.766, data_time: 0.008, memory: 4947, top1_acc: 0.6344, top5_acc: 0.8411, loss_cls: 1.4913, loss: 1.4913, grad_norm: 4.0958 2020-08-14 02:07:22,470 - mmaction - INFO - Epoch [54][640/1253] lr: 3.000e-03, eta: 19:08:48, time: 0.724, data_time: 0.007, memory: 4947, top1_acc: 0.6370, top5_acc: 0.8396, loss_cls: 1.5180, loss: 1.5180, grad_norm: 4.0438 2020-08-14 02:07:38,079 - mmaction - INFO - Epoch [54][660/1253] lr: 3.000e-03, eta: 19:08:18, time: 0.785, data_time: 0.008, memory: 4947, top1_acc: 0.6495, top5_acc: 0.8406, loss_cls: 1.4429, loss: 1.4429, grad_norm: 3.9204 2020-08-14 02:07:53,366 - mmaction - INFO - Epoch [54][680/1253] lr: 3.000e-03, eta: 19:07:47, time: 0.765, data_time: 0.008, memory: 4947, top1_acc: 0.6466, top5_acc: 0.8458, loss_cls: 1.4709, loss: 1.4709, grad_norm: 3.9176 2020-08-14 02:08:07,563 - mmaction - INFO - Epoch [54][700/1253] lr: 3.000e-03, eta: 19:07:15, time: 0.707, data_time: 0.004, memory: 4947, top1_acc: 0.6409, top5_acc: 0.8437, loss_cls: 1.4641, loss: 1.4641, grad_norm: 3.9816 2020-08-14 02:08:21,071 - mmaction - INFO - Epoch [54][720/1253] lr: 3.000e-03, eta: 19:06:42, time: 0.675, data_time: 0.008, memory: 4947, top1_acc: 0.6401, top5_acc: 0.8367, loss_cls: 1.4939, loss: 1.4939, grad_norm: 4.0483 2020-08-14 02:08:36,716 - mmaction - INFO - Epoch [54][740/1253] lr: 3.000e-03, eta: 19:06:12, time: 0.783, data_time: 0.006, memory: 4947, top1_acc: 0.6542, top5_acc: 0.8495, loss_cls: 1.4425, loss: 1.4425, grad_norm: 3.9242 2020-08-14 02:08:52,979 - mmaction - INFO - Epoch [54][760/1253] lr: 3.000e-03, eta: 19:05:42, time: 0.816, data_time: 0.008, memory: 4947, top1_acc: 0.6466, top5_acc: 0.8497, loss_cls: 1.4475, loss: 1.4475, grad_norm: 3.9639 2020-08-14 02:09:07,378 - mmaction - INFO - Epoch [54][780/1253] lr: 3.000e-03, eta: 19:05:10, time: 0.718, data_time: 0.006, memory: 4947, top1_acc: 0.6393, top5_acc: 0.8365, loss_cls: 1.4927, loss: 1.4927, grad_norm: 4.0411 2020-08-14 02:09:21,480 - mmaction - INFO - Epoch [54][800/1253] lr: 3.000e-03, eta: 19:04:38, time: 0.707, data_time: 0.006, memory: 4947, top1_acc: 0.6430, top5_acc: 0.8388, loss_cls: 1.4975, loss: 1.4975, grad_norm: 4.0479 2020-08-14 02:09:36,920 - mmaction - INFO - Epoch [54][820/1253] lr: 3.000e-03, eta: 19:04:08, time: 0.770, data_time: 0.006, memory: 4947, top1_acc: 0.6505, top5_acc: 0.8422, loss_cls: 1.4800, loss: 1.4800, grad_norm: 3.9618 2020-08-14 02:09:52,326 - mmaction - INFO - Epoch [54][840/1253] lr: 3.000e-03, eta: 19:03:37, time: 0.771, data_time: 0.006, memory: 4947, top1_acc: 0.6729, top5_acc: 0.8544, loss_cls: 1.3992, loss: 1.3992, grad_norm: 3.8672 2020-08-14 02:10:07,951 - mmaction - INFO - Epoch [54][860/1253] lr: 3.000e-03, eta: 19:03:06, time: 0.780, data_time: 0.008, memory: 4947, top1_acc: 0.6576, top5_acc: 0.8440, loss_cls: 1.4250, loss: 1.4250, grad_norm: 3.9172 2020-08-14 02:10:22,771 - mmaction - INFO - Epoch [54][880/1253] lr: 3.000e-03, eta: 19:02:35, time: 0.741, data_time: 0.006, memory: 4947, top1_acc: 0.6529, top5_acc: 0.8445, loss_cls: 1.4464, loss: 1.4464, grad_norm: 3.9676 2020-08-14 02:10:37,534 - mmaction - INFO - Epoch [54][900/1253] lr: 3.000e-03, eta: 19:02:04, time: 0.737, data_time: 0.006, memory: 4947, top1_acc: 0.6492, top5_acc: 0.8544, loss_cls: 1.4235, loss: 1.4235, grad_norm: 3.9989 2020-08-14 02:10:53,007 - mmaction - INFO - Epoch [54][920/1253] lr: 3.000e-03, eta: 19:01:33, time: 0.774, data_time: 0.007, memory: 4947, top1_acc: 0.6453, top5_acc: 0.8411, loss_cls: 1.4782, loss: 1.4782, grad_norm: 4.0429 2020-08-14 02:11:06,495 - mmaction - INFO - Epoch [54][940/1253] lr: 3.000e-03, eta: 19:01:01, time: 0.676, data_time: 0.008, memory: 4947, top1_acc: 0.6638, top5_acc: 0.8531, loss_cls: 1.4114, loss: 1.4114, grad_norm: 3.9570 2020-08-14 02:11:21,479 - mmaction - INFO - Epoch [54][960/1253] lr: 3.000e-03, eta: 19:00:30, time: 0.750, data_time: 0.007, memory: 4947, top1_acc: 0.6542, top5_acc: 0.8458, loss_cls: 1.4349, loss: 1.4349, grad_norm: 4.0268 2020-08-14 02:11:35,575 - mmaction - INFO - Epoch [54][980/1253] lr: 3.000e-03, eta: 18:59:58, time: 0.704, data_time: 0.004, memory: 4947, top1_acc: 0.6526, top5_acc: 0.8497, loss_cls: 1.4547, loss: 1.4547, grad_norm: 4.0993 2020-08-14 02:11:51,126 - mmaction - INFO - Epoch [54][1000/1253] lr: 3.000e-03, eta: 18:59:27, time: 0.778, data_time: 0.007, memory: 4947, top1_acc: 0.6500, top5_acc: 0.8484, loss_cls: 1.4549, loss: 1.4549, grad_norm: 4.0235 2020-08-14 02:12:07,314 - mmaction - INFO - Epoch [54][1020/1253] lr: 3.000e-03, eta: 18:58:57, time: 0.810, data_time: 0.004, memory: 4947, top1_acc: 0.6477, top5_acc: 0.8534, loss_cls: 1.4193, loss: 1.4193, grad_norm: 3.9993 2020-08-14 02:12:20,131 - mmaction - INFO - Epoch [54][1040/1253] lr: 3.000e-03, eta: 18:58:24, time: 0.641, data_time: 0.006, memory: 4947, top1_acc: 0.6466, top5_acc: 0.8411, loss_cls: 1.4702, loss: 1.4702, grad_norm: 4.0098 2020-08-14 02:12:36,384 - mmaction - INFO - Epoch [54][1060/1253] lr: 3.000e-03, eta: 18:57:54, time: 0.811, data_time: 0.004, memory: 4947, top1_acc: 0.6500, top5_acc: 0.8529, loss_cls: 1.4375, loss: 1.4375, grad_norm: 4.0166 2020-08-14 02:12:51,131 - mmaction - INFO - Epoch [54][1080/1253] lr: 3.000e-03, eta: 18:57:23, time: 0.736, data_time: 0.006, memory: 4947, top1_acc: 0.6516, top5_acc: 0.8591, loss_cls: 1.4043, loss: 1.4043, grad_norm: 3.9674 2020-08-14 02:13:05,880 - mmaction - INFO - Epoch [54][1100/1253] lr: 3.000e-03, eta: 18:56:52, time: 0.740, data_time: 0.008, memory: 4947, top1_acc: 0.6568, top5_acc: 0.8448, loss_cls: 1.4563, loss: 1.4563, grad_norm: 4.0556 2020-08-14 02:13:21,083 - mmaction - INFO - Epoch [54][1120/1253] lr: 3.000e-03, eta: 18:56:21, time: 0.760, data_time: 0.003, memory: 4947, top1_acc: 0.6414, top5_acc: 0.8482, loss_cls: 1.4717, loss: 1.4717, grad_norm: 4.0572 2020-08-14 02:13:36,313 - mmaction - INFO - Epoch [54][1140/1253] lr: 3.000e-03, eta: 18:55:51, time: 0.761, data_time: 0.005, memory: 4947, top1_acc: 0.6313, top5_acc: 0.8388, loss_cls: 1.4935, loss: 1.4935, grad_norm: 4.0319 2020-08-14 02:13:49,683 - mmaction - INFO - Epoch [54][1160/1253] lr: 3.000e-03, eta: 18:55:18, time: 0.666, data_time: 0.008, memory: 4947, top1_acc: 0.6497, top5_acc: 0.8451, loss_cls: 1.4549, loss: 1.4549, grad_norm: 4.0486 2020-08-14 02:14:04,955 - mmaction - INFO - Epoch [54][1180/1253] lr: 3.000e-03, eta: 18:54:47, time: 0.765, data_time: 0.008, memory: 4947, top1_acc: 0.6482, top5_acc: 0.8474, loss_cls: 1.4460, loss: 1.4460, grad_norm: 4.1159 2020-08-14 02:14:19,715 - mmaction - INFO - Epoch [54][1200/1253] lr: 3.000e-03, eta: 18:54:16, time: 0.738, data_time: 0.005, memory: 4947, top1_acc: 0.6547, top5_acc: 0.8557, loss_cls: 1.4339, loss: 1.4339, grad_norm: 4.0239 2020-08-14 02:14:35,135 - mmaction - INFO - Epoch [54][1220/1253] lr: 3.000e-03, eta: 18:53:46, time: 0.771, data_time: 0.007, memory: 4947, top1_acc: 0.6503, top5_acc: 0.8497, loss_cls: 1.4401, loss: 1.4401, grad_norm: 3.9834 2020-08-14 02:14:50,242 - mmaction - INFO - Epoch [54][1240/1253] lr: 3.000e-03, eta: 18:53:15, time: 0.755, data_time: 0.009, memory: 4947, top1_acc: 0.6424, top5_acc: 0.8464, loss_cls: 1.4618, loss: 1.4618, grad_norm: 4.0951 2020-08-14 02:14:59,888 - mmaction - INFO - Saving checkpoint at 54 epochs 2020-08-14 02:22:29,984 - mmaction - INFO - Epoch [55][20/1253] lr: 3.000e-03, eta: 18:58:25, time: 22.459, data_time: 0.545, memory: 4947, top1_acc: 0.6422, top5_acc: 0.8443, loss_cls: 1.4761, loss: 1.4761, grad_norm: 4.1312 2020-08-14 02:22:42,325 - mmaction - INFO - Epoch [55][40/1253] lr: 3.000e-03, eta: 18:57:52, time: 0.621, data_time: 0.007, memory: 4947, top1_acc: 0.6464, top5_acc: 0.8547, loss_cls: 1.4256, loss: 1.4256, grad_norm: 4.0683 2020-08-14 02:22:54,786 - mmaction - INFO - Epoch [55][60/1253] lr: 3.000e-03, eta: 18:57:19, time: 0.622, data_time: 0.008, memory: 4947, top1_acc: 0.6549, top5_acc: 0.8510, loss_cls: 1.4430, loss: 1.4430, grad_norm: 4.0523 2020-08-14 02:23:07,170 - mmaction - INFO - Epoch [55][80/1253] lr: 3.000e-03, eta: 18:56:45, time: 0.617, data_time: 0.009, memory: 4947, top1_acc: 0.6510, top5_acc: 0.8505, loss_cls: 1.4184, loss: 1.4184, grad_norm: 4.0345 2020-08-14 02:23:19,596 - mmaction - INFO - Epoch [55][100/1253] lr: 3.000e-03, eta: 18:56:12, time: 0.623, data_time: 0.008, memory: 4947, top1_acc: 0.6383, top5_acc: 0.8393, loss_cls: 1.4810, loss: 1.4810, grad_norm: 4.0641 2020-08-14 02:23:32,068 - mmaction - INFO - Epoch [55][120/1253] lr: 3.000e-03, eta: 18:55:39, time: 0.623, data_time: 0.009, memory: 4947, top1_acc: 0.6557, top5_acc: 0.8557, loss_cls: 1.4361, loss: 1.4361, grad_norm: 4.0314 2020-08-14 02:23:44,498 - mmaction - INFO - Epoch [55][140/1253] lr: 3.000e-03, eta: 18:55:06, time: 0.624, data_time: 0.008, memory: 4947, top1_acc: 0.6417, top5_acc: 0.8461, loss_cls: 1.4621, loss: 1.4621, grad_norm: 4.0297 2020-08-14 02:23:57,708 - mmaction - INFO - Epoch [55][160/1253] lr: 3.000e-03, eta: 18:54:33, time: 0.658, data_time: 0.004, memory: 4947, top1_acc: 0.6542, top5_acc: 0.8451, loss_cls: 1.4488, loss: 1.4488, grad_norm: 3.9721 2020-08-14 02:24:11,013 - mmaction - INFO - Epoch [55][180/1253] lr: 3.000e-03, eta: 18:54:01, time: 0.667, data_time: 0.008, memory: 4947, top1_acc: 0.6568, top5_acc: 0.8419, loss_cls: 1.4463, loss: 1.4463, grad_norm: 3.9979 2020-08-14 02:24:25,694 - mmaction - INFO - Epoch [55][200/1253] lr: 3.000e-03, eta: 18:53:29, time: 0.735, data_time: 0.004, memory: 4947, top1_acc: 0.6570, top5_acc: 0.8531, loss_cls: 1.4052, loss: 1.4052, grad_norm: 3.9122 2020-08-14 02:24:38,631 - mmaction - INFO - Epoch [55][220/1253] lr: 3.000e-03, eta: 18:52:56, time: 0.644, data_time: 0.008, memory: 4947, top1_acc: 0.6430, top5_acc: 0.8505, loss_cls: 1.4360, loss: 1.4360, grad_norm: 3.9848 2020-08-14 02:24:53,281 - mmaction - INFO - Epoch [55][240/1253] lr: 3.000e-03, eta: 18:52:25, time: 0.734, data_time: 0.007, memory: 4947, top1_acc: 0.6417, top5_acc: 0.8505, loss_cls: 1.4524, loss: 1.4524, grad_norm: 4.0610 2020-08-14 02:25:07,131 - mmaction - INFO - Epoch [55][260/1253] lr: 3.000e-03, eta: 18:51:53, time: 0.690, data_time: 0.008, memory: 4947, top1_acc: 0.6349, top5_acc: 0.8411, loss_cls: 1.4893, loss: 1.4893, grad_norm: 4.1241 2020-08-14 02:25:21,051 - mmaction - INFO - Epoch [55][280/1253] lr: 3.000e-03, eta: 18:51:21, time: 0.700, data_time: 0.007, memory: 4947, top1_acc: 0.6529, top5_acc: 0.8503, loss_cls: 1.4220, loss: 1.4220, grad_norm: 3.9306 2020-08-14 02:25:35,364 - mmaction - INFO - Epoch [55][300/1253] lr: 3.000e-03, eta: 18:50:50, time: 0.713, data_time: 0.006, memory: 4947, top1_acc: 0.6487, top5_acc: 0.8492, loss_cls: 1.4463, loss: 1.4463, grad_norm: 4.0020 2020-08-14 02:25:49,462 - mmaction - INFO - Epoch [55][320/1253] lr: 3.000e-03, eta: 18:50:18, time: 0.706, data_time: 0.006, memory: 4947, top1_acc: 0.6617, top5_acc: 0.8576, loss_cls: 1.3815, loss: 1.3815, grad_norm: 4.0233 2020-08-14 02:26:04,344 - mmaction - INFO - Epoch [55][340/1253] lr: 3.000e-03, eta: 18:49:47, time: 0.744, data_time: 0.008, memory: 4947, top1_acc: 0.6435, top5_acc: 0.8393, loss_cls: 1.4886, loss: 1.4886, grad_norm: 4.0273 2020-08-14 02:26:17,728 - mmaction - INFO - Epoch [55][360/1253] lr: 3.000e-03, eta: 18:49:15, time: 0.668, data_time: 0.007, memory: 4947, top1_acc: 0.6375, top5_acc: 0.8383, loss_cls: 1.4961, loss: 1.4961, grad_norm: 4.0790 2020-08-14 02:26:31,559 - mmaction - INFO - Epoch [55][380/1253] lr: 3.000e-03, eta: 18:48:43, time: 0.692, data_time: 0.005, memory: 4947, top1_acc: 0.6562, top5_acc: 0.8482, loss_cls: 1.4162, loss: 1.4162, grad_norm: 3.9347 2020-08-14 02:26:46,229 - mmaction - INFO - Epoch [55][400/1253] lr: 3.000e-03, eta: 18:48:11, time: 0.733, data_time: 0.006, memory: 4947, top1_acc: 0.6464, top5_acc: 0.8453, loss_cls: 1.4490, loss: 1.4490, grad_norm: 3.9436 2020-08-14 02:27:02,130 - mmaction - INFO - Epoch [55][420/1253] lr: 3.000e-03, eta: 18:47:41, time: 0.796, data_time: 0.009, memory: 4947, top1_acc: 0.6445, top5_acc: 0.8391, loss_cls: 1.4879, loss: 1.4879, grad_norm: 4.0506 2020-08-14 02:27:16,287 - mmaction - INFO - Epoch [55][440/1253] lr: 3.000e-03, eta: 18:47:10, time: 0.708, data_time: 0.007, memory: 4947, top1_acc: 0.6508, top5_acc: 0.8448, loss_cls: 1.4651, loss: 1.4651, grad_norm: 4.0339 2020-08-14 02:27:29,558 - mmaction - INFO - Epoch [55][460/1253] lr: 3.000e-03, eta: 18:46:37, time: 0.663, data_time: 0.004, memory: 4947, top1_acc: 0.6250, top5_acc: 0.8458, loss_cls: 1.4931, loss: 1.4931, grad_norm: 4.0904 2020-08-14 02:27:44,865 - mmaction - INFO - Epoch [55][480/1253] lr: 3.000e-03, eta: 18:46:07, time: 0.763, data_time: 0.006, memory: 4947, top1_acc: 0.6479, top5_acc: 0.8497, loss_cls: 1.4624, loss: 1.4624, grad_norm: 4.0327 2020-08-14 02:28:00,018 - mmaction - INFO - Epoch [55][500/1253] lr: 3.000e-03, eta: 18:45:36, time: 0.759, data_time: 0.007, memory: 4947, top1_acc: 0.6414, top5_acc: 0.8503, loss_cls: 1.4495, loss: 1.4495, grad_norm: 4.0560 2020-08-14 02:28:15,372 - mmaction - INFO - Epoch [55][520/1253] lr: 3.000e-03, eta: 18:45:05, time: 0.768, data_time: 0.006, memory: 4947, top1_acc: 0.6503, top5_acc: 0.8474, loss_cls: 1.4645, loss: 1.4645, grad_norm: 4.0564 2020-08-14 02:28:28,398 - mmaction - INFO - Epoch [55][540/1253] lr: 3.000e-03, eta: 18:44:33, time: 0.652, data_time: 0.005, memory: 4947, top1_acc: 0.6396, top5_acc: 0.8451, loss_cls: 1.4589, loss: 1.4589, grad_norm: 4.0972 2020-08-14 02:28:42,735 - mmaction - INFO - Epoch [55][560/1253] lr: 3.000e-03, eta: 18:44:01, time: 0.715, data_time: 0.008, memory: 4947, top1_acc: 0.6461, top5_acc: 0.8440, loss_cls: 1.4840, loss: 1.4840, grad_norm: 4.0808 2020-08-14 02:28:58,027 - mmaction - INFO - Epoch [55][580/1253] lr: 3.000e-03, eta: 18:43:31, time: 0.764, data_time: 0.006, memory: 4947, top1_acc: 0.6479, top5_acc: 0.8404, loss_cls: 1.4646, loss: 1.4646, grad_norm: 4.0768 2020-08-14 02:29:14,224 - mmaction - INFO - Epoch [55][600/1253] lr: 3.000e-03, eta: 18:43:01, time: 0.809, data_time: 0.008, memory: 4947, top1_acc: 0.6549, top5_acc: 0.8539, loss_cls: 1.4139, loss: 1.4139, grad_norm: 3.9668 2020-08-14 02:29:29,587 - mmaction - INFO - Epoch [55][620/1253] lr: 3.000e-03, eta: 18:42:30, time: 0.772, data_time: 0.007, memory: 4947, top1_acc: 0.6445, top5_acc: 0.8456, loss_cls: 1.5000, loss: 1.5000, grad_norm: 4.2455 2020-08-14 02:29:44,242 - mmaction - INFO - Epoch [55][640/1253] lr: 3.000e-03, eta: 18:41:59, time: 0.732, data_time: 0.005, memory: 4947, top1_acc: 0.6482, top5_acc: 0.8443, loss_cls: 1.4275, loss: 1.4275, grad_norm: 4.0246 2020-08-14 02:29:59,600 - mmaction - INFO - Epoch [55][660/1253] lr: 3.000e-03, eta: 18:41:29, time: 0.769, data_time: 0.004, memory: 4947, top1_acc: 0.6510, top5_acc: 0.8456, loss_cls: 1.4447, loss: 1.4447, grad_norm: 3.9681 2020-08-14 02:30:13,855 - mmaction - INFO - Epoch [55][680/1253] lr: 3.000e-03, eta: 18:40:57, time: 0.709, data_time: 0.007, memory: 4947, top1_acc: 0.6437, top5_acc: 0.8445, loss_cls: 1.4631, loss: 1.4631, grad_norm: 4.0835 2020-08-14 02:30:28,422 - mmaction - INFO - Epoch [55][700/1253] lr: 3.000e-03, eta: 18:40:26, time: 0.730, data_time: 0.006, memory: 4947, top1_acc: 0.6497, top5_acc: 0.8404, loss_cls: 1.4551, loss: 1.4551, grad_norm: 3.9620 2020-08-14 02:30:42,753 - mmaction - INFO - Epoch [55][720/1253] lr: 3.000e-03, eta: 18:39:55, time: 0.718, data_time: 0.007, memory: 4947, top1_acc: 0.6466, top5_acc: 0.8487, loss_cls: 1.4894, loss: 1.4894, grad_norm: 4.1618 2020-08-14 02:30:59,532 - mmaction - INFO - Epoch [55][740/1253] lr: 3.000e-03, eta: 18:39:26, time: 0.841, data_time: 0.006, memory: 4947, top1_acc: 0.6609, top5_acc: 0.8435, loss_cls: 1.4468, loss: 1.4468, grad_norm: 4.0155 2020-08-14 02:31:13,389 - mmaction - INFO - Epoch [55][760/1253] lr: 3.000e-03, eta: 18:38:54, time: 0.690, data_time: 0.009, memory: 4947, top1_acc: 0.6677, top5_acc: 0.8539, loss_cls: 1.3941, loss: 1.3941, grad_norm: 3.9805 2020-08-14 02:31:29,398 - mmaction - INFO - Epoch [55][780/1253] lr: 3.000e-03, eta: 18:38:24, time: 0.803, data_time: 0.006, memory: 4947, top1_acc: 0.6505, top5_acc: 0.8484, loss_cls: 1.4326, loss: 1.4326, grad_norm: 3.9534 2020-08-14 02:31:44,970 - mmaction - INFO - Epoch [55][800/1253] lr: 3.000e-03, eta: 18:37:54, time: 0.772, data_time: 0.008, memory: 4947, top1_acc: 0.6542, top5_acc: 0.8469, loss_cls: 1.4234, loss: 1.4234, grad_norm: 4.0347 2020-08-14 02:31:58,578 - mmaction - INFO - Epoch [55][820/1253] lr: 3.000e-03, eta: 18:37:22, time: 0.685, data_time: 0.008, memory: 4947, top1_acc: 0.6503, top5_acc: 0.8406, loss_cls: 1.4743, loss: 1.4743, grad_norm: 4.0629 2020-08-14 02:32:14,309 - mmaction - INFO - Epoch [55][840/1253] lr: 3.000e-03, eta: 18:36:52, time: 0.784, data_time: 0.008, memory: 4947, top1_acc: 0.6547, top5_acc: 0.8495, loss_cls: 1.4536, loss: 1.4536, grad_norm: 4.0828 2020-08-14 02:32:29,646 - mmaction - INFO - Epoch [55][860/1253] lr: 3.000e-03, eta: 18:36:21, time: 0.770, data_time: 0.007, memory: 4947, top1_acc: 0.6411, top5_acc: 0.8297, loss_cls: 1.5274, loss: 1.5274, grad_norm: 4.0829 2020-08-14 02:32:44,754 - mmaction - INFO - Epoch [55][880/1253] lr: 3.000e-03, eta: 18:35:51, time: 0.752, data_time: 0.007, memory: 4947, top1_acc: 0.6562, top5_acc: 0.8529, loss_cls: 1.4333, loss: 1.4333, grad_norm: 4.0546 2020-08-14 02:32:59,530 - mmaction - INFO - Epoch [55][900/1253] lr: 3.000e-03, eta: 18:35:20, time: 0.742, data_time: 0.007, memory: 4947, top1_acc: 0.6521, top5_acc: 0.8469, loss_cls: 1.4350, loss: 1.4350, grad_norm: 4.0634 2020-08-14 02:33:13,388 - mmaction - INFO - Epoch [55][920/1253] lr: 3.000e-03, eta: 18:34:48, time: 0.692, data_time: 0.007, memory: 4947, top1_acc: 0.6427, top5_acc: 0.8471, loss_cls: 1.4542, loss: 1.4542, grad_norm: 4.1246 2020-08-14 02:33:28,691 - mmaction - INFO - Epoch [55][940/1253] lr: 3.000e-03, eta: 18:34:18, time: 0.765, data_time: 0.003, memory: 4947, top1_acc: 0.6521, top5_acc: 0.8510, loss_cls: 1.4500, loss: 1.4500, grad_norm: 4.1129 2020-08-14 02:33:43,086 - mmaction - INFO - Epoch [55][960/1253] lr: 3.000e-03, eta: 18:33:46, time: 0.717, data_time: 0.007, memory: 4947, top1_acc: 0.6354, top5_acc: 0.8458, loss_cls: 1.4897, loss: 1.4897, grad_norm: 4.1184 2020-08-14 02:33:57,877 - mmaction - INFO - Epoch [55][980/1253] lr: 3.000e-03, eta: 18:33:16, time: 0.739, data_time: 0.009, memory: 4947, top1_acc: 0.6393, top5_acc: 0.8474, loss_cls: 1.4742, loss: 1.4742, grad_norm: 4.1323 2020-08-14 02:34:13,360 - mmaction - INFO - Epoch [55][1000/1253] lr: 3.000e-03, eta: 18:32:45, time: 0.775, data_time: 0.007, memory: 4947, top1_acc: 0.6586, top5_acc: 0.8500, loss_cls: 1.4312, loss: 1.4312, grad_norm: 4.0240 2020-08-14 02:34:28,741 - mmaction - INFO - Epoch [55][1020/1253] lr: 3.000e-03, eta: 18:32:15, time: 0.771, data_time: 0.008, memory: 4947, top1_acc: 0.6419, top5_acc: 0.8432, loss_cls: 1.4573, loss: 1.4573, grad_norm: 4.0386 2020-08-14 02:34:44,125 - mmaction - INFO - Epoch [55][1040/1253] lr: 3.000e-03, eta: 18:31:45, time: 0.768, data_time: 0.005, memory: 4947, top1_acc: 0.6555, top5_acc: 0.8549, loss_cls: 1.4360, loss: 1.4360, grad_norm: 4.0188 2020-08-14 02:34:58,697 - mmaction - INFO - Epoch [55][1060/1253] lr: 3.000e-03, eta: 18:31:14, time: 0.728, data_time: 0.008, memory: 4947, top1_acc: 0.6641, top5_acc: 0.8424, loss_cls: 1.4345, loss: 1.4345, grad_norm: 3.9440 2020-08-14 02:35:14,836 - mmaction - INFO - Epoch [55][1080/1253] lr: 3.000e-03, eta: 18:30:44, time: 0.806, data_time: 0.007, memory: 4947, top1_acc: 0.6526, top5_acc: 0.8372, loss_cls: 1.4731, loss: 1.4731, grad_norm: 4.0784 2020-08-14 02:35:29,131 - mmaction - INFO - Epoch [55][1100/1253] lr: 3.000e-03, eta: 18:30:13, time: 0.717, data_time: 0.008, memory: 4947, top1_acc: 0.6487, top5_acc: 0.8484, loss_cls: 1.4396, loss: 1.4396, grad_norm: 4.1080 2020-08-14 02:35:43,495 - mmaction - INFO - Epoch [55][1120/1253] lr: 3.000e-03, eta: 18:29:42, time: 0.716, data_time: 0.004, memory: 4947, top1_acc: 0.6471, top5_acc: 0.8529, loss_cls: 1.4463, loss: 1.4463, grad_norm: 4.0264 2020-08-14 02:35:59,620 - mmaction - INFO - Epoch [55][1140/1253] lr: 3.000e-03, eta: 18:29:12, time: 0.807, data_time: 0.008, memory: 4947, top1_acc: 0.6482, top5_acc: 0.8510, loss_cls: 1.4436, loss: 1.4436, grad_norm: 4.0546 2020-08-14 02:36:13,662 - mmaction - INFO - Epoch [55][1160/1253] lr: 3.000e-03, eta: 18:28:41, time: 0.701, data_time: 0.005, memory: 4947, top1_acc: 0.6453, top5_acc: 0.8466, loss_cls: 1.4634, loss: 1.4634, grad_norm: 4.0876 2020-08-14 02:36:29,022 - mmaction - INFO - Epoch [55][1180/1253] lr: 3.000e-03, eta: 18:28:10, time: 0.769, data_time: 0.008, memory: 4947, top1_acc: 0.6458, top5_acc: 0.8417, loss_cls: 1.4436, loss: 1.4436, grad_norm: 4.0669 2020-08-14 02:36:42,895 - mmaction - INFO - Epoch [55][1200/1253] lr: 3.000e-03, eta: 18:27:39, time: 0.693, data_time: 0.007, memory: 4947, top1_acc: 0.6578, top5_acc: 0.8513, loss_cls: 1.4224, loss: 1.4224, grad_norm: 3.9733 2020-08-14 02:36:57,807 - mmaction - INFO - Epoch [55][1220/1253] lr: 3.000e-03, eta: 18:27:08, time: 0.746, data_time: 0.008, memory: 4947, top1_acc: 0.6484, top5_acc: 0.8477, loss_cls: 1.4494, loss: 1.4494, grad_norm: 4.0803 2020-08-14 02:41:55,931 - mmaction - INFO - Epoch [55][1240/1253] lr: 3.000e-03, eta: 18:30:29, time: 14.906, data_time: 0.007, memory: 4947, top1_acc: 0.6453, top5_acc: 0.8477, loss_cls: 1.4602, loss: 1.4602, grad_norm: 4.0828 2020-08-14 02:42:02,886 - mmaction - INFO - Saving checkpoint at 55 epochs 2020-08-14 02:48:38,926 - mmaction - INFO - Epoch [56][20/1253] lr: 3.000e-03, eta: 18:34:42, time: 19.772, data_time: 2.952, memory: 4947, top1_acc: 0.6565, top5_acc: 0.8430, loss_cls: 1.4190, loss: 1.4190, grad_norm: 4.0296 2020-08-14 02:48:51,202 - mmaction - INFO - Epoch [56][40/1253] lr: 3.000e-03, eta: 18:34:09, time: 0.619, data_time: 0.009, memory: 4947, top1_acc: 0.6576, top5_acc: 0.8495, loss_cls: 1.4194, loss: 1.4194, grad_norm: 4.0313 2020-08-14 02:49:03,766 - mmaction - INFO - Epoch [56][60/1253] lr: 3.000e-03, eta: 18:33:36, time: 0.623, data_time: 0.005, memory: 4947, top1_acc: 0.6568, top5_acc: 0.8521, loss_cls: 1.4518, loss: 1.4518, grad_norm: 4.0980 2020-08-14 02:49:16,169 - mmaction - INFO - Epoch [56][80/1253] lr: 3.000e-03, eta: 18:33:03, time: 0.625, data_time: 0.008, memory: 4947, top1_acc: 0.6576, top5_acc: 0.8484, loss_cls: 1.4053, loss: 1.4053, grad_norm: 4.0552 2020-08-14 02:49:28,588 - mmaction - INFO - Epoch [56][100/1253] lr: 3.000e-03, eta: 18:32:30, time: 0.618, data_time: 0.005, memory: 4947, top1_acc: 0.6443, top5_acc: 0.8362, loss_cls: 1.4940, loss: 1.4940, grad_norm: 4.1146 2020-08-14 02:49:42,536 - mmaction - INFO - Epoch [56][120/1253] lr: 3.000e-03, eta: 18:31:59, time: 0.699, data_time: 0.010, memory: 4947, top1_acc: 0.6643, top5_acc: 0.8547, loss_cls: 1.3949, loss: 1.3949, grad_norm: 3.9307 2020-08-14 02:49:55,895 - mmaction - INFO - Epoch [56][140/1253] lr: 3.000e-03, eta: 18:31:26, time: 0.664, data_time: 0.006, memory: 4947, top1_acc: 0.6518, top5_acc: 0.8490, loss_cls: 1.4169, loss: 1.4169, grad_norm: 4.0165 2020-08-14 02:50:09,567 - mmaction - INFO - Epoch [56][160/1253] lr: 3.000e-03, eta: 18:30:54, time: 0.687, data_time: 0.007, memory: 4947, top1_acc: 0.6576, top5_acc: 0.8521, loss_cls: 1.4033, loss: 1.4033, grad_norm: 4.0932 2020-08-14 02:50:25,124 - mmaction - INFO - Epoch [56][180/1253] lr: 3.000e-03, eta: 18:30:24, time: 0.776, data_time: 0.008, memory: 4947, top1_acc: 0.6568, top5_acc: 0.8451, loss_cls: 1.4515, loss: 1.4515, grad_norm: 4.0836 2020-08-14 02:50:37,884 - mmaction - INFO - Epoch [56][200/1253] lr: 3.000e-03, eta: 18:29:52, time: 0.639, data_time: 0.006, memory: 4947, top1_acc: 0.6461, top5_acc: 0.8437, loss_cls: 1.4596, loss: 1.4596, grad_norm: 4.1362 2020-08-14 02:50:51,976 - mmaction - INFO - Epoch [56][220/1253] lr: 3.000e-03, eta: 18:29:20, time: 0.700, data_time: 0.007, memory: 4947, top1_acc: 0.6547, top5_acc: 0.8427, loss_cls: 1.4523, loss: 1.4523, grad_norm: 4.0144 2020-08-14 02:51:05,686 - mmaction - INFO - Epoch [56][240/1253] lr: 3.000e-03, eta: 18:28:48, time: 0.689, data_time: 0.013, memory: 4947, top1_acc: 0.6547, top5_acc: 0.8570, loss_cls: 1.4228, loss: 1.4228, grad_norm: 4.1148 2020-08-14 02:51:19,182 - mmaction - INFO - Epoch [56][260/1253] lr: 3.000e-03, eta: 18:28:16, time: 0.677, data_time: 0.009, memory: 4947, top1_acc: 0.6396, top5_acc: 0.8378, loss_cls: 1.4997, loss: 1.4997, grad_norm: 4.1563 2020-08-14 02:51:34,400 - mmaction - INFO - Epoch [56][280/1253] lr: 3.000e-03, eta: 18:27:46, time: 0.761, data_time: 0.005, memory: 4947, top1_acc: 0.6471, top5_acc: 0.8393, loss_cls: 1.4777, loss: 1.4777, grad_norm: 4.0853 2020-08-14 02:51:49,179 - mmaction - INFO - Epoch [56][300/1253] lr: 3.000e-03, eta: 18:27:15, time: 0.738, data_time: 0.007, memory: 4947, top1_acc: 0.6484, top5_acc: 0.8513, loss_cls: 1.4543, loss: 1.4543, grad_norm: 4.0533 2020-08-14 02:52:03,921 - mmaction - INFO - Epoch [56][320/1253] lr: 3.000e-03, eta: 18:26:44, time: 0.738, data_time: 0.004, memory: 4947, top1_acc: 0.6458, top5_acc: 0.8378, loss_cls: 1.4916, loss: 1.4916, grad_norm: 4.1559 2020-08-14 02:52:18,304 - mmaction - INFO - Epoch [56][340/1253] lr: 3.000e-03, eta: 18:26:13, time: 0.717, data_time: 0.008, memory: 4947, top1_acc: 0.6630, top5_acc: 0.8536, loss_cls: 1.3982, loss: 1.3982, grad_norm: 4.0523 2020-08-14 02:52:33,541 - mmaction - INFO - Epoch [56][360/1253] lr: 3.000e-03, eta: 18:25:42, time: 0.765, data_time: 0.007, memory: 4947, top1_acc: 0.6573, top5_acc: 0.8513, loss_cls: 1.4209, loss: 1.4209, grad_norm: 3.9961 2020-08-14 02:52:48,398 - mmaction - INFO - Epoch [56][380/1253] lr: 3.000e-03, eta: 18:25:11, time: 0.742, data_time: 0.005, memory: 4947, top1_acc: 0.6724, top5_acc: 0.8521, loss_cls: 1.3921, loss: 1.3921, grad_norm: 3.9909 2020-08-14 02:53:04,405 - mmaction - INFO - Epoch [56][400/1253] lr: 3.000e-03, eta: 18:24:41, time: 0.800, data_time: 0.007, memory: 4947, top1_acc: 0.6487, top5_acc: 0.8487, loss_cls: 1.4167, loss: 1.4167, grad_norm: 4.1023 2020-08-14 02:53:18,999 - mmaction - INFO - Epoch [56][420/1253] lr: 3.000e-03, eta: 18:24:10, time: 0.731, data_time: 0.005, memory: 4947, top1_acc: 0.6401, top5_acc: 0.8432, loss_cls: 1.4626, loss: 1.4626, grad_norm: 4.2570 2020-08-14 02:53:35,014 - mmaction - INFO - Epoch [56][440/1253] lr: 3.000e-03, eta: 18:23:40, time: 0.800, data_time: 0.005, memory: 4947, top1_acc: 0.6443, top5_acc: 0.8461, loss_cls: 1.4730, loss: 1.4730, grad_norm: 4.1112 2020-08-14 02:53:49,469 - mmaction - INFO - Epoch [56][460/1253] lr: 3.000e-03, eta: 18:23:09, time: 0.718, data_time: 0.007, memory: 4947, top1_acc: 0.6630, top5_acc: 0.8505, loss_cls: 1.4120, loss: 1.4120, grad_norm: 4.0766 2020-08-14 02:54:04,801 - mmaction - INFO - Epoch [56][480/1253] lr: 3.000e-03, eta: 18:22:39, time: 0.770, data_time: 0.008, memory: 4947, top1_acc: 0.6398, top5_acc: 0.8409, loss_cls: 1.4765, loss: 1.4765, grad_norm: 4.1379 2020-08-14 02:54:19,099 - mmaction - INFO - Epoch [56][500/1253] lr: 3.000e-03, eta: 18:22:08, time: 0.715, data_time: 0.007, memory: 4947, top1_acc: 0.6456, top5_acc: 0.8417, loss_cls: 1.4602, loss: 1.4602, grad_norm: 4.0839 2020-08-14 02:54:34,252 - mmaction - INFO - Epoch [56][520/1253] lr: 3.000e-03, eta: 18:21:37, time: 0.759, data_time: 0.008, memory: 4947, top1_acc: 0.6633, top5_acc: 0.8560, loss_cls: 1.3939, loss: 1.3939, grad_norm: 4.0442 2020-08-14 02:54:47,306 - mmaction - INFO - Epoch [56][540/1253] lr: 3.000e-03, eta: 18:21:05, time: 0.651, data_time: 0.004, memory: 4947, top1_acc: 0.6604, top5_acc: 0.8474, loss_cls: 1.4481, loss: 1.4481, grad_norm: 4.0843 2020-08-14 02:55:03,310 - mmaction - INFO - Epoch [56][560/1253] lr: 3.000e-03, eta: 18:20:35, time: 0.801, data_time: 0.008, memory: 4947, top1_acc: 0.6482, top5_acc: 0.8393, loss_cls: 1.4915, loss: 1.4915, grad_norm: 4.1309 2020-08-14 02:55:19,563 - mmaction - INFO - Epoch [56][580/1253] lr: 3.000e-03, eta: 18:20:06, time: 0.810, data_time: 0.003, memory: 4947, top1_acc: 0.6513, top5_acc: 0.8432, loss_cls: 1.4483, loss: 1.4483, grad_norm: 4.0154 2020-08-14 02:55:33,628 - mmaction - INFO - Epoch [56][600/1253] lr: 3.000e-03, eta: 18:19:34, time: 0.702, data_time: 0.009, memory: 4947, top1_acc: 0.6659, top5_acc: 0.8549, loss_cls: 1.3912, loss: 1.3912, grad_norm: 4.0540 2020-08-14 02:55:47,966 - mmaction - INFO - Epoch [56][620/1253] lr: 3.000e-03, eta: 18:19:03, time: 0.719, data_time: 0.030, memory: 4947, top1_acc: 0.6487, top5_acc: 0.8529, loss_cls: 1.4591, loss: 1.4591, grad_norm: 4.1041 2020-08-14 02:56:03,277 - mmaction - INFO - Epoch [56][640/1253] lr: 3.000e-03, eta: 18:18:33, time: 0.767, data_time: 0.007, memory: 4947, top1_acc: 0.6505, top5_acc: 0.8484, loss_cls: 1.4477, loss: 1.4477, grad_norm: 4.1380 2020-08-14 02:56:17,777 - mmaction - INFO - Epoch [56][660/1253] lr: 3.000e-03, eta: 18:18:02, time: 0.725, data_time: 0.008, memory: 4947, top1_acc: 0.6562, top5_acc: 0.8599, loss_cls: 1.3868, loss: 1.3868, grad_norm: 4.1968 2020-08-14 02:56:33,750 - mmaction - INFO - Epoch [56][680/1253] lr: 3.000e-03, eta: 18:17:32, time: 0.797, data_time: 0.006, memory: 4947, top1_acc: 0.6523, top5_acc: 0.8448, loss_cls: 1.4460, loss: 1.4460, grad_norm: 4.1800 2020-08-14 02:56:47,212 - mmaction - INFO - Epoch [56][700/1253] lr: 3.000e-03, eta: 18:17:00, time: 0.675, data_time: 0.005, memory: 4947, top1_acc: 0.6534, top5_acc: 0.8529, loss_cls: 1.4180, loss: 1.4180, grad_norm: 4.0795 2020-08-14 02:57:02,493 - mmaction - INFO - Epoch [56][720/1253] lr: 3.000e-03, eta: 18:16:30, time: 0.761, data_time: 0.006, memory: 4947, top1_acc: 0.6609, top5_acc: 0.8458, loss_cls: 1.4246, loss: 1.4246, grad_norm: 4.0796 2020-08-14 02:57:17,385 - mmaction - INFO - Epoch [56][740/1253] lr: 3.000e-03, eta: 18:15:59, time: 0.747, data_time: 0.007, memory: 4947, top1_acc: 0.6497, top5_acc: 0.8430, loss_cls: 1.4680, loss: 1.4680, grad_norm: 4.1019 2020-08-14 02:57:31,528 - mmaction - INFO - Epoch [56][760/1253] lr: 3.000e-03, eta: 18:15:28, time: 0.705, data_time: 0.007, memory: 4947, top1_acc: 0.6526, top5_acc: 0.8531, loss_cls: 1.4463, loss: 1.4463, grad_norm: 4.0389 2020-08-14 02:57:46,717 - mmaction - INFO - Epoch [56][780/1253] lr: 3.000e-03, eta: 18:14:58, time: 0.759, data_time: 0.006, memory: 4947, top1_acc: 0.6479, top5_acc: 0.8521, loss_cls: 1.4320, loss: 1.4320, grad_norm: 4.0793 2020-08-14 02:58:01,584 - mmaction - INFO - Epoch [56][800/1253] lr: 3.000e-03, eta: 18:14:27, time: 0.746, data_time: 0.008, memory: 4947, top1_acc: 0.6516, top5_acc: 0.8518, loss_cls: 1.4183, loss: 1.4183, grad_norm: 4.0811 2020-08-14 02:58:16,633 - mmaction - INFO - Epoch [56][820/1253] lr: 3.000e-03, eta: 18:13:57, time: 0.752, data_time: 0.003, memory: 4947, top1_acc: 0.6602, top5_acc: 0.8474, loss_cls: 1.4373, loss: 1.4373, grad_norm: 4.0943 2020-08-14 02:58:30,981 - mmaction - INFO - Epoch [56][840/1253] lr: 3.000e-03, eta: 18:13:26, time: 0.718, data_time: 0.002, memory: 4947, top1_acc: 0.6594, top5_acc: 0.8547, loss_cls: 1.4216, loss: 1.4216, grad_norm: 4.1337 2020-08-14 02:58:45,100 - mmaction - INFO - Epoch [56][860/1253] lr: 3.000e-03, eta: 18:12:54, time: 0.702, data_time: 0.007, memory: 4947, top1_acc: 0.6456, top5_acc: 0.8414, loss_cls: 1.4764, loss: 1.4764, grad_norm: 4.1544 2020-08-14 02:59:00,017 - mmaction - INFO - Epoch [56][880/1253] lr: 3.000e-03, eta: 18:12:24, time: 0.749, data_time: 0.006, memory: 4947, top1_acc: 0.6573, top5_acc: 0.8448, loss_cls: 1.4197, loss: 1.4197, grad_norm: 4.0042 2020-08-14 02:59:13,528 - mmaction - INFO - Epoch [56][900/1253] lr: 3.000e-03, eta: 18:11:52, time: 0.677, data_time: 0.005, memory: 4947, top1_acc: 0.6487, top5_acc: 0.8471, loss_cls: 1.4604, loss: 1.4604, grad_norm: 4.1029 2020-08-14 02:59:28,914 - mmaction - INFO - Epoch [56][920/1253] lr: 3.000e-03, eta: 18:11:22, time: 0.767, data_time: 0.007, memory: 4947, top1_acc: 0.6628, top5_acc: 0.8508, loss_cls: 1.4111, loss: 1.4111, grad_norm: 4.0541 2020-08-14 03:09:31,369 - mmaction - INFO - Epoch [56][940/1253] lr: 3.000e-03, eta: 18:18:38, time: 30.116, data_time: 17.516, memory: 4947, top1_acc: 0.6445, top5_acc: 0.8424, loss_cls: 1.4757, loss: 1.4757, grad_norm: 4.0773 2020-08-14 03:09:44,060 - mmaction - INFO - Epoch [56][960/1253] lr: 3.000e-03, eta: 18:18:05, time: 0.642, data_time: 0.021, memory: 4947, top1_acc: 0.6536, top5_acc: 0.8495, loss_cls: 1.4506, loss: 1.4506, grad_norm: 4.0069 2020-08-14 03:09:56,481 - mmaction - INFO - Epoch [56][980/1253] lr: 3.000e-03, eta: 18:17:33, time: 0.619, data_time: 0.005, memory: 4947, top1_acc: 0.6625, top5_acc: 0.8497, loss_cls: 1.4316, loss: 1.4316, grad_norm: 4.1040 2020-08-14 03:10:08,864 - mmaction - INFO - Epoch [56][1000/1253] lr: 3.000e-03, eta: 18:17:00, time: 0.620, data_time: 0.008, memory: 4947, top1_acc: 0.6581, top5_acc: 0.8484, loss_cls: 1.4455, loss: 1.4455, grad_norm: 4.0559 2020-08-14 03:10:21,092 - mmaction - INFO - Epoch [56][1020/1253] lr: 3.000e-03, eta: 18:16:27, time: 0.612, data_time: 0.004, memory: 4947, top1_acc: 0.6589, top5_acc: 0.8544, loss_cls: 1.3964, loss: 1.3964, grad_norm: 4.1455 2020-08-14 03:10:33,476 - mmaction - INFO - Epoch [56][1040/1253] lr: 3.000e-03, eta: 18:15:54, time: 0.620, data_time: 0.008, memory: 4947, top1_acc: 0.6526, top5_acc: 0.8430, loss_cls: 1.4570, loss: 1.4570, grad_norm: 4.1172 2020-08-14 03:10:46,625 - mmaction - INFO - Epoch [56][1060/1253] lr: 3.000e-03, eta: 18:15:22, time: 0.654, data_time: 0.008, memory: 4947, top1_acc: 0.6630, top5_acc: 0.8471, loss_cls: 1.4184, loss: 1.4184, grad_norm: 3.9994 2020-08-14 03:11:01,312 - mmaction - INFO - Epoch [56][1080/1253] lr: 3.000e-03, eta: 18:14:51, time: 0.738, data_time: 0.007, memory: 4947, top1_acc: 0.6557, top5_acc: 0.8549, loss_cls: 1.4440, loss: 1.4440, grad_norm: 4.1114 2020-08-14 03:11:14,816 - mmaction - INFO - Epoch [56][1100/1253] lr: 3.000e-03, eta: 18:14:19, time: 0.674, data_time: 0.008, memory: 4947, top1_acc: 0.6568, top5_acc: 0.8581, loss_cls: 1.3979, loss: 1.3979, grad_norm: 4.0826 2020-08-14 03:11:28,807 - mmaction - INFO - Epoch [56][1120/1253] lr: 3.000e-03, eta: 18:13:48, time: 0.700, data_time: 0.007, memory: 4947, top1_acc: 0.6482, top5_acc: 0.8492, loss_cls: 1.4401, loss: 1.4401, grad_norm: 4.1168 2020-08-14 03:11:43,955 - mmaction - INFO - Epoch [56][1140/1253] lr: 3.000e-03, eta: 18:13:17, time: 0.755, data_time: 0.007, memory: 4947, top1_acc: 0.6427, top5_acc: 0.8461, loss_cls: 1.4512, loss: 1.4512, grad_norm: 4.2089 2020-08-14 03:11:57,453 - mmaction - INFO - Epoch [56][1160/1253] lr: 3.000e-03, eta: 18:12:45, time: 0.678, data_time: 0.007, memory: 4947, top1_acc: 0.6523, top5_acc: 0.8503, loss_cls: 1.4412, loss: 1.4412, grad_norm: 4.1667 2020-08-14 03:12:11,046 - mmaction - INFO - Epoch [56][1180/1253] lr: 3.000e-03, eta: 18:12:14, time: 0.680, data_time: 0.008, memory: 4947, top1_acc: 0.6492, top5_acc: 0.8536, loss_cls: 1.4133, loss: 1.4133, grad_norm: 4.1075 2020-08-14 03:12:25,647 - mmaction - INFO - Epoch [56][1200/1253] lr: 3.000e-03, eta: 18:11:43, time: 0.730, data_time: 0.003, memory: 4947, top1_acc: 0.6490, top5_acc: 0.8456, loss_cls: 1.4727, loss: 1.4727, grad_norm: 4.2119 2020-08-14 03:12:41,547 - mmaction - INFO - Epoch [56][1220/1253] lr: 3.000e-03, eta: 18:11:13, time: 0.792, data_time: 0.006, memory: 4947, top1_acc: 0.6471, top5_acc: 0.8503, loss_cls: 1.4348, loss: 1.4348, grad_norm: 4.1468 2020-08-14 03:12:55,073 - mmaction - INFO - Epoch [56][1240/1253] lr: 3.000e-03, eta: 18:10:41, time: 0.677, data_time: 0.008, memory: 4947, top1_acc: 0.6573, top5_acc: 0.8424, loss_cls: 1.3988, loss: 1.3988, grad_norm: 4.0215 2020-08-14 03:13:04,970 - mmaction - INFO - Saving checkpoint at 56 epochs 2020-08-14 03:19:37,535 - mmaction - INFO - Epoch [57][20/1253] lr: 3.000e-03, eta: 18:14:39, time: 19.592, data_time: 18.877, memory: 4947, top1_acc: 0.6503, top5_acc: 0.8531, loss_cls: 1.4009, loss: 1.4009, grad_norm: 4.0657 2020-08-14 03:19:49,764 - mmaction - INFO - Epoch [57][40/1253] lr: 3.000e-03, eta: 18:14:06, time: 0.613, data_time: 0.006, memory: 4947, top1_acc: 0.6677, top5_acc: 0.8536, loss_cls: 1.3943, loss: 1.3943, grad_norm: 4.0450 2020-08-14 03:20:02,032 - mmaction - INFO - Epoch [57][60/1253] lr: 3.000e-03, eta: 18:13:33, time: 0.613, data_time: 0.006, memory: 4947, top1_acc: 0.6508, top5_acc: 0.8503, loss_cls: 1.4384, loss: 1.4384, grad_norm: 4.1847 2020-08-14 03:20:14,512 - mmaction - INFO - Epoch [57][80/1253] lr: 3.000e-03, eta: 18:13:00, time: 0.624, data_time: 0.004, memory: 4947, top1_acc: 0.6523, top5_acc: 0.8508, loss_cls: 1.4339, loss: 1.4339, grad_norm: 4.1634 2020-08-14 03:20:26,961 - mmaction - INFO - Epoch [57][100/1253] lr: 3.000e-03, eta: 18:12:27, time: 0.620, data_time: 0.009, memory: 4947, top1_acc: 0.6646, top5_acc: 0.8578, loss_cls: 1.3719, loss: 1.3719, grad_norm: 4.0163 2020-08-14 03:20:39,332 - mmaction - INFO - Epoch [57][120/1253] lr: 3.000e-03, eta: 18:11:55, time: 0.621, data_time: 0.007, memory: 4947, top1_acc: 0.6388, top5_acc: 0.8352, loss_cls: 1.4905, loss: 1.4905, grad_norm: 4.1355 2020-08-14 03:20:52,271 - mmaction - INFO - Epoch [57][140/1253] lr: 3.000e-03, eta: 18:11:22, time: 0.648, data_time: 0.008, memory: 4947, top1_acc: 0.6617, top5_acc: 0.8513, loss_cls: 1.4161, loss: 1.4161, grad_norm: 4.0297 2020-08-14 03:21:07,155 - mmaction - INFO - Epoch [57][160/1253] lr: 3.000e-03, eta: 18:10:52, time: 0.742, data_time: 0.008, memory: 4947, top1_acc: 0.6719, top5_acc: 0.8495, loss_cls: 1.3982, loss: 1.3982, grad_norm: 4.1107 2020-08-14 03:21:20,507 - mmaction - INFO - Epoch [57][180/1253] lr: 3.000e-03, eta: 18:10:20, time: 0.671, data_time: 0.008, memory: 4947, top1_acc: 0.6521, top5_acc: 0.8477, loss_cls: 1.4607, loss: 1.4607, grad_norm: 4.1442 2020-08-14 03:21:34,676 - mmaction - INFO - Epoch [57][200/1253] lr: 3.000e-03, eta: 18:09:48, time: 0.706, data_time: 0.005, memory: 4947, top1_acc: 0.6609, top5_acc: 0.8617, loss_cls: 1.3730, loss: 1.3730, grad_norm: 4.0486 2020-08-14 03:21:48,837 - mmaction - INFO - Epoch [57][220/1253] lr: 3.000e-03, eta: 18:09:17, time: 0.708, data_time: 0.006, memory: 4947, top1_acc: 0.6422, top5_acc: 0.8409, loss_cls: 1.4638, loss: 1.4638, grad_norm: 4.1580 2020-08-14 03:22:02,240 - mmaction - INFO - Epoch [57][240/1253] lr: 3.000e-03, eta: 18:08:45, time: 0.669, data_time: 0.007, memory: 4947, top1_acc: 0.6680, top5_acc: 0.8529, loss_cls: 1.4142, loss: 1.4142, grad_norm: 4.0227 2020-08-14 03:22:17,292 - mmaction - INFO - Epoch [57][260/1253] lr: 3.000e-03, eta: 18:08:14, time: 0.755, data_time: 0.007, memory: 4947, top1_acc: 0.6555, top5_acc: 0.8445, loss_cls: 1.4323, loss: 1.4323, grad_norm: 4.0755 2020-08-14 03:22:32,244 - mmaction - INFO - Epoch [57][280/1253] lr: 3.000e-03, eta: 18:07:44, time: 0.743, data_time: 0.007, memory: 4947, top1_acc: 0.6469, top5_acc: 0.8372, loss_cls: 1.4684, loss: 1.4684, grad_norm: 4.0836 2020-08-14 03:22:47,268 - mmaction - INFO - Epoch [57][300/1253] lr: 3.000e-03, eta: 18:07:13, time: 0.756, data_time: 0.008, memory: 4947, top1_acc: 0.6557, top5_acc: 0.8586, loss_cls: 1.3785, loss: 1.3785, grad_norm: 4.0482 2020-08-14 03:23:02,237 - mmaction - INFO - Epoch [57][320/1253] lr: 3.000e-03, eta: 18:06:42, time: 0.746, data_time: 0.005, memory: 4947, top1_acc: 0.6523, top5_acc: 0.8365, loss_cls: 1.4335, loss: 1.4335, grad_norm: 4.1391 2020-08-14 03:23:17,472 - mmaction - INFO - Epoch [57][340/1253] lr: 3.000e-03, eta: 18:06:12, time: 0.762, data_time: 0.008, memory: 4947, top1_acc: 0.6510, top5_acc: 0.8529, loss_cls: 1.4044, loss: 1.4044, grad_norm: 4.0994 2020-08-14 03:23:32,703 - mmaction - INFO - Epoch [57][360/1253] lr: 3.000e-03, eta: 18:05:42, time: 0.761, data_time: 0.009, memory: 4947, top1_acc: 0.6497, top5_acc: 0.8547, loss_cls: 1.4282, loss: 1.4282, grad_norm: 4.1718 2020-08-14 03:23:46,498 - mmaction - INFO - Epoch [57][380/1253] lr: 3.000e-03, eta: 18:05:10, time: 0.693, data_time: 0.007, memory: 4947, top1_acc: 0.6547, top5_acc: 0.8576, loss_cls: 1.4023, loss: 1.4023, grad_norm: 4.1178 2020-08-14 03:24:02,036 - mmaction - INFO - Epoch [57][400/1253] lr: 3.000e-03, eta: 18:04:40, time: 0.776, data_time: 0.004, memory: 4947, top1_acc: 0.6435, top5_acc: 0.8490, loss_cls: 1.4545, loss: 1.4545, grad_norm: 4.1957 2020-08-14 03:24:15,908 - mmaction - INFO - Epoch [57][420/1253] lr: 3.000e-03, eta: 18:04:08, time: 0.694, data_time: 0.007, memory: 4947, top1_acc: 0.6435, top5_acc: 0.8477, loss_cls: 1.4445, loss: 1.4445, grad_norm: 4.1606 2020-08-14 03:24:32,048 - mmaction - INFO - Epoch [57][440/1253] lr: 3.000e-03, eta: 18:03:39, time: 0.807, data_time: 0.003, memory: 4947, top1_acc: 0.6466, top5_acc: 0.8487, loss_cls: 1.4573, loss: 1.4573, grad_norm: 4.2331 2020-08-14 03:24:46,666 - mmaction - INFO - Epoch [57][460/1253] lr: 3.000e-03, eta: 18:03:08, time: 0.729, data_time: 0.008, memory: 4947, top1_acc: 0.6500, top5_acc: 0.8479, loss_cls: 1.4248, loss: 1.4248, grad_norm: 4.1014 2020-08-14 03:25:03,578 - mmaction - INFO - Epoch [57][480/1253] lr: 3.000e-03, eta: 18:02:39, time: 0.847, data_time: 0.005, memory: 4947, top1_acc: 0.6536, top5_acc: 0.8484, loss_cls: 1.4380, loss: 1.4380, grad_norm: 4.1183 2020-08-14 03:25:18,854 - mmaction - INFO - Epoch [57][500/1253] lr: 3.000e-03, eta: 18:02:08, time: 0.762, data_time: 0.002, memory: 4947, top1_acc: 0.6492, top5_acc: 0.8510, loss_cls: 1.4497, loss: 1.4497, grad_norm: 4.1350 2020-08-14 03:25:34,039 - mmaction - INFO - Epoch [57][520/1253] lr: 3.000e-03, eta: 18:01:38, time: 0.761, data_time: 0.008, memory: 4947, top1_acc: 0.6409, top5_acc: 0.8393, loss_cls: 1.4613, loss: 1.4613, grad_norm: 4.1606 2020-08-14 03:25:50,320 - mmaction - INFO - Epoch [57][540/1253] lr: 3.000e-03, eta: 18:01:08, time: 0.814, data_time: 0.008, memory: 4947, top1_acc: 0.6602, top5_acc: 0.8549, loss_cls: 1.3968, loss: 1.3968, grad_norm: 4.0643 2020-08-14 03:26:04,760 - mmaction - INFO - Epoch [57][560/1253] lr: 3.000e-03, eta: 18:00:38, time: 0.721, data_time: 0.003, memory: 4947, top1_acc: 0.6477, top5_acc: 0.8474, loss_cls: 1.4359, loss: 1.4359, grad_norm: 4.0997 2020-08-14 03:26:20,058 - mmaction - INFO - Epoch [57][580/1253] lr: 3.000e-03, eta: 18:00:07, time: 0.761, data_time: 0.009, memory: 4947, top1_acc: 0.6568, top5_acc: 0.8419, loss_cls: 1.4462, loss: 1.4462, grad_norm: 4.1616 2020-08-14 03:26:35,863 - mmaction - INFO - Epoch [57][600/1253] lr: 3.000e-03, eta: 17:59:37, time: 0.795, data_time: 0.007, memory: 4947, top1_acc: 0.6461, top5_acc: 0.8430, loss_cls: 1.4841, loss: 1.4841, grad_norm: 4.2165 2020-08-14 03:26:51,941 - mmaction - INFO - Epoch [57][620/1253] lr: 3.000e-03, eta: 17:59:08, time: 0.804, data_time: 0.007, memory: 4947, top1_acc: 0.6544, top5_acc: 0.8508, loss_cls: 1.4186, loss: 1.4186, grad_norm: 4.1630 2020-08-14 03:27:07,258 - mmaction - INFO - Epoch [57][640/1253] lr: 3.000e-03, eta: 17:58:37, time: 0.762, data_time: 0.007, memory: 4947, top1_acc: 0.6599, top5_acc: 0.8471, loss_cls: 1.4444, loss: 1.4444, grad_norm: 4.1113 2020-08-14 03:27:22,286 - mmaction - INFO - Epoch [57][660/1253] lr: 3.000e-03, eta: 17:58:07, time: 0.755, data_time: 0.007, memory: 4947, top1_acc: 0.6602, top5_acc: 0.8487, loss_cls: 1.4343, loss: 1.4343, grad_norm: 4.0382 2020-08-14 03:27:39,142 - mmaction - INFO - Epoch [57][680/1253] lr: 3.000e-03, eta: 17:57:38, time: 0.840, data_time: 0.006, memory: 4947, top1_acc: 0.6562, top5_acc: 0.8542, loss_cls: 1.4247, loss: 1.4247, grad_norm: 4.1124 2020-08-14 03:27:54,994 - mmaction - INFO - Epoch [57][700/1253] lr: 3.000e-03, eta: 17:57:08, time: 0.794, data_time: 0.007, memory: 4947, top1_acc: 0.6492, top5_acc: 0.8388, loss_cls: 1.4888, loss: 1.4888, grad_norm: 4.1597 2020-08-14 03:28:09,622 - mmaction - INFO - Epoch [57][720/1253] lr: 3.000e-03, eta: 17:56:37, time: 0.733, data_time: 0.007, memory: 4947, top1_acc: 0.6419, top5_acc: 0.8328, loss_cls: 1.4961, loss: 1.4961, grad_norm: 4.2484 2020-08-14 03:28:25,004 - mmaction - INFO - Epoch [57][740/1253] lr: 3.000e-03, eta: 17:56:07, time: 0.766, data_time: 0.006, memory: 4947, top1_acc: 0.6560, top5_acc: 0.8581, loss_cls: 1.4039, loss: 1.4039, grad_norm: 4.0793 2020-08-14 03:28:41,874 - mmaction - INFO - Epoch [57][760/1253] lr: 3.000e-03, eta: 17:55:38, time: 0.847, data_time: 0.008, memory: 4947, top1_acc: 0.6589, top5_acc: 0.8531, loss_cls: 1.3868, loss: 1.3868, grad_norm: 4.0823 2020-08-14 03:28:57,833 - mmaction - INFO - Epoch [57][780/1253] lr: 3.000e-03, eta: 17:55:08, time: 0.798, data_time: 0.005, memory: 4947, top1_acc: 0.6432, top5_acc: 0.8435, loss_cls: 1.4563, loss: 1.4563, grad_norm: 4.1928 2020-08-14 03:29:12,956 - mmaction - INFO - Epoch [57][800/1253] lr: 3.000e-03, eta: 17:54:38, time: 0.754, data_time: 0.008, memory: 4947, top1_acc: 0.6555, top5_acc: 0.8448, loss_cls: 1.4440, loss: 1.4440, grad_norm: 4.1487 2020-08-14 03:29:28,261 - mmaction - INFO - Epoch [57][820/1253] lr: 3.000e-03, eta: 17:54:08, time: 0.768, data_time: 0.008, memory: 4947, top1_acc: 0.6516, top5_acc: 0.8487, loss_cls: 1.4461, loss: 1.4461, grad_norm: 4.1186 2020-08-14 03:29:43,611 - mmaction - INFO - Epoch [57][840/1253] lr: 3.000e-03, eta: 17:53:38, time: 0.762, data_time: 0.005, memory: 4947, top1_acc: 0.6482, top5_acc: 0.8375, loss_cls: 1.4843, loss: 1.4843, grad_norm: 4.1614 2020-08-14 03:30:00,415 - mmaction - INFO - Epoch [57][860/1253] lr: 3.000e-03, eta: 17:53:09, time: 0.845, data_time: 0.008, memory: 4947, top1_acc: 0.6609, top5_acc: 0.8508, loss_cls: 1.4059, loss: 1.4059, grad_norm: 4.0773 2020-08-14 03:30:15,705 - mmaction - INFO - Epoch [57][880/1253] lr: 3.000e-03, eta: 17:52:39, time: 0.763, data_time: 0.006, memory: 4947, top1_acc: 0.6484, top5_acc: 0.8461, loss_cls: 1.4476, loss: 1.4476, grad_norm: 4.1338 2020-08-14 03:30:31,879 - mmaction - INFO - Epoch [57][900/1253] lr: 3.000e-03, eta: 17:52:09, time: 0.810, data_time: 0.005, memory: 4947, top1_acc: 0.6500, top5_acc: 0.8508, loss_cls: 1.4209, loss: 1.4209, grad_norm: 4.1737 2020-08-14 03:30:49,534 - mmaction - INFO - Epoch [57][920/1253] lr: 3.000e-03, eta: 17:51:41, time: 0.881, data_time: 0.005, memory: 4947, top1_acc: 0.6531, top5_acc: 0.8435, loss_cls: 1.4741, loss: 1.4741, grad_norm: 4.2506 2020-08-14 03:31:05,268 - mmaction - INFO - Epoch [57][940/1253] lr: 3.000e-03, eta: 17:51:11, time: 0.788, data_time: 0.005, memory: 4947, top1_acc: 0.6482, top5_acc: 0.8497, loss_cls: 1.4349, loss: 1.4349, grad_norm: 4.1467 2020-08-14 03:31:19,873 - mmaction - INFO - Epoch [57][960/1253] lr: 3.000e-03, eta: 17:50:40, time: 0.727, data_time: 0.009, memory: 4947, top1_acc: 0.6359, top5_acc: 0.8276, loss_cls: 1.5173, loss: 1.5173, grad_norm: 4.2297 2020-08-14 03:31:35,537 - mmaction - INFO - Epoch [57][980/1253] lr: 3.000e-03, eta: 17:50:10, time: 0.787, data_time: 0.009, memory: 4947, top1_acc: 0.6523, top5_acc: 0.8482, loss_cls: 1.4522, loss: 1.4522, grad_norm: 4.1253 2020-08-14 03:31:52,024 - mmaction - INFO - Epoch [57][1000/1253] lr: 3.000e-03, eta: 17:49:41, time: 0.820, data_time: 0.005, memory: 4947, top1_acc: 0.6586, top5_acc: 0.8549, loss_cls: 1.3839, loss: 1.3839, grad_norm: 4.0920 2020-08-14 03:32:07,073 - mmaction - INFO - Epoch [57][1020/1253] lr: 3.000e-03, eta: 17:49:11, time: 0.756, data_time: 0.008, memory: 4947, top1_acc: 0.6539, top5_acc: 0.8409, loss_cls: 1.4733, loss: 1.4733, grad_norm: 4.2315 2020-08-14 03:32:23,259 - mmaction - INFO - Epoch [57][1040/1253] lr: 3.000e-03, eta: 17:48:42, time: 0.810, data_time: 0.003, memory: 4947, top1_acc: 0.6628, top5_acc: 0.8451, loss_cls: 1.4200, loss: 1.4200, grad_norm: 4.1139 2020-08-14 03:32:38,141 - mmaction - INFO - Epoch [57][1060/1253] lr: 3.000e-03, eta: 17:48:11, time: 0.741, data_time: 0.005, memory: 4947, top1_acc: 0.6544, top5_acc: 0.8484, loss_cls: 1.4324, loss: 1.4324, grad_norm: 4.1225 2020-08-14 03:32:54,142 - mmaction - INFO - Epoch [57][1080/1253] lr: 3.000e-03, eta: 17:47:42, time: 0.802, data_time: 0.006, memory: 4947, top1_acc: 0.6591, top5_acc: 0.8562, loss_cls: 1.4124, loss: 1.4124, grad_norm: 4.1430 2020-08-14 03:33:11,203 - mmaction - INFO - Epoch [57][1100/1253] lr: 3.000e-03, eta: 17:47:13, time: 0.850, data_time: 0.007, memory: 4947, top1_acc: 0.6490, top5_acc: 0.8453, loss_cls: 1.4506, loss: 1.4506, grad_norm: 4.0667 2020-08-14 03:33:26,691 - mmaction - INFO - Epoch [57][1120/1253] lr: 3.000e-03, eta: 17:46:43, time: 0.778, data_time: 0.007, memory: 4947, top1_acc: 0.6516, top5_acc: 0.8385, loss_cls: 1.4775, loss: 1.4775, grad_norm: 4.1079 2020-08-14 03:33:42,640 - mmaction - INFO - Epoch [57][1140/1253] lr: 3.000e-03, eta: 17:46:13, time: 0.796, data_time: 0.006, memory: 4947, top1_acc: 0.6531, top5_acc: 0.8484, loss_cls: 1.4460, loss: 1.4460, grad_norm: 4.1073 2020-08-14 03:33:56,610 - mmaction - INFO - Epoch [57][1160/1253] lr: 3.000e-03, eta: 17:45:42, time: 0.699, data_time: 0.006, memory: 4947, top1_acc: 0.6479, top5_acc: 0.8430, loss_cls: 1.4583, loss: 1.4583, grad_norm: 4.2184 2020-08-14 03:34:12,105 - mmaction - INFO - Epoch [57][1180/1253] lr: 3.000e-03, eta: 17:45:12, time: 0.775, data_time: 0.007, memory: 4947, top1_acc: 0.6411, top5_acc: 0.8500, loss_cls: 1.4423, loss: 1.4423, grad_norm: 4.1808 2020-08-14 03:34:27,469 - mmaction - INFO - Epoch [57][1200/1253] lr: 3.000e-03, eta: 17:44:42, time: 0.766, data_time: 0.008, memory: 4947, top1_acc: 0.6458, top5_acc: 0.8474, loss_cls: 1.4548, loss: 1.4548, grad_norm: 4.1395 2020-08-14 03:34:43,801 - mmaction - INFO - Epoch [57][1220/1253] lr: 3.000e-03, eta: 17:44:13, time: 0.819, data_time: 0.007, memory: 4947, top1_acc: 0.6516, top5_acc: 0.8469, loss_cls: 1.4205, loss: 1.4205, grad_norm: 4.0435 2020-08-14 03:34:58,695 - mmaction - INFO - Epoch [57][1240/1253] lr: 3.000e-03, eta: 17:43:43, time: 0.746, data_time: 0.005, memory: 4947, top1_acc: 0.6560, top5_acc: 0.8396, loss_cls: 1.4720, loss: 1.4720, grad_norm: 4.1583 2020-08-14 03:35:09,379 - mmaction - INFO - Saving checkpoint at 57 epochs 2020-08-14 03:38:51,791 - mmaction - INFO - Epoch [58][20/1253] lr: 3.000e-03, eta: 17:45:22, time: 11.092, data_time: 9.670, memory: 4947, top1_acc: 0.6596, top5_acc: 0.8542, loss_cls: 1.4050, loss: 1.4050, grad_norm: 4.1577 2020-08-14 03:39:04,308 - mmaction - INFO - Epoch [58][40/1253] lr: 3.000e-03, eta: 17:44:49, time: 0.629, data_time: 0.006, memory: 4947, top1_acc: 0.6516, top5_acc: 0.8487, loss_cls: 1.4321, loss: 1.4321, grad_norm: 4.1601 2020-08-14 03:39:16,788 - mmaction - INFO - Epoch [58][60/1253] lr: 3.000e-03, eta: 17:44:17, time: 0.623, data_time: 0.006, memory: 4947, top1_acc: 0.6586, top5_acc: 0.8448, loss_cls: 1.4407, loss: 1.4407, grad_norm: 4.1529 2020-08-14 03:39:29,290 - mmaction - INFO - Epoch [58][80/1253] lr: 3.000e-03, eta: 17:43:45, time: 0.625, data_time: 0.004, memory: 4947, top1_acc: 0.6531, top5_acc: 0.8479, loss_cls: 1.4419, loss: 1.4419, grad_norm: 4.1112 2020-08-14 03:39:42,079 - mmaction - INFO - Epoch [58][100/1253] lr: 3.000e-03, eta: 17:43:13, time: 0.640, data_time: 0.008, memory: 4947, top1_acc: 0.6474, top5_acc: 0.8518, loss_cls: 1.4267, loss: 1.4267, grad_norm: 4.2328 2020-08-14 03:39:55,954 - mmaction - INFO - Epoch [58][120/1253] lr: 3.000e-03, eta: 17:42:42, time: 0.690, data_time: 0.009, memory: 4947, top1_acc: 0.6568, top5_acc: 0.8427, loss_cls: 1.4179, loss: 1.4179, grad_norm: 4.1307 2020-08-14 03:40:10,023 - mmaction - INFO - Epoch [58][140/1253] lr: 3.000e-03, eta: 17:42:11, time: 0.707, data_time: 0.007, memory: 4947, top1_acc: 0.6560, top5_acc: 0.8513, loss_cls: 1.4224, loss: 1.4224, grad_norm: 4.2332 2020-08-14 03:40:23,840 - mmaction - INFO - Epoch [58][160/1253] lr: 3.000e-03, eta: 17:41:40, time: 0.691, data_time: 0.007, memory: 4947, top1_acc: 0.6570, top5_acc: 0.8615, loss_cls: 1.3840, loss: 1.3840, grad_norm: 4.1654 2020-08-14 03:40:37,250 - mmaction - INFO - Epoch [58][180/1253] lr: 3.000e-03, eta: 17:41:08, time: 0.670, data_time: 0.008, memory: 4947, top1_acc: 0.6497, top5_acc: 0.8539, loss_cls: 1.4147, loss: 1.4147, grad_norm: 4.1577 2020-08-14 03:40:51,450 - mmaction - INFO - Epoch [58][200/1253] lr: 3.000e-03, eta: 17:40:37, time: 0.708, data_time: 0.004, memory: 4947, top1_acc: 0.6667, top5_acc: 0.8602, loss_cls: 1.3864, loss: 1.3864, grad_norm: 4.1401 2020-08-14 03:41:06,150 - mmaction - INFO - Epoch [58][220/1253] lr: 3.000e-03, eta: 17:40:07, time: 0.734, data_time: 0.008, memory: 4947, top1_acc: 0.6513, top5_acc: 0.8440, loss_cls: 1.4690, loss: 1.4690, grad_norm: 4.3020 2020-08-14 03:41:20,500 - mmaction - INFO - Epoch [58][240/1253] lr: 3.000e-03, eta: 17:39:36, time: 0.721, data_time: 0.007, memory: 4947, top1_acc: 0.6414, top5_acc: 0.8365, loss_cls: 1.4960, loss: 1.4960, grad_norm: 4.2184 2020-08-14 03:41:36,310 - mmaction - INFO - Epoch [58][260/1253] lr: 3.000e-03, eta: 17:39:07, time: 0.787, data_time: 0.007, memory: 4947, top1_acc: 0.6680, top5_acc: 0.8565, loss_cls: 1.3737, loss: 1.3737, grad_norm: 4.0246 2020-08-14 03:41:51,254 - mmaction - INFO - Epoch [58][280/1253] lr: 3.000e-03, eta: 17:38:36, time: 0.749, data_time: 0.007, memory: 4947, top1_acc: 0.6557, top5_acc: 0.8583, loss_cls: 1.4049, loss: 1.4049, grad_norm: 4.2171 2020-08-14 03:42:05,116 - mmaction - INFO - Epoch [58][300/1253] lr: 3.000e-03, eta: 17:38:05, time: 0.694, data_time: 0.007, memory: 4947, top1_acc: 0.6466, top5_acc: 0.8411, loss_cls: 1.4757, loss: 1.4757, grad_norm: 4.2383 2020-08-14 03:42:20,349 - mmaction - INFO - Epoch [58][320/1253] lr: 3.000e-03, eta: 17:37:35, time: 0.760, data_time: 0.007, memory: 4947, top1_acc: 0.6568, top5_acc: 0.8510, loss_cls: 1.4342, loss: 1.4342, grad_norm: 4.1908 2020-08-14 03:42:35,609 - mmaction - INFO - Epoch [58][340/1253] lr: 3.000e-03, eta: 17:37:05, time: 0.765, data_time: 0.009, memory: 4947, top1_acc: 0.6534, top5_acc: 0.8510, loss_cls: 1.4143, loss: 1.4143, grad_norm: 4.2240 2020-08-14 03:42:50,133 - mmaction - INFO - Epoch [58][360/1253] lr: 3.000e-03, eta: 17:36:35, time: 0.724, data_time: 0.006, memory: 4947, top1_acc: 0.6487, top5_acc: 0.8461, loss_cls: 1.4535, loss: 1.4535, grad_norm: 4.3094 2020-08-14 03:43:05,936 - mmaction - INFO - Epoch [58][380/1253] lr: 3.000e-03, eta: 17:36:05, time: 0.793, data_time: 0.006, memory: 4947, top1_acc: 0.6596, top5_acc: 0.8521, loss_cls: 1.4165, loss: 1.4165, grad_norm: 4.1472 2020-08-14 03:43:20,565 - mmaction - INFO - Epoch [58][400/1253] lr: 3.000e-03, eta: 17:35:35, time: 0.729, data_time: 0.005, memory: 4947, top1_acc: 0.6641, top5_acc: 0.8503, loss_cls: 1.4116, loss: 1.4116, grad_norm: 4.2404 2020-08-14 03:43:35,703 - mmaction - INFO - Epoch [58][420/1253] lr: 3.000e-03, eta: 17:35:05, time: 0.757, data_time: 0.007, memory: 4947, top1_acc: 0.6542, top5_acc: 0.8461, loss_cls: 1.4547, loss: 1.4547, grad_norm: 4.2915 2020-08-14 03:43:51,387 - mmaction - INFO - Epoch [58][440/1253] lr: 3.000e-03, eta: 17:34:35, time: 0.784, data_time: 0.010, memory: 4947, top1_acc: 0.6547, top5_acc: 0.8503, loss_cls: 1.4225, loss: 1.4225, grad_norm: 4.1903 2020-08-14 03:44:05,893 - mmaction - INFO - Epoch [58][460/1253] lr: 3.000e-03, eta: 17:34:05, time: 0.727, data_time: 0.007, memory: 4947, top1_acc: 0.6503, top5_acc: 0.8430, loss_cls: 1.4641, loss: 1.4641, grad_norm: 4.2089 2020-08-14 03:44:22,874 - mmaction - INFO - Epoch [58][480/1253] lr: 3.000e-03, eta: 17:33:36, time: 0.849, data_time: 0.007, memory: 4947, top1_acc: 0.6622, top5_acc: 0.8557, loss_cls: 1.3957, loss: 1.3957, grad_norm: 4.2150 2020-08-14 03:44:37,857 - mmaction - INFO - Epoch [58][500/1253] lr: 3.000e-03, eta: 17:33:06, time: 0.748, data_time: 0.005, memory: 4947, top1_acc: 0.6617, top5_acc: 0.8479, loss_cls: 1.4194, loss: 1.4194, grad_norm: 4.1606 2020-08-14 03:44:52,278 - mmaction - INFO - Epoch [58][520/1253] lr: 3.000e-03, eta: 17:32:35, time: 0.719, data_time: 0.007, memory: 4947, top1_acc: 0.6612, top5_acc: 0.8508, loss_cls: 1.3961, loss: 1.3961, grad_norm: 4.1055 2020-08-14 03:45:06,970 - mmaction - INFO - Epoch [58][540/1253] lr: 3.000e-03, eta: 17:32:05, time: 0.738, data_time: 0.007, memory: 4947, top1_acc: 0.6570, top5_acc: 0.8534, loss_cls: 1.3876, loss: 1.3876, grad_norm: 4.1165 2020-08-14 03:45:23,962 - mmaction - INFO - Epoch [58][560/1253] lr: 3.000e-03, eta: 17:31:36, time: 0.848, data_time: 0.009, memory: 4947, top1_acc: 0.6516, top5_acc: 0.8435, loss_cls: 1.4468, loss: 1.4468, grad_norm: 4.2706 2020-08-14 03:45:36,981 - mmaction - INFO - Epoch [58][580/1253] lr: 3.000e-03, eta: 17:31:05, time: 0.654, data_time: 0.007, memory: 4947, top1_acc: 0.6555, top5_acc: 0.8542, loss_cls: 1.4357, loss: 1.4357, grad_norm: 4.2597 2020-08-14 03:45:52,643 - mmaction - INFO - Epoch [58][600/1253] lr: 3.000e-03, eta: 17:30:35, time: 0.781, data_time: 0.004, memory: 4947, top1_acc: 0.6602, top5_acc: 0.8568, loss_cls: 1.3724, loss: 1.3724, grad_norm: 4.1276 2020-08-14 03:46:08,304 - mmaction - INFO - Epoch [58][620/1253] lr: 3.000e-03, eta: 17:30:06, time: 0.785, data_time: 0.004, memory: 4947, top1_acc: 0.6570, top5_acc: 0.8542, loss_cls: 1.3964, loss: 1.3964, grad_norm: 4.1191 2020-08-14 03:46:22,033 - mmaction - INFO - Epoch [58][640/1253] lr: 3.000e-03, eta: 17:29:35, time: 0.684, data_time: 0.006, memory: 4947, top1_acc: 0.6591, top5_acc: 0.8547, loss_cls: 1.3951, loss: 1.3951, grad_norm: 4.1489 2020-08-14 03:46:38,155 - mmaction - INFO - Epoch [58][660/1253] lr: 3.000e-03, eta: 17:29:06, time: 0.808, data_time: 0.007, memory: 4947, top1_acc: 0.6701, top5_acc: 0.8672, loss_cls: 1.3611, loss: 1.3611, grad_norm: 4.1072 2020-08-14 03:46:53,051 - mmaction - INFO - Epoch [58][680/1253] lr: 3.000e-03, eta: 17:28:35, time: 0.741, data_time: 0.005, memory: 4947, top1_acc: 0.6539, top5_acc: 0.8536, loss_cls: 1.4279, loss: 1.4279, grad_norm: 4.2615 2020-08-14 03:47:08,149 - mmaction - INFO - Epoch [58][700/1253] lr: 3.000e-03, eta: 17:28:05, time: 0.759, data_time: 0.007, memory: 4947, top1_acc: 0.6609, top5_acc: 0.8477, loss_cls: 1.4058, loss: 1.4058, grad_norm: 4.1655 2020-08-14 03:47:23,130 - mmaction - INFO - Epoch [58][720/1253] lr: 3.000e-03, eta: 17:27:35, time: 0.744, data_time: 0.005, memory: 4947, top1_acc: 0.6596, top5_acc: 0.8471, loss_cls: 1.4041, loss: 1.4041, grad_norm: 4.0639 2020-08-14 03:47:38,465 - mmaction - INFO - Epoch [58][740/1253] lr: 3.000e-03, eta: 17:27:06, time: 0.769, data_time: 0.007, memory: 4947, top1_acc: 0.6586, top5_acc: 0.8482, loss_cls: 1.4298, loss: 1.4298, grad_norm: 4.1399 2020-08-14 03:47:54,834 - mmaction - INFO - Epoch [58][760/1253] lr: 3.000e-03, eta: 17:26:37, time: 0.818, data_time: 0.008, memory: 4947, top1_acc: 0.6542, top5_acc: 0.8503, loss_cls: 1.4592, loss: 1.4592, grad_norm: 4.2661 2020-08-14 03:48:09,423 - mmaction - INFO - Epoch [58][780/1253] lr: 3.000e-03, eta: 17:26:06, time: 0.733, data_time: 0.007, memory: 4947, top1_acc: 0.6583, top5_acc: 0.8461, loss_cls: 1.4500, loss: 1.4500, grad_norm: 4.2030 2020-08-14 03:48:25,133 - mmaction - INFO - Epoch [58][800/1253] lr: 3.000e-03, eta: 17:25:37, time: 0.784, data_time: 0.008, memory: 4947, top1_acc: 0.6456, top5_acc: 0.8365, loss_cls: 1.4711, loss: 1.4711, grad_norm: 4.1829 2020-08-14 03:48:39,609 - mmaction - INFO - Epoch [58][820/1253] lr: 3.000e-03, eta: 17:25:06, time: 0.723, data_time: 0.005, memory: 4947, top1_acc: 0.6414, top5_acc: 0.8453, loss_cls: 1.4688, loss: 1.4688, grad_norm: 4.1895 2020-08-14 03:48:55,006 - mmaction - INFO - Epoch [58][840/1253] lr: 3.000e-03, eta: 17:24:37, time: 0.768, data_time: 0.009, memory: 4947, top1_acc: 0.6555, top5_acc: 0.8560, loss_cls: 1.4032, loss: 1.4032, grad_norm: 4.1841 2020-08-14 03:49:10,106 - mmaction - INFO - Epoch [58][860/1253] lr: 3.000e-03, eta: 17:24:07, time: 0.758, data_time: 0.007, memory: 4947, top1_acc: 0.6555, top5_acc: 0.8487, loss_cls: 1.4333, loss: 1.4333, grad_norm: 4.2330 2020-08-14 03:49:25,745 - mmaction - INFO - Epoch [58][880/1253] lr: 3.000e-03, eta: 17:23:37, time: 0.781, data_time: 0.005, memory: 4947, top1_acc: 0.6552, top5_acc: 0.8568, loss_cls: 1.4068, loss: 1.4068, grad_norm: 4.1735 2020-08-14 03:49:41,345 - mmaction - INFO - Epoch [58][900/1253] lr: 3.000e-03, eta: 17:23:08, time: 0.780, data_time: 0.006, memory: 4947, top1_acc: 0.6586, top5_acc: 0.8576, loss_cls: 1.4069, loss: 1.4069, grad_norm: 4.0837 2020-08-14 03:49:57,932 - mmaction - INFO - Epoch [58][920/1253] lr: 3.000e-03, eta: 17:22:39, time: 0.830, data_time: 0.007, memory: 4947, top1_acc: 0.6503, top5_acc: 0.8482, loss_cls: 1.4366, loss: 1.4366, grad_norm: 4.1707 2020-08-14 03:50:11,954 - mmaction - INFO - Epoch [58][940/1253] lr: 3.000e-03, eta: 17:22:08, time: 0.698, data_time: 0.005, memory: 4947, top1_acc: 0.6633, top5_acc: 0.8534, loss_cls: 1.3959, loss: 1.3959, grad_norm: 4.1263 2020-08-14 03:50:27,315 - mmaction - INFO - Epoch [58][960/1253] lr: 3.000e-03, eta: 17:21:39, time: 0.769, data_time: 0.010, memory: 4947, top1_acc: 0.6581, top5_acc: 0.8448, loss_cls: 1.4339, loss: 1.4339, grad_norm: 4.1488 2020-08-14 03:50:44,117 - mmaction - INFO - Epoch [58][980/1253] lr: 3.000e-03, eta: 17:21:10, time: 0.843, data_time: 0.007, memory: 4947, top1_acc: 0.6508, top5_acc: 0.8458, loss_cls: 1.4250, loss: 1.4250, grad_norm: 4.2011 2020-08-14 03:51:00,850 - mmaction - INFO - Epoch [58][1000/1253] lr: 3.000e-03, eta: 17:20:42, time: 0.837, data_time: 0.005, memory: 4947, top1_acc: 0.6568, top5_acc: 0.8508, loss_cls: 1.4139, loss: 1.4139, grad_norm: 4.2056 2020-08-14 03:51:14,407 - mmaction - INFO - Epoch [58][1020/1253] lr: 3.000e-03, eta: 17:20:11, time: 0.672, data_time: 0.006, memory: 4947, top1_acc: 0.6547, top5_acc: 0.8544, loss_cls: 1.4402, loss: 1.4402, grad_norm: 4.1799 2020-08-14 03:51:29,212 - mmaction - INFO - Epoch [58][1040/1253] lr: 3.000e-03, eta: 17:19:41, time: 0.746, data_time: 0.008, memory: 4947, top1_acc: 0.6661, top5_acc: 0.8531, loss_cls: 1.3947, loss: 1.3947, grad_norm: 4.0675 2020-08-14 03:51:45,262 - mmaction - INFO - Epoch [58][1060/1253] lr: 3.000e-03, eta: 17:19:11, time: 0.797, data_time: 0.004, memory: 4947, top1_acc: 0.6542, top5_acc: 0.8523, loss_cls: 1.4255, loss: 1.4255, grad_norm: 4.1906 2020-08-14 03:52:02,078 - mmaction - INFO - Epoch [58][1080/1253] lr: 3.000e-03, eta: 17:18:43, time: 0.846, data_time: 0.008, memory: 4947, top1_acc: 0.6477, top5_acc: 0.8424, loss_cls: 1.4695, loss: 1.4695, grad_norm: 4.1440 2020-08-14 03:52:16,796 - mmaction - INFO - Epoch [58][1100/1253] lr: 3.000e-03, eta: 17:18:13, time: 0.734, data_time: 0.003, memory: 4947, top1_acc: 0.6536, top5_acc: 0.8513, loss_cls: 1.4283, loss: 1.4283, grad_norm: 4.1205 2020-08-14 03:52:32,635 - mmaction - INFO - Epoch [58][1120/1253] lr: 3.000e-03, eta: 17:17:44, time: 0.793, data_time: 0.008, memory: 4947, top1_acc: 0.6625, top5_acc: 0.8534, loss_cls: 1.3880, loss: 1.3880, grad_norm: 4.1603 2020-08-14 03:52:46,393 - mmaction - INFO - Epoch [58][1140/1253] lr: 3.000e-03, eta: 17:17:13, time: 0.688, data_time: 0.005, memory: 4947, top1_acc: 0.6654, top5_acc: 0.8531, loss_cls: 1.3886, loss: 1.3886, grad_norm: 4.1452 2020-08-14 03:53:02,185 - mmaction - INFO - Epoch [58][1160/1253] lr: 3.000e-03, eta: 17:16:44, time: 0.792, data_time: 0.008, memory: 4947, top1_acc: 0.6534, top5_acc: 0.8456, loss_cls: 1.4738, loss: 1.4738, grad_norm: 4.2715 2020-08-14 03:53:17,855 - mmaction - INFO - Epoch [58][1180/1253] lr: 3.000e-03, eta: 17:16:14, time: 0.784, data_time: 0.004, memory: 4947, top1_acc: 0.6424, top5_acc: 0.8469, loss_cls: 1.4515, loss: 1.4515, grad_norm: 4.2207 2020-08-14 03:53:33,968 - mmaction - INFO - Epoch [58][1200/1253] lr: 3.000e-03, eta: 17:15:45, time: 0.805, data_time: 0.003, memory: 4947, top1_acc: 0.6513, top5_acc: 0.8477, loss_cls: 1.4590, loss: 1.4590, grad_norm: 4.2854 2020-08-14 03:56:45,965 - mmaction - INFO - Epoch [58][1220/1253] lr: 3.000e-03, eta: 17:17:24, time: 9.601, data_time: 0.008, memory: 4947, top1_acc: 0.6487, top5_acc: 0.8451, loss_cls: 1.4412, loss: 1.4412, grad_norm: 4.0930 2020-08-14 03:58:08,538 - mmaction - INFO - Epoch [58][1240/1253] lr: 3.000e-03, eta: 17:17:43, time: 4.127, data_time: 0.002, memory: 4947, top1_acc: 0.6578, top5_acc: 0.8518, loss_cls: 1.4232, loss: 1.4232, grad_norm: 4.2330 2020-08-14 03:58:15,732 - mmaction - INFO - Saving checkpoint at 58 epochs 2020-08-14 04:05:32,801 - mmaction - INFO - Epoch [59][20/1253] lr: 3.000e-03, eta: 17:21:51, time: 21.817, data_time: 5.545, memory: 4947, top1_acc: 0.6531, top5_acc: 0.8474, loss_cls: 1.4443, loss: 1.4443, grad_norm: 4.2802 2020-08-14 04:05:45,244 - mmaction - INFO - Epoch [59][40/1253] lr: 3.000e-03, eta: 17:21:19, time: 0.632, data_time: 0.027, memory: 4947, top1_acc: 0.6484, top5_acc: 0.8404, loss_cls: 1.4664, loss: 1.4664, grad_norm: 4.3121 2020-08-14 04:05:57,746 - mmaction - INFO - Epoch [59][60/1253] lr: 3.000e-03, eta: 17:20:47, time: 0.625, data_time: 0.006, memory: 4947, top1_acc: 0.6562, top5_acc: 0.8479, loss_cls: 1.4408, loss: 1.4408, grad_norm: 4.2755 2020-08-14 04:06:10,167 - mmaction - INFO - Epoch [59][80/1253] lr: 3.000e-03, eta: 17:20:15, time: 0.622, data_time: 0.004, memory: 4947, top1_acc: 0.6536, top5_acc: 0.8490, loss_cls: 1.4399, loss: 1.4399, grad_norm: 4.2940 2020-08-14 04:06:23,168 - mmaction - INFO - Epoch [59][100/1253] lr: 3.000e-03, eta: 17:19:44, time: 0.648, data_time: 0.005, memory: 4947, top1_acc: 0.6586, top5_acc: 0.8497, loss_cls: 1.4204, loss: 1.4204, grad_norm: 4.2133 2020-08-14 04:06:35,561 - mmaction - INFO - Epoch [59][120/1253] lr: 3.000e-03, eta: 17:19:12, time: 0.621, data_time: 0.006, memory: 4947, top1_acc: 0.6568, top5_acc: 0.8534, loss_cls: 1.4016, loss: 1.4016, grad_norm: 4.1464 2020-08-14 04:06:49,102 - mmaction - INFO - Epoch [59][140/1253] lr: 3.000e-03, eta: 17:18:41, time: 0.675, data_time: 0.003, memory: 4947, top1_acc: 0.6635, top5_acc: 0.8477, loss_cls: 1.4077, loss: 1.4077, grad_norm: 4.1589 2020-08-14 04:07:02,317 - mmaction - INFO - Epoch [59][160/1253] lr: 3.000e-03, eta: 17:18:10, time: 0.662, data_time: 0.008, memory: 4947, top1_acc: 0.6547, top5_acc: 0.8586, loss_cls: 1.3963, loss: 1.3963, grad_norm: 4.2441 2020-08-14 04:07:16,166 - mmaction - INFO - Epoch [59][180/1253] lr: 3.000e-03, eta: 17:17:39, time: 0.692, data_time: 0.008, memory: 4947, top1_acc: 0.6609, top5_acc: 0.8547, loss_cls: 1.4051, loss: 1.4051, grad_norm: 4.2103 2020-08-14 04:07:29,724 - mmaction - INFO - Epoch [59][200/1253] lr: 3.000e-03, eta: 17:17:08, time: 0.679, data_time: 0.004, memory: 4947, top1_acc: 0.6599, top5_acc: 0.8568, loss_cls: 1.3929, loss: 1.3929, grad_norm: 4.1602 2020-08-14 04:07:43,880 - mmaction - INFO - Epoch [59][220/1253] lr: 3.000e-03, eta: 17:16:37, time: 0.704, data_time: 0.006, memory: 4947, top1_acc: 0.6615, top5_acc: 0.8505, loss_cls: 1.4089, loss: 1.4089, grad_norm: 4.1840 2020-08-14 04:07:58,345 - mmaction - INFO - Epoch [59][240/1253] lr: 3.000e-03, eta: 17:16:07, time: 0.726, data_time: 0.007, memory: 4947, top1_acc: 0.6638, top5_acc: 0.8484, loss_cls: 1.4071, loss: 1.4071, grad_norm: 4.1855 2020-08-14 04:08:12,380 - mmaction - INFO - Epoch [59][260/1253] lr: 3.000e-03, eta: 17:15:36, time: 0.702, data_time: 0.010, memory: 4947, top1_acc: 0.6419, top5_acc: 0.8417, loss_cls: 1.4736, loss: 1.4736, grad_norm: 4.2550 2020-08-14 04:08:27,215 - mmaction - INFO - Epoch [59][280/1253] lr: 3.000e-03, eta: 17:15:06, time: 0.744, data_time: 0.007, memory: 4947, top1_acc: 0.6518, top5_acc: 0.8458, loss_cls: 1.4250, loss: 1.4250, grad_norm: 4.1790 2020-08-14 04:08:41,388 - mmaction - INFO - Epoch [59][300/1253] lr: 3.000e-03, eta: 17:14:35, time: 0.705, data_time: 0.007, memory: 4947, top1_acc: 0.6651, top5_acc: 0.8596, loss_cls: 1.3832, loss: 1.3832, grad_norm: 4.1905 2020-08-14 04:08:56,927 - mmaction - INFO - Epoch [59][320/1253] lr: 3.000e-03, eta: 17:14:06, time: 0.781, data_time: 0.006, memory: 4947, top1_acc: 0.6526, top5_acc: 0.8503, loss_cls: 1.4322, loss: 1.4322, grad_norm: 4.2677 2020-08-14 04:09:11,375 - mmaction - INFO - Epoch [59][340/1253] lr: 3.000e-03, eta: 17:13:35, time: 0.721, data_time: 0.005, memory: 4947, top1_acc: 0.6573, top5_acc: 0.8469, loss_cls: 1.4075, loss: 1.4075, grad_norm: 4.1336 2020-08-14 04:09:24,984 - mmaction - INFO - Epoch [59][360/1253] lr: 3.000e-03, eta: 17:13:04, time: 0.682, data_time: 0.006, memory: 4947, top1_acc: 0.6484, top5_acc: 0.8503, loss_cls: 1.4537, loss: 1.4537, grad_norm: 4.2274 2020-08-14 04:09:39,727 - mmaction - INFO - Epoch [59][380/1253] lr: 3.000e-03, eta: 17:12:34, time: 0.734, data_time: 0.006, memory: 4947, top1_acc: 0.6568, top5_acc: 0.8510, loss_cls: 1.4192, loss: 1.4192, grad_norm: 4.2577 2020-08-14 04:09:54,198 - mmaction - INFO - Epoch [59][400/1253] lr: 3.000e-03, eta: 17:12:04, time: 0.724, data_time: 0.007, memory: 4947, top1_acc: 0.6560, top5_acc: 0.8484, loss_cls: 1.4109, loss: 1.4109, grad_norm: 4.1003 2020-08-14 04:10:08,507 - mmaction - INFO - Epoch [59][420/1253] lr: 3.000e-03, eta: 17:11:33, time: 0.717, data_time: 0.007, memory: 4947, top1_acc: 0.6693, top5_acc: 0.8622, loss_cls: 1.3435, loss: 1.3435, grad_norm: 4.1033 2020-08-14 04:10:22,900 - mmaction - INFO - Epoch [59][440/1253] lr: 3.000e-03, eta: 17:11:03, time: 0.720, data_time: 0.008, memory: 4947, top1_acc: 0.6464, top5_acc: 0.8508, loss_cls: 1.4370, loss: 1.4370, grad_norm: 4.2378 2020-08-14 04:10:37,118 - mmaction - INFO - Epoch [59][460/1253] lr: 3.000e-03, eta: 17:10:33, time: 0.711, data_time: 0.005, memory: 4947, top1_acc: 0.6560, top5_acc: 0.8487, loss_cls: 1.4357, loss: 1.4357, grad_norm: 4.2364 2020-08-14 04:10:52,466 - mmaction - INFO - Epoch [59][480/1253] lr: 3.000e-03, eta: 17:10:03, time: 0.767, data_time: 0.008, memory: 4947, top1_acc: 0.6477, top5_acc: 0.8531, loss_cls: 1.4412, loss: 1.4412, grad_norm: 4.2537 2020-08-14 04:11:07,291 - mmaction - INFO - Epoch [59][500/1253] lr: 3.000e-03, eta: 17:09:33, time: 0.740, data_time: 0.005, memory: 4947, top1_acc: 0.6578, top5_acc: 0.8586, loss_cls: 1.3751, loss: 1.3751, grad_norm: 4.1557 2020-08-14 04:11:21,536 - mmaction - INFO - Epoch [59][520/1253] lr: 3.000e-03, eta: 17:09:02, time: 0.715, data_time: 0.008, memory: 4947, top1_acc: 0.6547, top5_acc: 0.8539, loss_cls: 1.4002, loss: 1.4002, grad_norm: 4.2313 2020-08-14 04:11:36,216 - mmaction - INFO - Epoch [59][540/1253] lr: 3.000e-03, eta: 17:08:32, time: 0.733, data_time: 0.006, memory: 4947, top1_acc: 0.6578, top5_acc: 0.8492, loss_cls: 1.4264, loss: 1.4264, grad_norm: 4.2342 2020-08-14 04:21:11,357 - mmaction - INFO - Epoch [59][560/1253] lr: 3.000e-03, eta: 17:14:41, time: 28.757, data_time: 0.005, memory: 4947, top1_acc: 0.6555, top5_acc: 0.8435, loss_cls: 1.4436, loss: 1.4436, grad_norm: 4.3193 2020-08-14 04:24:37,768 - mmaction - INFO - Epoch [59][580/1253] lr: 3.000e-03, eta: 17:16:26, time: 10.317, data_time: 0.004, memory: 4947, top1_acc: 0.6523, top5_acc: 0.8471, loss_cls: 1.4102, loss: 1.4102, grad_norm: 4.1909 2020-08-14 04:24:50,094 - mmaction - INFO - Epoch [59][600/1253] lr: 3.000e-03, eta: 17:15:54, time: 0.618, data_time: 0.007, memory: 4947, top1_acc: 0.6497, top5_acc: 0.8435, loss_cls: 1.4533, loss: 1.4533, grad_norm: 4.2035 2020-08-14 04:25:02,535 - mmaction - INFO - Epoch [59][620/1253] lr: 3.000e-03, eta: 17:15:22, time: 0.622, data_time: 0.006, memory: 4947, top1_acc: 0.6638, top5_acc: 0.8466, loss_cls: 1.4279, loss: 1.4279, grad_norm: 4.1810 2020-08-14 04:25:14,851 - mmaction - INFO - Epoch [59][640/1253] lr: 3.000e-03, eta: 17:14:50, time: 0.617, data_time: 0.004, memory: 4947, top1_acc: 0.6466, top5_acc: 0.8497, loss_cls: 1.4431, loss: 1.4431, grad_norm: 4.2768 2020-08-14 04:25:27,197 - mmaction - INFO - Epoch [59][660/1253] lr: 3.000e-03, eta: 17:14:18, time: 0.614, data_time: 0.008, memory: 4947, top1_acc: 0.6435, top5_acc: 0.8469, loss_cls: 1.4585, loss: 1.4585, grad_norm: 4.2275 2020-08-14 04:25:39,351 - mmaction - INFO - Epoch [59][680/1253] lr: 3.000e-03, eta: 17:13:46, time: 0.612, data_time: 0.007, memory: 4947, top1_acc: 0.6586, top5_acc: 0.8445, loss_cls: 1.4442, loss: 1.4442, grad_norm: 4.1868 2020-08-14 04:25:53,811 - mmaction - INFO - Epoch [59][700/1253] lr: 3.000e-03, eta: 17:13:15, time: 0.720, data_time: 0.007, memory: 4947, top1_acc: 0.6471, top5_acc: 0.8427, loss_cls: 1.4361, loss: 1.4361, grad_norm: 4.2554 2020-08-14 04:26:07,786 - mmaction - INFO - Epoch [59][720/1253] lr: 3.000e-03, eta: 17:12:45, time: 0.700, data_time: 0.007, memory: 4947, top1_acc: 0.6591, top5_acc: 0.8490, loss_cls: 1.4132, loss: 1.4132, grad_norm: 4.1850 2020-08-14 04:26:20,725 - mmaction - INFO - Epoch [59][740/1253] lr: 3.000e-03, eta: 17:12:13, time: 0.646, data_time: 0.007, memory: 4947, top1_acc: 0.6654, top5_acc: 0.8484, loss_cls: 1.3904, loss: 1.3904, grad_norm: 4.1666 2020-08-14 04:26:34,392 - mmaction - INFO - Epoch [59][760/1253] lr: 3.000e-03, eta: 17:11:42, time: 0.685, data_time: 0.011, memory: 4947, top1_acc: 0.6589, top5_acc: 0.8534, loss_cls: 1.3954, loss: 1.3954, grad_norm: 4.1814 2020-08-14 04:26:47,059 - mmaction - INFO - Epoch [59][780/1253] lr: 3.000e-03, eta: 17:11:10, time: 0.634, data_time: 0.007, memory: 4947, top1_acc: 0.6591, top5_acc: 0.8490, loss_cls: 1.4206, loss: 1.4206, grad_norm: 4.2167 2020-08-14 04:27:02,018 - mmaction - INFO - Epoch [59][800/1253] lr: 3.000e-03, eta: 17:10:40, time: 0.744, data_time: 0.009, memory: 4947, top1_acc: 0.6703, top5_acc: 0.8510, loss_cls: 1.3913, loss: 1.3913, grad_norm: 4.1361 2020-08-14 04:27:15,844 - mmaction - INFO - Epoch [59][820/1253] lr: 3.000e-03, eta: 17:10:09, time: 0.696, data_time: 0.007, memory: 4947, top1_acc: 0.6576, top5_acc: 0.8479, loss_cls: 1.4284, loss: 1.4284, grad_norm: 4.2278 2020-08-14 04:27:30,614 - mmaction - INFO - Epoch [59][840/1253] lr: 3.000e-03, eta: 17:09:39, time: 0.735, data_time: 0.007, memory: 4947, top1_acc: 0.6578, top5_acc: 0.8411, loss_cls: 1.4421, loss: 1.4421, grad_norm: 4.2495 2020-08-14 04:27:45,210 - mmaction - INFO - Epoch [59][860/1253] lr: 3.000e-03, eta: 17:09:08, time: 0.732, data_time: 0.009, memory: 4947, top1_acc: 0.6492, top5_acc: 0.8495, loss_cls: 1.4278, loss: 1.4278, grad_norm: 4.3410 2020-08-14 04:27:58,892 - mmaction - INFO - Epoch [59][880/1253] lr: 3.000e-03, eta: 17:08:37, time: 0.682, data_time: 0.007, memory: 4947, top1_acc: 0.6607, top5_acc: 0.8549, loss_cls: 1.4013, loss: 1.4013, grad_norm: 4.2495 2020-08-14 04:28:13,052 - mmaction - INFO - Epoch [59][900/1253] lr: 3.000e-03, eta: 17:08:07, time: 0.711, data_time: 0.010, memory: 4947, top1_acc: 0.6490, top5_acc: 0.8495, loss_cls: 1.4423, loss: 1.4423, grad_norm: 4.3137 2020-08-14 04:39:18,835 - mmaction - INFO - Epoch [59][920/1253] lr: 3.000e-03, eta: 17:15:14, time: 33.285, data_time: 0.008, memory: 4947, top1_acc: 0.6602, top5_acc: 0.8435, loss_cls: 1.4401, loss: 1.4401, grad_norm: 4.1740 2020-08-14 04:46:21,751 - mmaction - INFO - Epoch [59][940/1253] lr: 3.000e-03, eta: 17:19:30, time: 21.146, data_time: 0.006, memory: 4947, top1_acc: 0.6482, top5_acc: 0.8417, loss_cls: 1.4640, loss: 1.4640, grad_norm: 4.3458 2020-08-14 05:03:47,567 - mmaction - INFO - Epoch [59][960/1253] lr: 3.000e-03, eta: 17:31:03, time: 52.291, data_time: 0.007, memory: 4947, top1_acc: 0.6648, top5_acc: 0.8539, loss_cls: 1.3799, loss: 1.3799, grad_norm: 4.1880 2020-08-14 05:07:28,576 - mmaction - INFO - Epoch [59][980/1253] lr: 3.000e-03, eta: 17:32:56, time: 11.049, data_time: 0.017, memory: 4947, top1_acc: 0.6536, top5_acc: 0.8435, loss_cls: 1.4726, loss: 1.4726, grad_norm: 4.3184 2020-08-14 05:07:40,913 - mmaction - INFO - Epoch [59][1000/1253] lr: 3.000e-03, eta: 17:32:23, time: 0.618, data_time: 0.009, memory: 4947, top1_acc: 0.6372, top5_acc: 0.8349, loss_cls: 1.4932, loss: 1.4932, grad_norm: 4.2279 2020-08-14 05:07:53,175 - mmaction - INFO - Epoch [59][1020/1253] lr: 3.000e-03, eta: 17:31:50, time: 0.613, data_time: 0.009, memory: 4947, top1_acc: 0.6695, top5_acc: 0.8542, loss_cls: 1.3824, loss: 1.3824, grad_norm: 4.1443 2020-08-14 05:08:06,263 - mmaction - INFO - Epoch [59][1040/1253] lr: 3.000e-03, eta: 17:31:18, time: 0.656, data_time: 0.008, memory: 4947, top1_acc: 0.6607, top5_acc: 0.8534, loss_cls: 1.3966, loss: 1.3966, grad_norm: 4.2017 2020-08-14 05:08:18,646 - mmaction - INFO - Epoch [59][1060/1253] lr: 3.000e-03, eta: 17:30:45, time: 0.622, data_time: 0.008, memory: 4947, top1_acc: 0.6576, top5_acc: 0.8492, loss_cls: 1.4262, loss: 1.4262, grad_norm: 4.3029 2020-08-14 05:08:31,833 - mmaction - INFO - Epoch [59][1080/1253] lr: 3.000e-03, eta: 17:30:12, time: 0.659, data_time: 0.003, memory: 4947, top1_acc: 0.6542, top5_acc: 0.8542, loss_cls: 1.4133, loss: 1.4133, grad_norm: 4.2126 2020-08-14 05:08:45,043 - mmaction - INFO - Epoch [59][1100/1253] lr: 3.000e-03, eta: 17:29:40, time: 0.657, data_time: 0.006, memory: 4947, top1_acc: 0.6596, top5_acc: 0.8409, loss_cls: 1.4215, loss: 1.4215, grad_norm: 4.1917 2020-08-14 05:27:49,364 - mmaction - INFO - Epoch [59][1120/1253] lr: 3.000e-03, eta: 17:42:17, time: 57.214, data_time: 0.008, memory: 4947, top1_acc: 0.6570, top5_acc: 0.8576, loss_cls: 1.4054, loss: 1.4054, grad_norm: 4.2678 2020-08-14 05:41:08,422 - mmaction - INFO - Epoch [59][1140/1253] lr: 3.000e-03, eta: 17:50:53, time: 39.955, data_time: 13.581, memory: 4947, top1_acc: 0.6560, top5_acc: 0.8534, loss_cls: 1.4213, loss: 1.4213, grad_norm: 4.2181 2020-08-14 05:58:32,517 - mmaction - INFO - Epoch [59][1160/1253] lr: 3.000e-03, eta: 18:02:18, time: 52.206, data_time: 0.006, memory: 4947, top1_acc: 0.6531, top5_acc: 0.8490, loss_cls: 1.4425, loss: 1.4425, grad_norm: 4.2909 2020-08-14 06:13:28,478 - mmaction - INFO - Epoch [59][1180/1253] lr: 3.000e-03, eta: 18:11:59, time: 44.792, data_time: 0.005, memory: 4947, top1_acc: 0.6586, top5_acc: 0.8510, loss_cls: 1.4058, loss: 1.4058, grad_norm: 4.2348 2020-08-14 06:13:40,885 - mmaction - INFO - Epoch [59][1200/1253] lr: 3.000e-03, eta: 18:11:25, time: 0.628, data_time: 0.019, memory: 4947, top1_acc: 0.6667, top5_acc: 0.8607, loss_cls: 1.3491, loss: 1.3491, grad_norm: 4.2199 2020-08-14 06:13:53,079 - mmaction - INFO - Epoch [59][1220/1253] lr: 3.000e-03, eta: 18:10:50, time: 0.607, data_time: 0.008, memory: 4947, top1_acc: 0.6401, top5_acc: 0.8484, loss_cls: 1.4297, loss: 1.4297, grad_norm: 4.4147 2020-08-14 06:20:08,122 - mmaction - INFO - Epoch [59][1240/1253] lr: 3.000e-03, eta: 18:14:28, time: 18.754, data_time: 0.007, memory: 4947, top1_acc: 0.6578, top5_acc: 0.8443, loss_cls: 1.4491, loss: 1.4491, grad_norm: 4.2575 2020-08-14 06:30:10,904 - mmaction - INFO - Saving checkpoint at 59 epochs 2020-08-14 06:40:47,423 - mmaction - INFO - Epoch [60][20/1253] lr: 3.000e-03, eta: 18:20:38, time: 31.785, data_time: 28.529, memory: 4947, top1_acc: 0.6563, top5_acc: 0.8534, loss_cls: 1.3873, loss: 1.3873, grad_norm: 4.2317 2020-08-14 06:40:59,644 - mmaction - INFO - Epoch [60][40/1253] lr: 3.000e-03, eta: 18:20:03, time: 0.612, data_time: 0.010, memory: 4947, top1_acc: 0.6635, top5_acc: 0.8469, loss_cls: 1.4087, loss: 1.4087, grad_norm: 4.2437 2020-08-14 06:41:12,074 - mmaction - INFO - Epoch [60][60/1253] lr: 3.000e-03, eta: 18:19:28, time: 0.621, data_time: 0.009, memory: 4947, top1_acc: 0.6703, top5_acc: 0.8630, loss_cls: 1.3822, loss: 1.3822, grad_norm: 4.1884 2020-08-14 06:41:24,412 - mmaction - INFO - Epoch [60][80/1253] lr: 3.000e-03, eta: 18:18:53, time: 0.620, data_time: 0.007, memory: 4947, top1_acc: 0.6570, top5_acc: 0.8581, loss_cls: 1.4068, loss: 1.4068, grad_norm: 4.3396 2020-08-14 06:41:37,427 - mmaction - INFO - Epoch [60][100/1253] lr: 3.000e-03, eta: 18:18:18, time: 0.651, data_time: 0.007, memory: 4947, top1_acc: 0.6589, top5_acc: 0.8547, loss_cls: 1.3846, loss: 1.3846, grad_norm: 4.2079 2020-08-14 06:41:49,934 - mmaction - INFO - Epoch [60][120/1253] lr: 3.000e-03, eta: 18:17:43, time: 0.622, data_time: 0.006, memory: 4947, top1_acc: 0.6466, top5_acc: 0.8542, loss_cls: 1.4140, loss: 1.4140, grad_norm: 4.3163 2020-08-14 06:42:02,386 - mmaction - INFO - Epoch [60][140/1253] lr: 3.000e-03, eta: 18:17:09, time: 0.624, data_time: 0.009, memory: 4947, top1_acc: 0.6740, top5_acc: 0.8549, loss_cls: 1.3852, loss: 1.3852, grad_norm: 4.2114 2020-08-14 06:42:15,179 - mmaction - INFO - Epoch [60][160/1253] lr: 3.000e-03, eta: 18:16:34, time: 0.639, data_time: 0.009, memory: 4947, top1_acc: 0.6503, top5_acc: 0.8523, loss_cls: 1.4160, loss: 1.4160, grad_norm: 4.2658 2020-08-14 06:42:28,924 - mmaction - INFO - Epoch [60][180/1253] lr: 3.000e-03, eta: 18:16:00, time: 0.691, data_time: 0.007, memory: 4947, top1_acc: 0.6732, top5_acc: 0.8622, loss_cls: 1.3492, loss: 1.3492, grad_norm: 4.1861 2020-08-14 06:42:41,943 - mmaction - INFO - Epoch [60][200/1253] lr: 3.000e-03, eta: 18:15:26, time: 0.649, data_time: 0.005, memory: 4947, top1_acc: 0.6568, top5_acc: 0.8508, loss_cls: 1.4085, loss: 1.4085, grad_norm: 4.2826 2020-08-14 06:42:55,800 - mmaction - INFO - Epoch [60][220/1253] lr: 3.000e-03, eta: 18:14:52, time: 0.695, data_time: 0.007, memory: 4947, top1_acc: 0.6539, top5_acc: 0.8484, loss_cls: 1.4259, loss: 1.4259, grad_norm: 4.3164 2020-08-14 06:43:10,144 - mmaction - INFO - Epoch [60][240/1253] lr: 3.000e-03, eta: 18:14:18, time: 0.716, data_time: 0.008, memory: 4947, top1_acc: 0.6417, top5_acc: 0.8401, loss_cls: 1.4667, loss: 1.4667, grad_norm: 4.3023 2020-08-14 06:43:24,037 - mmaction - INFO - Epoch [60][260/1253] lr: 3.000e-03, eta: 18:13:44, time: 0.695, data_time: 0.006, memory: 4947, top1_acc: 0.6609, top5_acc: 0.8609, loss_cls: 1.3850, loss: 1.3850, grad_norm: 4.3084 2020-08-14 06:43:37,214 - mmaction - INFO - Epoch [60][280/1253] lr: 3.000e-03, eta: 18:13:10, time: 0.660, data_time: 0.008, memory: 4947, top1_acc: 0.6654, top5_acc: 0.8526, loss_cls: 1.3976, loss: 1.3976, grad_norm: 4.1898 2020-08-14 06:43:51,261 - mmaction - INFO - Epoch [60][300/1253] lr: 3.000e-03, eta: 18:12:36, time: 0.701, data_time: 0.007, memory: 4947, top1_acc: 0.6510, top5_acc: 0.8404, loss_cls: 1.4283, loss: 1.4283, grad_norm: 4.1758 2020-08-14 06:44:05,297 - mmaction - INFO - Epoch [60][320/1253] lr: 3.000e-03, eta: 18:12:03, time: 0.703, data_time: 0.005, memory: 4947, top1_acc: 0.6497, top5_acc: 0.8526, loss_cls: 1.4268, loss: 1.4268, grad_norm: 4.2975 2020-08-14 06:44:19,418 - mmaction - INFO - Epoch [60][340/1253] lr: 3.000e-03, eta: 18:11:29, time: 0.703, data_time: 0.008, memory: 4947, top1_acc: 0.6578, top5_acc: 0.8547, loss_cls: 1.4195, loss: 1.4195, grad_norm: 4.3043 2020-08-14 06:44:32,983 - mmaction - INFO - Epoch [60][360/1253] lr: 3.000e-03, eta: 18:10:55, time: 0.683, data_time: 0.008, memory: 4947, top1_acc: 0.6776, top5_acc: 0.8578, loss_cls: 1.3643, loss: 1.3643, grad_norm: 4.2336 2020-08-14 06:44:47,049 - mmaction - INFO - Epoch [60][380/1253] lr: 3.000e-03, eta: 18:10:22, time: 0.700, data_time: 0.005, memory: 4947, top1_acc: 0.6534, top5_acc: 0.8555, loss_cls: 1.4296, loss: 1.4296, grad_norm: 4.2834 2020-08-14 06:45:00,978 - mmaction - INFO - Epoch [60][400/1253] lr: 3.000e-03, eta: 18:09:48, time: 0.697, data_time: 0.007, memory: 4947, top1_acc: 0.6732, top5_acc: 0.8560, loss_cls: 1.3721, loss: 1.3721, grad_norm: 4.1761 2020-08-14 06:45:15,962 - mmaction - INFO - Epoch [60][420/1253] lr: 3.000e-03, eta: 18:09:15, time: 0.749, data_time: 0.008, memory: 4947, top1_acc: 0.6466, top5_acc: 0.8523, loss_cls: 1.4470, loss: 1.4470, grad_norm: 4.3155 2020-08-14 06:45:31,021 - mmaction - INFO - Epoch [60][440/1253] lr: 3.000e-03, eta: 18:08:42, time: 0.756, data_time: 0.007, memory: 4947, top1_acc: 0.6669, top5_acc: 0.8492, loss_cls: 1.3794, loss: 1.3794, grad_norm: 4.1939 2020-08-14 06:45:45,356 - mmaction - INFO - Epoch [60][460/1253] lr: 3.000e-03, eta: 18:08:09, time: 0.712, data_time: 0.006, memory: 4947, top1_acc: 0.6688, top5_acc: 0.8573, loss_cls: 1.3607, loss: 1.3607, grad_norm: 4.1466 2020-08-14 06:45:59,723 - mmaction - INFO - Epoch [60][480/1253] lr: 3.000e-03, eta: 18:07:35, time: 0.724, data_time: 0.007, memory: 4947, top1_acc: 0.6583, top5_acc: 0.8568, loss_cls: 1.3882, loss: 1.3882, grad_norm: 4.2558 2020-08-14 06:46:13,821 - mmaction - INFO - Epoch [60][500/1253] lr: 3.000e-03, eta: 18:07:02, time: 0.705, data_time: 0.005, memory: 4947, top1_acc: 0.6563, top5_acc: 0.8523, loss_cls: 1.4022, loss: 1.4022, grad_norm: 4.3586 2020-08-14 06:46:28,657 - mmaction - INFO - Epoch [60][520/1253] lr: 3.000e-03, eta: 18:06:29, time: 0.741, data_time: 0.003, memory: 4947, top1_acc: 0.6625, top5_acc: 0.8539, loss_cls: 1.4106, loss: 1.4106, grad_norm: 4.2260 2020-08-14 06:46:43,177 - mmaction - INFO - Epoch [60][540/1253] lr: 3.000e-03, eta: 18:05:55, time: 0.727, data_time: 0.008, memory: 4947, top1_acc: 0.6497, top5_acc: 0.8508, loss_cls: 1.4332, loss: 1.4332, grad_norm: 4.2622 2020-08-14 06:46:58,681 - mmaction - INFO - Epoch [60][560/1253] lr: 3.000e-03, eta: 18:05:23, time: 0.775, data_time: 0.006, memory: 4947, top1_acc: 0.6742, top5_acc: 0.8576, loss_cls: 1.3627, loss: 1.3627, grad_norm: 4.1858 2020-08-14 06:47:13,209 - mmaction - INFO - Epoch [60][580/1253] lr: 3.000e-03, eta: 18:04:50, time: 0.724, data_time: 0.008, memory: 4947, top1_acc: 0.6552, top5_acc: 0.8516, loss_cls: 1.4321, loss: 1.4321, grad_norm: 4.2462 2020-08-14 06:47:27,599 - mmaction - INFO - Epoch [60][600/1253] lr: 3.000e-03, eta: 18:04:16, time: 0.720, data_time: 0.007, memory: 4947, top1_acc: 0.6596, top5_acc: 0.8539, loss_cls: 1.4174, loss: 1.4174, grad_norm: 4.2250 2020-08-14 06:47:41,608 - mmaction - INFO - Epoch [60][620/1253] lr: 3.000e-03, eta: 18:03:43, time: 0.701, data_time: 0.009, memory: 4947, top1_acc: 0.6510, top5_acc: 0.8555, loss_cls: 1.3977, loss: 1.3977, grad_norm: 4.3064 2020-08-14 06:47:56,126 - mmaction - INFO - Epoch [60][640/1253] lr: 3.000e-03, eta: 18:03:10, time: 0.725, data_time: 0.009, memory: 4947, top1_acc: 0.6552, top5_acc: 0.8531, loss_cls: 1.4350, loss: 1.4350, grad_norm: 4.2637 2020-08-14 06:48:11,003 - mmaction - INFO - Epoch [60][660/1253] lr: 3.000e-03, eta: 18:02:37, time: 0.745, data_time: 0.009, memory: 4947, top1_acc: 0.6690, top5_acc: 0.8609, loss_cls: 1.3471, loss: 1.3471, grad_norm: 4.1950 2020-08-14 06:48:25,211 - mmaction - INFO - Epoch [60][680/1253] lr: 3.000e-03, eta: 18:02:03, time: 0.712, data_time: 0.005, memory: 4947, top1_acc: 0.6542, top5_acc: 0.8531, loss_cls: 1.4212, loss: 1.4212, grad_norm: 4.2582 2020-08-14 06:48:39,937 - mmaction - INFO - Epoch [60][700/1253] lr: 3.000e-03, eta: 18:01:30, time: 0.735, data_time: 0.006, memory: 4947, top1_acc: 0.6404, top5_acc: 0.8409, loss_cls: 1.4778, loss: 1.4778, grad_norm: 4.2791 2020-08-14 06:48:55,838 - mmaction - INFO - Epoch [60][720/1253] lr: 3.000e-03, eta: 18:00:58, time: 0.797, data_time: 0.004, memory: 4947, top1_acc: 0.6711, top5_acc: 0.8484, loss_cls: 1.3850, loss: 1.3850, grad_norm: 4.1850 2020-08-14 06:49:11,540 - mmaction - INFO - Epoch [60][740/1253] lr: 3.000e-03, eta: 18:00:26, time: 0.783, data_time: 0.004, memory: 4947, top1_acc: 0.6573, top5_acc: 0.8549, loss_cls: 1.4156, loss: 1.4156, grad_norm: 4.2761 2020-08-14 06:49:26,337 - mmaction - INFO - Epoch [60][760/1253] lr: 3.000e-03, eta: 17:59:53, time: 0.741, data_time: 0.005, memory: 4947, top1_acc: 0.6677, top5_acc: 0.8581, loss_cls: 1.3920, loss: 1.3920, grad_norm: 4.3913 2020-08-14 06:49:43,260 - mmaction - INFO - Epoch [60][780/1253] lr: 3.000e-03, eta: 17:59:21, time: 0.844, data_time: 0.009, memory: 4947, top1_acc: 0.6508, top5_acc: 0.8534, loss_cls: 1.4330, loss: 1.4330, grad_norm: 4.3131 2020-08-14 06:49:56,040 - mmaction - INFO - Epoch [60][800/1253] lr: 3.000e-03, eta: 17:58:47, time: 0.642, data_time: 0.006, memory: 4947, top1_acc: 0.6602, top5_acc: 0.8573, loss_cls: 1.4235, loss: 1.4235, grad_norm: 4.3270 2020-08-14 06:50:10,357 - mmaction - INFO - Epoch [60][820/1253] lr: 3.000e-03, eta: 17:58:14, time: 0.712, data_time: 0.005, memory: 4947, top1_acc: 0.6568, top5_acc: 0.8607, loss_cls: 1.4088, loss: 1.4088, grad_norm: 4.3390 2020-08-14 06:50:26,098 - mmaction - INFO - Epoch [60][840/1253] lr: 3.000e-03, eta: 17:57:42, time: 0.789, data_time: 0.006, memory: 4947, top1_acc: 0.6617, top5_acc: 0.8492, loss_cls: 1.4124, loss: 1.4124, grad_norm: 4.3138 2020-08-14 06:50:41,300 - mmaction - INFO - Epoch [60][860/1253] lr: 3.000e-03, eta: 17:57:09, time: 0.758, data_time: 0.008, memory: 4947, top1_acc: 0.6672, top5_acc: 0.8568, loss_cls: 1.3794, loss: 1.3794, grad_norm: 4.2483 2020-08-14 06:50:55,237 - mmaction - INFO - Epoch [60][880/1253] lr: 3.000e-03, eta: 17:56:36, time: 0.696, data_time: 0.010, memory: 4947, top1_acc: 0.6518, top5_acc: 0.8479, loss_cls: 1.4354, loss: 1.4354, grad_norm: 4.2477 2020-08-14 06:51:10,694 - mmaction - INFO - Epoch [60][900/1253] lr: 3.000e-03, eta: 17:56:03, time: 0.775, data_time: 0.007, memory: 4947, top1_acc: 0.6484, top5_acc: 0.8424, loss_cls: 1.4703, loss: 1.4703, grad_norm: 4.3351 2020-08-14 06:51:25,170 - mmaction - INFO - Epoch [60][920/1253] lr: 3.000e-03, eta: 17:55:30, time: 0.726, data_time: 0.008, memory: 4947, top1_acc: 0.6607, top5_acc: 0.8560, loss_cls: 1.4080, loss: 1.4080, grad_norm: 4.2737 2020-08-14 06:51:39,544 - mmaction - INFO - Epoch [60][940/1253] lr: 3.000e-03, eta: 17:54:57, time: 0.715, data_time: 0.006, memory: 4947, top1_acc: 0.6565, top5_acc: 0.8539, loss_cls: 1.4086, loss: 1.4086, grad_norm: 4.3320 2020-08-14 06:51:55,404 - mmaction - INFO - Epoch [60][960/1253] lr: 3.000e-03, eta: 17:54:25, time: 0.797, data_time: 0.007, memory: 4947, top1_acc: 0.6635, top5_acc: 0.8497, loss_cls: 1.4274, loss: 1.4274, grad_norm: 4.2852 2020-08-14 06:52:10,849 - mmaction - INFO - Epoch [60][980/1253] lr: 3.000e-03, eta: 17:53:52, time: 0.769, data_time: 0.004, memory: 4947, top1_acc: 0.6547, top5_acc: 0.8477, loss_cls: 1.4243, loss: 1.4243, grad_norm: 4.2610 2020-08-14 06:52:25,648 - mmaction - INFO - Epoch [60][1000/1253] lr: 3.000e-03, eta: 17:53:20, time: 0.742, data_time: 0.007, memory: 4947, top1_acc: 0.6615, top5_acc: 0.8547, loss_cls: 1.4034, loss: 1.4034, grad_norm: 4.1835 2020-08-14 06:52:39,184 - mmaction - INFO - Epoch [60][1020/1253] lr: 3.000e-03, eta: 17:52:46, time: 0.676, data_time: 0.006, memory: 4947, top1_acc: 0.6620, top5_acc: 0.8555, loss_cls: 1.4071, loss: 1.4071, grad_norm: 4.3446 2020-08-14 06:52:53,346 - mmaction - INFO - Epoch [60][1040/1253] lr: 3.000e-03, eta: 17:52:13, time: 0.709, data_time: 0.004, memory: 4947, top1_acc: 0.6544, top5_acc: 0.8435, loss_cls: 1.4482, loss: 1.4482, grad_norm: 4.2865 2020-08-14 06:53:09,203 - mmaction - INFO - Epoch [60][1060/1253] lr: 3.000e-03, eta: 17:51:41, time: 0.789, data_time: 0.005, memory: 4947, top1_acc: 0.6422, top5_acc: 0.8534, loss_cls: 1.4250, loss: 1.4250, grad_norm: 4.3421 2020-08-14 06:53:24,165 - mmaction - INFO - Epoch [60][1080/1253] lr: 3.000e-03, eta: 17:51:08, time: 0.750, data_time: 0.008, memory: 4947, top1_acc: 0.6604, top5_acc: 0.8531, loss_cls: 1.4003, loss: 1.4003, grad_norm: 4.3117 2020-08-14 06:53:39,065 - mmaction - INFO - Epoch [60][1100/1253] lr: 3.000e-03, eta: 17:50:35, time: 0.743, data_time: 0.007, memory: 4947, top1_acc: 0.6497, top5_acc: 0.8445, loss_cls: 1.4590, loss: 1.4590, grad_norm: 4.3574 2020-08-14 06:53:54,361 - mmaction - INFO - Epoch [60][1120/1253] lr: 3.000e-03, eta: 17:50:03, time: 0.769, data_time: 0.007, memory: 4947, top1_acc: 0.6656, top5_acc: 0.8487, loss_cls: 1.4186, loss: 1.4186, grad_norm: 4.2800 2020-08-14 06:54:07,893 - mmaction - INFO - Epoch [60][1140/1253] lr: 3.000e-03, eta: 17:49:29, time: 0.674, data_time: 0.008, memory: 4947, top1_acc: 0.6680, top5_acc: 0.8542, loss_cls: 1.3847, loss: 1.3847, grad_norm: 4.2549 2020-08-14 06:54:22,205 - mmaction - INFO - Epoch [60][1160/1253] lr: 3.000e-03, eta: 17:48:56, time: 0.717, data_time: 0.007, memory: 4947, top1_acc: 0.6510, top5_acc: 0.8469, loss_cls: 1.4504, loss: 1.4504, grad_norm: 4.3370 2020-08-14 06:54:37,567 - mmaction - INFO - Epoch [60][1180/1253] lr: 3.000e-03, eta: 17:48:24, time: 0.769, data_time: 0.008, memory: 4947, top1_acc: 0.6523, top5_acc: 0.8510, loss_cls: 1.4168, loss: 1.4168, grad_norm: 4.4067 2020-08-14 06:54:52,994 - mmaction - INFO - Epoch [60][1200/1253] lr: 3.000e-03, eta: 17:47:52, time: 0.768, data_time: 0.007, memory: 4947, top1_acc: 0.6487, top5_acc: 0.8443, loss_cls: 1.4708, loss: 1.4708, grad_norm: 4.3324 2020-08-14 06:55:07,822 - mmaction - INFO - Epoch [60][1220/1253] lr: 3.000e-03, eta: 17:47:19, time: 0.745, data_time: 0.008, memory: 4947, top1_acc: 0.6651, top5_acc: 0.8474, loss_cls: 1.4062, loss: 1.4062, grad_norm: 4.2809 2020-08-14 06:55:22,223 - mmaction - INFO - Epoch [60][1240/1253] lr: 3.000e-03, eta: 17:46:46, time: 0.719, data_time: 0.005, memory: 4947, top1_acc: 0.6503, top5_acc: 0.8393, loss_cls: 1.4518, loss: 1.4518, grad_norm: 4.2408 2020-08-14 06:55:31,297 - mmaction - INFO - Saving checkpoint at 60 epochs 2020-08-14 06:59:01,925 - mmaction - INFO - Epoch [61][20/1253] lr: 3.000e-03, eta: 17:47:56, time: 10.502, data_time: 9.882, memory: 4947, top1_acc: 0.6536, top5_acc: 0.8474, loss_cls: 1.4324, loss: 1.4324, grad_norm: 4.2603 2020-08-14 06:59:14,429 - mmaction - INFO - Epoch [61][40/1253] lr: 3.000e-03, eta: 17:47:21, time: 0.628, data_time: 0.011, memory: 4947, top1_acc: 0.6716, top5_acc: 0.8648, loss_cls: 1.3549, loss: 1.3549, grad_norm: 4.2843 2020-08-14 06:59:26,889 - mmaction - INFO - Epoch [61][60/1253] lr: 3.000e-03, eta: 17:46:47, time: 0.621, data_time: 0.007, memory: 4947, top1_acc: 0.6570, top5_acc: 0.8510, loss_cls: 1.4191, loss: 1.4191, grad_norm: 4.2440 2020-08-14 06:59:39,300 - mmaction - INFO - Epoch [61][80/1253] lr: 3.000e-03, eta: 17:46:13, time: 0.624, data_time: 0.007, memory: 4947, top1_acc: 0.6443, top5_acc: 0.8521, loss_cls: 1.4432, loss: 1.4432, grad_norm: 4.3983 2020-08-14 06:59:52,851 - mmaction - INFO - Epoch [61][100/1253] lr: 3.000e-03, eta: 17:45:39, time: 0.677, data_time: 0.006, memory: 4947, top1_acc: 0.6583, top5_acc: 0.8536, loss_cls: 1.4076, loss: 1.4076, grad_norm: 4.3418 2020-08-14 07:00:09,198 - mmaction - INFO - Epoch [61][120/1253] lr: 3.000e-03, eta: 17:45:08, time: 0.810, data_time: 0.008, memory: 4947, top1_acc: 0.6625, top5_acc: 0.8523, loss_cls: 1.3834, loss: 1.3834, grad_norm: 4.2941 2020-08-14 07:00:22,229 - mmaction - INFO - Epoch [61][140/1253] lr: 3.000e-03, eta: 17:44:34, time: 0.660, data_time: 0.037, memory: 4947, top1_acc: 0.6536, top5_acc: 0.8482, loss_cls: 1.4327, loss: 1.4327, grad_norm: 4.3813 2020-08-14 07:00:36,087 - mmaction - INFO - Epoch [61][160/1253] lr: 3.000e-03, eta: 17:44:00, time: 0.694, data_time: 0.008, memory: 4947, top1_acc: 0.6680, top5_acc: 0.8474, loss_cls: 1.4005, loss: 1.4005, grad_norm: 4.1443 2020-08-14 07:00:49,906 - mmaction - INFO - Epoch [61][180/1253] lr: 3.000e-03, eta: 17:43:27, time: 0.686, data_time: 0.008, memory: 4947, top1_acc: 0.6565, top5_acc: 0.8516, loss_cls: 1.4248, loss: 1.4248, grad_norm: 4.3570 2020-08-14 07:01:03,914 - mmaction - INFO - Epoch [61][200/1253] lr: 3.000e-03, eta: 17:42:54, time: 0.705, data_time: 0.008, memory: 4947, top1_acc: 0.6594, top5_acc: 0.8469, loss_cls: 1.4216, loss: 1.4216, grad_norm: 4.3447 2020-08-14 07:01:17,641 - mmaction - INFO - Epoch [61][220/1253] lr: 3.000e-03, eta: 17:42:21, time: 0.686, data_time: 0.003, memory: 4947, top1_acc: 0.6589, top5_acc: 0.8477, loss_cls: 1.4370, loss: 1.4370, grad_norm: 4.3489 2020-08-14 07:01:33,413 - mmaction - INFO - Epoch [61][240/1253] lr: 3.000e-03, eta: 17:41:49, time: 0.790, data_time: 0.008, memory: 4947, top1_acc: 0.6607, top5_acc: 0.8516, loss_cls: 1.4036, loss: 1.4036, grad_norm: 4.3283 2020-08-14 07:01:47,709 - mmaction - INFO - Epoch [61][260/1253] lr: 3.000e-03, eta: 17:41:16, time: 0.713, data_time: 0.008, memory: 4947, top1_acc: 0.6654, top5_acc: 0.8612, loss_cls: 1.3544, loss: 1.3544, grad_norm: 4.2652 2020-08-14 07:02:01,299 - mmaction - INFO - Epoch [61][280/1253] lr: 3.000e-03, eta: 17:40:42, time: 0.681, data_time: 0.004, memory: 4947, top1_acc: 0.6680, top5_acc: 0.8604, loss_cls: 1.3736, loss: 1.3736, grad_norm: 4.2185 2020-08-14 07:02:15,776 - mmaction - INFO - Epoch [61][300/1253] lr: 3.000e-03, eta: 17:40:09, time: 0.719, data_time: 0.007, memory: 4947, top1_acc: 0.6641, top5_acc: 0.8586, loss_cls: 1.3770, loss: 1.3770, grad_norm: 4.3340 2020-08-14 07:02:31,008 - mmaction - INFO - Epoch [61][320/1253] lr: 3.000e-03, eta: 17:39:37, time: 0.766, data_time: 0.007, memory: 4947, top1_acc: 0.6586, top5_acc: 0.8398, loss_cls: 1.4442, loss: 1.4442, grad_norm: 4.2741 2020-08-14 07:02:44,714 - mmaction - INFO - Epoch [61][340/1253] lr: 3.000e-03, eta: 17:39:04, time: 0.682, data_time: 0.007, memory: 4947, top1_acc: 0.6687, top5_acc: 0.8586, loss_cls: 1.3714, loss: 1.3714, grad_norm: 4.2455 2020-08-14 07:02:59,023 - mmaction - INFO - Epoch [61][360/1253] lr: 3.000e-03, eta: 17:38:31, time: 0.714, data_time: 0.008, memory: 4947, top1_acc: 0.6581, top5_acc: 0.8490, loss_cls: 1.4264, loss: 1.4264, grad_norm: 4.2475 2020-08-14 07:03:13,195 - mmaction - INFO - Epoch [61][380/1253] lr: 3.000e-03, eta: 17:37:58, time: 0.713, data_time: 0.007, memory: 4947, top1_acc: 0.6628, top5_acc: 0.8628, loss_cls: 1.3583, loss: 1.3583, grad_norm: 4.2195 2020-08-14 07:03:28,231 - mmaction - INFO - Epoch [61][400/1253] lr: 3.000e-03, eta: 17:37:25, time: 0.748, data_time: 0.006, memory: 4947, top1_acc: 0.6586, top5_acc: 0.8508, loss_cls: 1.4171, loss: 1.4171, grad_norm: 4.4183 2020-08-14 07:03:43,153 - mmaction - INFO - Epoch [61][420/1253] lr: 3.000e-03, eta: 17:36:53, time: 0.748, data_time: 0.007, memory: 4947, top1_acc: 0.6685, top5_acc: 0.8620, loss_cls: 1.3466, loss: 1.3466, grad_norm: 4.2387 2020-08-14 07:03:58,329 - mmaction - INFO - Epoch [61][440/1253] lr: 3.000e-03, eta: 17:36:20, time: 0.759, data_time: 0.007, memory: 4947, top1_acc: 0.6529, top5_acc: 0.8555, loss_cls: 1.4134, loss: 1.4134, grad_norm: 4.3750 2020-08-14 07:04:13,034 - mmaction - INFO - Epoch [61][460/1253] lr: 3.000e-03, eta: 17:35:48, time: 0.737, data_time: 0.007, memory: 4947, top1_acc: 0.6659, top5_acc: 0.8570, loss_cls: 1.3773, loss: 1.3773, grad_norm: 4.2475 2020-08-14 07:04:28,098 - mmaction - INFO - Epoch [61][480/1253] lr: 3.000e-03, eta: 17:35:15, time: 0.751, data_time: 0.008, memory: 4947, top1_acc: 0.6633, top5_acc: 0.8495, loss_cls: 1.4082, loss: 1.4082, grad_norm: 4.2872 2020-08-14 07:04:42,111 - mmaction - INFO - Epoch [61][500/1253] lr: 3.000e-03, eta: 17:34:42, time: 0.701, data_time: 0.006, memory: 4947, top1_acc: 0.6651, top5_acc: 0.8578, loss_cls: 1.3826, loss: 1.3826, grad_norm: 4.2803 2020-08-14 07:04:56,163 - mmaction - INFO - Epoch [61][520/1253] lr: 3.000e-03, eta: 17:34:09, time: 0.703, data_time: 0.009, memory: 4947, top1_acc: 0.6573, top5_acc: 0.8521, loss_cls: 1.4297, loss: 1.4297, grad_norm: 4.4072 2020-08-14 07:05:11,606 - mmaction - INFO - Epoch [61][540/1253] lr: 3.000e-03, eta: 17:33:37, time: 0.772, data_time: 0.005, memory: 4947, top1_acc: 0.6518, top5_acc: 0.8500, loss_cls: 1.4168, loss: 1.4168, grad_norm: 4.2363 2020-08-14 07:05:26,310 - mmaction - INFO - Epoch [61][560/1253] lr: 3.000e-03, eta: 17:33:05, time: 0.735, data_time: 0.009, memory: 4947, top1_acc: 0.6495, top5_acc: 0.8474, loss_cls: 1.4337, loss: 1.4337, grad_norm: 4.2968 2020-08-14 07:05:40,484 - mmaction - INFO - Epoch [61][580/1253] lr: 3.000e-03, eta: 17:32:32, time: 0.711, data_time: 0.008, memory: 4947, top1_acc: 0.6669, top5_acc: 0.8573, loss_cls: 1.3826, loss: 1.3826, grad_norm: 4.2838 2020-08-14 07:05:55,283 - mmaction - INFO - Epoch [61][600/1253] lr: 3.000e-03, eta: 17:31:59, time: 0.740, data_time: 0.002, memory: 4947, top1_acc: 0.6625, top5_acc: 0.8617, loss_cls: 1.3855, loss: 1.3855, grad_norm: 4.2316 2020-08-14 07:06:09,726 - mmaction - INFO - Epoch [61][620/1253] lr: 3.000e-03, eta: 17:31:27, time: 0.719, data_time: 0.006, memory: 4947, top1_acc: 0.6669, top5_acc: 0.8560, loss_cls: 1.3672, loss: 1.3672, grad_norm: 4.2679 2020-08-14 07:06:24,764 - mmaction - INFO - Epoch [61][640/1253] lr: 3.000e-03, eta: 17:30:54, time: 0.754, data_time: 0.007, memory: 4947, top1_acc: 0.6482, top5_acc: 0.8398, loss_cls: 1.4863, loss: 1.4863, grad_norm: 4.3712 2020-08-14 07:06:40,218 - mmaction - INFO - Epoch [61][660/1253] lr: 3.000e-03, eta: 17:30:22, time: 0.771, data_time: 0.007, memory: 4947, top1_acc: 0.6557, top5_acc: 0.8534, loss_cls: 1.3962, loss: 1.3962, grad_norm: 4.2350 2020-08-14 07:06:54,507 - mmaction - INFO - Epoch [61][680/1253] lr: 3.000e-03, eta: 17:29:50, time: 0.717, data_time: 0.008, memory: 4947, top1_acc: 0.6602, top5_acc: 0.8471, loss_cls: 1.4229, loss: 1.4229, grad_norm: 4.3158 2020-08-14 07:07:08,793 - mmaction - INFO - Epoch [61][700/1253] lr: 3.000e-03, eta: 17:29:17, time: 0.710, data_time: 0.008, memory: 4947, top1_acc: 0.6542, top5_acc: 0.8492, loss_cls: 1.4424, loss: 1.4424, grad_norm: 4.3397 2020-08-14 07:07:24,039 - mmaction - INFO - Epoch [61][720/1253] lr: 3.000e-03, eta: 17:28:45, time: 0.766, data_time: 0.007, memory: 4947, top1_acc: 0.6573, top5_acc: 0.8508, loss_cls: 1.4320, loss: 1.4320, grad_norm: 4.3926 2020-08-14 07:07:39,101 - mmaction - INFO - Epoch [61][740/1253] lr: 3.000e-03, eta: 17:28:12, time: 0.752, data_time: 0.006, memory: 4947, top1_acc: 0.6620, top5_acc: 0.8563, loss_cls: 1.3977, loss: 1.3977, grad_norm: 4.2666 2020-08-14 07:07:54,713 - mmaction - INFO - Epoch [61][760/1253] lr: 3.000e-03, eta: 17:27:40, time: 0.781, data_time: 0.008, memory: 4947, top1_acc: 0.6557, top5_acc: 0.8563, loss_cls: 1.4277, loss: 1.4277, grad_norm: 4.4015 2020-08-14 07:08:09,750 - mmaction - INFO - Epoch [61][780/1253] lr: 3.000e-03, eta: 17:27:08, time: 0.751, data_time: 0.007, memory: 4947, top1_acc: 0.6786, top5_acc: 0.8607, loss_cls: 1.3316, loss: 1.3316, grad_norm: 4.2757 2020-08-14 07:08:24,894 - mmaction - INFO - Epoch [61][800/1253] lr: 3.000e-03, eta: 17:26:36, time: 0.756, data_time: 0.008, memory: 4947, top1_acc: 0.6547, top5_acc: 0.8539, loss_cls: 1.3864, loss: 1.3864, grad_norm: 4.3674 2020-08-14 07:08:39,479 - mmaction - INFO - Epoch [61][820/1253] lr: 3.000e-03, eta: 17:26:04, time: 0.733, data_time: 0.008, memory: 4947, top1_acc: 0.6591, top5_acc: 0.8508, loss_cls: 1.4051, loss: 1.4051, grad_norm: 4.3431 2020-08-14 07:08:53,682 - mmaction - INFO - Epoch [61][840/1253] lr: 3.000e-03, eta: 17:25:31, time: 0.707, data_time: 0.006, memory: 4947, top1_acc: 0.6701, top5_acc: 0.8539, loss_cls: 1.3992, loss: 1.3992, grad_norm: 4.3392 2020-08-14 07:09:08,592 - mmaction - INFO - Epoch [61][860/1253] lr: 3.000e-03, eta: 17:24:58, time: 0.748, data_time: 0.007, memory: 4947, top1_acc: 0.6620, top5_acc: 0.8536, loss_cls: 1.3805, loss: 1.3805, grad_norm: 4.2966 2020-08-14 07:09:23,374 - mmaction - INFO - Epoch [61][880/1253] lr: 3.000e-03, eta: 17:24:26, time: 0.738, data_time: 0.007, memory: 4947, top1_acc: 0.6589, top5_acc: 0.8469, loss_cls: 1.4462, loss: 1.4462, grad_norm: 4.3238 2020-08-14 07:09:38,644 - mmaction - INFO - Epoch [61][900/1253] lr: 3.000e-03, eta: 17:23:54, time: 0.765, data_time: 0.008, memory: 4947, top1_acc: 0.6646, top5_acc: 0.8576, loss_cls: 1.3931, loss: 1.3931, grad_norm: 4.3545 2020-08-14 07:09:54,016 - mmaction - INFO - Epoch [61][920/1253] lr: 3.000e-03, eta: 17:23:22, time: 0.766, data_time: 0.006, memory: 4947, top1_acc: 0.6607, top5_acc: 0.8625, loss_cls: 1.3939, loss: 1.3939, grad_norm: 4.2975 2020-08-14 07:10:08,817 - mmaction - INFO - Epoch [61][940/1253] lr: 3.000e-03, eta: 17:22:50, time: 0.743, data_time: 0.007, memory: 4947, top1_acc: 0.6573, top5_acc: 0.8521, loss_cls: 1.4120, loss: 1.4120, grad_norm: 4.3998 2020-08-14 07:10:23,720 - mmaction - INFO - Epoch [61][960/1253] lr: 3.000e-03, eta: 17:22:17, time: 0.742, data_time: 0.005, memory: 4947, top1_acc: 0.6727, top5_acc: 0.8602, loss_cls: 1.3406, loss: 1.3406, grad_norm: 4.1797 2020-08-14 07:10:39,110 - mmaction - INFO - Epoch [61][980/1253] lr: 3.000e-03, eta: 17:21:46, time: 0.769, data_time: 0.007, memory: 4947, top1_acc: 0.6576, top5_acc: 0.8542, loss_cls: 1.3948, loss: 1.3948, grad_norm: 4.3379 2020-08-14 07:10:53,283 - mmaction - INFO - Epoch [61][1000/1253] lr: 3.000e-03, eta: 17:21:13, time: 0.710, data_time: 0.009, memory: 4947, top1_acc: 0.6560, top5_acc: 0.8578, loss_cls: 1.4040, loss: 1.4040, grad_norm: 4.3877 2020-08-14 07:11:09,249 - mmaction - INFO - Epoch [61][1020/1253] lr: 3.000e-03, eta: 17:20:41, time: 0.800, data_time: 0.006, memory: 4947, top1_acc: 0.6661, top5_acc: 0.8555, loss_cls: 1.3914, loss: 1.3914, grad_norm: 4.3081 2020-08-14 07:11:23,705 - mmaction - INFO - Epoch [61][1040/1253] lr: 3.000e-03, eta: 17:20:09, time: 0.719, data_time: 0.005, memory: 4947, top1_acc: 0.6484, top5_acc: 0.8445, loss_cls: 1.4675, loss: 1.4675, grad_norm: 4.4778 2020-08-14 07:11:37,945 - mmaction - INFO - Epoch [61][1060/1253] lr: 3.000e-03, eta: 17:19:36, time: 0.715, data_time: 0.007, memory: 4947, top1_acc: 0.6536, top5_acc: 0.8490, loss_cls: 1.4282, loss: 1.4282, grad_norm: 4.2975 2020-08-14 07:11:52,101 - mmaction - INFO - Epoch [61][1080/1253] lr: 3.000e-03, eta: 17:19:04, time: 0.708, data_time: 0.003, memory: 4947, top1_acc: 0.6693, top5_acc: 0.8557, loss_cls: 1.3802, loss: 1.3802, grad_norm: 4.2423 2020-08-14 07:12:07,656 - mmaction - INFO - Epoch [61][1100/1253] lr: 3.000e-03, eta: 17:18:32, time: 0.775, data_time: 0.008, memory: 4947, top1_acc: 0.6479, top5_acc: 0.8427, loss_cls: 1.4551, loss: 1.4551, grad_norm: 4.3690 2020-08-14 07:12:23,218 - mmaction - INFO - Epoch [61][1120/1253] lr: 3.000e-03, eta: 17:18:00, time: 0.781, data_time: 0.008, memory: 4947, top1_acc: 0.6573, top5_acc: 0.8576, loss_cls: 1.4007, loss: 1.4007, grad_norm: 4.2961 2020-08-14 07:12:38,025 - mmaction - INFO - Epoch [61][1140/1253] lr: 3.000e-03, eta: 17:17:28, time: 0.736, data_time: 0.007, memory: 4947, top1_acc: 0.6596, top5_acc: 0.8451, loss_cls: 1.4229, loss: 1.4229, grad_norm: 4.3753 2020-08-14 07:12:53,439 - mmaction - INFO - Epoch [61][1160/1253] lr: 3.000e-03, eta: 17:16:56, time: 0.773, data_time: 0.007, memory: 4947, top1_acc: 0.6552, top5_acc: 0.8492, loss_cls: 1.4290, loss: 1.4290, grad_norm: 4.3479 2020-08-14 07:13:07,033 - mmaction - INFO - Epoch [61][1180/1253] lr: 3.000e-03, eta: 17:16:23, time: 0.681, data_time: 0.008, memory: 4947, top1_acc: 0.6531, top5_acc: 0.8500, loss_cls: 1.4479, loss: 1.4479, grad_norm: 4.3934 2020-08-14 07:13:21,987 - mmaction - INFO - Epoch [61][1200/1253] lr: 3.000e-03, eta: 17:15:51, time: 0.745, data_time: 0.008, memory: 4947, top1_acc: 0.6716, top5_acc: 0.8560, loss_cls: 1.3886, loss: 1.3886, grad_norm: 4.3224 2020-08-14 07:13:36,385 - mmaction - INFO - Epoch [61][1220/1253] lr: 3.000e-03, eta: 17:15:18, time: 0.723, data_time: 0.006, memory: 4947, top1_acc: 0.6542, top5_acc: 0.8581, loss_cls: 1.4009, loss: 1.4009, grad_norm: 4.3141 2020-08-14 07:13:51,848 - mmaction - INFO - Epoch [61][1240/1253] lr: 3.000e-03, eta: 17:14:47, time: 0.771, data_time: 0.005, memory: 4947, top1_acc: 0.6534, top5_acc: 0.8526, loss_cls: 1.4357, loss: 1.4357, grad_norm: 4.4072 2020-08-14 07:14:00,087 - mmaction - INFO - Saving checkpoint at 61 epochs 2020-08-14 07:24:23,943 - mmaction - INFO - Epoch [62][20/1253] lr: 3.000e-03, eta: 17:20:16, time: 31.156, data_time: 11.386, memory: 4947, top1_acc: 0.6737, top5_acc: 0.8583, loss_cls: 1.3540, loss: 1.3540, grad_norm: 4.2323 2020-08-14 07:24:36,207 - mmaction - INFO - Epoch [62][40/1253] lr: 3.000e-03, eta: 17:19:42, time: 0.617, data_time: 0.007, memory: 4947, top1_acc: 0.6573, top5_acc: 0.8586, loss_cls: 1.3872, loss: 1.3872, grad_norm: 4.3675 2020-08-14 07:24:48,630 - mmaction - INFO - Epoch [62][60/1253] lr: 3.000e-03, eta: 17:19:08, time: 0.620, data_time: 0.006, memory: 4947, top1_acc: 0.6539, top5_acc: 0.8456, loss_cls: 1.4312, loss: 1.4312, grad_norm: 4.3618 2020-08-14 07:25:00,954 - mmaction - INFO - Epoch [62][80/1253] lr: 3.000e-03, eta: 17:18:34, time: 0.618, data_time: 0.003, memory: 4947, top1_acc: 0.6607, top5_acc: 0.8513, loss_cls: 1.4070, loss: 1.4070, grad_norm: 4.3340 2020-08-14 07:25:13,527 - mmaction - INFO - Epoch [62][100/1253] lr: 3.000e-03, eta: 17:18:00, time: 0.624, data_time: 0.004, memory: 4947, top1_acc: 0.6599, top5_acc: 0.8617, loss_cls: 1.3682, loss: 1.3682, grad_norm: 4.2666 2020-08-14 07:25:27,521 - mmaction - INFO - Epoch [62][120/1253] lr: 3.000e-03, eta: 17:17:27, time: 0.704, data_time: 0.007, memory: 4947, top1_acc: 0.6516, top5_acc: 0.8484, loss_cls: 1.4172, loss: 1.4172, grad_norm: 4.2358 2020-08-14 07:25:41,816 - mmaction - INFO - Epoch [62][140/1253] lr: 3.000e-03, eta: 17:16:55, time: 0.715, data_time: 0.006, memory: 4947, top1_acc: 0.6549, top5_acc: 0.8529, loss_cls: 1.4282, loss: 1.4282, grad_norm: 4.4230 2020-08-14 07:25:56,315 - mmaction - INFO - Epoch [62][160/1253] lr: 3.000e-03, eta: 17:16:22, time: 0.724, data_time: 0.004, memory: 4947, top1_acc: 0.6617, top5_acc: 0.8508, loss_cls: 1.3862, loss: 1.3862, grad_norm: 4.3617 2020-08-14 07:26:10,380 - mmaction - INFO - Epoch [62][180/1253] lr: 3.000e-03, eta: 17:15:49, time: 0.703, data_time: 0.007, memory: 4947, top1_acc: 0.6651, top5_acc: 0.8602, loss_cls: 1.3640, loss: 1.3640, grad_norm: 4.2680 2020-08-14 07:26:24,889 - mmaction - INFO - Epoch [62][200/1253] lr: 3.000e-03, eta: 17:15:17, time: 0.727, data_time: 0.006, memory: 4947, top1_acc: 0.6594, top5_acc: 0.8513, loss_cls: 1.4207, loss: 1.4207, grad_norm: 4.4109 2020-08-14 07:26:39,910 - mmaction - INFO - Epoch [62][220/1253] lr: 3.000e-03, eta: 17:14:45, time: 0.749, data_time: 0.002, memory: 4947, top1_acc: 0.6695, top5_acc: 0.8612, loss_cls: 1.3457, loss: 1.3457, grad_norm: 4.3405 2020-08-14 07:26:55,222 - mmaction - INFO - Epoch [62][240/1253] lr: 3.000e-03, eta: 17:14:13, time: 0.768, data_time: 0.006, memory: 4947, top1_acc: 0.6596, top5_acc: 0.8482, loss_cls: 1.4120, loss: 1.4120, grad_norm: 4.3348 2020-08-14 07:27:10,798 - mmaction - INFO - Epoch [62][260/1253] lr: 3.000e-03, eta: 17:13:41, time: 0.775, data_time: 0.006, memory: 4947, top1_acc: 0.6690, top5_acc: 0.8544, loss_cls: 1.3742, loss: 1.3742, grad_norm: 4.2173 2020-08-14 07:27:26,421 - mmaction - INFO - Epoch [62][280/1253] lr: 3.000e-03, eta: 17:13:09, time: 0.781, data_time: 0.007, memory: 4947, top1_acc: 0.6638, top5_acc: 0.8529, loss_cls: 1.3960, loss: 1.3960, grad_norm: 4.3727 2020-08-14 07:27:41,324 - mmaction - INFO - Epoch [62][300/1253] lr: 3.000e-03, eta: 17:12:37, time: 0.748, data_time: 0.009, memory: 4947, top1_acc: 0.6542, top5_acc: 0.8479, loss_cls: 1.4211, loss: 1.4211, grad_norm: 4.3189 2020-08-14 07:27:56,277 - mmaction - INFO - Epoch [62][320/1253] lr: 3.000e-03, eta: 17:12:05, time: 0.745, data_time: 0.007, memory: 4947, top1_acc: 0.6753, top5_acc: 0.8596, loss_cls: 1.3482, loss: 1.3482, grad_norm: 4.2717 2020-08-14 07:28:11,036 - mmaction - INFO - Epoch [62][340/1253] lr: 3.000e-03, eta: 17:11:32, time: 0.740, data_time: 0.006, memory: 4947, top1_acc: 0.6635, top5_acc: 0.8638, loss_cls: 1.3591, loss: 1.3591, grad_norm: 4.2811 2020-08-14 07:28:26,698 - mmaction - INFO - Epoch [62][360/1253] lr: 3.000e-03, eta: 17:11:01, time: 0.781, data_time: 0.005, memory: 4947, top1_acc: 0.6667, top5_acc: 0.8547, loss_cls: 1.4008, loss: 1.4008, grad_norm: 4.2752 2020-08-14 07:28:42,575 - mmaction - INFO - Epoch [62][380/1253] lr: 3.000e-03, eta: 17:10:29, time: 0.795, data_time: 0.006, memory: 4947, top1_acc: 0.6732, top5_acc: 0.8622, loss_cls: 1.3512, loss: 1.3512, grad_norm: 4.2313 2020-08-14 07:28:58,053 - mmaction - INFO - Epoch [62][400/1253] lr: 3.000e-03, eta: 17:09:57, time: 0.774, data_time: 0.006, memory: 4947, top1_acc: 0.6505, top5_acc: 0.8615, loss_cls: 1.4049, loss: 1.4049, grad_norm: 4.3670 2020-08-14 07:29:13,673 - mmaction - INFO - Epoch [62][420/1253] lr: 3.000e-03, eta: 17:09:25, time: 0.779, data_time: 0.005, memory: 4947, top1_acc: 0.6552, top5_acc: 0.8458, loss_cls: 1.4435, loss: 1.4435, grad_norm: 4.4229 2020-08-14 07:29:28,441 - mmaction - INFO - Epoch [62][440/1253] lr: 3.000e-03, eta: 17:08:53, time: 0.740, data_time: 0.006, memory: 4947, top1_acc: 0.6737, top5_acc: 0.8599, loss_cls: 1.3578, loss: 1.3578, grad_norm: 4.2286 2020-08-14 07:29:42,872 - mmaction - INFO - Epoch [62][460/1253] lr: 3.000e-03, eta: 17:08:21, time: 0.722, data_time: 0.005, memory: 4947, top1_acc: 0.6711, top5_acc: 0.8560, loss_cls: 1.3871, loss: 1.3871, grad_norm: 4.3390 2020-08-14 07:29:58,759 - mmaction - INFO - Epoch [62][480/1253] lr: 3.000e-03, eta: 17:07:49, time: 0.792, data_time: 0.006, memory: 4947, top1_acc: 0.6581, top5_acc: 0.8495, loss_cls: 1.4236, loss: 1.4236, grad_norm: 4.4436 2020-08-14 07:30:14,596 - mmaction - INFO - Epoch [62][500/1253] lr: 3.000e-03, eta: 17:07:18, time: 0.790, data_time: 0.005, memory: 4947, top1_acc: 0.6599, top5_acc: 0.8503, loss_cls: 1.4318, loss: 1.4318, grad_norm: 4.3475 2020-08-14 07:30:29,668 - mmaction - INFO - Epoch [62][520/1253] lr: 3.000e-03, eta: 17:06:46, time: 0.755, data_time: 0.008, memory: 4947, top1_acc: 0.6628, top5_acc: 0.8583, loss_cls: 1.3694, loss: 1.3694, grad_norm: 4.3898 2020-08-14 07:30:44,667 - mmaction - INFO - Epoch [62][540/1253] lr: 3.000e-03, eta: 17:06:13, time: 0.751, data_time: 0.007, memory: 4947, top1_acc: 0.6635, top5_acc: 0.8607, loss_cls: 1.3638, loss: 1.3638, grad_norm: 4.3431 2020-08-14 07:31:00,099 - mmaction - INFO - Epoch [62][560/1253] lr: 3.000e-03, eta: 17:05:42, time: 0.770, data_time: 0.006, memory: 4947, top1_acc: 0.6576, top5_acc: 0.8526, loss_cls: 1.4086, loss: 1.4086, grad_norm: 4.3928 2020-08-14 07:31:16,338 - mmaction - INFO - Epoch [62][580/1253] lr: 3.000e-03, eta: 17:05:10, time: 0.815, data_time: 0.009, memory: 4947, top1_acc: 0.6646, top5_acc: 0.8563, loss_cls: 1.4052, loss: 1.4052, grad_norm: 4.3429 2020-08-14 07:31:30,910 - mmaction - INFO - Epoch [62][600/1253] lr: 3.000e-03, eta: 17:04:38, time: 0.723, data_time: 0.004, memory: 4947, top1_acc: 0.6685, top5_acc: 0.8518, loss_cls: 1.3767, loss: 1.3767, grad_norm: 4.2909 2020-08-14 07:31:45,411 - mmaction - INFO - Epoch [62][620/1253] lr: 3.000e-03, eta: 17:04:06, time: 0.730, data_time: 0.008, memory: 4947, top1_acc: 0.6630, top5_acc: 0.8513, loss_cls: 1.4053, loss: 1.4053, grad_norm: 4.3454 2020-08-14 07:32:00,070 - mmaction - INFO - Epoch [62][640/1253] lr: 3.000e-03, eta: 17:03:33, time: 0.731, data_time: 0.007, memory: 4947, top1_acc: 0.6654, top5_acc: 0.8552, loss_cls: 1.3987, loss: 1.3987, grad_norm: 4.3575 2020-08-14 07:32:15,008 - mmaction - INFO - Epoch [62][660/1253] lr: 3.000e-03, eta: 17:03:01, time: 0.748, data_time: 0.006, memory: 4947, top1_acc: 0.6568, top5_acc: 0.8526, loss_cls: 1.4020, loss: 1.4020, grad_norm: 4.3207 2020-08-14 07:32:29,487 - mmaction - INFO - Epoch [62][680/1253] lr: 3.000e-03, eta: 17:02:29, time: 0.725, data_time: 0.007, memory: 4947, top1_acc: 0.6703, top5_acc: 0.8583, loss_cls: 1.3725, loss: 1.3725, grad_norm: 4.3510 2020-08-14 07:32:46,991 - mmaction - INFO - Epoch [62][700/1253] lr: 3.000e-03, eta: 17:01:59, time: 0.875, data_time: 0.005, memory: 4947, top1_acc: 0.6560, top5_acc: 0.8487, loss_cls: 1.4358, loss: 1.4358, grad_norm: 4.3505 2020-08-14 07:47:57,088 - mmaction - INFO - Epoch [62][720/1253] lr: 3.000e-03, eta: 17:10:45, time: 45.504, data_time: 0.007, memory: 4947, top1_acc: 0.6648, top5_acc: 0.8477, loss_cls: 1.4248, loss: 1.4248, grad_norm: 4.3729 2020-08-14 07:48:09,313 - mmaction - INFO - Epoch [62][740/1253] lr: 3.000e-03, eta: 17:10:11, time: 0.612, data_time: 0.003, memory: 4947, top1_acc: 0.6523, top5_acc: 0.8435, loss_cls: 1.4402, loss: 1.4402, grad_norm: 4.3680 2020-08-14 07:48:21,734 - mmaction - INFO - Epoch [62][760/1253] lr: 3.000e-03, eta: 17:09:37, time: 0.618, data_time: 0.006, memory: 4947, top1_acc: 0.6620, top5_acc: 0.8596, loss_cls: 1.3832, loss: 1.3832, grad_norm: 4.3523 2020-08-14 07:48:33,998 - mmaction - INFO - Epoch [62][780/1253] lr: 3.000e-03, eta: 17:09:03, time: 0.616, data_time: 0.008, memory: 4947, top1_acc: 0.6625, top5_acc: 0.8505, loss_cls: 1.4152, loss: 1.4152, grad_norm: 4.3195 2020-08-14 07:48:46,437 - mmaction - INFO - Epoch [62][800/1253] lr: 3.000e-03, eta: 17:08:29, time: 0.620, data_time: 0.005, memory: 4947, top1_acc: 0.6641, top5_acc: 0.8516, loss_cls: 1.4003, loss: 1.4003, grad_norm: 4.3496 2020-08-14 07:48:58,797 - mmaction - INFO - Epoch [62][820/1253] lr: 3.000e-03, eta: 17:07:55, time: 0.620, data_time: 0.004, memory: 4947, top1_acc: 0.6591, top5_acc: 0.8586, loss_cls: 1.3823, loss: 1.3823, grad_norm: 4.3736 2020-08-14 07:49:11,563 - mmaction - INFO - Epoch [62][840/1253] lr: 3.000e-03, eta: 17:07:22, time: 0.635, data_time: 0.007, memory: 4947, top1_acc: 0.6568, top5_acc: 0.8461, loss_cls: 1.4224, loss: 1.4224, grad_norm: 4.3993 2020-08-14 07:49:24,494 - mmaction - INFO - Epoch [62][860/1253] lr: 3.000e-03, eta: 17:06:48, time: 0.648, data_time: 0.010, memory: 4947, top1_acc: 0.6591, top5_acc: 0.8547, loss_cls: 1.4101, loss: 1.4101, grad_norm: 4.3657 2020-08-14 07:49:38,017 - mmaction - INFO - Epoch [62][880/1253] lr: 3.000e-03, eta: 17:06:15, time: 0.678, data_time: 0.008, memory: 4947, top1_acc: 0.6630, top5_acc: 0.8615, loss_cls: 1.3691, loss: 1.3691, grad_norm: 4.3756 2020-08-14 07:49:52,069 - mmaction - INFO - Epoch [62][900/1253] lr: 3.000e-03, eta: 17:05:42, time: 0.698, data_time: 0.007, memory: 4947, top1_acc: 0.6771, top5_acc: 0.8589, loss_cls: 1.3423, loss: 1.3423, grad_norm: 4.2966 2020-08-14 07:50:07,225 - mmaction - INFO - Epoch [62][920/1253] lr: 3.000e-03, eta: 17:05:10, time: 0.762, data_time: 0.008, memory: 4947, top1_acc: 0.6557, top5_acc: 0.8456, loss_cls: 1.4298, loss: 1.4298, grad_norm: 4.3349 2020-08-14 07:50:21,619 - mmaction - INFO - Epoch [62][940/1253] lr: 3.000e-03, eta: 17:04:37, time: 0.718, data_time: 0.003, memory: 4947, top1_acc: 0.6656, top5_acc: 0.8531, loss_cls: 1.4026, loss: 1.4026, grad_norm: 4.3906 2020-08-14 07:50:34,676 - mmaction - INFO - Epoch [62][960/1253] lr: 3.000e-03, eta: 17:04:04, time: 0.652, data_time: 0.007, memory: 4947, top1_acc: 0.6492, top5_acc: 0.8521, loss_cls: 1.4373, loss: 1.4373, grad_norm: 4.3825 2020-08-14 07:55:55,638 - mmaction - INFO - Epoch [62][980/1253] lr: 3.000e-03, eta: 17:06:41, time: 16.052, data_time: 0.008, memory: 4947, top1_acc: 0.6516, top5_acc: 0.8547, loss_cls: 1.4192, loss: 1.4192, grad_norm: 4.4360 2020-08-14 07:56:07,813 - mmaction - INFO - Epoch [62][1000/1253] lr: 3.000e-03, eta: 17:06:07, time: 0.607, data_time: 0.002, memory: 4947, top1_acc: 0.6367, top5_acc: 0.8417, loss_cls: 1.4685, loss: 1.4685, grad_norm: 4.4644 2020-08-14 07:56:20,102 - mmaction - INFO - Epoch [62][1020/1253] lr: 3.000e-03, eta: 17:05:33, time: 0.614, data_time: 0.007, memory: 4947, top1_acc: 0.6630, top5_acc: 0.8445, loss_cls: 1.4464, loss: 1.4464, grad_norm: 4.3902 2020-08-14 07:56:32,354 - mmaction - INFO - Epoch [62][1040/1253] lr: 3.000e-03, eta: 17:04:59, time: 0.613, data_time: 0.008, memory: 4947, top1_acc: 0.6487, top5_acc: 0.8456, loss_cls: 1.4389, loss: 1.4389, grad_norm: 4.3966 2020-08-14 07:56:44,748 - mmaction - INFO - Epoch [62][1060/1253] lr: 3.000e-03, eta: 17:04:25, time: 0.618, data_time: 0.008, memory: 4947, top1_acc: 0.6607, top5_acc: 0.8536, loss_cls: 1.3851, loss: 1.3851, grad_norm: 4.2679 2020-08-14 07:56:57,642 - mmaction - INFO - Epoch [62][1080/1253] lr: 3.000e-03, eta: 17:03:51, time: 0.647, data_time: 0.007, memory: 4947, top1_acc: 0.6625, top5_acc: 0.8578, loss_cls: 1.3906, loss: 1.3906, grad_norm: 4.3700 2020-08-14 07:57:10,032 - mmaction - INFO - Epoch [62][1100/1253] lr: 3.000e-03, eta: 17:03:17, time: 0.620, data_time: 0.008, memory: 4947, top1_acc: 0.6570, top5_acc: 0.8492, loss_cls: 1.4161, loss: 1.4161, grad_norm: 4.3658 2020-08-14 07:57:23,192 - mmaction - INFO - Epoch [62][1120/1253] lr: 3.000e-03, eta: 17:02:44, time: 0.658, data_time: 0.007, memory: 4947, top1_acc: 0.6589, top5_acc: 0.8523, loss_cls: 1.4138, loss: 1.4138, grad_norm: 4.3885 2020-08-14 07:57:35,646 - mmaction - INFO - Epoch [62][1140/1253] lr: 3.000e-03, eta: 17:02:10, time: 0.621, data_time: 0.006, memory: 4947, top1_acc: 0.6503, top5_acc: 0.8477, loss_cls: 1.4360, loss: 1.4360, grad_norm: 4.4239 2020-08-14 07:57:48,759 - mmaction - INFO - Epoch [62][1160/1253] lr: 3.000e-03, eta: 17:01:36, time: 0.654, data_time: 0.007, memory: 4947, top1_acc: 0.6602, top5_acc: 0.8617, loss_cls: 1.3711, loss: 1.3711, grad_norm: 4.3836 2020-08-14 07:58:02,395 - mmaction - INFO - Epoch [62][1180/1253] lr: 3.000e-03, eta: 17:01:03, time: 0.686, data_time: 0.009, memory: 4947, top1_acc: 0.6609, top5_acc: 0.8529, loss_cls: 1.4000, loss: 1.4000, grad_norm: 4.3595 2020-08-14 07:58:15,346 - mmaction - INFO - Epoch [62][1200/1253] lr: 3.000e-03, eta: 17:00:30, time: 0.647, data_time: 0.002, memory: 4947, top1_acc: 0.6583, top5_acc: 0.8563, loss_cls: 1.3973, loss: 1.3973, grad_norm: 4.4010 2020-08-14 07:58:29,684 - mmaction - INFO - Epoch [62][1220/1253] lr: 3.000e-03, eta: 16:59:57, time: 0.718, data_time: 0.009, memory: 4947, top1_acc: 0.6596, top5_acc: 0.8448, loss_cls: 1.4278, loss: 1.4278, grad_norm: 4.3989 2020-08-14 07:58:44,323 - mmaction - INFO - Epoch [62][1240/1253] lr: 3.000e-03, eta: 16:59:25, time: 0.732, data_time: 0.003, memory: 4947, top1_acc: 0.6542, top5_acc: 0.8521, loss_cls: 1.4147, loss: 1.4147, grad_norm: 4.4862 2020-08-14 07:58:52,637 - mmaction - INFO - Saving checkpoint at 62 epochs 2020-08-14 08:05:01,621 - mmaction - INFO - Epoch [63][20/1253] lr: 3.000e-03, eta: 17:02:02, time: 18.416, data_time: 13.250, memory: 4947, top1_acc: 0.6549, top5_acc: 0.8531, loss_cls: 1.4202, loss: 1.4202, grad_norm: 4.4016 2020-08-14 08:05:14,091 - mmaction - INFO - Epoch [63][40/1253] lr: 3.000e-03, eta: 17:01:28, time: 0.632, data_time: 0.019, memory: 4947, top1_acc: 0.6630, top5_acc: 0.8521, loss_cls: 1.4027, loss: 1.4027, grad_norm: 4.3408 2020-08-14 08:05:26,539 - mmaction - INFO - Epoch [63][60/1253] lr: 3.000e-03, eta: 17:00:54, time: 0.623, data_time: 0.008, memory: 4947, top1_acc: 0.6758, top5_acc: 0.8706, loss_cls: 1.3299, loss: 1.3299, grad_norm: 4.2633 2020-08-14 08:05:39,153 - mmaction - INFO - Epoch [63][80/1253] lr: 3.000e-03, eta: 17:00:20, time: 0.630, data_time: 0.003, memory: 4947, top1_acc: 0.6630, top5_acc: 0.8576, loss_cls: 1.3817, loss: 1.3817, grad_norm: 4.3857 2020-08-14 08:05:51,526 - mmaction - INFO - Epoch [63][100/1253] lr: 3.000e-03, eta: 16:59:46, time: 0.618, data_time: 0.008, memory: 4947, top1_acc: 0.6807, top5_acc: 0.8661, loss_cls: 1.3231, loss: 1.3231, grad_norm: 4.2034 2020-08-14 08:06:03,920 - mmaction - INFO - Epoch [63][120/1253] lr: 3.000e-03, eta: 16:59:13, time: 0.620, data_time: 0.009, memory: 4947, top1_acc: 0.6643, top5_acc: 0.8508, loss_cls: 1.4195, loss: 1.4195, grad_norm: 4.4528 2020-08-14 08:06:16,480 - mmaction - INFO - Epoch [63][140/1253] lr: 3.000e-03, eta: 16:58:39, time: 0.625, data_time: 0.008, memory: 4947, top1_acc: 0.6706, top5_acc: 0.8565, loss_cls: 1.3544, loss: 1.3544, grad_norm: 4.2980 2020-08-14 08:06:29,579 - mmaction - INFO - Epoch [63][160/1253] lr: 3.000e-03, eta: 16:58:05, time: 0.658, data_time: 0.007, memory: 4947, top1_acc: 0.6617, top5_acc: 0.8466, loss_cls: 1.4241, loss: 1.4241, grad_norm: 4.3979 2020-08-14 08:06:42,909 - mmaction - INFO - Epoch [63][180/1253] lr: 3.000e-03, eta: 16:57:32, time: 0.665, data_time: 0.007, memory: 4947, top1_acc: 0.6656, top5_acc: 0.8560, loss_cls: 1.3711, loss: 1.3711, grad_norm: 4.4090 2020-08-14 08:06:55,721 - mmaction - INFO - Epoch [63][200/1253] lr: 3.000e-03, eta: 16:56:58, time: 0.643, data_time: 0.005, memory: 4947, top1_acc: 0.6688, top5_acc: 0.8534, loss_cls: 1.3696, loss: 1.3696, grad_norm: 4.3819 2020-08-14 08:07:09,362 - mmaction - INFO - Epoch [63][220/1253] lr: 3.000e-03, eta: 16:56:25, time: 0.679, data_time: 0.007, memory: 4947, top1_acc: 0.6589, top5_acc: 0.8505, loss_cls: 1.3834, loss: 1.3834, grad_norm: 4.2961 2020-08-14 08:07:23,782 - mmaction - INFO - Epoch [63][240/1253] lr: 3.000e-03, eta: 16:55:53, time: 0.725, data_time: 0.007, memory: 4947, top1_acc: 0.6654, top5_acc: 0.8635, loss_cls: 1.3642, loss: 1.3642, grad_norm: 4.4002 2020-08-14 08:07:37,883 - mmaction - INFO - Epoch [63][260/1253] lr: 3.000e-03, eta: 16:55:20, time: 0.705, data_time: 0.007, memory: 4947, top1_acc: 0.6656, top5_acc: 0.8594, loss_cls: 1.3631, loss: 1.3631, grad_norm: 4.4128 2020-08-14 08:07:52,191 - mmaction - INFO - Epoch [63][280/1253] lr: 3.000e-03, eta: 16:54:47, time: 0.711, data_time: 0.008, memory: 4947, top1_acc: 0.6565, top5_acc: 0.8518, loss_cls: 1.4107, loss: 1.4107, grad_norm: 4.4212 2020-08-14 08:08:07,131 - mmaction - INFO - Epoch [63][300/1253] lr: 3.000e-03, eta: 16:54:15, time: 0.750, data_time: 0.008, memory: 4947, top1_acc: 0.6628, top5_acc: 0.8523, loss_cls: 1.3963, loss: 1.3963, grad_norm: 4.2596 2020-08-14 08:08:21,306 - mmaction - INFO - Epoch [63][320/1253] lr: 3.000e-03, eta: 16:53:42, time: 0.710, data_time: 0.007, memory: 4947, top1_acc: 0.6549, top5_acc: 0.8531, loss_cls: 1.4418, loss: 1.4418, grad_norm: 4.5169 2020-08-14 08:08:34,446 - mmaction - INFO - Epoch [63][340/1253] lr: 3.000e-03, eta: 16:53:09, time: 0.657, data_time: 0.004, memory: 4947, top1_acc: 0.6630, top5_acc: 0.8573, loss_cls: 1.3727, loss: 1.3727, grad_norm: 4.3802 2020-08-14 08:08:49,119 - mmaction - INFO - Epoch [63][360/1253] lr: 3.000e-03, eta: 16:52:36, time: 0.735, data_time: 0.006, memory: 4947, top1_acc: 0.6591, top5_acc: 0.8576, loss_cls: 1.4093, loss: 1.4093, grad_norm: 4.3972 2020-08-14 08:09:03,814 - mmaction - INFO - Epoch [63][380/1253] lr: 3.000e-03, eta: 16:52:04, time: 0.732, data_time: 0.002, memory: 4947, top1_acc: 0.6534, top5_acc: 0.8646, loss_cls: 1.3813, loss: 1.3813, grad_norm: 4.3673 2020-08-14 08:09:16,706 - mmaction - INFO - Epoch [63][400/1253] lr: 3.000e-03, eta: 16:51:31, time: 0.648, data_time: 0.005, memory: 4947, top1_acc: 0.6667, top5_acc: 0.8602, loss_cls: 1.3764, loss: 1.3764, grad_norm: 4.4332 2020-08-14 08:09:32,455 - mmaction - INFO - Epoch [63][420/1253] lr: 3.000e-03, eta: 16:50:59, time: 0.784, data_time: 0.005, memory: 4947, top1_acc: 0.6596, top5_acc: 0.8576, loss_cls: 1.3967, loss: 1.3967, grad_norm: 4.4758 2020-08-14 08:09:48,100 - mmaction - INFO - Epoch [63][440/1253] lr: 3.000e-03, eta: 16:50:27, time: 0.784, data_time: 0.010, memory: 4947, top1_acc: 0.6547, top5_acc: 0.8557, loss_cls: 1.4091, loss: 1.4091, grad_norm: 4.4732 2020-08-14 08:10:02,675 - mmaction - INFO - Epoch [63][460/1253] lr: 3.000e-03, eta: 16:49:55, time: 0.730, data_time: 0.009, memory: 4947, top1_acc: 0.6617, top5_acc: 0.8539, loss_cls: 1.3946, loss: 1.3946, grad_norm: 4.3669 2020-08-14 08:10:17,796 - mmaction - INFO - Epoch [63][480/1253] lr: 3.000e-03, eta: 16:49:23, time: 0.756, data_time: 0.002, memory: 4947, top1_acc: 0.6583, top5_acc: 0.8503, loss_cls: 1.4148, loss: 1.4148, grad_norm: 4.4262 2020-08-14 08:10:30,523 - mmaction - INFO - Epoch [63][500/1253] lr: 3.000e-03, eta: 16:48:49, time: 0.632, data_time: 0.007, memory: 4947, top1_acc: 0.6732, top5_acc: 0.8602, loss_cls: 1.3570, loss: 1.3570, grad_norm: 4.2604 2020-08-14 08:10:46,094 - mmaction - INFO - Epoch [63][520/1253] lr: 3.000e-03, eta: 16:48:17, time: 0.783, data_time: 0.008, memory: 4947, top1_acc: 0.6630, top5_acc: 0.8539, loss_cls: 1.3858, loss: 1.3858, grad_norm: 4.4707 2020-08-14 08:10:59,727 - mmaction - INFO - Epoch [63][540/1253] lr: 3.000e-03, eta: 16:47:44, time: 0.681, data_time: 0.005, memory: 4947, top1_acc: 0.6576, top5_acc: 0.8430, loss_cls: 1.4254, loss: 1.4254, grad_norm: 4.5153 2020-08-14 08:11:14,827 - mmaction - INFO - Epoch [63][560/1253] lr: 3.000e-03, eta: 16:47:12, time: 0.754, data_time: 0.003, memory: 4947, top1_acc: 0.6706, top5_acc: 0.8589, loss_cls: 1.3856, loss: 1.3856, grad_norm: 4.3644 2020-08-14 08:11:29,837 - mmaction - INFO - Epoch [63][580/1253] lr: 3.000e-03, eta: 16:46:40, time: 0.750, data_time: 0.008, memory: 4947, top1_acc: 0.6573, top5_acc: 0.8500, loss_cls: 1.4267, loss: 1.4267, grad_norm: 4.4009 2020-08-14 08:11:44,062 - mmaction - INFO - Epoch [63][600/1253] lr: 3.000e-03, eta: 16:46:08, time: 0.711, data_time: 0.008, memory: 4947, top1_acc: 0.6591, top5_acc: 0.8607, loss_cls: 1.3836, loss: 1.3836, grad_norm: 4.3530 2020-08-14 08:11:58,558 - mmaction - INFO - Epoch [63][620/1253] lr: 3.000e-03, eta: 16:45:35, time: 0.722, data_time: 0.008, memory: 4947, top1_acc: 0.6604, top5_acc: 0.8607, loss_cls: 1.3703, loss: 1.3703, grad_norm: 4.3020 2020-08-14 08:12:13,763 - mmaction - INFO - Epoch [63][640/1253] lr: 3.000e-03, eta: 16:45:03, time: 0.763, data_time: 0.009, memory: 4947, top1_acc: 0.6557, top5_acc: 0.8487, loss_cls: 1.4165, loss: 1.4165, grad_norm: 4.3399 2020-08-14 08:12:28,509 - mmaction - INFO - Epoch [63][660/1253] lr: 3.000e-03, eta: 16:44:31, time: 0.736, data_time: 0.008, memory: 4947, top1_acc: 0.6487, top5_acc: 0.8539, loss_cls: 1.4303, loss: 1.4303, grad_norm: 4.5279 2020-08-14 08:12:42,085 - mmaction - INFO - Epoch [63][680/1253] lr: 3.000e-03, eta: 16:43:58, time: 0.682, data_time: 0.008, memory: 4947, top1_acc: 0.6641, top5_acc: 0.8513, loss_cls: 1.4277, loss: 1.4277, grad_norm: 4.5002 2020-08-14 08:12:57,085 - mmaction - INFO - Epoch [63][700/1253] lr: 3.000e-03, eta: 16:43:26, time: 0.748, data_time: 0.006, memory: 4947, top1_acc: 0.6615, top5_acc: 0.8521, loss_cls: 1.4234, loss: 1.4234, grad_norm: 4.3973 2020-08-14 08:13:12,017 - mmaction - INFO - Epoch [63][720/1253] lr: 3.000e-03, eta: 16:42:54, time: 0.748, data_time: 0.006, memory: 4947, top1_acc: 0.6708, top5_acc: 0.8521, loss_cls: 1.3987, loss: 1.3987, grad_norm: 4.3784 2020-08-14 08:13:25,787 - mmaction - INFO - Epoch [63][740/1253] lr: 3.000e-03, eta: 16:42:21, time: 0.688, data_time: 0.008, memory: 4947, top1_acc: 0.6602, top5_acc: 0.8516, loss_cls: 1.4206, loss: 1.4206, grad_norm: 4.4025 2020-08-14 08:13:41,784 - mmaction - INFO - Epoch [63][760/1253] lr: 3.000e-03, eta: 16:41:50, time: 0.800, data_time: 0.008, memory: 4947, top1_acc: 0.6563, top5_acc: 0.8596, loss_cls: 1.3900, loss: 1.3900, grad_norm: 4.3847 2020-08-14 08:13:55,596 - mmaction - INFO - Epoch [63][780/1253] lr: 3.000e-03, eta: 16:41:17, time: 0.692, data_time: 0.005, memory: 4947, top1_acc: 0.6687, top5_acc: 0.8560, loss_cls: 1.3665, loss: 1.3665, grad_norm: 4.3639 2020-08-14 08:14:10,282 - mmaction - INFO - Epoch [63][800/1253] lr: 3.000e-03, eta: 16:40:45, time: 0.732, data_time: 0.005, memory: 4947, top1_acc: 0.6646, top5_acc: 0.8534, loss_cls: 1.4087, loss: 1.4087, grad_norm: 4.4053 2020-08-14 08:14:25,074 - mmaction - INFO - Epoch [63][820/1253] lr: 3.000e-03, eta: 16:40:13, time: 0.741, data_time: 0.006, memory: 4947, top1_acc: 0.6573, top5_acc: 0.8552, loss_cls: 1.4053, loss: 1.4053, grad_norm: 4.4967 2020-08-14 08:14:39,750 - mmaction - INFO - Epoch [63][840/1253] lr: 3.000e-03, eta: 16:39:40, time: 0.731, data_time: 0.005, memory: 4947, top1_acc: 0.6484, top5_acc: 0.8458, loss_cls: 1.4438, loss: 1.4438, grad_norm: 4.5514 2020-08-14 08:14:54,410 - mmaction - INFO - Epoch [63][860/1253] lr: 3.000e-03, eta: 16:39:08, time: 0.735, data_time: 0.008, memory: 4947, top1_acc: 0.6581, top5_acc: 0.8557, loss_cls: 1.3837, loss: 1.3837, grad_norm: 4.3638 2020-08-14 08:15:08,535 - mmaction - INFO - Epoch [63][880/1253] lr: 3.000e-03, eta: 16:38:36, time: 0.708, data_time: 0.007, memory: 4947, top1_acc: 0.6742, top5_acc: 0.8591, loss_cls: 1.3410, loss: 1.3410, grad_norm: 4.3453 2020-08-14 08:15:22,576 - mmaction - INFO - Epoch [63][900/1253] lr: 3.000e-03, eta: 16:38:03, time: 0.701, data_time: 0.004, memory: 4947, top1_acc: 0.6500, top5_acc: 0.8510, loss_cls: 1.4224, loss: 1.4224, grad_norm: 4.5704 2020-08-14 08:15:36,692 - mmaction - INFO - Epoch [63][920/1253] lr: 3.000e-03, eta: 16:37:31, time: 0.703, data_time: 0.006, memory: 4947, top1_acc: 0.6708, top5_acc: 0.8583, loss_cls: 1.3640, loss: 1.3640, grad_norm: 4.3885 2020-08-14 08:15:51,803 - mmaction - INFO - Epoch [63][940/1253] lr: 3.000e-03, eta: 16:36:59, time: 0.758, data_time: 0.007, memory: 4947, top1_acc: 0.6573, top5_acc: 0.8521, loss_cls: 1.4108, loss: 1.4108, grad_norm: 4.4026 2020-08-14 08:16:06,041 - mmaction - INFO - Epoch [63][960/1253] lr: 3.000e-03, eta: 16:36:26, time: 0.711, data_time: 0.009, memory: 4947, top1_acc: 0.6591, top5_acc: 0.8589, loss_cls: 1.3955, loss: 1.3955, grad_norm: 4.4468 2020-08-14 08:16:20,423 - mmaction - INFO - Epoch [63][980/1253] lr: 3.000e-03, eta: 16:35:54, time: 0.720, data_time: 0.008, memory: 4947, top1_acc: 0.6609, top5_acc: 0.8521, loss_cls: 1.4037, loss: 1.4037, grad_norm: 4.3301 2020-08-14 08:16:36,072 - mmaction - INFO - Epoch [63][1000/1253] lr: 3.000e-03, eta: 16:35:23, time: 0.783, data_time: 0.008, memory: 4947, top1_acc: 0.6648, top5_acc: 0.8508, loss_cls: 1.4003, loss: 1.4003, grad_norm: 4.3195 2020-08-14 08:16:50,864 - mmaction - INFO - Epoch [63][1020/1253] lr: 3.000e-03, eta: 16:34:51, time: 0.737, data_time: 0.008, memory: 4947, top1_acc: 0.6557, top5_acc: 0.8492, loss_cls: 1.4289, loss: 1.4289, grad_norm: 4.4626 2020-08-14 08:17:04,504 - mmaction - INFO - Epoch [63][1040/1253] lr: 3.000e-03, eta: 16:34:18, time: 0.684, data_time: 0.007, memory: 4947, top1_acc: 0.6594, top5_acc: 0.8471, loss_cls: 1.4258, loss: 1.4258, grad_norm: 4.4933 2020-08-14 08:17:18,635 - mmaction - INFO - Epoch [63][1060/1253] lr: 3.000e-03, eta: 16:33:46, time: 0.707, data_time: 0.008, memory: 4947, top1_acc: 0.6690, top5_acc: 0.8625, loss_cls: 1.3761, loss: 1.3761, grad_norm: 4.3319 2020-08-14 08:17:35,421 - mmaction - INFO - Epoch [63][1080/1253] lr: 3.000e-03, eta: 16:33:15, time: 0.838, data_time: 0.008, memory: 4947, top1_acc: 0.6612, top5_acc: 0.8469, loss_cls: 1.4024, loss: 1.4024, grad_norm: 4.3588 2020-08-14 08:17:48,877 - mmaction - INFO - Epoch [63][1100/1253] lr: 3.000e-03, eta: 16:32:42, time: 0.674, data_time: 0.006, memory: 4947, top1_acc: 0.6542, top5_acc: 0.8505, loss_cls: 1.4166, loss: 1.4166, grad_norm: 4.4229 2020-08-14 08:18:04,220 - mmaction - INFO - Epoch [63][1120/1253] lr: 3.000e-03, eta: 16:32:10, time: 0.768, data_time: 0.006, memory: 4947, top1_acc: 0.6690, top5_acc: 0.8630, loss_cls: 1.3604, loss: 1.3604, grad_norm: 4.3264 2020-08-14 08:18:17,581 - mmaction - INFO - Epoch [63][1140/1253] lr: 3.000e-03, eta: 16:31:37, time: 0.667, data_time: 0.002, memory: 4947, top1_acc: 0.6695, top5_acc: 0.8607, loss_cls: 1.3879, loss: 1.3879, grad_norm: 4.3818 2020-08-14 08:18:32,842 - mmaction - INFO - Epoch [63][1160/1253] lr: 3.000e-03, eta: 16:31:06, time: 0.760, data_time: 0.007, memory: 4947, top1_acc: 0.6617, top5_acc: 0.8508, loss_cls: 1.3929, loss: 1.3929, grad_norm: 4.4232 2020-08-14 08:18:47,938 - mmaction - INFO - Epoch [63][1180/1253] lr: 3.000e-03, eta: 16:30:34, time: 0.756, data_time: 0.007, memory: 4947, top1_acc: 0.6622, top5_acc: 0.8560, loss_cls: 1.3940, loss: 1.3940, grad_norm: 4.3903 2020-08-14 08:19:02,706 - mmaction - INFO - Epoch [63][1200/1253] lr: 3.000e-03, eta: 16:30:02, time: 0.739, data_time: 0.005, memory: 4947, top1_acc: 0.6661, top5_acc: 0.8565, loss_cls: 1.3850, loss: 1.3850, grad_norm: 4.3625 2020-08-14 08:19:16,553 - mmaction - INFO - Epoch [63][1220/1253] lr: 3.000e-03, eta: 16:29:29, time: 0.694, data_time: 0.004, memory: 4947, top1_acc: 0.6547, top5_acc: 0.8516, loss_cls: 1.4095, loss: 1.4095, grad_norm: 4.4337 2020-08-14 08:19:31,354 - mmaction - INFO - Epoch [63][1240/1253] lr: 3.000e-03, eta: 16:28:57, time: 0.739, data_time: 0.007, memory: 4947, top1_acc: 0.6589, top5_acc: 0.8565, loss_cls: 1.3805, loss: 1.3805, grad_norm: 4.3677 2020-08-14 08:19:40,360 - mmaction - INFO - Saving checkpoint at 63 epochs 2020-08-14 08:27:00,928 - mmaction - INFO - Epoch [64][20/1253] lr: 3.000e-03, eta: 16:32:09, time: 21.989, data_time: 14.044, memory: 4947, top1_acc: 0.6815, top5_acc: 0.8648, loss_cls: 1.3223, loss: 1.3223, grad_norm: 4.3118 2020-08-14 08:27:13,489 - mmaction - INFO - Epoch [64][40/1253] lr: 3.000e-03, eta: 16:31:35, time: 0.629, data_time: 0.008, memory: 4947, top1_acc: 0.6680, top5_acc: 0.8581, loss_cls: 1.3608, loss: 1.3608, grad_norm: 4.3218 2020-08-14 08:27:25,986 - mmaction - INFO - Epoch [64][60/1253] lr: 3.000e-03, eta: 16:31:02, time: 0.622, data_time: 0.009, memory: 4947, top1_acc: 0.6651, top5_acc: 0.8542, loss_cls: 1.4032, loss: 1.4032, grad_norm: 4.4223 2020-08-14 08:27:38,468 - mmaction - INFO - Epoch [64][80/1253] lr: 3.000e-03, eta: 16:30:28, time: 0.624, data_time: 0.007, memory: 4947, top1_acc: 0.6740, top5_acc: 0.8667, loss_cls: 1.3431, loss: 1.3431, grad_norm: 4.4020 2020-08-14 08:27:50,843 - mmaction - INFO - Epoch [64][100/1253] lr: 3.000e-03, eta: 16:29:55, time: 0.623, data_time: 0.010, memory: 4947, top1_acc: 0.6695, top5_acc: 0.8620, loss_cls: 1.3698, loss: 1.3698, grad_norm: 4.4406 2020-08-14 08:28:03,290 - mmaction - INFO - Epoch [64][120/1253] lr: 3.000e-03, eta: 16:29:22, time: 0.622, data_time: 0.004, memory: 4947, top1_acc: 0.6609, top5_acc: 0.8547, loss_cls: 1.4110, loss: 1.4110, grad_norm: 4.4309 2020-08-14 08:28:16,916 - mmaction - INFO - Epoch [64][140/1253] lr: 3.000e-03, eta: 16:28:49, time: 0.682, data_time: 0.006, memory: 4947, top1_acc: 0.6565, top5_acc: 0.8607, loss_cls: 1.3611, loss: 1.3611, grad_norm: 4.4017 2020-08-14 08:28:29,545 - mmaction - INFO - Epoch [64][160/1253] lr: 3.000e-03, eta: 16:28:15, time: 0.629, data_time: 0.002, memory: 4947, top1_acc: 0.6685, top5_acc: 0.8544, loss_cls: 1.3893, loss: 1.3893, grad_norm: 4.4101 2020-08-14 08:28:43,537 - mmaction - INFO - Epoch [64][180/1253] lr: 3.000e-03, eta: 16:27:43, time: 0.700, data_time: 0.007, memory: 4947, top1_acc: 0.6674, top5_acc: 0.8599, loss_cls: 1.3513, loss: 1.3513, grad_norm: 4.4745 2020-08-14 08:28:57,682 - mmaction - INFO - Epoch [64][200/1253] lr: 3.000e-03, eta: 16:27:11, time: 0.709, data_time: 0.004, memory: 4947, top1_acc: 0.6599, top5_acc: 0.8492, loss_cls: 1.4252, loss: 1.4252, grad_norm: 4.4532 2020-08-14 08:29:11,602 - mmaction - INFO - Epoch [64][220/1253] lr: 3.000e-03, eta: 16:26:38, time: 0.691, data_time: 0.008, memory: 4947, top1_acc: 0.6609, top5_acc: 0.8523, loss_cls: 1.3813, loss: 1.3813, grad_norm: 4.3460 2020-08-14 08:29:26,818 - mmaction - INFO - Epoch [64][240/1253] lr: 3.000e-03, eta: 16:26:06, time: 0.765, data_time: 0.007, memory: 4947, top1_acc: 0.6656, top5_acc: 0.8625, loss_cls: 1.3571, loss: 1.3571, grad_norm: 4.5151 2020-08-14 08:29:41,077 - mmaction - INFO - Epoch [64][260/1253] lr: 3.000e-03, eta: 16:25:34, time: 0.712, data_time: 0.005, memory: 4947, top1_acc: 0.6589, top5_acc: 0.8549, loss_cls: 1.3957, loss: 1.3957, grad_norm: 4.4999 2020-08-14 08:29:54,152 - mmaction - INFO - Epoch [64][280/1253] lr: 3.000e-03, eta: 16:25:01, time: 0.654, data_time: 0.006, memory: 4947, top1_acc: 0.6620, top5_acc: 0.8536, loss_cls: 1.4041, loss: 1.4041, grad_norm: 4.3554 2020-08-14 08:30:09,087 - mmaction - INFO - Epoch [64][300/1253] lr: 3.000e-03, eta: 16:24:29, time: 0.747, data_time: 0.009, memory: 4947, top1_acc: 0.6622, top5_acc: 0.8516, loss_cls: 1.3884, loss: 1.3884, grad_norm: 4.3426 2020-08-14 08:30:22,323 - mmaction - INFO - Epoch [64][320/1253] lr: 3.000e-03, eta: 16:23:56, time: 0.659, data_time: 0.007, memory: 4947, top1_acc: 0.6654, top5_acc: 0.8492, loss_cls: 1.4218, loss: 1.4218, grad_norm: 4.4582 2020-08-14 08:30:38,205 - mmaction - INFO - Epoch [64][340/1253] lr: 3.000e-03, eta: 16:23:25, time: 0.797, data_time: 0.007, memory: 4947, top1_acc: 0.6589, top5_acc: 0.8510, loss_cls: 1.4436, loss: 1.4436, grad_norm: 4.4636 2020-08-14 08:30:53,024 - mmaction - INFO - Epoch [64][360/1253] lr: 3.000e-03, eta: 16:22:53, time: 0.742, data_time: 0.008, memory: 4947, top1_acc: 0.6750, top5_acc: 0.8570, loss_cls: 1.3695, loss: 1.3695, grad_norm: 4.3534 2020-08-14 08:31:06,474 - mmaction - INFO - Epoch [64][380/1253] lr: 3.000e-03, eta: 16:22:20, time: 0.670, data_time: 0.008, memory: 4947, top1_acc: 0.6576, top5_acc: 0.8440, loss_cls: 1.4379, loss: 1.4379, grad_norm: 4.4029 2020-08-14 08:31:21,105 - mmaction - INFO - Epoch [64][400/1253] lr: 3.000e-03, eta: 16:21:48, time: 0.733, data_time: 0.009, memory: 4947, top1_acc: 0.6518, top5_acc: 0.8563, loss_cls: 1.4130, loss: 1.4130, grad_norm: 4.4828 2020-08-14 08:31:36,093 - mmaction - INFO - Epoch [64][420/1253] lr: 3.000e-03, eta: 16:21:17, time: 0.751, data_time: 0.005, memory: 4947, top1_acc: 0.6729, top5_acc: 0.8620, loss_cls: 1.3750, loss: 1.3750, grad_norm: 4.4473 2020-08-14 08:31:49,200 - mmaction - INFO - Epoch [64][440/1253] lr: 3.000e-03, eta: 16:20:44, time: 0.653, data_time: 0.005, memory: 4947, top1_acc: 0.6729, top5_acc: 0.8562, loss_cls: 1.3455, loss: 1.3455, grad_norm: 4.4040 2020-08-14 08:32:04,467 - mmaction - INFO - Epoch [64][460/1253] lr: 3.000e-03, eta: 16:20:12, time: 0.766, data_time: 0.007, memory: 4947, top1_acc: 0.6417, top5_acc: 0.8453, loss_cls: 1.4782, loss: 1.4782, grad_norm: 4.4959 2020-08-14 08:32:19,489 - mmaction - INFO - Epoch [64][480/1253] lr: 3.000e-03, eta: 16:19:40, time: 0.749, data_time: 0.006, memory: 4947, top1_acc: 0.6628, top5_acc: 0.8583, loss_cls: 1.3660, loss: 1.3660, grad_norm: 4.3758 2020-08-14 08:32:34,729 - mmaction - INFO - Epoch [64][500/1253] lr: 3.000e-03, eta: 16:19:09, time: 0.764, data_time: 0.005, memory: 4947, top1_acc: 0.6703, top5_acc: 0.8536, loss_cls: 1.3771, loss: 1.3771, grad_norm: 4.4111 2020-08-14 08:32:49,637 - mmaction - INFO - Epoch [64][520/1253] lr: 3.000e-03, eta: 16:18:37, time: 0.743, data_time: 0.005, memory: 4947, top1_acc: 0.6560, top5_acc: 0.8529, loss_cls: 1.4026, loss: 1.4026, grad_norm: 4.4536 2020-08-14 08:33:03,852 - mmaction - INFO - Epoch [64][540/1253] lr: 3.000e-03, eta: 16:18:05, time: 0.711, data_time: 0.007, memory: 4947, top1_acc: 0.6680, top5_acc: 0.8542, loss_cls: 1.3750, loss: 1.3750, grad_norm: 4.3762 2020-08-14 08:33:18,895 - mmaction - INFO - Epoch [64][560/1253] lr: 3.000e-03, eta: 16:17:33, time: 0.750, data_time: 0.008, memory: 4947, top1_acc: 0.6641, top5_acc: 0.8539, loss_cls: 1.3744, loss: 1.3744, grad_norm: 4.4347 2020-08-14 08:33:31,966 - mmaction - INFO - Epoch [64][580/1253] lr: 3.000e-03, eta: 16:17:00, time: 0.655, data_time: 0.007, memory: 4947, top1_acc: 0.6594, top5_acc: 0.8474, loss_cls: 1.4220, loss: 1.4220, grad_norm: 4.4965 2020-08-14 08:33:47,563 - mmaction - INFO - Epoch [64][600/1253] lr: 3.000e-03, eta: 16:16:29, time: 0.779, data_time: 0.007, memory: 4947, top1_acc: 0.6680, top5_acc: 0.8589, loss_cls: 1.3750, loss: 1.3750, grad_norm: 4.4040 2020-08-14 08:34:01,113 - mmaction - INFO - Epoch [64][620/1253] lr: 3.000e-03, eta: 16:15:56, time: 0.681, data_time: 0.007, memory: 4947, top1_acc: 0.6805, top5_acc: 0.8568, loss_cls: 1.3933, loss: 1.3933, grad_norm: 4.4012 2020-08-14 08:34:15,356 - mmaction - INFO - Epoch [64][640/1253] lr: 3.000e-03, eta: 16:15:24, time: 0.709, data_time: 0.006, memory: 4947, top1_acc: 0.6651, top5_acc: 0.8547, loss_cls: 1.3768, loss: 1.3768, grad_norm: 4.4959 2020-08-14 08:34:29,877 - mmaction - INFO - Epoch [64][660/1253] lr: 3.000e-03, eta: 16:14:52, time: 0.729, data_time: 0.006, memory: 4947, top1_acc: 0.6578, top5_acc: 0.8492, loss_cls: 1.4165, loss: 1.4165, grad_norm: 4.4798 2020-08-14 08:34:43,720 - mmaction - INFO - Epoch [64][680/1253] lr: 3.000e-03, eta: 16:14:20, time: 0.689, data_time: 0.006, memory: 4947, top1_acc: 0.6490, top5_acc: 0.8500, loss_cls: 1.4454, loss: 1.4454, grad_norm: 4.5577 2020-08-14 08:34:58,510 - mmaction - INFO - Epoch [64][700/1253] lr: 3.000e-03, eta: 16:13:48, time: 0.741, data_time: 0.008, memory: 4947, top1_acc: 0.6794, top5_acc: 0.8638, loss_cls: 1.3322, loss: 1.3322, grad_norm: 4.4254 2020-08-14 08:35:12,696 - mmaction - INFO - Epoch [64][720/1253] lr: 3.000e-03, eta: 16:13:16, time: 0.706, data_time: 0.006, memory: 4947, top1_acc: 0.6609, top5_acc: 0.8547, loss_cls: 1.4052, loss: 1.4052, grad_norm: 4.5565 2020-08-14 08:35:26,502 - mmaction - INFO - Epoch [64][740/1253] lr: 3.000e-03, eta: 16:12:44, time: 0.693, data_time: 0.007, memory: 4947, top1_acc: 0.6599, top5_acc: 0.8560, loss_cls: 1.3865, loss: 1.3865, grad_norm: 4.3349 2020-08-14 08:35:41,709 - mmaction - INFO - Epoch [64][760/1253] lr: 3.000e-03, eta: 16:12:12, time: 0.759, data_time: 0.009, memory: 4947, top1_acc: 0.6630, top5_acc: 0.8628, loss_cls: 1.3597, loss: 1.3597, grad_norm: 4.4277 2020-08-14 08:46:03,724 - mmaction - INFO - Epoch [64][780/1253] lr: 3.000e-03, eta: 16:17:28, time: 31.102, data_time: 0.007, memory: 4947, top1_acc: 0.6518, top5_acc: 0.8497, loss_cls: 1.4385, loss: 1.4385, grad_norm: 4.4979 2020-08-14 08:57:53,538 - mmaction - INFO - Epoch [64][800/1253] lr: 3.000e-03, eta: 16:23:33, time: 35.491, data_time: 7.516, memory: 4947, top1_acc: 0.6826, top5_acc: 0.8654, loss_cls: 1.3167, loss: 1.3167, grad_norm: 4.2774 2020-08-14 09:02:06,060 - mmaction - INFO - Epoch [64][820/1253] lr: 3.000e-03, eta: 16:25:16, time: 12.618, data_time: 0.002, memory: 4947, top1_acc: 0.6518, top5_acc: 0.8445, loss_cls: 1.4735, loss: 1.4735, grad_norm: 4.4770 2020-08-14 09:02:18,295 - mmaction - INFO - Epoch [64][840/1253] lr: 3.000e-03, eta: 16:24:42, time: 0.618, data_time: 0.017, memory: 4947, top1_acc: 0.6638, top5_acc: 0.8526, loss_cls: 1.3895, loss: 1.3895, grad_norm: 4.3568 2020-08-14 09:02:30,576 - mmaction - INFO - Epoch [64][860/1253] lr: 3.000e-03, eta: 16:24:09, time: 0.615, data_time: 0.007, memory: 4947, top1_acc: 0.6659, top5_acc: 0.8568, loss_cls: 1.4005, loss: 1.4005, grad_norm: 4.4722 2020-08-14 09:02:43,025 - mmaction - INFO - Epoch [64][880/1253] lr: 3.000e-03, eta: 16:23:35, time: 0.622, data_time: 0.008, memory: 4947, top1_acc: 0.6714, top5_acc: 0.8583, loss_cls: 1.3669, loss: 1.3669, grad_norm: 4.4279 2020-08-14 09:02:55,375 - mmaction - INFO - Epoch [64][900/1253] lr: 3.000e-03, eta: 16:23:01, time: 0.620, data_time: 0.007, memory: 4947, top1_acc: 0.6729, top5_acc: 0.8674, loss_cls: 1.3360, loss: 1.3360, grad_norm: 4.3349 2020-08-14 09:03:08,340 - mmaction - INFO - Epoch [64][920/1253] lr: 3.000e-03, eta: 16:22:28, time: 0.644, data_time: 0.005, memory: 4947, top1_acc: 0.6701, top5_acc: 0.8599, loss_cls: 1.3413, loss: 1.3413, grad_norm: 4.4350 2020-08-14 09:03:22,452 - mmaction - INFO - Epoch [64][940/1253] lr: 3.000e-03, eta: 16:21:55, time: 0.706, data_time: 0.007, memory: 4947, top1_acc: 0.6664, top5_acc: 0.8594, loss_cls: 1.3689, loss: 1.3689, grad_norm: 4.3983 2020-08-14 09:03:35,979 - mmaction - INFO - Epoch [64][960/1253] lr: 3.000e-03, eta: 16:21:22, time: 0.678, data_time: 0.010, memory: 4947, top1_acc: 0.6732, top5_acc: 0.8484, loss_cls: 1.3569, loss: 1.3569, grad_norm: 4.4359 2020-08-14 09:03:49,468 - mmaction - INFO - Epoch [64][980/1253] lr: 3.000e-03, eta: 16:20:49, time: 0.675, data_time: 0.008, memory: 4947, top1_acc: 0.6578, top5_acc: 0.8549, loss_cls: 1.3868, loss: 1.3868, grad_norm: 4.4901 2020-08-14 09:04:04,068 - mmaction - INFO - Epoch [64][1000/1253] lr: 3.000e-03, eta: 16:20:17, time: 0.731, data_time: 0.005, memory: 4947, top1_acc: 0.6586, top5_acc: 0.8497, loss_cls: 1.4232, loss: 1.4232, grad_norm: 4.5704 2020-08-14 09:04:17,759 - mmaction - INFO - Epoch [64][1020/1253] lr: 3.000e-03, eta: 16:19:44, time: 0.683, data_time: 0.004, memory: 4947, top1_acc: 0.6578, top5_acc: 0.8578, loss_cls: 1.3883, loss: 1.3883, grad_norm: 4.5029 2020-08-14 09:04:33,112 - mmaction - INFO - Epoch [64][1040/1253] lr: 3.000e-03, eta: 16:19:12, time: 0.766, data_time: 0.010, memory: 4947, top1_acc: 0.6617, top5_acc: 0.8570, loss_cls: 1.3725, loss: 1.3725, grad_norm: 4.5076 2020-08-14 09:04:47,885 - mmaction - INFO - Epoch [64][1060/1253] lr: 3.000e-03, eta: 16:18:40, time: 0.741, data_time: 0.006, memory: 4947, top1_acc: 0.6674, top5_acc: 0.8568, loss_cls: 1.3840, loss: 1.3840, grad_norm: 4.3742 2020-08-14 09:05:03,234 - mmaction - INFO - Epoch [64][1080/1253] lr: 3.000e-03, eta: 16:18:08, time: 0.769, data_time: 0.007, memory: 4947, top1_acc: 0.6643, top5_acc: 0.8487, loss_cls: 1.4151, loss: 1.4151, grad_norm: 4.4702 2020-08-14 09:05:16,944 - mmaction - INFO - Epoch [64][1100/1253] lr: 3.000e-03, eta: 16:17:35, time: 0.685, data_time: 0.002, memory: 4947, top1_acc: 0.6565, top5_acc: 0.8586, loss_cls: 1.3966, loss: 1.3966, grad_norm: 4.4304 2020-08-14 09:05:32,842 - mmaction - INFO - Epoch [64][1120/1253] lr: 3.000e-03, eta: 16:17:03, time: 0.790, data_time: 0.006, memory: 4947, top1_acc: 0.6625, top5_acc: 0.8568, loss_cls: 1.3916, loss: 1.3916, grad_norm: 4.4340 2020-08-14 09:05:47,430 - mmaction - INFO - Epoch [64][1140/1253] lr: 3.000e-03, eta: 16:16:31, time: 0.733, data_time: 0.008, memory: 4947, top1_acc: 0.6557, top5_acc: 0.8469, loss_cls: 1.4185, loss: 1.4185, grad_norm: 4.4142 2020-08-14 09:06:02,759 - mmaction - INFO - Epoch [64][1160/1253] lr: 3.000e-03, eta: 16:15:59, time: 0.768, data_time: 0.007, memory: 4947, top1_acc: 0.6617, top5_acc: 0.8596, loss_cls: 1.3629, loss: 1.3629, grad_norm: 4.4745 2020-08-14 09:06:18,503 - mmaction - INFO - Epoch [64][1180/1253] lr: 3.000e-03, eta: 16:15:28, time: 0.783, data_time: 0.006, memory: 4947, top1_acc: 0.6562, top5_acc: 0.8526, loss_cls: 1.4223, loss: 1.4223, grad_norm: 4.5216 2020-08-14 09:06:31,793 - mmaction - INFO - Epoch [64][1200/1253] lr: 3.000e-03, eta: 16:14:55, time: 0.667, data_time: 0.008, memory: 4947, top1_acc: 0.6448, top5_acc: 0.8576, loss_cls: 1.4097, loss: 1.4097, grad_norm: 4.5139 2020-08-14 09:06:47,286 - mmaction - INFO - Epoch [64][1220/1253] lr: 3.000e-03, eta: 16:14:23, time: 0.773, data_time: 0.007, memory: 4947, top1_acc: 0.6516, top5_acc: 0.8497, loss_cls: 1.4137, loss: 1.4137, grad_norm: 4.4602 2020-08-14 09:07:02,268 - mmaction - INFO - Epoch [64][1240/1253] lr: 3.000e-03, eta: 16:13:51, time: 0.750, data_time: 0.008, memory: 4947, top1_acc: 0.6547, top5_acc: 0.8534, loss_cls: 1.4235, loss: 1.4235, grad_norm: 4.5914 2020-08-14 09:07:11,491 - mmaction - INFO - Saving checkpoint at 64 epochs 2020-08-14 09:19:35,536 - mmaction - INFO - Epoch [65][20/1253] lr: 3.000e-03, eta: 16:19:42, time: 37.161, data_time: 17.008, memory: 4947, top1_acc: 0.6453, top5_acc: 0.8474, loss_cls: 1.4367, loss: 1.4367, grad_norm: 4.4740 2020-08-14 09:19:47,757 - mmaction - INFO - Epoch [65][40/1253] lr: 3.000e-03, eta: 16:19:08, time: 0.613, data_time: 0.008, memory: 4947, top1_acc: 0.6656, top5_acc: 0.8570, loss_cls: 1.3880, loss: 1.3880, grad_norm: 4.4268 2020-08-14 09:20:00,064 - mmaction - INFO - Epoch [65][60/1253] lr: 3.000e-03, eta: 16:18:34, time: 0.615, data_time: 0.007, memory: 4947, top1_acc: 0.6680, top5_acc: 0.8542, loss_cls: 1.3742, loss: 1.3742, grad_norm: 4.4369 2020-08-14 09:20:12,452 - mmaction - INFO - Epoch [65][80/1253] lr: 3.000e-03, eta: 16:18:00, time: 0.619, data_time: 0.004, memory: 4947, top1_acc: 0.6716, top5_acc: 0.8628, loss_cls: 1.3270, loss: 1.3270, grad_norm: 4.3645 2020-08-14 09:20:25,046 - mmaction - INFO - Epoch [65][100/1253] lr: 3.000e-03, eta: 16:17:27, time: 0.629, data_time: 0.009, memory: 4947, top1_acc: 0.6695, top5_acc: 0.8602, loss_cls: 1.3627, loss: 1.3627, grad_norm: 4.4055 2020-08-14 09:20:37,506 - mmaction - INFO - Epoch [65][120/1253] lr: 3.000e-03, eta: 16:16:53, time: 0.624, data_time: 0.007, memory: 4947, top1_acc: 0.6768, top5_acc: 0.8646, loss_cls: 1.3334, loss: 1.3334, grad_norm: 4.4138 2020-08-14 09:20:50,382 - mmaction - INFO - Epoch [65][140/1253] lr: 3.000e-03, eta: 16:16:20, time: 0.643, data_time: 0.008, memory: 4947, top1_acc: 0.6583, top5_acc: 0.8570, loss_cls: 1.3562, loss: 1.3562, grad_norm: 4.4689 2020-08-14 09:21:02,783 - mmaction - INFO - Epoch [65][160/1253] lr: 3.000e-03, eta: 16:15:46, time: 0.621, data_time: 0.007, memory: 4947, top1_acc: 0.6682, top5_acc: 0.8573, loss_cls: 1.3777, loss: 1.3777, grad_norm: 4.4294 2020-08-14 09:21:16,743 - mmaction - INFO - Epoch [65][180/1253] lr: 3.000e-03, eta: 16:15:13, time: 0.698, data_time: 0.008, memory: 4947, top1_acc: 0.6667, top5_acc: 0.8617, loss_cls: 1.3538, loss: 1.3538, grad_norm: 4.4138 2020-08-14 09:21:30,937 - mmaction - INFO - Epoch [65][200/1253] lr: 3.000e-03, eta: 16:14:41, time: 0.710, data_time: 0.004, memory: 4947, top1_acc: 0.6727, top5_acc: 0.8586, loss_cls: 1.3558, loss: 1.3558, grad_norm: 4.3942 2020-08-14 09:21:44,603 - mmaction - INFO - Epoch [65][220/1253] lr: 3.000e-03, eta: 16:14:08, time: 0.679, data_time: 0.007, memory: 4947, top1_acc: 0.6745, top5_acc: 0.8581, loss_cls: 1.3523, loss: 1.3523, grad_norm: 4.4081 2020-08-14 09:21:58,350 - mmaction - INFO - Epoch [65][240/1253] lr: 3.000e-03, eta: 16:13:35, time: 0.692, data_time: 0.007, memory: 4947, top1_acc: 0.6625, top5_acc: 0.8563, loss_cls: 1.3777, loss: 1.3777, grad_norm: 4.5456 2020-08-14 09:22:13,845 - mmaction - INFO - Epoch [65][260/1253] lr: 3.000e-03, eta: 16:13:03, time: 0.774, data_time: 0.002, memory: 4947, top1_acc: 0.6638, top5_acc: 0.8536, loss_cls: 1.3749, loss: 1.3749, grad_norm: 4.5082 2020-08-14 09:22:28,116 - mmaction - INFO - Epoch [65][280/1253] lr: 3.000e-03, eta: 16:12:30, time: 0.714, data_time: 0.003, memory: 4947, top1_acc: 0.6690, top5_acc: 0.8586, loss_cls: 1.3611, loss: 1.3611, grad_norm: 4.4156 2020-08-14 09:22:42,556 - mmaction - INFO - Epoch [65][300/1253] lr: 3.000e-03, eta: 16:11:58, time: 0.719, data_time: 0.003, memory: 4947, top1_acc: 0.6630, top5_acc: 0.8557, loss_cls: 1.3771, loss: 1.3771, grad_norm: 4.3831 2020-08-14 09:22:57,183 - mmaction - INFO - Epoch [65][320/1253] lr: 3.000e-03, eta: 16:11:25, time: 0.735, data_time: 0.009, memory: 4947, top1_acc: 0.6557, top5_acc: 0.8542, loss_cls: 1.4158, loss: 1.4158, grad_norm: 4.5194 2020-08-14 09:23:12,071 - mmaction - INFO - Epoch [65][340/1253] lr: 3.000e-03, eta: 16:10:53, time: 0.742, data_time: 0.002, memory: 4947, top1_acc: 0.6698, top5_acc: 0.8510, loss_cls: 1.3682, loss: 1.3682, grad_norm: 4.3600 2020-08-14 09:23:25,868 - mmaction - INFO - Epoch [65][360/1253] lr: 3.000e-03, eta: 16:10:20, time: 0.691, data_time: 0.004, memory: 4947, top1_acc: 0.6724, top5_acc: 0.8474, loss_cls: 1.3566, loss: 1.3566, grad_norm: 4.3487 2020-08-14 09:23:39,628 - mmaction - INFO - Epoch [65][380/1253] lr: 3.000e-03, eta: 16:09:47, time: 0.688, data_time: 0.006, memory: 4947, top1_acc: 0.6557, top5_acc: 0.8560, loss_cls: 1.4017, loss: 1.4017, grad_norm: 4.4738 2020-08-14 09:23:55,028 - mmaction - INFO - Epoch [65][400/1253] lr: 3.000e-03, eta: 16:09:16, time: 0.769, data_time: 0.002, memory: 4947, top1_acc: 0.6721, top5_acc: 0.8628, loss_cls: 1.3461, loss: 1.3461, grad_norm: 4.5032 2020-08-14 09:24:10,194 - mmaction - INFO - Epoch [65][420/1253] lr: 3.000e-03, eta: 16:08:44, time: 0.758, data_time: 0.007, memory: 4947, top1_acc: 0.6591, top5_acc: 0.8531, loss_cls: 1.3983, loss: 1.3983, grad_norm: 4.4237 2020-08-14 09:24:23,857 - mmaction - INFO - Epoch [65][440/1253] lr: 3.000e-03, eta: 16:08:11, time: 0.685, data_time: 0.005, memory: 4947, top1_acc: 0.6573, top5_acc: 0.8526, loss_cls: 1.3978, loss: 1.3978, grad_norm: 4.5384 2020-08-14 09:24:38,760 - mmaction - INFO - Epoch [65][460/1253] lr: 3.000e-03, eta: 16:07:38, time: 0.741, data_time: 0.005, memory: 4947, top1_acc: 0.6654, top5_acc: 0.8568, loss_cls: 1.3798, loss: 1.3798, grad_norm: 4.4678 2020-08-14 09:24:54,833 - mmaction - INFO - Epoch [65][480/1253] lr: 3.000e-03, eta: 16:07:07, time: 0.808, data_time: 0.007, memory: 4947, top1_acc: 0.6672, top5_acc: 0.8544, loss_cls: 1.3650, loss: 1.3650, grad_norm: 4.4572 2020-08-14 09:25:09,024 - mmaction - INFO - Epoch [65][500/1253] lr: 3.000e-03, eta: 16:06:34, time: 0.706, data_time: 0.005, memory: 4947, top1_acc: 0.6674, top5_acc: 0.8578, loss_cls: 1.3763, loss: 1.3763, grad_norm: 4.5535 2020-08-14 09:25:23,515 - mmaction - INFO - Epoch [65][520/1253] lr: 3.000e-03, eta: 16:06:02, time: 0.728, data_time: 0.006, memory: 4947, top1_acc: 0.6536, top5_acc: 0.8539, loss_cls: 1.3999, loss: 1.3999, grad_norm: 4.5722 2020-08-14 09:25:38,697 - mmaction - INFO - Epoch [65][540/1253] lr: 3.000e-03, eta: 16:05:30, time: 0.755, data_time: 0.005, memory: 4947, top1_acc: 0.6685, top5_acc: 0.8531, loss_cls: 1.3584, loss: 1.3584, grad_norm: 4.3888 2020-08-14 09:25:53,358 - mmaction - INFO - Epoch [65][560/1253] lr: 3.000e-03, eta: 16:04:58, time: 0.735, data_time: 0.006, memory: 4947, top1_acc: 0.6732, top5_acc: 0.8602, loss_cls: 1.3588, loss: 1.3588, grad_norm: 4.3981 2020-08-14 09:26:08,297 - mmaction - INFO - Epoch [65][580/1253] lr: 3.000e-03, eta: 16:04:26, time: 0.746, data_time: 0.009, memory: 4947, top1_acc: 0.6807, top5_acc: 0.8620, loss_cls: 1.3515, loss: 1.3515, grad_norm: 4.5010 2020-08-14 09:26:22,082 - mmaction - INFO - Epoch [65][600/1253] lr: 3.000e-03, eta: 16:03:53, time: 0.690, data_time: 0.007, memory: 4947, top1_acc: 0.6656, top5_acc: 0.8576, loss_cls: 1.3692, loss: 1.3692, grad_norm: 4.5264 2020-08-14 09:26:36,607 - mmaction - INFO - Epoch [65][620/1253] lr: 3.000e-03, eta: 16:03:21, time: 0.727, data_time: 0.008, memory: 4947, top1_acc: 0.6813, top5_acc: 0.8609, loss_cls: 1.3287, loss: 1.3287, grad_norm: 4.3565 2020-08-14 09:26:52,706 - mmaction - INFO - Epoch [65][640/1253] lr: 3.000e-03, eta: 16:02:49, time: 0.806, data_time: 0.009, memory: 4947, top1_acc: 0.6654, top5_acc: 0.8508, loss_cls: 1.3914, loss: 1.3914, grad_norm: 4.4753 2020-08-14 09:27:07,505 - mmaction - INFO - Epoch [65][660/1253] lr: 3.000e-03, eta: 16:02:17, time: 0.740, data_time: 0.004, memory: 4947, top1_acc: 0.6602, top5_acc: 0.8549, loss_cls: 1.4130, loss: 1.4130, grad_norm: 4.5480 2020-08-14 09:27:22,401 - mmaction - INFO - Epoch [65][680/1253] lr: 3.000e-03, eta: 16:01:45, time: 0.744, data_time: 0.006, memory: 4947, top1_acc: 0.6635, top5_acc: 0.8586, loss_cls: 1.4058, loss: 1.4058, grad_norm: 4.5211 2020-08-14 09:27:36,052 - mmaction - INFO - Epoch [65][700/1253] lr: 3.000e-03, eta: 16:01:12, time: 0.681, data_time: 0.006, memory: 4947, top1_acc: 0.6565, top5_acc: 0.8518, loss_cls: 1.4121, loss: 1.4121, grad_norm: 4.5621 2020-08-14 09:27:51,547 - mmaction - INFO - Epoch [65][720/1253] lr: 3.000e-03, eta: 16:00:41, time: 0.776, data_time: 0.007, memory: 4947, top1_acc: 0.6508, top5_acc: 0.8432, loss_cls: 1.4633, loss: 1.4633, grad_norm: 4.5090 2020-08-14 09:28:05,833 - mmaction - INFO - Epoch [65][740/1253] lr: 3.000e-03, eta: 16:00:08, time: 0.713, data_time: 0.005, memory: 4947, top1_acc: 0.6583, top5_acc: 0.8492, loss_cls: 1.4049, loss: 1.4049, grad_norm: 4.4698 2020-08-14 09:28:20,991 - mmaction - INFO - Epoch [65][760/1253] lr: 3.000e-03, eta: 15:59:36, time: 0.757, data_time: 0.007, memory: 4947, top1_acc: 0.6604, top5_acc: 0.8568, loss_cls: 1.3909, loss: 1.3909, grad_norm: 4.5044 2020-08-14 09:28:35,826 - mmaction - INFO - Epoch [65][780/1253] lr: 3.000e-03, eta: 15:59:04, time: 0.743, data_time: 0.007, memory: 4947, top1_acc: 0.6641, top5_acc: 0.8609, loss_cls: 1.3697, loss: 1.3697, grad_norm: 4.4098 2020-08-14 09:28:50,622 - mmaction - INFO - Epoch [65][800/1253] lr: 3.000e-03, eta: 15:58:32, time: 0.741, data_time: 0.005, memory: 4947, top1_acc: 0.6651, top5_acc: 0.8479, loss_cls: 1.4081, loss: 1.4081, grad_norm: 4.4376 2020-08-14 09:29:04,812 - mmaction - INFO - Epoch [65][820/1253] lr: 3.000e-03, eta: 15:58:00, time: 0.710, data_time: 0.002, memory: 4947, top1_acc: 0.6622, top5_acc: 0.8557, loss_cls: 1.3896, loss: 1.3896, grad_norm: 4.5209 2020-08-14 09:29:19,502 - mmaction - INFO - Epoch [65][840/1253] lr: 3.000e-03, eta: 15:57:28, time: 0.731, data_time: 0.006, memory: 4947, top1_acc: 0.6643, top5_acc: 0.8591, loss_cls: 1.3770, loss: 1.3770, grad_norm: 4.5002 2020-08-14 09:29:33,422 - mmaction - INFO - Epoch [65][860/1253] lr: 3.000e-03, eta: 15:56:55, time: 0.699, data_time: 0.007, memory: 4947, top1_acc: 0.6544, top5_acc: 0.8536, loss_cls: 1.3886, loss: 1.3886, grad_norm: 4.5906 2020-08-14 09:29:50,137 - mmaction - INFO - Epoch [65][880/1253] lr: 3.000e-03, eta: 15:56:24, time: 0.834, data_time: 0.006, memory: 4947, top1_acc: 0.6685, top5_acc: 0.8536, loss_cls: 1.3653, loss: 1.3653, grad_norm: 4.4778 2020-08-14 09:30:03,536 - mmaction - INFO - Epoch [65][900/1253] lr: 3.000e-03, eta: 15:55:51, time: 0.668, data_time: 0.005, memory: 4947, top1_acc: 0.6589, top5_acc: 0.8518, loss_cls: 1.4071, loss: 1.4071, grad_norm: 4.5465 2020-08-14 09:30:19,916 - mmaction - INFO - Epoch [65][920/1253] lr: 3.000e-03, eta: 15:55:20, time: 0.822, data_time: 0.005, memory: 4947, top1_acc: 0.6708, top5_acc: 0.8596, loss_cls: 1.3618, loss: 1.3618, grad_norm: 4.4403 2020-08-14 09:30:34,479 - mmaction - INFO - Epoch [65][940/1253] lr: 3.000e-03, eta: 15:54:48, time: 0.727, data_time: 0.005, memory: 4947, top1_acc: 0.6464, top5_acc: 0.8523, loss_cls: 1.4162, loss: 1.4162, grad_norm: 4.5605 2020-08-14 09:30:49,374 - mmaction - INFO - Epoch [65][960/1253] lr: 3.000e-03, eta: 15:54:16, time: 0.744, data_time: 0.005, memory: 4947, top1_acc: 0.6526, top5_acc: 0.8529, loss_cls: 1.3978, loss: 1.3978, grad_norm: 4.5047 2020-08-14 09:31:04,198 - mmaction - INFO - Epoch [65][980/1253] lr: 3.000e-03, eta: 15:53:44, time: 0.743, data_time: 0.007, memory: 4947, top1_acc: 0.6570, top5_acc: 0.8518, loss_cls: 1.3980, loss: 1.3980, grad_norm: 4.4821 2020-08-14 09:48:42,502 - mmaction - INFO - Epoch [65][1000/1253] lr: 3.000e-03, eta: 16:02:39, time: 52.915, data_time: 0.003, memory: 4947, top1_acc: 0.6633, top5_acc: 0.8583, loss_cls: 1.3955, loss: 1.3955, grad_norm: 4.5575 2020-08-14 09:48:54,657 - mmaction - INFO - Epoch [65][1020/1253] lr: 3.000e-03, eta: 16:02:05, time: 0.605, data_time: 0.002, memory: 4947, top1_acc: 0.6703, top5_acc: 0.8505, loss_cls: 1.3882, loss: 1.3882, grad_norm: 4.4517 2020-08-14 09:49:06,946 - mmaction - INFO - Epoch [65][1040/1253] lr: 3.000e-03, eta: 16:01:32, time: 0.615, data_time: 0.009, memory: 4947, top1_acc: 0.6477, top5_acc: 0.8461, loss_cls: 1.4575, loss: 1.4575, grad_norm: 4.5082 2020-08-14 09:49:19,281 - mmaction - INFO - Epoch [65][1060/1253] lr: 3.000e-03, eta: 16:00:58, time: 0.618, data_time: 0.009, memory: 4947, top1_acc: 0.6654, top5_acc: 0.8521, loss_cls: 1.3789, loss: 1.3789, grad_norm: 4.4304 2020-08-14 09:49:31,636 - mmaction - INFO - Epoch [65][1080/1253] lr: 3.000e-03, eta: 16:00:24, time: 0.617, data_time: 0.006, memory: 4947, top1_acc: 0.6526, top5_acc: 0.8534, loss_cls: 1.4156, loss: 1.4156, grad_norm: 4.5807 2020-08-14 09:49:43,864 - mmaction - INFO - Epoch [65][1100/1253] lr: 3.000e-03, eta: 15:59:51, time: 0.610, data_time: 0.007, memory: 4947, top1_acc: 0.6516, top5_acc: 0.8464, loss_cls: 1.4476, loss: 1.4476, grad_norm: 4.6001 2020-08-14 09:49:56,379 - mmaction - INFO - Epoch [65][1120/1253] lr: 3.000e-03, eta: 15:59:17, time: 0.624, data_time: 0.008, memory: 4947, top1_acc: 0.6570, top5_acc: 0.8526, loss_cls: 1.4108, loss: 1.4108, grad_norm: 4.5724 2020-08-14 09:50:08,911 - mmaction - INFO - Epoch [65][1140/1253] lr: 3.000e-03, eta: 15:58:43, time: 0.630, data_time: 0.007, memory: 4947, top1_acc: 0.6693, top5_acc: 0.8544, loss_cls: 1.3894, loss: 1.3894, grad_norm: 4.4108 2020-08-14 09:50:21,291 - mmaction - INFO - Epoch [65][1160/1253] lr: 3.000e-03, eta: 15:58:10, time: 0.621, data_time: 0.006, memory: 4947, top1_acc: 0.6674, top5_acc: 0.8620, loss_cls: 1.3584, loss: 1.3584, grad_norm: 4.3571 2020-08-14 09:50:36,604 - mmaction - INFO - Epoch [65][1180/1253] lr: 3.000e-03, eta: 15:57:38, time: 0.765, data_time: 0.006, memory: 4947, top1_acc: 0.6682, top5_acc: 0.8500, loss_cls: 1.3932, loss: 1.3932, grad_norm: 4.4520 2020-08-14 09:50:50,110 - mmaction - INFO - Epoch [65][1200/1253] lr: 3.000e-03, eta: 15:57:05, time: 0.671, data_time: 0.005, memory: 4947, top1_acc: 0.6560, top5_acc: 0.8565, loss_cls: 1.3814, loss: 1.3814, grad_norm: 4.5386 2020-08-14 09:51:03,291 - mmaction - INFO - Epoch [65][1220/1253] lr: 3.000e-03, eta: 15:56:32, time: 0.664, data_time: 0.007, memory: 4947, top1_acc: 0.6656, top5_acc: 0.8484, loss_cls: 1.4026, loss: 1.4026, grad_norm: 4.4675 2020-08-14 09:53:41,938 - mmaction - INFO - Epoch [65][1240/1253] lr: 3.000e-03, eta: 15:57:17, time: 7.928, data_time: 4.472, memory: 4947, top1_acc: 0.6547, top5_acc: 0.8458, loss_cls: 1.4328, loss: 1.4328, grad_norm: 4.5273 2020-08-14 09:53:49,002 - mmaction - INFO - Saving checkpoint at 65 epochs 2020-08-14 09:55:40,444 - mmaction - INFO - Epoch [66][20/1253] lr: 3.000e-03, eta: 15:57:10, time: 5.544, data_time: 3.621, memory: 4947, top1_acc: 0.6682, top5_acc: 0.8630, loss_cls: 1.3351, loss: 1.3351, grad_norm: 4.4207 2020-08-14 09:55:52,832 - mmaction - INFO - Epoch [66][40/1253] lr: 3.000e-03, eta: 15:56:36, time: 0.622, data_time: 0.007, memory: 4947, top1_acc: 0.6630, top5_acc: 0.8557, loss_cls: 1.3834, loss: 1.3834, grad_norm: 4.4134 2020-08-14 09:56:05,283 - mmaction - INFO - Epoch [66][60/1253] lr: 3.000e-03, eta: 15:56:03, time: 0.623, data_time: 0.006, memory: 4947, top1_acc: 0.6682, top5_acc: 0.8562, loss_cls: 1.3656, loss: 1.3656, grad_norm: 4.4287 2020-08-14 09:56:17,665 - mmaction - INFO - Epoch [66][80/1253] lr: 3.000e-03, eta: 15:55:29, time: 0.619, data_time: 0.003, memory: 4947, top1_acc: 0.6742, top5_acc: 0.8643, loss_cls: 1.3315, loss: 1.3315, grad_norm: 4.4519 2020-08-14 09:56:30,227 - mmaction - INFO - Epoch [66][100/1253] lr: 3.000e-03, eta: 15:54:56, time: 0.629, data_time: 0.008, memory: 4947, top1_acc: 0.6669, top5_acc: 0.8547, loss_cls: 1.3825, loss: 1.3825, grad_norm: 4.5531 2020-08-14 09:56:43,583 - mmaction - INFO - Epoch [66][120/1253] lr: 3.000e-03, eta: 15:54:23, time: 0.666, data_time: 0.004, memory: 4947, top1_acc: 0.6799, top5_acc: 0.8555, loss_cls: 1.3589, loss: 1.3589, grad_norm: 4.4331 2020-08-14 09:56:58,394 - mmaction - INFO - Epoch [66][140/1253] lr: 3.000e-03, eta: 15:53:50, time: 0.742, data_time: 0.008, memory: 4947, top1_acc: 0.6526, top5_acc: 0.8510, loss_cls: 1.3899, loss: 1.3899, grad_norm: 4.5089 2020-08-14 09:57:11,462 - mmaction - INFO - Epoch [66][160/1253] lr: 3.000e-03, eta: 15:53:17, time: 0.653, data_time: 0.002, memory: 4947, top1_acc: 0.6714, top5_acc: 0.8596, loss_cls: 1.3562, loss: 1.3562, grad_norm: 4.5010 2020-08-14 09:57:25,791 - mmaction - INFO - Epoch [66][180/1253] lr: 3.000e-03, eta: 15:52:45, time: 0.717, data_time: 0.004, memory: 4947, top1_acc: 0.6648, top5_acc: 0.8510, loss_cls: 1.4040, loss: 1.4040, grad_norm: 4.5090 2020-08-14 09:57:40,209 - mmaction - INFO - Epoch [66][200/1253] lr: 3.000e-03, eta: 15:52:12, time: 0.716, data_time: 0.005, memory: 4947, top1_acc: 0.6740, top5_acc: 0.8651, loss_cls: 1.3252, loss: 1.3252, grad_norm: 4.4195 2020-08-14 09:57:54,918 - mmaction - INFO - Epoch [66][220/1253] lr: 3.000e-03, eta: 15:51:40, time: 0.738, data_time: 0.007, memory: 4947, top1_acc: 0.6695, top5_acc: 0.8586, loss_cls: 1.3882, loss: 1.3882, grad_norm: 4.4770 2020-08-14 09:58:09,538 - mmaction - INFO - Epoch [66][240/1253] lr: 3.000e-03, eta: 15:51:08, time: 0.732, data_time: 0.008, memory: 4947, top1_acc: 0.6630, top5_acc: 0.8573, loss_cls: 1.3940, loss: 1.3940, grad_norm: 4.6181 2020-08-14 09:58:24,453 - mmaction - INFO - Epoch [66][260/1253] lr: 3.000e-03, eta: 15:50:35, time: 0.745, data_time: 0.005, memory: 4947, top1_acc: 0.6643, top5_acc: 0.8542, loss_cls: 1.3681, loss: 1.3681, grad_norm: 4.5398 2020-08-14 09:58:39,249 - mmaction - INFO - Epoch [66][280/1253] lr: 3.000e-03, eta: 15:50:03, time: 0.741, data_time: 0.007, memory: 4947, top1_acc: 0.6583, top5_acc: 0.8625, loss_cls: 1.3916, loss: 1.3916, grad_norm: 4.5642 2020-08-14 09:58:52,821 - mmaction - INFO - Epoch [66][300/1253] lr: 3.000e-03, eta: 15:49:30, time: 0.680, data_time: 0.005, memory: 4947, top1_acc: 0.6651, top5_acc: 0.8536, loss_cls: 1.3696, loss: 1.3696, grad_norm: 4.4466 2020-08-14 09:59:07,481 - mmaction - INFO - Epoch [66][320/1253] lr: 3.000e-03, eta: 15:48:58, time: 0.730, data_time: 0.006, memory: 4947, top1_acc: 0.6630, top5_acc: 0.8581, loss_cls: 1.3534, loss: 1.3534, grad_norm: 4.4631 2020-08-14 09:59:22,124 - mmaction - INFO - Epoch [66][340/1253] lr: 3.000e-03, eta: 15:48:26, time: 0.733, data_time: 0.008, memory: 4947, top1_acc: 0.6659, top5_acc: 0.8458, loss_cls: 1.4059, loss: 1.4059, grad_norm: 4.4886 2020-08-14 09:59:37,065 - mmaction - INFO - Epoch [66][360/1253] lr: 3.000e-03, eta: 15:47:54, time: 0.746, data_time: 0.008, memory: 4947, top1_acc: 0.6607, top5_acc: 0.8578, loss_cls: 1.3852, loss: 1.3852, grad_norm: 4.4876 2020-08-14 09:59:52,412 - mmaction - INFO - Epoch [66][380/1253] lr: 3.000e-03, eta: 15:47:22, time: 0.770, data_time: 0.007, memory: 4947, top1_acc: 0.6591, top5_acc: 0.8570, loss_cls: 1.4001, loss: 1.4001, grad_norm: 4.6664 2020-08-14 10:00:09,912 - mmaction - INFO - Epoch [66][400/1253] lr: 3.000e-03, eta: 15:46:51, time: 0.864, data_time: 0.005, memory: 4947, top1_acc: 0.6687, top5_acc: 0.8523, loss_cls: 1.4083, loss: 1.4083, grad_norm: 4.5475 2020-08-14 10:03:50,734 - mmaction - INFO - Epoch [66][420/1253] lr: 3.000e-03, eta: 15:48:08, time: 11.049, data_time: 10.423, memory: 4947, top1_acc: 0.6625, top5_acc: 0.8555, loss_cls: 1.3742, loss: 1.3742, grad_norm: 4.5437 2020-08-14 10:04:02,971 - mmaction - INFO - Epoch [66][440/1253] lr: 3.000e-03, eta: 15:47:35, time: 0.617, data_time: 0.007, memory: 4947, top1_acc: 0.6758, top5_acc: 0.8622, loss_cls: 1.3546, loss: 1.3546, grad_norm: 4.4764 2020-08-14 10:04:15,329 - mmaction - INFO - Epoch [66][460/1253] lr: 3.000e-03, eta: 15:47:01, time: 0.615, data_time: 0.006, memory: 4947, top1_acc: 0.6763, top5_acc: 0.8622, loss_cls: 1.3542, loss: 1.3542, grad_norm: 4.5372 2020-08-14 10:04:27,643 - mmaction - INFO - Epoch [66][480/1253] lr: 3.000e-03, eta: 15:46:27, time: 0.617, data_time: 0.006, memory: 4947, top1_acc: 0.6734, top5_acc: 0.8547, loss_cls: 1.3712, loss: 1.3712, grad_norm: 4.5500 2020-08-14 10:04:40,571 - mmaction - INFO - Epoch [66][500/1253] lr: 3.000e-03, eta: 15:45:54, time: 0.647, data_time: 0.008, memory: 4947, top1_acc: 0.6617, top5_acc: 0.8622, loss_cls: 1.3876, loss: 1.3876, grad_norm: 4.5674 2020-08-14 10:04:53,491 - mmaction - INFO - Epoch [66][520/1253] lr: 3.000e-03, eta: 15:45:21, time: 0.643, data_time: 0.007, memory: 4947, top1_acc: 0.6669, top5_acc: 0.8607, loss_cls: 1.3513, loss: 1.3513, grad_norm: 4.4830 2020-08-14 10:05:06,210 - mmaction - INFO - Epoch [66][540/1253] lr: 3.000e-03, eta: 15:44:48, time: 0.639, data_time: 0.007, memory: 4947, top1_acc: 0.6557, top5_acc: 0.8484, loss_cls: 1.4169, loss: 1.4169, grad_norm: 4.6921 2020-08-14 10:05:20,967 - mmaction - INFO - Epoch [66][560/1253] lr: 3.000e-03, eta: 15:44:16, time: 0.738, data_time: 0.006, memory: 4947, top1_acc: 0.6677, top5_acc: 0.8536, loss_cls: 1.3668, loss: 1.3668, grad_norm: 4.5118 2020-08-14 10:05:35,129 - mmaction - INFO - Epoch [66][580/1253] lr: 3.000e-03, eta: 15:43:43, time: 0.707, data_time: 0.005, memory: 4947, top1_acc: 0.6703, top5_acc: 0.8628, loss_cls: 1.3415, loss: 1.3415, grad_norm: 4.4815 2020-08-14 10:05:48,818 - mmaction - INFO - Epoch [66][600/1253] lr: 3.000e-03, eta: 15:43:10, time: 0.682, data_time: 0.006, memory: 4947, top1_acc: 0.6648, top5_acc: 0.8555, loss_cls: 1.3783, loss: 1.3783, grad_norm: 4.5240 2020-08-14 10:06:03,006 - mmaction - INFO - Epoch [66][620/1253] lr: 3.000e-03, eta: 15:42:38, time: 0.709, data_time: 0.007, memory: 4947, top1_acc: 0.6651, top5_acc: 0.8576, loss_cls: 1.3703, loss: 1.3703, grad_norm: 4.5245 2020-08-14 10:06:16,861 - mmaction - INFO - Epoch [66][640/1253] lr: 3.000e-03, eta: 15:42:05, time: 0.694, data_time: 0.008, memory: 4947, top1_acc: 0.6716, top5_acc: 0.8635, loss_cls: 1.3506, loss: 1.3506, grad_norm: 4.5129 2020-08-14 10:06:31,061 - mmaction - INFO - Epoch [66][660/1253] lr: 3.000e-03, eta: 15:41:33, time: 0.709, data_time: 0.005, memory: 4947, top1_acc: 0.6656, top5_acc: 0.8497, loss_cls: 1.4037, loss: 1.4037, grad_norm: 4.6024 2020-08-14 10:06:45,507 - mmaction - INFO - Epoch [66][680/1253] lr: 3.000e-03, eta: 15:41:00, time: 0.723, data_time: 0.005, memory: 4947, top1_acc: 0.6664, top5_acc: 0.8557, loss_cls: 1.3775, loss: 1.3775, grad_norm: 4.5408 2020-08-14 10:06:59,462 - mmaction - INFO - Epoch [66][700/1253] lr: 3.000e-03, eta: 15:40:28, time: 0.699, data_time: 0.004, memory: 4947, top1_acc: 0.6708, top5_acc: 0.8607, loss_cls: 1.3822, loss: 1.3822, grad_norm: 4.4699 2020-08-14 10:07:14,912 - mmaction - INFO - Epoch [66][720/1253] lr: 3.000e-03, eta: 15:39:56, time: 0.772, data_time: 0.008, memory: 4947, top1_acc: 0.6669, top5_acc: 0.8505, loss_cls: 1.3850, loss: 1.3850, grad_norm: 4.5330 2020-08-14 10:07:28,017 - mmaction - INFO - Epoch [66][740/1253] lr: 3.000e-03, eta: 15:39:23, time: 0.654, data_time: 0.005, memory: 4947, top1_acc: 0.6656, top5_acc: 0.8630, loss_cls: 1.3392, loss: 1.3392, grad_norm: 4.5473 2020-08-14 10:07:42,496 - mmaction - INFO - Epoch [66][760/1253] lr: 3.000e-03, eta: 15:38:51, time: 0.723, data_time: 0.008, memory: 4947, top1_acc: 0.6620, top5_acc: 0.8563, loss_cls: 1.3724, loss: 1.3724, grad_norm: 4.4677 2020-08-14 10:07:58,095 - mmaction - INFO - Epoch [66][780/1253] lr: 3.000e-03, eta: 15:38:19, time: 0.784, data_time: 0.007, memory: 4947, top1_acc: 0.6607, top5_acc: 0.8529, loss_cls: 1.3741, loss: 1.3741, grad_norm: 4.5625 2020-08-14 10:17:52,969 - mmaction - INFO - Epoch [66][800/1253] lr: 3.000e-03, eta: 15:42:51, time: 29.740, data_time: 0.005, memory: 4947, top1_acc: 0.6716, top5_acc: 0.8654, loss_cls: 1.3436, loss: 1.3436, grad_norm: 4.4659 2020-08-14 10:18:05,142 - mmaction - INFO - Epoch [66][820/1253] lr: 3.000e-03, eta: 15:42:17, time: 0.610, data_time: 0.006, memory: 4947, top1_acc: 0.6646, top5_acc: 0.8570, loss_cls: 1.3763, loss: 1.3763, grad_norm: 4.5032 2020-08-14 10:18:17,423 - mmaction - INFO - Epoch [66][840/1253] lr: 3.000e-03, eta: 15:41:44, time: 0.614, data_time: 0.008, memory: 4947, top1_acc: 0.6648, top5_acc: 0.8633, loss_cls: 1.3620, loss: 1.3620, grad_norm: 4.5024 2020-08-14 10:18:29,710 - mmaction - INFO - Epoch [66][860/1253] lr: 3.000e-03, eta: 15:41:10, time: 0.614, data_time: 0.007, memory: 4947, top1_acc: 0.6734, top5_acc: 0.8589, loss_cls: 1.3600, loss: 1.3600, grad_norm: 4.4940 2020-08-14 10:18:42,052 - mmaction - INFO - Epoch [66][880/1253] lr: 3.000e-03, eta: 15:40:36, time: 0.615, data_time: 0.008, memory: 4947, top1_acc: 0.6622, top5_acc: 0.8633, loss_cls: 1.3605, loss: 1.3605, grad_norm: 4.4825 2020-08-14 10:18:54,432 - mmaction - INFO - Epoch [66][900/1253] lr: 3.000e-03, eta: 15:40:03, time: 0.625, data_time: 0.008, memory: 4947, top1_acc: 0.6687, top5_acc: 0.8544, loss_cls: 1.3912, loss: 1.3912, grad_norm: 4.5542 2020-08-14 10:19:08,173 - mmaction - INFO - Epoch [66][920/1253] lr: 3.000e-03, eta: 15:39:30, time: 0.682, data_time: 0.006, memory: 4947, top1_acc: 0.6630, top5_acc: 0.8474, loss_cls: 1.4111, loss: 1.4111, grad_norm: 4.6298 2020-08-14 10:19:20,612 - mmaction - INFO - Epoch [66][940/1253] lr: 3.000e-03, eta: 15:38:57, time: 0.626, data_time: 0.007, memory: 4947, top1_acc: 0.6544, top5_acc: 0.8500, loss_cls: 1.4231, loss: 1.4231, grad_norm: 4.6325 2020-08-14 10:19:35,462 - mmaction - INFO - Epoch [66][960/1253] lr: 3.000e-03, eta: 15:38:24, time: 0.741, data_time: 0.006, memory: 4947, top1_acc: 0.6659, top5_acc: 0.8560, loss_cls: 1.3701, loss: 1.3701, grad_norm: 4.6036 2020-08-14 10:19:50,088 - mmaction - INFO - Epoch [66][980/1253] lr: 3.000e-03, eta: 15:37:52, time: 0.733, data_time: 0.005, memory: 4947, top1_acc: 0.6622, top5_acc: 0.8445, loss_cls: 1.4165, loss: 1.4165, grad_norm: 4.6019 2020-08-14 10:32:52,549 - mmaction - INFO - Epoch [66][1000/1253] lr: 3.000e-03, eta: 15:43:59, time: 39.120, data_time: 0.007, memory: 4947, top1_acc: 0.6630, top5_acc: 0.8516, loss_cls: 1.3611, loss: 1.3611, grad_norm: 4.5213 2020-08-14 10:33:04,779 - mmaction - INFO - Epoch [66][1020/1253] lr: 3.000e-03, eta: 15:43:25, time: 0.612, data_time: 0.005, memory: 4947, top1_acc: 0.6750, top5_acc: 0.8578, loss_cls: 1.3447, loss: 1.3447, grad_norm: 4.4966 2020-08-14 10:52:00,859 - mmaction - INFO - Epoch [66][1040/1253] lr: 3.000e-03, eta: 15:52:35, time: 56.800, data_time: 0.008, memory: 4947, top1_acc: 0.6526, top5_acc: 0.8474, loss_cls: 1.4333, loss: 1.4333, grad_norm: 4.6700 2020-08-14 10:55:05,259 - mmaction - INFO - Epoch [66][1060/1253] lr: 3.000e-03, eta: 15:53:30, time: 9.223, data_time: 0.008, memory: 4947, top1_acc: 0.6716, top5_acc: 0.8568, loss_cls: 1.3942, loss: 1.3942, grad_norm: 4.5771 2020-08-14 10:55:17,450 - mmaction - INFO - Epoch [66][1080/1253] lr: 3.000e-03, eta: 15:52:56, time: 0.610, data_time: 0.007, memory: 4947, top1_acc: 0.6703, top5_acc: 0.8536, loss_cls: 1.3736, loss: 1.3736, grad_norm: 4.5088 2020-08-14 10:55:29,691 - mmaction - INFO - Epoch [66][1100/1253] lr: 3.000e-03, eta: 15:52:21, time: 0.611, data_time: 0.007, memory: 4947, top1_acc: 0.6776, top5_acc: 0.8768, loss_cls: 1.2816, loss: 1.2816, grad_norm: 4.5292 2020-08-14 10:55:41,871 - mmaction - INFO - Epoch [66][1120/1253] lr: 3.000e-03, eta: 15:51:47, time: 0.609, data_time: 0.007, memory: 4947, top1_acc: 0.6682, top5_acc: 0.8607, loss_cls: 1.3619, loss: 1.3619, grad_norm: 4.5481 2020-08-14 10:55:54,218 - mmaction - INFO - Epoch [66][1140/1253] lr: 3.000e-03, eta: 15:51:13, time: 0.616, data_time: 0.008, memory: 4947, top1_acc: 0.6578, top5_acc: 0.8583, loss_cls: 1.3636, loss: 1.3636, grad_norm: 4.4676 2020-08-14 10:56:07,171 - mmaction - INFO - Epoch [66][1160/1253] lr: 3.000e-03, eta: 15:50:39, time: 0.652, data_time: 0.007, memory: 4947, top1_acc: 0.6703, top5_acc: 0.8648, loss_cls: 1.3507, loss: 1.3507, grad_norm: 4.5106 2020-08-14 10:56:21,263 - mmaction - INFO - Epoch [66][1180/1253] lr: 3.000e-03, eta: 15:50:06, time: 0.703, data_time: 0.005, memory: 4947, top1_acc: 0.6599, top5_acc: 0.8622, loss_cls: 1.3822, loss: 1.3822, grad_norm: 4.5725 2020-08-14 11:10:48,783 - mmaction - INFO - Epoch [66][1200/1253] lr: 3.000e-03, eta: 15:56:53, time: 43.364, data_time: 0.005, memory: 4947, top1_acc: 0.6659, top5_acc: 0.8576, loss_cls: 1.4031, loss: 1.4031, grad_norm: 4.5414 2020-08-14 11:11:01,219 - mmaction - INFO - Epoch [66][1220/1253] lr: 3.000e-03, eta: 15:56:19, time: 0.633, data_time: 0.025, memory: 4947, top1_acc: 0.6693, top5_acc: 0.8576, loss_cls: 1.3416, loss: 1.3416, grad_norm: 4.5020 2020-08-14 11:11:13,540 - mmaction - INFO - Epoch [66][1240/1253] lr: 3.000e-03, eta: 15:55:44, time: 0.615, data_time: 0.007, memory: 4947, top1_acc: 0.6596, top5_acc: 0.8539, loss_cls: 1.4099, loss: 1.4099, grad_norm: 4.6328 2020-08-14 11:11:20,888 - mmaction - INFO - Saving checkpoint at 66 epochs 2020-08-14 11:24:34,105 - mmaction - INFO - Epoch [67][20/1253] lr: 3.000e-03, eta: 16:01:25, time: 39.621, data_time: 22.928, memory: 4947, top1_acc: 0.6685, top5_acc: 0.8638, loss_cls: 1.3346, loss: 1.3346, grad_norm: 4.5403 2020-08-14 11:24:46,404 - mmaction - INFO - Epoch [67][40/1253] lr: 3.000e-03, eta: 16:00:50, time: 0.617, data_time: 0.012, memory: 4947, top1_acc: 0.6594, top5_acc: 0.8591, loss_cls: 1.3826, loss: 1.3826, grad_norm: 4.5270 2020-08-14 11:24:58,814 - mmaction - INFO - Epoch [67][60/1253] lr: 3.000e-03, eta: 16:00:16, time: 0.622, data_time: 0.007, memory: 4947, top1_acc: 0.6867, top5_acc: 0.8589, loss_cls: 1.3486, loss: 1.3486, grad_norm: 4.4232 2020-08-14 11:25:11,433 - mmaction - INFO - Epoch [67][80/1253] lr: 3.000e-03, eta: 15:59:41, time: 0.631, data_time: 0.008, memory: 4947, top1_acc: 0.6862, top5_acc: 0.8659, loss_cls: 1.3026, loss: 1.3026, grad_norm: 4.4322 2020-08-14 11:25:23,983 - mmaction - INFO - Epoch [67][100/1253] lr: 3.000e-03, eta: 15:59:06, time: 0.625, data_time: 0.006, memory: 4947, top1_acc: 0.6594, top5_acc: 0.8529, loss_cls: 1.3854, loss: 1.3854, grad_norm: 4.6004 2020-08-14 11:25:36,639 - mmaction - INFO - Epoch [67][120/1253] lr: 3.000e-03, eta: 15:58:32, time: 0.635, data_time: 0.007, memory: 4947, top1_acc: 0.6815, top5_acc: 0.8661, loss_cls: 1.3151, loss: 1.3151, grad_norm: 4.5256 2020-08-14 11:25:49,775 - mmaction - INFO - Epoch [67][140/1253] lr: 3.000e-03, eta: 15:57:58, time: 0.656, data_time: 0.006, memory: 4947, top1_acc: 0.6716, top5_acc: 0.8500, loss_cls: 1.3726, loss: 1.3726, grad_norm: 4.5107 2020-08-14 11:26:03,438 - mmaction - INFO - Epoch [67][160/1253] lr: 3.000e-03, eta: 15:57:24, time: 0.685, data_time: 0.007, memory: 4947, top1_acc: 0.6654, top5_acc: 0.8505, loss_cls: 1.3883, loss: 1.3883, grad_norm: 4.6160 2020-08-14 11:26:17,622 - mmaction - INFO - Epoch [67][180/1253] lr: 3.000e-03, eta: 15:56:50, time: 0.706, data_time: 0.009, memory: 4947, top1_acc: 0.6747, top5_acc: 0.8643, loss_cls: 1.3344, loss: 1.3344, grad_norm: 4.5534 2020-08-14 11:26:31,055 - mmaction - INFO - Epoch [67][200/1253] lr: 3.000e-03, eta: 15:56:16, time: 0.673, data_time: 0.008, memory: 4947, top1_acc: 0.6695, top5_acc: 0.8646, loss_cls: 1.3283, loss: 1.3283, grad_norm: 4.4398 2020-08-14 11:26:45,426 - mmaction - INFO - Epoch [67][220/1253] lr: 3.000e-03, eta: 15:55:43, time: 0.719, data_time: 0.007, memory: 4947, top1_acc: 0.6724, top5_acc: 0.8625, loss_cls: 1.3558, loss: 1.3558, grad_norm: 4.5243 2020-08-14 11:27:00,282 - mmaction - INFO - Epoch [67][240/1253] lr: 3.000e-03, eta: 15:55:09, time: 0.742, data_time: 0.005, memory: 4947, top1_acc: 0.6628, top5_acc: 0.8557, loss_cls: 1.3742, loss: 1.3742, grad_norm: 4.4926 2020-08-14 11:27:14,656 - mmaction - INFO - Epoch [67][260/1253] lr: 3.000e-03, eta: 15:54:36, time: 0.720, data_time: 0.008, memory: 4947, top1_acc: 0.6612, top5_acc: 0.8568, loss_cls: 1.3817, loss: 1.3817, grad_norm: 4.5553 2020-08-14 11:27:29,509 - mmaction - INFO - Epoch [67][280/1253] lr: 3.000e-03, eta: 15:54:02, time: 0.743, data_time: 0.008, memory: 4947, top1_acc: 0.6586, top5_acc: 0.8560, loss_cls: 1.3735, loss: 1.3735, grad_norm: 4.5534 2020-08-14 11:27:43,758 - mmaction - INFO - Epoch [67][300/1253] lr: 3.000e-03, eta: 15:53:29, time: 0.712, data_time: 0.008, memory: 4947, top1_acc: 0.6805, top5_acc: 0.8549, loss_cls: 1.3340, loss: 1.3340, grad_norm: 4.4827 2020-08-14 11:27:58,737 - mmaction - INFO - Epoch [67][320/1253] lr: 3.000e-03, eta: 15:52:56, time: 0.750, data_time: 0.003, memory: 4947, top1_acc: 0.6568, top5_acc: 0.8456, loss_cls: 1.4381, loss: 1.4381, grad_norm: 4.6311 2020-08-14 11:28:13,446 - mmaction - INFO - Epoch [67][340/1253] lr: 3.000e-03, eta: 15:52:22, time: 0.732, data_time: 0.005, memory: 4947, top1_acc: 0.6612, top5_acc: 0.8508, loss_cls: 1.3950, loss: 1.3950, grad_norm: 4.5975 2020-08-14 11:28:27,589 - mmaction - INFO - Epoch [67][360/1253] lr: 3.000e-03, eta: 15:51:49, time: 0.711, data_time: 0.007, memory: 4947, top1_acc: 0.6760, top5_acc: 0.8529, loss_cls: 1.3506, loss: 1.3506, grad_norm: 4.5089 2020-08-14 11:28:42,725 - mmaction - INFO - Epoch [67][380/1253] lr: 3.000e-03, eta: 15:51:16, time: 0.753, data_time: 0.005, memory: 4947, top1_acc: 0.6682, top5_acc: 0.8617, loss_cls: 1.3674, loss: 1.3674, grad_norm: 4.6013 2020-08-14 11:28:57,540 - mmaction - INFO - Epoch [67][400/1253] lr: 3.000e-03, eta: 15:50:42, time: 0.743, data_time: 0.007, memory: 4947, top1_acc: 0.6680, top5_acc: 0.8596, loss_cls: 1.3620, loss: 1.3620, grad_norm: 4.5640 2020-08-14 11:29:11,684 - mmaction - INFO - Epoch [67][420/1253] lr: 3.000e-03, eta: 15:50:09, time: 0.706, data_time: 0.007, memory: 4947, top1_acc: 0.6602, top5_acc: 0.8573, loss_cls: 1.3935, loss: 1.3935, grad_norm: 4.5424 2020-08-14 11:29:26,308 - mmaction - INFO - Epoch [67][440/1253] lr: 3.000e-03, eta: 15:49:36, time: 0.731, data_time: 0.009, memory: 4947, top1_acc: 0.6669, top5_acc: 0.8591, loss_cls: 1.3672, loss: 1.3672, grad_norm: 4.4924 2020-08-14 11:29:41,605 - mmaction - INFO - Epoch [67][460/1253] lr: 3.000e-03, eta: 15:49:03, time: 0.768, data_time: 0.008, memory: 4947, top1_acc: 0.6867, top5_acc: 0.8612, loss_cls: 1.3285, loss: 1.3285, grad_norm: 4.4824 2020-08-14 11:29:54,718 - mmaction - INFO - Epoch [67][480/1253] lr: 3.000e-03, eta: 15:48:29, time: 0.653, data_time: 0.003, memory: 4947, top1_acc: 0.6729, top5_acc: 0.8607, loss_cls: 1.3482, loss: 1.3482, grad_norm: 4.5547 2020-08-14 11:30:09,364 - mmaction - INFO - Epoch [67][500/1253] lr: 3.000e-03, eta: 15:47:55, time: 0.732, data_time: 0.008, memory: 4947, top1_acc: 0.6865, top5_acc: 0.8734, loss_cls: 1.2975, loss: 1.2975, grad_norm: 4.5039 2020-08-14 11:30:25,112 - mmaction - INFO - Epoch [67][520/1253] lr: 3.000e-03, eta: 15:47:23, time: 0.790, data_time: 0.006, memory: 4947, top1_acc: 0.6716, top5_acc: 0.8536, loss_cls: 1.3736, loss: 1.3736, grad_norm: 4.6121 2020-08-14 11:30:38,351 - mmaction - INFO - Epoch [67][540/1253] lr: 3.000e-03, eta: 15:46:49, time: 0.658, data_time: 0.005, memory: 4947, top1_acc: 0.6667, top5_acc: 0.8599, loss_cls: 1.3772, loss: 1.3772, grad_norm: 4.6325 2020-08-14 11:30:53,830 - mmaction - INFO - Epoch [67][560/1253] lr: 3.000e-03, eta: 15:46:16, time: 0.778, data_time: 0.007, memory: 4947, top1_acc: 0.6716, top5_acc: 0.8565, loss_cls: 1.3857, loss: 1.3857, grad_norm: 4.5603 2020-08-14 11:31:08,615 - mmaction - INFO - Epoch [67][580/1253] lr: 3.000e-03, eta: 15:45:43, time: 0.738, data_time: 0.009, memory: 4947, top1_acc: 0.6560, top5_acc: 0.8581, loss_cls: 1.3800, loss: 1.3800, grad_norm: 4.6415 2020-08-14 11:31:24,093 - mmaction - INFO - Epoch [67][600/1253] lr: 3.000e-03, eta: 15:45:10, time: 0.776, data_time: 0.006, memory: 4947, top1_acc: 0.6779, top5_acc: 0.8701, loss_cls: 1.3208, loss: 1.3208, grad_norm: 4.4843 2020-08-14 11:31:38,747 - mmaction - INFO - Epoch [67][620/1253] lr: 3.000e-03, eta: 15:44:36, time: 0.731, data_time: 0.005, memory: 4947, top1_acc: 0.6609, top5_acc: 0.8581, loss_cls: 1.3828, loss: 1.3828, grad_norm: 4.5705 2020-08-14 11:31:53,568 - mmaction - INFO - Epoch [67][640/1253] lr: 3.000e-03, eta: 15:44:03, time: 0.742, data_time: 0.005, memory: 4947, top1_acc: 0.6654, top5_acc: 0.8495, loss_cls: 1.3770, loss: 1.3770, grad_norm: 4.4994 2020-08-14 11:32:07,556 - mmaction - INFO - Epoch [67][660/1253] lr: 3.000e-03, eta: 15:43:30, time: 0.697, data_time: 0.007, memory: 4947, top1_acc: 0.6617, top5_acc: 0.8565, loss_cls: 1.3747, loss: 1.3747, grad_norm: 4.6279 2020-08-14 11:32:22,536 - mmaction - INFO - Epoch [67][680/1253] lr: 3.000e-03, eta: 15:42:57, time: 0.752, data_time: 0.005, memory: 4947, top1_acc: 0.6646, top5_acc: 0.8586, loss_cls: 1.3610, loss: 1.3610, grad_norm: 4.5463 2020-08-14 11:32:37,985 - mmaction - INFO - Epoch [67][700/1253] lr: 3.000e-03, eta: 15:42:24, time: 0.770, data_time: 0.002, memory: 4947, top1_acc: 0.6779, top5_acc: 0.8633, loss_cls: 1.3234, loss: 1.3234, grad_norm: 4.5563 2020-08-14 11:32:53,810 - mmaction - INFO - Epoch [67][720/1253] lr: 3.000e-03, eta: 15:41:51, time: 0.794, data_time: 0.006, memory: 4947, top1_acc: 0.6724, top5_acc: 0.8648, loss_cls: 1.3626, loss: 1.3626, grad_norm: 4.6152 2020-08-14 11:33:08,062 - mmaction - INFO - Epoch [67][740/1253] lr: 3.000e-03, eta: 15:41:18, time: 0.711, data_time: 0.007, memory: 4947, top1_acc: 0.6698, top5_acc: 0.8549, loss_cls: 1.3986, loss: 1.3986, grad_norm: 4.6128 2020-08-14 11:34:13,263 - mmaction - INFO - Epoch [67][760/1253] lr: 3.000e-03, eta: 15:41:10, time: 3.261, data_time: 0.006, memory: 4947, top1_acc: 0.6656, top5_acc: 0.8625, loss_cls: 1.3516, loss: 1.3516, grad_norm: 4.6081 2020-08-14 11:34:25,679 - mmaction - INFO - Epoch [67][780/1253] lr: 3.000e-03, eta: 15:40:36, time: 0.619, data_time: 0.004, memory: 4947, top1_acc: 0.6609, top5_acc: 0.8516, loss_cls: 1.4080, loss: 1.4080, grad_norm: 4.6734 2020-08-14 11:34:38,285 - mmaction - INFO - Epoch [67][800/1253] lr: 3.000e-03, eta: 15:40:02, time: 0.631, data_time: 0.008, memory: 4947, top1_acc: 0.6576, top5_acc: 0.8591, loss_cls: 1.3992, loss: 1.3992, grad_norm: 4.5855 2020-08-14 11:34:51,487 - mmaction - INFO - Epoch [67][820/1253] lr: 3.000e-03, eta: 15:39:28, time: 0.660, data_time: 0.008, memory: 4947, top1_acc: 0.6602, top5_acc: 0.8464, loss_cls: 1.4273, loss: 1.4273, grad_norm: 4.5608 2020-08-14 11:35:04,498 - mmaction - INFO - Epoch [67][840/1253] lr: 3.000e-03, eta: 15:38:54, time: 0.653, data_time: 0.005, memory: 4947, top1_acc: 0.6648, top5_acc: 0.8612, loss_cls: 1.3847, loss: 1.3847, grad_norm: 4.6153 2020-08-14 11:35:18,035 - mmaction - INFO - Epoch [67][860/1253] lr: 3.000e-03, eta: 15:38:20, time: 0.677, data_time: 0.001, memory: 4947, top1_acc: 0.6487, top5_acc: 0.8599, loss_cls: 1.3971, loss: 1.3971, grad_norm: 4.6412 2020-08-14 11:35:33,639 - mmaction - INFO - Epoch [67][880/1253] lr: 3.000e-03, eta: 15:37:47, time: 0.776, data_time: 0.005, memory: 4947, top1_acc: 0.6719, top5_acc: 0.8628, loss_cls: 1.3450, loss: 1.3450, grad_norm: 4.5465 2020-08-14 11:35:48,002 - mmaction - INFO - Epoch [67][900/1253] lr: 3.000e-03, eta: 15:37:14, time: 0.721, data_time: 0.007, memory: 4947, top1_acc: 0.6573, top5_acc: 0.8487, loss_cls: 1.4290, loss: 1.4290, grad_norm: 4.7271 2020-08-14 11:36:02,306 - mmaction - INFO - Epoch [67][920/1253] lr: 3.000e-03, eta: 15:36:41, time: 0.715, data_time: 0.008, memory: 4947, top1_acc: 0.6638, top5_acc: 0.8529, loss_cls: 1.3841, loss: 1.3841, grad_norm: 4.5621 2020-08-14 11:36:17,280 - mmaction - INFO - Epoch [67][940/1253] lr: 3.000e-03, eta: 15:36:08, time: 0.749, data_time: 0.004, memory: 4947, top1_acc: 0.6695, top5_acc: 0.8607, loss_cls: 1.3476, loss: 1.3476, grad_norm: 4.5554 2020-08-14 11:36:32,052 - mmaction - INFO - Epoch [67][960/1253] lr: 3.000e-03, eta: 15:35:35, time: 0.734, data_time: 0.007, memory: 4947, top1_acc: 0.6609, top5_acc: 0.8581, loss_cls: 1.3808, loss: 1.3808, grad_norm: 4.6611 2020-08-14 11:36:46,865 - mmaction - INFO - Epoch [67][980/1253] lr: 3.000e-03, eta: 15:35:02, time: 0.746, data_time: 0.008, memory: 4947, top1_acc: 0.6687, top5_acc: 0.8711, loss_cls: 1.3429, loss: 1.3429, grad_norm: 4.4818 2020-08-14 11:37:02,589 - mmaction - INFO - Epoch [67][1000/1253] lr: 3.000e-03, eta: 15:34:29, time: 0.784, data_time: 0.007, memory: 4947, top1_acc: 0.6758, top5_acc: 0.8576, loss_cls: 1.3405, loss: 1.3405, grad_norm: 4.4412 2020-08-14 11:37:16,414 - mmaction - INFO - Epoch [67][1020/1253] lr: 3.000e-03, eta: 15:33:56, time: 0.693, data_time: 0.008, memory: 4947, top1_acc: 0.6573, top5_acc: 0.8516, loss_cls: 1.4094, loss: 1.4094, grad_norm: 4.5564 2020-08-14 11:37:31,107 - mmaction - INFO - Epoch [67][1040/1253] lr: 3.000e-03, eta: 15:33:23, time: 0.733, data_time: 0.006, memory: 4947, top1_acc: 0.6706, top5_acc: 0.8513, loss_cls: 1.4091, loss: 1.4091, grad_norm: 4.5357 2020-08-14 11:37:46,277 - mmaction - INFO - Epoch [67][1060/1253] lr: 3.000e-03, eta: 15:32:50, time: 0.761, data_time: 0.006, memory: 4947, top1_acc: 0.6474, top5_acc: 0.8521, loss_cls: 1.4365, loss: 1.4365, grad_norm: 4.6892 2020-08-14 11:38:01,748 - mmaction - INFO - Epoch [67][1080/1253] lr: 3.000e-03, eta: 15:32:17, time: 0.769, data_time: 0.004, memory: 4947, top1_acc: 0.6661, top5_acc: 0.8497, loss_cls: 1.3800, loss: 1.3800, grad_norm: 4.5363 2020-08-14 11:38:15,835 - mmaction - INFO - Epoch [67][1100/1253] lr: 3.000e-03, eta: 15:31:44, time: 0.709, data_time: 0.008, memory: 4947, top1_acc: 0.6862, top5_acc: 0.8672, loss_cls: 1.2912, loss: 1.2912, grad_norm: 4.4683 2020-08-14 11:46:53,751 - mmaction - INFO - Epoch [67][1120/1253] lr: 3.000e-03, eta: 15:35:20, time: 25.893, data_time: 0.007, memory: 4947, top1_acc: 0.6755, top5_acc: 0.8526, loss_cls: 1.3610, loss: 1.3610, grad_norm: 4.5125 2020-08-14 11:47:05,847 - mmaction - INFO - Epoch [67][1140/1253] lr: 3.000e-03, eta: 15:34:46, time: 0.607, data_time: 0.005, memory: 4947, top1_acc: 0.6745, top5_acc: 0.8617, loss_cls: 1.3387, loss: 1.3387, grad_norm: 4.5283 2020-08-14 11:47:18,110 - mmaction - INFO - Epoch [67][1160/1253] lr: 3.000e-03, eta: 15:34:11, time: 0.612, data_time: 0.008, memory: 4947, top1_acc: 0.6635, top5_acc: 0.8568, loss_cls: 1.3644, loss: 1.3644, grad_norm: 4.5946 2020-08-14 11:47:30,350 - mmaction - INFO - Epoch [67][1180/1253] lr: 3.000e-03, eta: 15:33:37, time: 0.613, data_time: 0.007, memory: 4947, top1_acc: 0.6586, top5_acc: 0.8565, loss_cls: 1.3802, loss: 1.3802, grad_norm: 4.5894 2020-08-14 11:47:43,115 - mmaction - INFO - Epoch [67][1200/1253] lr: 3.000e-03, eta: 15:33:03, time: 0.638, data_time: 0.008, memory: 4947, top1_acc: 0.6563, top5_acc: 0.8565, loss_cls: 1.3892, loss: 1.3892, grad_norm: 4.6818 2020-08-14 11:47:55,426 - mmaction - INFO - Epoch [67][1220/1253] lr: 3.000e-03, eta: 15:32:29, time: 0.615, data_time: 0.007, memory: 4947, top1_acc: 0.6706, top5_acc: 0.8578, loss_cls: 1.3609, loss: 1.3609, grad_norm: 4.5348 2020-08-14 11:48:07,772 - mmaction - INFO - Epoch [67][1240/1253] lr: 3.000e-03, eta: 15:31:54, time: 0.617, data_time: 0.008, memory: 4947, top1_acc: 0.6732, top5_acc: 0.8656, loss_cls: 1.3154, loss: 1.3154, grad_norm: 4.5027 2020-08-14 11:48:16,001 - mmaction - INFO - Saving checkpoint at 67 epochs 2020-08-14 11:54:18,289 - mmaction - INFO - Epoch [68][20/1253] lr: 3.000e-03, eta: 15:33:46, time: 18.079, data_time: 1.026, memory: 4947, top1_acc: 0.6669, top5_acc: 0.8578, loss_cls: 1.3826, loss: 1.3826, grad_norm: 4.6049 2020-08-14 11:54:30,609 - mmaction - INFO - Epoch [68][40/1253] lr: 3.000e-03, eta: 15:33:11, time: 0.622, data_time: 0.011, memory: 4947, top1_acc: 0.6695, top5_acc: 0.8539, loss_cls: 1.3682, loss: 1.3682, grad_norm: 4.6097 2020-08-14 11:54:43,125 - mmaction - INFO - Epoch [68][60/1253] lr: 3.000e-03, eta: 15:32:37, time: 0.625, data_time: 0.007, memory: 4947, top1_acc: 0.6680, top5_acc: 0.8667, loss_cls: 1.3438, loss: 1.3438, grad_norm: 4.5785 2020-08-14 11:54:55,364 - mmaction - INFO - Epoch [68][80/1253] lr: 3.000e-03, eta: 15:32:03, time: 0.613, data_time: 0.005, memory: 4947, top1_acc: 0.6714, top5_acc: 0.8648, loss_cls: 1.3501, loss: 1.3501, grad_norm: 4.5254 2020-08-14 11:55:08,148 - mmaction - INFO - Epoch [68][100/1253] lr: 3.000e-03, eta: 15:31:29, time: 0.635, data_time: 0.006, memory: 4947, top1_acc: 0.6674, top5_acc: 0.8612, loss_cls: 1.3629, loss: 1.3629, grad_norm: 4.5634 2020-08-14 11:55:20,896 - mmaction - INFO - Epoch [68][120/1253] lr: 3.000e-03, eta: 15:30:54, time: 0.639, data_time: 0.007, memory: 4947, top1_acc: 0.6734, top5_acc: 0.8617, loss_cls: 1.3414, loss: 1.3414, grad_norm: 4.5091 2020-08-14 11:55:34,569 - mmaction - INFO - Epoch [68][140/1253] lr: 3.000e-03, eta: 15:30:21, time: 0.684, data_time: 0.011, memory: 4947, top1_acc: 0.6831, top5_acc: 0.8685, loss_cls: 1.2886, loss: 1.2886, grad_norm: 4.5131 2020-08-14 11:55:47,956 - mmaction - INFO - Epoch [68][160/1253] lr: 3.000e-03, eta: 15:29:47, time: 0.672, data_time: 0.007, memory: 4947, top1_acc: 0.6768, top5_acc: 0.8643, loss_cls: 1.3526, loss: 1.3526, grad_norm: 4.5320 2020-08-14 11:56:02,038 - mmaction - INFO - Epoch [68][180/1253] lr: 3.000e-03, eta: 15:29:14, time: 0.704, data_time: 0.004, memory: 4947, top1_acc: 0.6685, top5_acc: 0.8552, loss_cls: 1.3670, loss: 1.3670, grad_norm: 4.6849 2020-08-14 11:56:17,234 - mmaction - INFO - Epoch [68][200/1253] lr: 3.000e-03, eta: 15:28:41, time: 0.760, data_time: 0.003, memory: 4947, top1_acc: 0.6630, top5_acc: 0.8589, loss_cls: 1.3862, loss: 1.3862, grad_norm: 4.6566 2020-08-14 11:56:31,874 - mmaction - INFO - Epoch [68][220/1253] lr: 3.000e-03, eta: 15:28:07, time: 0.730, data_time: 0.007, memory: 4947, top1_acc: 0.6646, top5_acc: 0.8615, loss_cls: 1.3667, loss: 1.3667, grad_norm: 4.5674 2020-08-14 11:56:45,994 - mmaction - INFO - Epoch [68][240/1253] lr: 3.000e-03, eta: 15:27:34, time: 0.708, data_time: 0.007, memory: 4947, top1_acc: 0.6669, top5_acc: 0.8609, loss_cls: 1.3595, loss: 1.3595, grad_norm: 4.6525 2020-08-14 11:57:00,679 - mmaction - INFO - Epoch [68][260/1253] lr: 3.000e-03, eta: 15:27:01, time: 0.730, data_time: 0.004, memory: 4947, top1_acc: 0.6865, top5_acc: 0.8617, loss_cls: 1.3140, loss: 1.3140, grad_norm: 4.5587 2020-08-14 11:57:15,224 - mmaction - INFO - Epoch [68][280/1253] lr: 3.000e-03, eta: 15:26:28, time: 0.730, data_time: 0.008, memory: 4947, top1_acc: 0.6781, top5_acc: 0.8688, loss_cls: 1.3091, loss: 1.3091, grad_norm: 4.4974 2020-08-14 11:57:29,133 - mmaction - INFO - Epoch [68][300/1253] lr: 3.000e-03, eta: 15:25:54, time: 0.692, data_time: 0.006, memory: 4947, top1_acc: 0.6651, top5_acc: 0.8518, loss_cls: 1.3892, loss: 1.3892, grad_norm: 4.6401 2020-08-14 11:57:42,682 - mmaction - INFO - Epoch [68][320/1253] lr: 3.000e-03, eta: 15:25:21, time: 0.678, data_time: 0.008, memory: 4947, top1_acc: 0.6682, top5_acc: 0.8635, loss_cls: 1.3560, loss: 1.3560, grad_norm: 4.6160 2020-08-14 11:57:57,180 - mmaction - INFO - Epoch [68][340/1253] lr: 3.000e-03, eta: 15:24:47, time: 0.728, data_time: 0.009, memory: 4947, top1_acc: 0.6823, top5_acc: 0.8724, loss_cls: 1.3159, loss: 1.3159, grad_norm: 4.6375 2020-08-14 11:58:11,455 - mmaction - INFO - Epoch [68][360/1253] lr: 3.000e-03, eta: 15:24:14, time: 0.714, data_time: 0.007, memory: 4947, top1_acc: 0.6727, top5_acc: 0.8526, loss_cls: 1.3767, loss: 1.3767, grad_norm: 4.5781 2020-08-14 11:58:26,055 - mmaction - INFO - Epoch [68][380/1253] lr: 3.000e-03, eta: 15:23:41, time: 0.729, data_time: 0.004, memory: 4947, top1_acc: 0.6667, top5_acc: 0.8539, loss_cls: 1.3751, loss: 1.3751, grad_norm: 4.6788 2020-08-14 11:58:40,690 - mmaction - INFO - Epoch [68][400/1253] lr: 3.000e-03, eta: 15:23:08, time: 0.732, data_time: 0.007, memory: 4947, top1_acc: 0.6607, top5_acc: 0.8544, loss_cls: 1.3845, loss: 1.3845, grad_norm: 4.7053 2020-08-14 11:58:54,683 - mmaction - INFO - Epoch [68][420/1253] lr: 3.000e-03, eta: 15:22:35, time: 0.700, data_time: 0.005, memory: 4947, top1_acc: 0.6667, top5_acc: 0.8651, loss_cls: 1.3447, loss: 1.3447, grad_norm: 4.6003 2020-08-14 11:59:09,358 - mmaction - INFO - Epoch [68][440/1253] lr: 3.000e-03, eta: 15:22:02, time: 0.733, data_time: 0.008, memory: 4947, top1_acc: 0.6805, top5_acc: 0.8578, loss_cls: 1.3399, loss: 1.3399, grad_norm: 4.5296 2020-08-14 11:59:23,504 - mmaction - INFO - Epoch [68][460/1253] lr: 3.000e-03, eta: 15:21:28, time: 0.705, data_time: 0.006, memory: 4947, top1_acc: 0.6737, top5_acc: 0.8531, loss_cls: 1.3645, loss: 1.3645, grad_norm: 4.5697 2020-08-14 11:59:38,919 - mmaction - INFO - Epoch [68][480/1253] lr: 3.000e-03, eta: 15:20:56, time: 0.775, data_time: 0.007, memory: 4947, top1_acc: 0.6745, top5_acc: 0.8544, loss_cls: 1.3587, loss: 1.3587, grad_norm: 4.4903 2020-08-14 11:59:53,204 - mmaction - INFO - Epoch [68][500/1253] lr: 3.000e-03, eta: 15:20:22, time: 0.711, data_time: 0.004, memory: 4947, top1_acc: 0.6732, top5_acc: 0.8490, loss_cls: 1.3839, loss: 1.3839, grad_norm: 4.5710 2020-08-14 12:00:10,856 - mmaction - INFO - Epoch [68][520/1253] lr: 3.000e-03, eta: 15:19:51, time: 0.870, data_time: 0.007, memory: 4947, top1_acc: 0.6578, top5_acc: 0.8505, loss_cls: 1.3984, loss: 1.3984, grad_norm: 4.6707 2020-08-14 12:09:16,166 - mmaction - INFO - Epoch [68][540/1253] lr: 3.000e-03, eta: 15:23:34, time: 27.278, data_time: 8.993, memory: 4947, top1_acc: 0.6612, top5_acc: 0.8549, loss_cls: 1.3881, loss: 1.3881, grad_norm: 4.7024 2020-08-14 12:16:24,769 - mmaction - INFO - Epoch [68][560/1253] lr: 3.000e-03, eta: 15:26:21, time: 21.431, data_time: 0.007, memory: 4947, top1_acc: 0.6625, top5_acc: 0.8464, loss_cls: 1.4247, loss: 1.4247, grad_norm: 4.6493 2020-08-14 12:16:36,938 - mmaction - INFO - Epoch [68][580/1253] lr: 3.000e-03, eta: 15:25:46, time: 0.612, data_time: 0.007, memory: 4947, top1_acc: 0.6786, top5_acc: 0.8708, loss_cls: 1.2996, loss: 1.2996, grad_norm: 4.4802 2020-08-14 12:16:49,429 - mmaction - INFO - Epoch [68][600/1253] lr: 3.000e-03, eta: 15:25:12, time: 0.620, data_time: 0.005, memory: 4947, top1_acc: 0.6609, top5_acc: 0.8547, loss_cls: 1.3705, loss: 1.3705, grad_norm: 4.6749 2020-08-14 12:17:01,652 - mmaction - INFO - Epoch [68][620/1253] lr: 3.000e-03, eta: 15:24:37, time: 0.612, data_time: 0.007, memory: 4947, top1_acc: 0.6651, top5_acc: 0.8555, loss_cls: 1.3912, loss: 1.3912, grad_norm: 4.7405 2020-08-14 12:17:14,972 - mmaction - INFO - Epoch [68][640/1253] lr: 3.000e-03, eta: 15:24:03, time: 0.667, data_time: 0.008, memory: 4947, top1_acc: 0.6698, top5_acc: 0.8604, loss_cls: 1.3503, loss: 1.3503, grad_norm: 4.6105 2020-08-14 12:17:28,488 - mmaction - INFO - Epoch [68][660/1253] lr: 3.000e-03, eta: 15:23:30, time: 0.677, data_time: 0.008, memory: 4947, top1_acc: 0.6633, top5_acc: 0.8565, loss_cls: 1.3927, loss: 1.3927, grad_norm: 4.6870 2020-08-14 12:17:40,998 - mmaction - INFO - Epoch [68][680/1253] lr: 3.000e-03, eta: 15:22:55, time: 0.622, data_time: 0.008, memory: 4947, top1_acc: 0.6677, top5_acc: 0.8620, loss_cls: 1.4026, loss: 1.4026, grad_norm: 4.6913 2020-08-14 12:17:54,298 - mmaction - INFO - Epoch [68][700/1253] lr: 3.000e-03, eta: 15:22:21, time: 0.669, data_time: 0.007, memory: 4947, top1_acc: 0.6734, top5_acc: 0.8596, loss_cls: 1.3476, loss: 1.3476, grad_norm: 4.5510 2020-08-14 12:18:07,989 - mmaction - INFO - Epoch [68][720/1253] lr: 3.000e-03, eta: 15:21:48, time: 0.682, data_time: 0.004, memory: 4947, top1_acc: 0.6594, top5_acc: 0.8576, loss_cls: 1.3879, loss: 1.3879, grad_norm: 4.6106 2020-08-14 12:18:22,027 - mmaction - INFO - Epoch [68][740/1253] lr: 3.000e-03, eta: 15:21:14, time: 0.703, data_time: 0.009, memory: 4947, top1_acc: 0.6776, top5_acc: 0.8656, loss_cls: 1.3222, loss: 1.3222, grad_norm: 4.5622 2020-08-14 12:18:37,382 - mmaction - INFO - Epoch [68][760/1253] lr: 3.000e-03, eta: 15:20:41, time: 0.767, data_time: 0.008, memory: 4947, top1_acc: 0.6628, top5_acc: 0.8484, loss_cls: 1.3859, loss: 1.3859, grad_norm: 4.6290 2020-08-14 12:18:52,010 - mmaction - INFO - Epoch [68][780/1253] lr: 3.000e-03, eta: 15:20:08, time: 0.734, data_time: 0.009, memory: 4947, top1_acc: 0.6656, top5_acc: 0.8622, loss_cls: 1.3569, loss: 1.3569, grad_norm: 4.6098 2020-08-14 12:19:06,708 - mmaction - INFO - Epoch [68][800/1253] lr: 3.000e-03, eta: 15:19:35, time: 0.731, data_time: 0.005, memory: 4947, top1_acc: 0.6612, top5_acc: 0.8560, loss_cls: 1.3970, loss: 1.3970, grad_norm: 4.7286 2020-08-14 12:19:20,920 - mmaction - INFO - Epoch [68][820/1253] lr: 3.000e-03, eta: 15:19:01, time: 0.712, data_time: 0.007, memory: 4947, top1_acc: 0.6628, top5_acc: 0.8508, loss_cls: 1.4023, loss: 1.4023, grad_norm: 4.6778 2020-08-14 12:19:35,661 - mmaction - INFO - Epoch [68][840/1253] lr: 3.000e-03, eta: 15:18:28, time: 0.736, data_time: 0.007, memory: 4947, top1_acc: 0.6740, top5_acc: 0.8596, loss_cls: 1.3564, loss: 1.3564, grad_norm: 4.6759 2020-08-14 12:19:50,303 - mmaction - INFO - Epoch [68][860/1253] lr: 3.000e-03, eta: 15:17:55, time: 0.735, data_time: 0.007, memory: 4947, top1_acc: 0.6578, top5_acc: 0.8521, loss_cls: 1.4022, loss: 1.4022, grad_norm: 4.6751 2020-08-14 12:20:05,117 - mmaction - INFO - Epoch [68][880/1253] lr: 3.000e-03, eta: 15:17:22, time: 0.740, data_time: 0.005, memory: 4947, top1_acc: 0.6771, top5_acc: 0.8523, loss_cls: 1.3477, loss: 1.3477, grad_norm: 4.6083 2020-08-14 12:20:19,201 - mmaction - INFO - Epoch [68][900/1253] lr: 3.000e-03, eta: 15:16:48, time: 0.705, data_time: 0.002, memory: 4947, top1_acc: 0.6724, top5_acc: 0.8651, loss_cls: 1.3272, loss: 1.3272, grad_norm: 4.5755 2020-08-14 12:20:34,754 - mmaction - INFO - Epoch [68][920/1253] lr: 3.000e-03, eta: 15:16:16, time: 0.776, data_time: 0.004, memory: 4947, top1_acc: 0.6596, top5_acc: 0.8529, loss_cls: 1.3965, loss: 1.3965, grad_norm: 4.6062 2020-08-14 12:20:49,569 - mmaction - INFO - Epoch [68][940/1253] lr: 3.000e-03, eta: 15:15:42, time: 0.742, data_time: 0.005, memory: 4947, top1_acc: 0.6724, top5_acc: 0.8620, loss_cls: 1.3270, loss: 1.3270, grad_norm: 4.5596 2020-08-14 12:21:04,587 - mmaction - INFO - Epoch [68][960/1253] lr: 3.000e-03, eta: 15:15:09, time: 0.750, data_time: 0.005, memory: 4947, top1_acc: 0.6625, top5_acc: 0.8542, loss_cls: 1.3961, loss: 1.3961, grad_norm: 4.7272 2020-08-14 12:21:20,348 - mmaction - INFO - Epoch [68][980/1253] lr: 3.000e-03, eta: 15:14:37, time: 0.787, data_time: 0.008, memory: 4947, top1_acc: 0.6646, top5_acc: 0.8505, loss_cls: 1.3647, loss: 1.3647, grad_norm: 4.5967 2020-08-14 12:21:35,355 - mmaction - INFO - Epoch [68][1000/1253] lr: 3.000e-03, eta: 15:14:04, time: 0.751, data_time: 0.005, memory: 4947, top1_acc: 0.6706, top5_acc: 0.8599, loss_cls: 1.3524, loss: 1.3524, grad_norm: 4.5548 2020-08-14 12:21:48,982 - mmaction - INFO - Epoch [68][1020/1253] lr: 3.000e-03, eta: 15:13:30, time: 0.680, data_time: 0.007, memory: 4947, top1_acc: 0.6633, top5_acc: 0.8552, loss_cls: 1.3930, loss: 1.3930, grad_norm: 4.7049 2020-08-14 12:22:03,114 - mmaction - INFO - Epoch [68][1040/1253] lr: 3.000e-03, eta: 15:12:57, time: 0.708, data_time: 0.010, memory: 4947, top1_acc: 0.6648, top5_acc: 0.8677, loss_cls: 1.3472, loss: 1.3472, grad_norm: 4.7453 2020-08-14 12:22:17,671 - mmaction - INFO - Epoch [68][1060/1253] lr: 3.000e-03, eta: 15:12:24, time: 0.729, data_time: 0.006, memory: 4947, top1_acc: 0.6690, top5_acc: 0.8628, loss_cls: 1.3549, loss: 1.3549, grad_norm: 4.6580 2020-08-14 12:27:39,026 - mmaction - INFO - Epoch [68][1080/1253] lr: 3.000e-03, eta: 15:14:16, time: 16.063, data_time: 0.006, memory: 4947, top1_acc: 0.6708, top5_acc: 0.8573, loss_cls: 1.3698, loss: 1.3698, grad_norm: 4.6363 2020-08-14 12:27:51,201 - mmaction - INFO - Epoch [68][1100/1253] lr: 3.000e-03, eta: 15:13:41, time: 0.612, data_time: 0.007, memory: 4947, top1_acc: 0.6617, top5_acc: 0.8562, loss_cls: 1.3986, loss: 1.3986, grad_norm: 4.7336 2020-08-14 12:28:03,728 - mmaction - INFO - Epoch [68][1120/1253] lr: 3.000e-03, eta: 15:13:07, time: 0.624, data_time: 0.008, memory: 4947, top1_acc: 0.6635, top5_acc: 0.8560, loss_cls: 1.3741, loss: 1.3741, grad_norm: 4.6466 2020-08-14 12:28:16,402 - mmaction - INFO - Epoch [68][1140/1253] lr: 3.000e-03, eta: 15:12:33, time: 0.636, data_time: 0.010, memory: 4947, top1_acc: 0.6523, top5_acc: 0.8500, loss_cls: 1.4028, loss: 1.4028, grad_norm: 4.6814 2020-08-14 12:28:29,444 - mmaction - INFO - Epoch [68][1160/1253] lr: 3.000e-03, eta: 15:11:59, time: 0.653, data_time: 0.006, memory: 4947, top1_acc: 0.6687, top5_acc: 0.8659, loss_cls: 1.3232, loss: 1.3232, grad_norm: 4.5605 2020-08-14 12:28:43,089 - mmaction - INFO - Epoch [68][1180/1253] lr: 3.000e-03, eta: 15:11:26, time: 0.678, data_time: 0.005, memory: 4947, top1_acc: 0.6716, top5_acc: 0.8568, loss_cls: 1.3737, loss: 1.3737, grad_norm: 4.6861 2020-08-14 12:28:57,441 - mmaction - INFO - Epoch [68][1200/1253] lr: 3.000e-03, eta: 15:10:52, time: 0.722, data_time: 0.007, memory: 4947, top1_acc: 0.6706, top5_acc: 0.8578, loss_cls: 1.3654, loss: 1.3654, grad_norm: 4.5532 2020-08-14 12:29:10,752 - mmaction - INFO - Epoch [68][1220/1253] lr: 3.000e-03, eta: 15:10:18, time: 0.663, data_time: 0.009, memory: 4947, top1_acc: 0.6729, top5_acc: 0.8547, loss_cls: 1.3712, loss: 1.3712, grad_norm: 4.5623 2020-08-14 12:29:25,158 - mmaction - INFO - Epoch [68][1240/1253] lr: 3.000e-03, eta: 15:09:45, time: 0.722, data_time: 0.007, memory: 4947, top1_acc: 0.6701, top5_acc: 0.8542, loss_cls: 1.3653, loss: 1.3653, grad_norm: 4.6170 2020-08-14 12:29:34,314 - mmaction - INFO - Saving checkpoint at 68 epochs 2020-08-14 12:40:08,074 - mmaction - INFO - Epoch [69][20/1253] lr: 3.000e-03, eta: 15:13:37, time: 31.649, data_time: 11.116, memory: 4947, top1_acc: 0.6745, top5_acc: 0.8641, loss_cls: 1.3533, loss: 1.3533, grad_norm: 4.6001 2020-08-14 12:40:20,438 - mmaction - INFO - Epoch [69][40/1253] lr: 3.000e-03, eta: 15:13:02, time: 0.621, data_time: 0.007, memory: 4947, top1_acc: 0.6729, top5_acc: 0.8560, loss_cls: 1.3489, loss: 1.3489, grad_norm: 4.6058 2020-08-14 12:40:32,833 - mmaction - INFO - Epoch [69][60/1253] lr: 3.000e-03, eta: 15:12:28, time: 0.622, data_time: 0.007, memory: 4947, top1_acc: 0.6682, top5_acc: 0.8589, loss_cls: 1.3712, loss: 1.3712, grad_norm: 4.6188 2020-08-14 12:43:15,728 - mmaction - INFO - Epoch [69][80/1253] lr: 3.000e-03, eta: 15:13:04, time: 8.144, data_time: 0.003, memory: 4947, top1_acc: 0.6747, top5_acc: 0.8570, loss_cls: 1.3689, loss: 1.3689, grad_norm: 4.7115 2020-08-14 12:50:18,328 - mmaction - INFO - Epoch [69][100/1253] lr: 3.000e-03, eta: 15:15:42, time: 21.129, data_time: 0.002, memory: 4947, top1_acc: 0.6753, top5_acc: 0.8612, loss_cls: 1.3467, loss: 1.3467, grad_norm: 4.6475 2020-08-14 12:50:30,568 - mmaction - INFO - Epoch [69][120/1253] lr: 3.000e-03, eta: 15:15:08, time: 0.611, data_time: 0.003, memory: 4947, top1_acc: 0.6771, top5_acc: 0.8612, loss_cls: 1.3533, loss: 1.3533, grad_norm: 4.6366 2020-08-14 12:50:42,869 - mmaction - INFO - Epoch [69][140/1253] lr: 3.000e-03, eta: 15:14:33, time: 0.617, data_time: 0.008, memory: 4947, top1_acc: 0.6758, top5_acc: 0.8609, loss_cls: 1.3275, loss: 1.3275, grad_norm: 4.5122 2020-08-14 12:50:55,376 - mmaction - INFO - Epoch [69][160/1253] lr: 3.000e-03, eta: 15:13:59, time: 0.623, data_time: 0.008, memory: 4947, top1_acc: 0.6701, top5_acc: 0.8560, loss_cls: 1.3441, loss: 1.3441, grad_norm: 4.5795 2020-08-14 12:51:07,741 - mmaction - INFO - Epoch [69][180/1253] lr: 3.000e-03, eta: 15:13:24, time: 0.619, data_time: 0.007, memory: 4947, top1_acc: 0.6625, top5_acc: 0.8443, loss_cls: 1.4149, loss: 1.4149, grad_norm: 4.6278 2020-08-14 12:51:21,469 - mmaction - INFO - Epoch [69][200/1253] lr: 3.000e-03, eta: 15:12:50, time: 0.685, data_time: 0.008, memory: 4947, top1_acc: 0.6951, top5_acc: 0.8760, loss_cls: 1.2524, loss: 1.2524, grad_norm: 4.3851 2020-08-14 12:51:35,058 - mmaction - INFO - Epoch [69][220/1253] lr: 3.000e-03, eta: 15:12:16, time: 0.683, data_time: 0.007, memory: 4947, top1_acc: 0.6695, top5_acc: 0.8573, loss_cls: 1.3578, loss: 1.3578, grad_norm: 4.6812 2020-08-14 12:51:49,361 - mmaction - INFO - Epoch [69][240/1253] lr: 3.000e-03, eta: 15:11:43, time: 0.712, data_time: 0.005, memory: 4947, top1_acc: 0.6740, top5_acc: 0.8651, loss_cls: 1.3279, loss: 1.3279, grad_norm: 4.6186 2020-08-14 12:52:03,973 - mmaction - INFO - Epoch [69][260/1253] lr: 3.000e-03, eta: 15:11:09, time: 0.733, data_time: 0.006, memory: 4947, top1_acc: 0.6682, top5_acc: 0.8641, loss_cls: 1.3563, loss: 1.3563, grad_norm: 4.7058 2020-08-14 12:52:19,105 - mmaction - INFO - Epoch [69][280/1253] lr: 3.000e-03, eta: 15:10:36, time: 0.756, data_time: 0.008, memory: 4947, top1_acc: 0.6786, top5_acc: 0.8661, loss_cls: 1.3107, loss: 1.3107, grad_norm: 4.6324 2020-08-14 12:52:33,749 - mmaction - INFO - Epoch [69][300/1253] lr: 3.000e-03, eta: 15:10:03, time: 0.733, data_time: 0.006, memory: 4947, top1_acc: 0.6823, top5_acc: 0.8599, loss_cls: 1.3146, loss: 1.3146, grad_norm: 4.5024 2020-08-14 12:52:49,153 - mmaction - INFO - Epoch [69][320/1253] lr: 3.000e-03, eta: 15:09:30, time: 0.772, data_time: 0.007, memory: 4947, top1_acc: 0.6604, top5_acc: 0.8607, loss_cls: 1.3864, loss: 1.3864, grad_norm: 4.7448 2020-08-14 12:53:02,862 - mmaction - INFO - Epoch [69][340/1253] lr: 3.000e-03, eta: 15:08:56, time: 0.680, data_time: 0.006, memory: 4947, top1_acc: 0.6612, top5_acc: 0.8510, loss_cls: 1.4033, loss: 1.4033, grad_norm: 4.6225 2020-08-14 12:53:18,941 - mmaction - INFO - Epoch [69][360/1253] lr: 3.000e-03, eta: 15:08:23, time: 0.808, data_time: 0.008, memory: 4947, top1_acc: 0.6789, top5_acc: 0.8625, loss_cls: 1.3563, loss: 1.3563, grad_norm: 4.6556 2020-08-14 12:53:33,107 - mmaction - INFO - Epoch [69][380/1253] lr: 3.000e-03, eta: 15:07:50, time: 0.709, data_time: 0.009, memory: 4947, top1_acc: 0.6792, top5_acc: 0.8596, loss_cls: 1.3363, loss: 1.3363, grad_norm: 4.5702 2020-08-14 12:53:46,771 - mmaction - INFO - Epoch [69][400/1253] lr: 3.000e-03, eta: 15:07:16, time: 0.680, data_time: 0.003, memory: 4947, top1_acc: 0.6641, top5_acc: 0.8534, loss_cls: 1.3941, loss: 1.3941, grad_norm: 4.7335 2020-08-14 12:54:03,431 - mmaction - INFO - Epoch [69][420/1253] lr: 3.000e-03, eta: 15:06:43, time: 0.834, data_time: 0.008, memory: 4947, top1_acc: 0.6755, top5_acc: 0.8586, loss_cls: 1.3244, loss: 1.3244, grad_norm: 4.5182 2020-08-14 12:54:18,481 - mmaction - INFO - Epoch [69][440/1253] lr: 3.000e-03, eta: 15:06:10, time: 0.754, data_time: 0.006, memory: 4947, top1_acc: 0.6578, top5_acc: 0.8479, loss_cls: 1.4226, loss: 1.4226, grad_norm: 4.8022 2020-08-14 12:54:33,457 - mmaction - INFO - Epoch [69][460/1253] lr: 3.000e-03, eta: 15:05:37, time: 0.748, data_time: 0.008, memory: 4947, top1_acc: 0.6628, top5_acc: 0.8495, loss_cls: 1.4061, loss: 1.4061, grad_norm: 4.5900 2020-08-14 12:54:47,832 - mmaction - INFO - Epoch [69][480/1253] lr: 3.000e-03, eta: 15:05:04, time: 0.720, data_time: 0.005, memory: 4947, top1_acc: 0.6854, top5_acc: 0.8680, loss_cls: 1.3012, loss: 1.3012, grad_norm: 4.5513 2020-08-14 12:55:03,403 - mmaction - INFO - Epoch [69][500/1253] lr: 3.000e-03, eta: 15:04:31, time: 0.779, data_time: 0.007, memory: 4947, top1_acc: 0.6643, top5_acc: 0.8547, loss_cls: 1.3981, loss: 1.3981, grad_norm: 4.7310 2020-08-14 12:55:18,404 - mmaction - INFO - Epoch [69][520/1253] lr: 3.000e-03, eta: 15:03:57, time: 0.750, data_time: 0.002, memory: 4947, top1_acc: 0.6729, top5_acc: 0.8510, loss_cls: 1.3763, loss: 1.3763, grad_norm: 4.6225 2020-08-14 12:55:32,584 - mmaction - INFO - Epoch [69][540/1253] lr: 3.000e-03, eta: 15:03:24, time: 0.706, data_time: 0.005, memory: 4947, top1_acc: 0.6763, top5_acc: 0.8622, loss_cls: 1.3366, loss: 1.3366, grad_norm: 4.5724 2020-08-14 13:01:47,483 - mmaction - INFO - Epoch [69][560/1253] lr: 3.000e-03, eta: 15:05:37, time: 18.735, data_time: 0.009, memory: 4947, top1_acc: 0.6755, top5_acc: 0.8661, loss_cls: 1.3446, loss: 1.3446, grad_norm: 4.6709 2020-08-14 13:04:59,695 - mmaction - INFO - Epoch [69][580/1253] lr: 3.000e-03, eta: 15:06:25, time: 9.622, data_time: 0.020, memory: 4947, top1_acc: 0.6737, top5_acc: 0.8563, loss_cls: 1.3729, loss: 1.3729, grad_norm: 4.6346 2020-08-14 13:05:12,072 - mmaction - INFO - Epoch [69][600/1253] lr: 3.000e-03, eta: 15:05:51, time: 0.617, data_time: 0.009, memory: 4947, top1_acc: 0.6693, top5_acc: 0.8602, loss_cls: 1.3492, loss: 1.3492, grad_norm: 4.6054 2020-08-14 13:05:24,498 - mmaction - INFO - Epoch [69][620/1253] lr: 3.000e-03, eta: 15:05:16, time: 0.623, data_time: 0.007, memory: 4947, top1_acc: 0.6708, top5_acc: 0.8638, loss_cls: 1.3426, loss: 1.3426, grad_norm: 4.6440 2020-08-14 13:05:36,933 - mmaction - INFO - Epoch [69][640/1253] lr: 3.000e-03, eta: 15:04:42, time: 0.620, data_time: 0.007, memory: 4947, top1_acc: 0.6674, top5_acc: 0.8500, loss_cls: 1.3981, loss: 1.3981, grad_norm: 4.6812 2020-08-14 13:05:49,312 - mmaction - INFO - Epoch [69][660/1253] lr: 3.000e-03, eta: 15:04:07, time: 0.622, data_time: 0.007, memory: 4947, top1_acc: 0.6773, top5_acc: 0.8615, loss_cls: 1.3490, loss: 1.3490, grad_norm: 4.6797 2020-08-14 13:06:02,342 - mmaction - INFO - Epoch [69][680/1253] lr: 3.000e-03, eta: 15:03:33, time: 0.648, data_time: 0.005, memory: 4947, top1_acc: 0.6523, top5_acc: 0.8560, loss_cls: 1.4008, loss: 1.4008, grad_norm: 4.7870 2020-08-14 13:06:15,280 - mmaction - INFO - Epoch [69][700/1253] lr: 3.000e-03, eta: 15:02:59, time: 0.650, data_time: 0.007, memory: 4947, top1_acc: 0.6701, top5_acc: 0.8542, loss_cls: 1.3867, loss: 1.3867, grad_norm: 4.6631 2020-08-14 13:06:29,037 - mmaction - INFO - Epoch [69][720/1253] lr: 3.000e-03, eta: 15:02:25, time: 0.685, data_time: 0.006, memory: 4947, top1_acc: 0.6729, top5_acc: 0.8547, loss_cls: 1.3670, loss: 1.3670, grad_norm: 4.5929 2020-08-14 13:06:44,175 - mmaction - INFO - Epoch [69][740/1253] lr: 3.000e-03, eta: 15:01:52, time: 0.761, data_time: 0.006, memory: 4947, top1_acc: 0.6708, top5_acc: 0.8531, loss_cls: 1.3693, loss: 1.3693, grad_norm: 4.6225 2020-08-14 13:06:59,461 - mmaction - INFO - Epoch [69][760/1253] lr: 3.000e-03, eta: 15:01:19, time: 0.760, data_time: 0.004, memory: 4947, top1_acc: 0.6557, top5_acc: 0.8461, loss_cls: 1.4121, loss: 1.4121, grad_norm: 4.7496 2020-08-14 13:07:14,405 - mmaction - INFO - Epoch [69][780/1253] lr: 3.000e-03, eta: 15:00:46, time: 0.748, data_time: 0.007, memory: 4947, top1_acc: 0.6714, top5_acc: 0.8656, loss_cls: 1.3247, loss: 1.3247, grad_norm: 4.5769 2020-08-14 13:07:29,579 - mmaction - INFO - Epoch [69][800/1253] lr: 3.000e-03, eta: 15:00:12, time: 0.759, data_time: 0.008, memory: 4947, top1_acc: 0.6677, top5_acc: 0.8570, loss_cls: 1.3652, loss: 1.3652, grad_norm: 4.6715 2020-08-14 13:07:44,329 - mmaction - INFO - Epoch [69][820/1253] lr: 3.000e-03, eta: 14:59:39, time: 0.737, data_time: 0.007, memory: 4947, top1_acc: 0.6604, top5_acc: 0.8565, loss_cls: 1.3726, loss: 1.3726, grad_norm: 4.7274 2020-08-14 13:07:59,335 - mmaction - INFO - Epoch [69][840/1253] lr: 3.000e-03, eta: 14:59:06, time: 0.751, data_time: 0.008, memory: 4947, top1_acc: 0.6560, top5_acc: 0.8521, loss_cls: 1.4363, loss: 1.4363, grad_norm: 4.7588 2020-08-14 13:08:15,165 - mmaction - INFO - Epoch [69][860/1253] lr: 3.000e-03, eta: 14:58:33, time: 0.793, data_time: 0.007, memory: 4947, top1_acc: 0.6672, top5_acc: 0.8609, loss_cls: 1.3682, loss: 1.3682, grad_norm: 4.6574 2020-08-14 13:08:29,843 - mmaction - INFO - Epoch [69][880/1253] lr: 3.000e-03, eta: 14:58:00, time: 0.730, data_time: 0.007, memory: 4947, top1_acc: 0.6659, top5_acc: 0.8620, loss_cls: 1.3308, loss: 1.3308, grad_norm: 4.7151 2020-08-14 13:08:44,976 - mmaction - INFO - Epoch [69][900/1253] lr: 3.000e-03, eta: 14:57:27, time: 0.760, data_time: 0.008, memory: 4947, top1_acc: 0.6648, top5_acc: 0.8620, loss_cls: 1.3701, loss: 1.3701, grad_norm: 4.7332 2020-08-14 13:09:00,302 - mmaction - INFO - Epoch [69][920/1253] lr: 3.000e-03, eta: 14:56:54, time: 0.765, data_time: 0.005, memory: 4947, top1_acc: 0.6544, top5_acc: 0.8505, loss_cls: 1.4191, loss: 1.4191, grad_norm: 4.7895 2020-08-14 13:09:14,488 - mmaction - INFO - Epoch [69][940/1253] lr: 3.000e-03, eta: 14:56:20, time: 0.709, data_time: 0.006, memory: 4947, top1_acc: 0.6656, top5_acc: 0.8516, loss_cls: 1.3872, loss: 1.3872, grad_norm: 4.6650 2020-08-14 13:09:30,542 - mmaction - INFO - Epoch [69][960/1253] lr: 3.000e-03, eta: 14:55:48, time: 0.805, data_time: 0.007, memory: 4947, top1_acc: 0.6805, top5_acc: 0.8638, loss_cls: 1.3260, loss: 1.3260, grad_norm: 4.5640 2020-08-14 13:09:46,533 - mmaction - INFO - Epoch [69][980/1253] lr: 3.000e-03, eta: 14:55:15, time: 0.794, data_time: 0.006, memory: 4947, top1_acc: 0.6484, top5_acc: 0.8492, loss_cls: 1.4134, loss: 1.4134, grad_norm: 4.7130 2020-08-14 13:10:00,430 - mmaction - INFO - Epoch [69][1000/1253] lr: 3.000e-03, eta: 14:54:41, time: 0.699, data_time: 0.008, memory: 4947, top1_acc: 0.6784, top5_acc: 0.8607, loss_cls: 1.3296, loss: 1.3296, grad_norm: 4.5968 2020-08-14 13:10:16,558 - mmaction - INFO - Epoch [69][1020/1253] lr: 3.000e-03, eta: 14:54:09, time: 0.804, data_time: 0.006, memory: 4947, top1_acc: 0.6656, top5_acc: 0.8609, loss_cls: 1.3654, loss: 1.3654, grad_norm: 4.6788 2020-08-14 13:10:31,719 - mmaction - INFO - Epoch [69][1040/1253] lr: 3.000e-03, eta: 14:53:36, time: 0.759, data_time: 0.007, memory: 4947, top1_acc: 0.6719, top5_acc: 0.8622, loss_cls: 1.3375, loss: 1.3375, grad_norm: 4.6536 2020-08-14 13:10:45,821 - mmaction - INFO - Epoch [69][1060/1253] lr: 3.000e-03, eta: 14:53:02, time: 0.706, data_time: 0.008, memory: 4947, top1_acc: 0.6646, top5_acc: 0.8531, loss_cls: 1.3762, loss: 1.3762, grad_norm: 4.7619 2020-08-14 13:11:01,914 - mmaction - INFO - Epoch [69][1080/1253] lr: 3.000e-03, eta: 14:52:30, time: 0.804, data_time: 0.006, memory: 4947, top1_acc: 0.6753, top5_acc: 0.8714, loss_cls: 1.3269, loss: 1.3269, grad_norm: 4.6539 2020-08-14 13:11:18,068 - mmaction - INFO - Epoch [69][1100/1253] lr: 3.000e-03, eta: 14:51:57, time: 0.808, data_time: 0.007, memory: 4947, top1_acc: 0.6779, top5_acc: 0.8693, loss_cls: 1.3283, loss: 1.3283, grad_norm: 4.6868 2020-08-14 13:11:32,480 - mmaction - INFO - Epoch [69][1120/1253] lr: 3.000e-03, eta: 14:51:24, time: 0.723, data_time: 0.008, memory: 4947, top1_acc: 0.6630, top5_acc: 0.8633, loss_cls: 1.3914, loss: 1.3914, grad_norm: 4.7234 2020-08-14 13:11:49,201 - mmaction - INFO - Epoch [69][1140/1253] lr: 3.000e-03, eta: 14:50:51, time: 0.834, data_time: 0.006, memory: 4947, top1_acc: 0.6773, top5_acc: 0.8641, loss_cls: 1.3296, loss: 1.3296, grad_norm: 4.6467 2020-08-14 13:12:05,281 - mmaction - INFO - Epoch [69][1160/1253] lr: 3.000e-03, eta: 14:50:19, time: 0.804, data_time: 0.005, memory: 4947, top1_acc: 0.6638, top5_acc: 0.8576, loss_cls: 1.3879, loss: 1.3879, grad_norm: 4.7501 2020-08-14 13:12:20,069 - mmaction - INFO - Epoch [69][1180/1253] lr: 3.000e-03, eta: 14:49:46, time: 0.741, data_time: 0.007, memory: 4947, top1_acc: 0.6680, top5_acc: 0.8591, loss_cls: 1.3605, loss: 1.3605, grad_norm: 4.6365 2020-08-14 13:12:35,336 - mmaction - INFO - Epoch [69][1200/1253] lr: 3.000e-03, eta: 14:49:13, time: 0.761, data_time: 0.005, memory: 4947, top1_acc: 0.6667, top5_acc: 0.8542, loss_cls: 1.3965, loss: 1.3965, grad_norm: 4.7551 2020-08-14 13:12:51,338 - mmaction - INFO - Epoch [69][1220/1253] lr: 3.000e-03, eta: 14:48:40, time: 0.801, data_time: 0.006, memory: 4947, top1_acc: 0.6734, top5_acc: 0.8570, loss_cls: 1.3402, loss: 1.3402, grad_norm: 4.7158 2020-08-14 13:13:06,681 - mmaction - INFO - Epoch [69][1240/1253] lr: 3.000e-03, eta: 14:48:07, time: 0.766, data_time: 0.008, memory: 4947, top1_acc: 0.6607, top5_acc: 0.8565, loss_cls: 1.4005, loss: 1.4005, grad_norm: 4.7333 2020-08-14 13:13:17,832 - mmaction - INFO - Saving checkpoint at 69 epochs 2020-08-14 13:21:35,079 - mmaction - INFO - Epoch [70][20/1253] lr: 3.000e-03, eta: 14:50:45, time: 24.825, data_time: 5.161, memory: 4947, top1_acc: 0.6724, top5_acc: 0.8680, loss_cls: 1.3453, loss: 1.3453, grad_norm: 4.6090 2020-08-14 13:21:47,431 - mmaction - INFO - Epoch [70][40/1253] lr: 3.000e-03, eta: 14:50:10, time: 0.621, data_time: 0.007, memory: 4947, top1_acc: 0.6695, top5_acc: 0.8583, loss_cls: 1.3636, loss: 1.3636, grad_norm: 4.6998 2020-08-14 13:21:59,842 - mmaction - INFO - Epoch [70][60/1253] lr: 3.000e-03, eta: 14:49:36, time: 0.615, data_time: 0.006, memory: 4947, top1_acc: 0.6745, top5_acc: 0.8615, loss_cls: 1.3315, loss: 1.3315, grad_norm: 4.6001 2020-08-14 13:22:12,183 - mmaction - INFO - Epoch [70][80/1253] lr: 3.000e-03, eta: 14:49:02, time: 0.623, data_time: 0.009, memory: 4947, top1_acc: 0.6674, top5_acc: 0.8563, loss_cls: 1.3562, loss: 1.3562, grad_norm: 4.6790 2020-08-14 13:22:24,568 - mmaction - INFO - Epoch [70][100/1253] lr: 3.000e-03, eta: 14:48:27, time: 0.619, data_time: 0.006, memory: 4947, top1_acc: 0.6799, top5_acc: 0.8633, loss_cls: 1.3299, loss: 1.3299, grad_norm: 4.7350 2020-08-14 13:22:37,080 - mmaction - INFO - Epoch [70][120/1253] lr: 3.000e-03, eta: 14:47:53, time: 0.622, data_time: 0.008, memory: 4947, top1_acc: 0.6716, top5_acc: 0.8573, loss_cls: 1.3474, loss: 1.3474, grad_norm: 4.7614 2020-08-14 13:22:50,011 - mmaction - INFO - Epoch [70][140/1253] lr: 3.000e-03, eta: 14:47:19, time: 0.648, data_time: 0.007, memory: 4947, top1_acc: 0.6648, top5_acc: 0.8609, loss_cls: 1.3624, loss: 1.3624, grad_norm: 4.7420 2020-08-14 13:23:03,999 - mmaction - INFO - Epoch [70][160/1253] lr: 3.000e-03, eta: 14:46:46, time: 0.703, data_time: 0.008, memory: 4947, top1_acc: 0.6635, top5_acc: 0.8568, loss_cls: 1.3808, loss: 1.3808, grad_norm: 4.7619 2020-08-14 13:23:18,511 - mmaction - INFO - Epoch [70][180/1253] lr: 3.000e-03, eta: 14:46:12, time: 0.724, data_time: 0.003, memory: 4947, top1_acc: 0.6682, top5_acc: 0.8477, loss_cls: 1.4043, loss: 1.4043, grad_norm: 4.6584 2020-08-14 13:23:31,566 - mmaction - INFO - Epoch [70][200/1253] lr: 3.000e-03, eta: 14:45:38, time: 0.652, data_time: 0.008, memory: 4947, top1_acc: 0.6729, top5_acc: 0.8617, loss_cls: 1.3586, loss: 1.3586, grad_norm: 4.6682 2020-08-14 13:23:44,574 - mmaction - INFO - Epoch [70][220/1253] lr: 3.000e-03, eta: 14:45:04, time: 0.653, data_time: 0.006, memory: 4947, top1_acc: 0.6661, top5_acc: 0.8609, loss_cls: 1.3574, loss: 1.3574, grad_norm: 4.6464 2020-08-14 13:23:58,918 - mmaction - INFO - Epoch [70][240/1253] lr: 3.000e-03, eta: 14:44:31, time: 0.716, data_time: 0.008, memory: 4947, top1_acc: 0.6625, top5_acc: 0.8625, loss_cls: 1.3831, loss: 1.3831, grad_norm: 4.7542 2020-08-14 13:24:13,413 - mmaction - INFO - Epoch [70][260/1253] lr: 3.000e-03, eta: 14:43:58, time: 0.726, data_time: 0.005, memory: 4947, top1_acc: 0.6734, top5_acc: 0.8617, loss_cls: 1.3414, loss: 1.3414, grad_norm: 4.7455 2020-08-14 13:24:27,902 - mmaction - INFO - Epoch [70][280/1253] lr: 3.000e-03, eta: 14:43:25, time: 0.725, data_time: 0.002, memory: 4947, top1_acc: 0.6727, top5_acc: 0.8615, loss_cls: 1.3410, loss: 1.3410, grad_norm: 4.6359 2020-08-14 13:24:43,471 - mmaction - INFO - Epoch [70][300/1253] lr: 3.000e-03, eta: 14:42:52, time: 0.778, data_time: 0.004, memory: 4947, top1_acc: 0.6760, top5_acc: 0.8672, loss_cls: 1.3055, loss: 1.3055, grad_norm: 4.6594 2020-08-14 13:24:57,600 - mmaction - INFO - Epoch [70][320/1253] lr: 3.000e-03, eta: 14:42:18, time: 0.706, data_time: 0.006, memory: 4947, top1_acc: 0.6680, top5_acc: 0.8672, loss_cls: 1.3424, loss: 1.3424, grad_norm: 4.7276 2020-08-14 13:25:11,993 - mmaction - INFO - Epoch [70][340/1253] lr: 3.000e-03, eta: 14:41:45, time: 0.717, data_time: 0.006, memory: 4947, top1_acc: 0.6747, top5_acc: 0.8622, loss_cls: 1.3300, loss: 1.3300, grad_norm: 4.6317 2020-08-14 13:25:26,401 - mmaction - INFO - Epoch [70][360/1253] lr: 3.000e-03, eta: 14:41:12, time: 0.722, data_time: 0.009, memory: 4947, top1_acc: 0.6596, top5_acc: 0.8529, loss_cls: 1.3924, loss: 1.3924, grad_norm: 4.7285 2020-08-14 13:25:41,596 - mmaction - INFO - Epoch [70][380/1253] lr: 3.000e-03, eta: 14:40:39, time: 0.759, data_time: 0.004, memory: 4947, top1_acc: 0.6656, top5_acc: 0.8578, loss_cls: 1.3831, loss: 1.3831, grad_norm: 4.6700 2020-08-14 13:25:56,071 - mmaction - INFO - Epoch [70][400/1253] lr: 3.000e-03, eta: 14:40:06, time: 0.725, data_time: 0.007, memory: 4947, top1_acc: 0.6693, top5_acc: 0.8604, loss_cls: 1.3567, loss: 1.3567, grad_norm: 4.6673 2020-08-14 13:26:10,074 - mmaction - INFO - Epoch [70][420/1253] lr: 3.000e-03, eta: 14:39:32, time: 0.701, data_time: 0.006, memory: 4947, top1_acc: 0.6719, top5_acc: 0.8630, loss_cls: 1.3465, loss: 1.3465, grad_norm: 4.6140 2020-08-14 13:26:24,585 - mmaction - INFO - Epoch [70][440/1253] lr: 3.000e-03, eta: 14:38:59, time: 0.724, data_time: 0.005, memory: 4947, top1_acc: 0.6823, top5_acc: 0.8599, loss_cls: 1.3129, loss: 1.3129, grad_norm: 4.5345 2020-08-14 13:26:40,053 - mmaction - INFO - Epoch [70][460/1253] lr: 3.000e-03, eta: 14:38:26, time: 0.774, data_time: 0.006, memory: 4947, top1_acc: 0.6781, top5_acc: 0.8646, loss_cls: 1.3077, loss: 1.3077, grad_norm: 4.5421 2020-08-14 13:26:54,624 - mmaction - INFO - Epoch [70][480/1253] lr: 3.000e-03, eta: 14:37:53, time: 0.729, data_time: 0.007, memory: 4947, top1_acc: 0.6760, top5_acc: 0.8625, loss_cls: 1.3199, loss: 1.3199, grad_norm: 4.6890 2020-08-14 13:27:09,443 - mmaction - INFO - Epoch [70][500/1253] lr: 3.000e-03, eta: 14:37:20, time: 0.738, data_time: 0.006, memory: 4947, top1_acc: 0.6659, top5_acc: 0.8622, loss_cls: 1.3481, loss: 1.3481, grad_norm: 4.7115 2020-08-14 13:27:23,686 - mmaction - INFO - Epoch [70][520/1253] lr: 3.000e-03, eta: 14:36:47, time: 0.715, data_time: 0.007, memory: 4947, top1_acc: 0.6771, top5_acc: 0.8612, loss_cls: 1.3412, loss: 1.3412, grad_norm: 4.5923 2020-08-14 13:27:38,385 - mmaction - INFO - Epoch [70][540/1253] lr: 3.000e-03, eta: 14:36:14, time: 0.736, data_time: 0.008, memory: 4947, top1_acc: 0.6727, top5_acc: 0.8591, loss_cls: 1.3463, loss: 1.3463, grad_norm: 4.6529 2020-08-14 13:27:53,736 - mmaction - INFO - Epoch [70][560/1253] lr: 3.000e-03, eta: 14:35:41, time: 0.765, data_time: 0.003, memory: 4947, top1_acc: 0.6714, top5_acc: 0.8586, loss_cls: 1.3861, loss: 1.3861, grad_norm: 4.7116 2020-08-14 13:28:07,374 - mmaction - INFO - Epoch [70][580/1253] lr: 3.000e-03, eta: 14:35:07, time: 0.682, data_time: 0.008, memory: 4947, top1_acc: 0.6622, top5_acc: 0.8508, loss_cls: 1.3755, loss: 1.3755, grad_norm: 4.6530 2020-08-14 13:28:21,818 - mmaction - INFO - Epoch [70][600/1253] lr: 3.000e-03, eta: 14:34:34, time: 0.725, data_time: 0.006, memory: 4947, top1_acc: 0.6667, top5_acc: 0.8607, loss_cls: 1.3564, loss: 1.3564, grad_norm: 4.7009 2020-08-14 13:28:37,484 - mmaction - INFO - Epoch [70][620/1253] lr: 3.000e-03, eta: 14:34:02, time: 0.783, data_time: 0.006, memory: 4947, top1_acc: 0.6703, top5_acc: 0.8578, loss_cls: 1.3577, loss: 1.3577, grad_norm: 4.6542 2020-08-14 13:28:52,939 - mmaction - INFO - Epoch [70][640/1253] lr: 3.000e-03, eta: 14:33:29, time: 0.772, data_time: 0.005, memory: 4947, top1_acc: 0.6690, top5_acc: 0.8578, loss_cls: 1.3679, loss: 1.3679, grad_norm: 4.6906 2020-08-14 13:29:07,889 - mmaction - INFO - Epoch [70][660/1253] lr: 3.000e-03, eta: 14:32:56, time: 0.748, data_time: 0.006, memory: 4947, top1_acc: 0.6716, top5_acc: 0.8583, loss_cls: 1.3604, loss: 1.3604, grad_norm: 4.6695 2020-08-14 13:29:23,398 - mmaction - INFO - Epoch [70][680/1253] lr: 3.000e-03, eta: 14:32:23, time: 0.776, data_time: 0.004, memory: 4947, top1_acc: 0.6596, top5_acc: 0.8471, loss_cls: 1.4265, loss: 1.4265, grad_norm: 4.7607 2020-08-14 13:29:37,522 - mmaction - INFO - Epoch [70][700/1253] lr: 3.000e-03, eta: 14:31:50, time: 0.704, data_time: 0.005, memory: 4947, top1_acc: 0.6727, top5_acc: 0.8547, loss_cls: 1.3704, loss: 1.3704, grad_norm: 4.7815 2020-08-14 13:29:52,155 - mmaction - INFO - Epoch [70][720/1253] lr: 3.000e-03, eta: 14:31:17, time: 0.734, data_time: 0.006, memory: 4947, top1_acc: 0.6747, top5_acc: 0.8589, loss_cls: 1.3413, loss: 1.3413, grad_norm: 4.7785 2020-08-14 13:30:06,675 - mmaction - INFO - Epoch [70][740/1253] lr: 3.000e-03, eta: 14:30:44, time: 0.722, data_time: 0.006, memory: 4947, top1_acc: 0.6815, top5_acc: 0.8667, loss_cls: 1.3349, loss: 1.3349, grad_norm: 4.6763 2020-08-14 13:30:21,063 - mmaction - INFO - Epoch [70][760/1253] lr: 3.000e-03, eta: 14:30:11, time: 0.723, data_time: 0.007, memory: 4947, top1_acc: 0.6641, top5_acc: 0.8620, loss_cls: 1.3621, loss: 1.3621, grad_norm: 4.7021 2020-08-14 13:30:36,152 - mmaction - INFO - Epoch [70][780/1253] lr: 3.000e-03, eta: 14:29:38, time: 0.755, data_time: 0.006, memory: 4947, top1_acc: 0.6742, top5_acc: 0.8667, loss_cls: 1.3134, loss: 1.3134, grad_norm: 4.6950 2020-08-14 13:30:50,669 - mmaction - INFO - Epoch [70][800/1253] lr: 3.000e-03, eta: 14:29:05, time: 0.722, data_time: 0.006, memory: 4947, top1_acc: 0.6706, top5_acc: 0.8633, loss_cls: 1.3365, loss: 1.3365, grad_norm: 4.6838 2020-08-14 13:31:05,268 - mmaction - INFO - Epoch [70][820/1253] lr: 3.000e-03, eta: 14:28:32, time: 0.733, data_time: 0.007, memory: 4947, top1_acc: 0.6781, top5_acc: 0.8628, loss_cls: 1.3468, loss: 1.3468, grad_norm: 4.6242 2020-08-14 13:31:21,132 - mmaction - INFO - Epoch [70][840/1253] lr: 3.000e-03, eta: 14:28:00, time: 0.792, data_time: 0.007, memory: 4947, top1_acc: 0.6589, top5_acc: 0.8542, loss_cls: 1.3969, loss: 1.3969, grad_norm: 4.7615 2020-08-14 13:31:35,397 - mmaction - INFO - Epoch [70][860/1253] lr: 3.000e-03, eta: 14:27:26, time: 0.712, data_time: 0.006, memory: 4947, top1_acc: 0.6742, top5_acc: 0.8659, loss_cls: 1.3216, loss: 1.3216, grad_norm: 4.7496 2020-08-14 13:31:51,249 - mmaction - INFO - Epoch [70][880/1253] lr: 3.000e-03, eta: 14:26:54, time: 0.794, data_time: 0.008, memory: 4947, top1_acc: 0.6766, top5_acc: 0.8622, loss_cls: 1.3360, loss: 1.3360, grad_norm: 4.6750 2020-08-14 13:32:05,398 - mmaction - INFO - Epoch [70][900/1253] lr: 3.000e-03, eta: 14:26:21, time: 0.709, data_time: 0.005, memory: 4947, top1_acc: 0.6766, top5_acc: 0.8622, loss_cls: 1.3464, loss: 1.3464, grad_norm: 4.6823 2020-08-14 13:32:21,639 - mmaction - INFO - Epoch [70][920/1253] lr: 3.000e-03, eta: 14:25:49, time: 0.811, data_time: 0.006, memory: 4947, top1_acc: 0.6664, top5_acc: 0.8482, loss_cls: 1.3964, loss: 1.3964, grad_norm: 4.6445 2020-08-14 13:32:34,903 - mmaction - INFO - Epoch [70][940/1253] lr: 3.000e-03, eta: 14:25:15, time: 0.664, data_time: 0.005, memory: 4947, top1_acc: 0.6677, top5_acc: 0.8630, loss_cls: 1.3621, loss: 1.3621, grad_norm: 4.6942 2020-08-14 13:32:48,490 - mmaction - INFO - Epoch [70][960/1253] lr: 3.000e-03, eta: 14:24:42, time: 0.677, data_time: 0.005, memory: 4947, top1_acc: 0.6497, top5_acc: 0.8448, loss_cls: 1.4504, loss: 1.4504, grad_norm: 4.8665 2020-08-14 13:33:04,792 - mmaction - INFO - Epoch [70][980/1253] lr: 3.000e-03, eta: 14:24:10, time: 0.817, data_time: 0.006, memory: 4947, top1_acc: 0.6674, top5_acc: 0.8581, loss_cls: 1.3797, loss: 1.3797, grad_norm: 4.6984 2020-08-14 13:33:19,992 - mmaction - INFO - Epoch [70][1000/1253] lr: 3.000e-03, eta: 14:23:37, time: 0.758, data_time: 0.005, memory: 4947, top1_acc: 0.6747, top5_acc: 0.8599, loss_cls: 1.3828, loss: 1.3828, grad_norm: 4.8154 2020-08-14 13:33:33,939 - mmaction - INFO - Epoch [70][1020/1253] lr: 3.000e-03, eta: 14:23:04, time: 0.699, data_time: 0.004, memory: 4947, top1_acc: 0.6773, top5_acc: 0.8607, loss_cls: 1.3469, loss: 1.3469, grad_norm: 4.6630 2020-08-14 13:33:50,182 - mmaction - INFO - Epoch [70][1040/1253] lr: 3.000e-03, eta: 14:22:31, time: 0.808, data_time: 0.006, memory: 4947, top1_acc: 0.6703, top5_acc: 0.8586, loss_cls: 1.3641, loss: 1.3641, grad_norm: 4.6875 2020-08-14 13:34:04,022 - mmaction - INFO - Epoch [70][1060/1253] lr: 3.000e-03, eta: 14:21:58, time: 0.694, data_time: 0.007, memory: 4947, top1_acc: 0.6604, top5_acc: 0.8466, loss_cls: 1.4418, loss: 1.4418, grad_norm: 4.7949 2020-08-14 13:34:18,856 - mmaction - INFO - Epoch [70][1080/1253] lr: 3.000e-03, eta: 14:21:25, time: 0.741, data_time: 0.007, memory: 4947, top1_acc: 0.6880, top5_acc: 0.8656, loss_cls: 1.3237, loss: 1.3237, grad_norm: 4.6726 2020-08-14 13:34:34,624 - mmaction - INFO - Epoch [70][1100/1253] lr: 3.000e-03, eta: 14:20:53, time: 0.791, data_time: 0.007, memory: 4947, top1_acc: 0.6677, top5_acc: 0.8612, loss_cls: 1.3534, loss: 1.3534, grad_norm: 4.5958 2020-08-14 13:34:49,662 - mmaction - INFO - Epoch [70][1120/1253] lr: 3.000e-03, eta: 14:20:20, time: 0.750, data_time: 0.002, memory: 4947, top1_acc: 0.6576, top5_acc: 0.8497, loss_cls: 1.4047, loss: 1.4047, grad_norm: 4.7945 2020-08-14 13:35:05,564 - mmaction - INFO - Epoch [70][1140/1253] lr: 3.000e-03, eta: 14:19:48, time: 0.795, data_time: 0.007, memory: 4947, top1_acc: 0.6602, top5_acc: 0.8573, loss_cls: 1.3673, loss: 1.3673, grad_norm: 4.7255 2020-08-14 13:44:12,890 - mmaction - INFO - Epoch [70][1160/1253] lr: 3.000e-03, eta: 14:23:04, time: 27.368, data_time: 24.249, memory: 4947, top1_acc: 0.6753, top5_acc: 0.8586, loss_cls: 1.3582, loss: 1.3582, grad_norm: 4.7204 2020-08-14 13:44:25,066 - mmaction - INFO - Epoch [70][1180/1253] lr: 3.000e-03, eta: 14:22:30, time: 0.606, data_time: 0.003, memory: 4947, top1_acc: 0.6677, top5_acc: 0.8620, loss_cls: 1.3393, loss: 1.3393, grad_norm: 4.7253 2020-08-14 13:44:37,460 - mmaction - INFO - Epoch [70][1200/1253] lr: 3.000e-03, eta: 14:21:56, time: 0.619, data_time: 0.009, memory: 4947, top1_acc: 0.6799, top5_acc: 0.8643, loss_cls: 1.3436, loss: 1.3436, grad_norm: 4.6959 2020-08-14 13:44:49,860 - mmaction - INFO - Epoch [70][1220/1253] lr: 3.000e-03, eta: 14:21:22, time: 0.622, data_time: 0.010, memory: 4947, top1_acc: 0.6635, top5_acc: 0.8492, loss_cls: 1.4043, loss: 1.4043, grad_norm: 4.7148 2020-08-14 13:45:02,260 - mmaction - INFO - Epoch [70][1240/1253] lr: 3.000e-03, eta: 14:20:48, time: 0.618, data_time: 0.004, memory: 4947, top1_acc: 0.6687, top5_acc: 0.8542, loss_cls: 1.3681, loss: 1.3681, grad_norm: 4.7225 2020-08-14 13:45:09,676 - mmaction - INFO - Saving checkpoint at 70 epochs 2020-08-14 13:48:55,252 - mmaction - INFO - Epoch [71][20/1253] lr: 3.000e-03, eta: 14:21:20, time: 11.252, data_time: 0.425, memory: 4947, top1_acc: 0.6674, top5_acc: 0.8589, loss_cls: 1.3696, loss: 1.3696, grad_norm: 4.7399 2020-08-14 13:49:07,708 - mmaction - INFO - Epoch [71][40/1253] lr: 3.000e-03, eta: 14:20:46, time: 0.625, data_time: 0.007, memory: 4947, top1_acc: 0.6745, top5_acc: 0.8682, loss_cls: 1.3153, loss: 1.3153, grad_norm: 4.6716 2020-08-14 13:49:20,178 - mmaction - INFO - Epoch [71][60/1253] lr: 3.000e-03, eta: 14:20:12, time: 0.621, data_time: 0.005, memory: 4947, top1_acc: 0.6750, top5_acc: 0.8625, loss_cls: 1.3377, loss: 1.3377, grad_norm: 4.6995 2020-08-14 13:49:32,576 - mmaction - INFO - Epoch [71][80/1253] lr: 3.000e-03, eta: 14:19:38, time: 0.620, data_time: 0.010, memory: 4947, top1_acc: 0.6878, top5_acc: 0.8641, loss_cls: 1.2941, loss: 1.2941, grad_norm: 4.5721 2020-08-14 13:49:46,167 - mmaction - INFO - Epoch [71][100/1253] lr: 3.000e-03, eta: 14:19:05, time: 0.683, data_time: 0.008, memory: 4947, top1_acc: 0.6737, top5_acc: 0.8604, loss_cls: 1.3434, loss: 1.3434, grad_norm: 4.7063 2020-08-14 13:49:59,299 - mmaction - INFO - Epoch [71][120/1253] lr: 3.000e-03, eta: 14:18:31, time: 0.657, data_time: 0.007, memory: 4947, top1_acc: 0.6763, top5_acc: 0.8643, loss_cls: 1.3085, loss: 1.3085, grad_norm: 4.7666 2020-08-14 13:50:12,855 - mmaction - INFO - Epoch [71][140/1253] lr: 3.000e-03, eta: 14:17:58, time: 0.675, data_time: 0.003, memory: 4947, top1_acc: 0.6766, top5_acc: 0.8607, loss_cls: 1.3270, loss: 1.3270, grad_norm: 4.6885 2020-08-14 13:50:26,328 - mmaction - INFO - Epoch [71][160/1253] lr: 3.000e-03, eta: 14:17:24, time: 0.674, data_time: 0.009, memory: 4947, top1_acc: 0.6844, top5_acc: 0.8630, loss_cls: 1.3237, loss: 1.3237, grad_norm: 4.6529 2020-08-14 13:50:40,105 - mmaction - INFO - Epoch [71][180/1253] lr: 3.000e-03, eta: 14:16:51, time: 0.692, data_time: 0.006, memory: 4947, top1_acc: 0.6760, top5_acc: 0.8641, loss_cls: 1.3485, loss: 1.3485, grad_norm: 4.5862 2020-08-14 13:50:54,463 - mmaction - INFO - Epoch [71][200/1253] lr: 3.000e-03, eta: 14:16:18, time: 0.717, data_time: 0.005, memory: 4947, top1_acc: 0.6591, top5_acc: 0.8583, loss_cls: 1.3804, loss: 1.3804, grad_norm: 4.7876 2020-08-14 13:51:08,397 - mmaction - INFO - Epoch [71][220/1253] lr: 3.000e-03, eta: 14:15:45, time: 0.693, data_time: 0.007, memory: 4947, top1_acc: 0.6687, top5_acc: 0.8607, loss_cls: 1.3419, loss: 1.3419, grad_norm: 4.7337 2020-08-14 13:51:21,624 - mmaction - INFO - Epoch [71][240/1253] lr: 3.000e-03, eta: 14:15:11, time: 0.663, data_time: 0.007, memory: 4947, top1_acc: 0.6820, top5_acc: 0.8591, loss_cls: 1.3266, loss: 1.3266, grad_norm: 4.6230 2020-08-14 13:51:36,490 - mmaction - INFO - Epoch [71][260/1253] lr: 3.000e-03, eta: 14:14:38, time: 0.741, data_time: 0.008, memory: 4947, top1_acc: 0.6716, top5_acc: 0.8599, loss_cls: 1.3390, loss: 1.3390, grad_norm: 4.6744 2020-08-14 13:51:50,523 - mmaction - INFO - Epoch [71][280/1253] lr: 3.000e-03, eta: 14:14:05, time: 0.706, data_time: 0.007, memory: 4947, top1_acc: 0.6779, top5_acc: 0.8589, loss_cls: 1.3614, loss: 1.3614, grad_norm: 4.8362 2020-08-14 13:52:05,044 - mmaction - INFO - Epoch [71][300/1253] lr: 3.000e-03, eta: 14:13:32, time: 0.724, data_time: 0.006, memory: 4947, top1_acc: 0.6701, top5_acc: 0.8661, loss_cls: 1.3174, loss: 1.3174, grad_norm: 4.6302 2020-08-14 13:52:18,717 - mmaction - INFO - Epoch [71][320/1253] lr: 3.000e-03, eta: 14:12:59, time: 0.684, data_time: 0.007, memory: 4947, top1_acc: 0.6656, top5_acc: 0.8583, loss_cls: 1.3674, loss: 1.3674, grad_norm: 4.8139 2020-08-14 13:52:33,224 - mmaction - INFO - Epoch [71][340/1253] lr: 3.000e-03, eta: 14:12:26, time: 0.725, data_time: 0.010, memory: 4947, top1_acc: 0.6651, top5_acc: 0.8680, loss_cls: 1.3206, loss: 1.3206, grad_norm: 4.6686 2020-08-14 13:52:47,549 - mmaction - INFO - Epoch [71][360/1253] lr: 3.000e-03, eta: 14:11:53, time: 0.716, data_time: 0.005, memory: 4947, top1_acc: 0.6786, top5_acc: 0.8622, loss_cls: 1.3407, loss: 1.3407, grad_norm: 4.7627 2020-08-14 13:53:02,386 - mmaction - INFO - Epoch [71][380/1253] lr: 3.000e-03, eta: 14:11:20, time: 0.744, data_time: 0.009, memory: 4947, top1_acc: 0.6823, top5_acc: 0.8701, loss_cls: 1.3071, loss: 1.3071, grad_norm: 4.6486 2020-08-14 13:53:16,076 - mmaction - INFO - Epoch [71][400/1253] lr: 3.000e-03, eta: 14:10:47, time: 0.681, data_time: 0.008, memory: 4947, top1_acc: 0.6719, top5_acc: 0.8583, loss_cls: 1.3404, loss: 1.3404, grad_norm: 4.7301 2020-08-14 13:53:29,515 - mmaction - INFO - Epoch [71][420/1253] lr: 3.000e-03, eta: 14:10:13, time: 0.673, data_time: 0.008, memory: 4947, top1_acc: 0.6729, top5_acc: 0.8589, loss_cls: 1.3412, loss: 1.3412, grad_norm: 4.7286 2020-08-14 13:53:45,494 - mmaction - INFO - Epoch [71][440/1253] lr: 3.000e-03, eta: 14:09:41, time: 0.801, data_time: 0.007, memory: 4947, top1_acc: 0.6669, top5_acc: 0.8573, loss_cls: 1.3737, loss: 1.3737, grad_norm: 4.7927 2020-08-14 13:54:00,272 - mmaction - INFO - Epoch [71][460/1253] lr: 3.000e-03, eta: 14:09:08, time: 0.739, data_time: 0.004, memory: 4947, top1_acc: 0.6721, top5_acc: 0.8518, loss_cls: 1.3867, loss: 1.3867, grad_norm: 4.6170 2020-08-14 13:54:16,181 - mmaction - INFO - Epoch [71][480/1253] lr: 3.000e-03, eta: 14:08:36, time: 0.794, data_time: 0.007, memory: 4947, top1_acc: 0.6760, top5_acc: 0.8557, loss_cls: 1.3594, loss: 1.3594, grad_norm: 4.6639 2020-08-14 13:54:30,170 - mmaction - INFO - Epoch [71][500/1253] lr: 3.000e-03, eta: 14:08:03, time: 0.700, data_time: 0.005, memory: 4947, top1_acc: 0.6750, top5_acc: 0.8641, loss_cls: 1.3302, loss: 1.3302, grad_norm: 4.6921 2020-08-14 13:54:45,121 - mmaction - INFO - Epoch [71][520/1253] lr: 3.000e-03, eta: 14:07:30, time: 0.749, data_time: 0.008, memory: 4947, top1_acc: 0.6773, top5_acc: 0.8560, loss_cls: 1.3508, loss: 1.3508, grad_norm: 4.6305 2020-08-14 13:55:00,663 - mmaction - INFO - Epoch [71][540/1253] lr: 3.000e-03, eta: 14:06:58, time: 0.776, data_time: 0.008, memory: 4947, top1_acc: 0.6909, top5_acc: 0.8599, loss_cls: 1.3345, loss: 1.3345, grad_norm: 4.6367 2020-08-14 13:55:13,948 - mmaction - INFO - Epoch [71][560/1253] lr: 3.000e-03, eta: 14:06:25, time: 0.665, data_time: 0.005, memory: 4947, top1_acc: 0.6755, top5_acc: 0.8625, loss_cls: 1.3145, loss: 1.3145, grad_norm: 4.6833 2020-08-14 13:55:29,168 - mmaction - INFO - Epoch [71][580/1253] lr: 3.000e-03, eta: 14:05:52, time: 0.758, data_time: 0.008, memory: 4947, top1_acc: 0.6740, top5_acc: 0.8552, loss_cls: 1.3642, loss: 1.3642, grad_norm: 4.7868 2020-08-14 13:55:45,463 - mmaction - INFO - Epoch [71][600/1253] lr: 3.000e-03, eta: 14:05:20, time: 0.818, data_time: 0.008, memory: 4947, top1_acc: 0.6599, top5_acc: 0.8609, loss_cls: 1.3583, loss: 1.3583, grad_norm: 4.7848 2020-08-14 13:55:58,878 - mmaction - INFO - Epoch [71][620/1253] lr: 3.000e-03, eta: 14:04:47, time: 0.668, data_time: 0.002, memory: 4947, top1_acc: 0.6690, top5_acc: 0.8612, loss_cls: 1.3566, loss: 1.3566, grad_norm: 4.7563 2020-08-14 13:56:15,024 - mmaction - INFO - Epoch [71][640/1253] lr: 3.000e-03, eta: 14:04:14, time: 0.810, data_time: 0.008, memory: 4947, top1_acc: 0.6685, top5_acc: 0.8576, loss_cls: 1.3681, loss: 1.3681, grad_norm: 4.7097 2020-08-14 13:56:30,221 - mmaction - INFO - Epoch [71][660/1253] lr: 3.000e-03, eta: 14:03:42, time: 0.756, data_time: 0.008, memory: 4947, top1_acc: 0.6659, top5_acc: 0.8563, loss_cls: 1.3770, loss: 1.3770, grad_norm: 4.6956 2020-08-14 13:56:45,542 - mmaction - INFO - Epoch [71][680/1253] lr: 3.000e-03, eta: 14:03:09, time: 0.770, data_time: 0.007, memory: 4947, top1_acc: 0.6742, top5_acc: 0.8656, loss_cls: 1.3140, loss: 1.3140, grad_norm: 4.6616 2020-08-14 13:57:00,022 - mmaction - INFO - Epoch [71][700/1253] lr: 3.000e-03, eta: 14:02:37, time: 0.724, data_time: 0.009, memory: 4947, top1_acc: 0.6747, top5_acc: 0.8589, loss_cls: 1.3597, loss: 1.3597, grad_norm: 4.7688 2020-08-14 13:57:14,878 - mmaction - INFO - Epoch [71][720/1253] lr: 3.000e-03, eta: 14:02:04, time: 0.742, data_time: 0.004, memory: 4947, top1_acc: 0.6615, top5_acc: 0.8539, loss_cls: 1.3936, loss: 1.3936, grad_norm: 4.7556 2020-08-14 13:57:29,165 - mmaction - INFO - Epoch [71][740/1253] lr: 3.000e-03, eta: 14:01:31, time: 0.715, data_time: 0.005, memory: 4947, top1_acc: 0.6839, top5_acc: 0.8698, loss_cls: 1.2971, loss: 1.2971, grad_norm: 4.6535 2020-08-14 13:57:45,146 - mmaction - INFO - Epoch [71][760/1253] lr: 3.000e-03, eta: 14:00:59, time: 0.797, data_time: 0.007, memory: 4947, top1_acc: 0.6734, top5_acc: 0.8630, loss_cls: 1.3263, loss: 1.3263, grad_norm: 4.7314 2020-08-14 13:58:01,247 - mmaction - INFO - Epoch [71][780/1253] lr: 3.000e-03, eta: 14:00:27, time: 0.808, data_time: 0.007, memory: 4947, top1_acc: 0.6687, top5_acc: 0.8589, loss_cls: 1.3663, loss: 1.3663, grad_norm: 4.7748 2020-08-14 13:58:15,959 - mmaction - INFO - Epoch [71][800/1253] lr: 3.000e-03, eta: 13:59:54, time: 0.733, data_time: 0.005, memory: 4947, top1_acc: 0.6659, top5_acc: 0.8516, loss_cls: 1.4043, loss: 1.4043, grad_norm: 4.7470 2020-08-14 13:58:32,355 - mmaction - INFO - Epoch [71][820/1253] lr: 3.000e-03, eta: 13:59:22, time: 0.822, data_time: 0.007, memory: 4947, top1_acc: 0.6753, top5_acc: 0.8698, loss_cls: 1.3208, loss: 1.3208, grad_norm: 4.6991 2020-08-14 13:58:46,791 - mmaction - INFO - Epoch [71][840/1253] lr: 3.000e-03, eta: 13:58:49, time: 0.720, data_time: 0.005, memory: 4947, top1_acc: 0.6766, top5_acc: 0.8641, loss_cls: 1.3188, loss: 1.3188, grad_norm: 4.6964 2020-08-14 13:59:02,268 - mmaction - INFO - Epoch [71][860/1253] lr: 3.000e-03, eta: 13:58:17, time: 0.775, data_time: 0.004, memory: 4947, top1_acc: 0.6620, top5_acc: 0.8534, loss_cls: 1.3990, loss: 1.3990, grad_norm: 4.8537 2020-08-14 13:59:14,995 - mmaction - INFO - Epoch [71][880/1253] lr: 3.000e-03, eta: 13:57:44, time: 0.635, data_time: 0.005, memory: 4947, top1_acc: 0.6721, top5_acc: 0.8651, loss_cls: 1.3454, loss: 1.3454, grad_norm: 4.7242 2020-08-14 13:59:28,674 - mmaction - INFO - Epoch [71][900/1253] lr: 3.000e-03, eta: 13:57:11, time: 0.683, data_time: 0.008, memory: 4947, top1_acc: 0.6615, top5_acc: 0.8576, loss_cls: 1.3567, loss: 1.3567, grad_norm: 4.7573 2020-08-14 13:59:43,840 - mmaction - INFO - Epoch [71][920/1253] lr: 3.000e-03, eta: 13:56:38, time: 0.760, data_time: 0.005, memory: 4947, top1_acc: 0.6685, top5_acc: 0.8596, loss_cls: 1.3606, loss: 1.3606, grad_norm: 4.7980 2020-08-14 13:59:58,884 - mmaction - INFO - Epoch [71][940/1253] lr: 3.000e-03, eta: 13:56:06, time: 0.751, data_time: 0.005, memory: 4947, top1_acc: 0.6695, top5_acc: 0.8523, loss_cls: 1.3796, loss: 1.3796, grad_norm: 4.7747 2020-08-14 14:00:15,755 - mmaction - INFO - Epoch [71][960/1253] lr: 3.000e-03, eta: 13:55:34, time: 0.834, data_time: 0.006, memory: 4947, top1_acc: 0.6690, top5_acc: 0.8586, loss_cls: 1.3547, loss: 1.3547, grad_norm: 4.7260 2020-08-14 14:00:29,931 - mmaction - INFO - Epoch [71][980/1253] lr: 3.000e-03, eta: 13:55:01, time: 0.715, data_time: 0.022, memory: 4947, top1_acc: 0.6714, top5_acc: 0.8648, loss_cls: 1.3306, loss: 1.3306, grad_norm: 4.7607 2020-08-14 14:00:44,159 - mmaction - INFO - Epoch [71][1000/1253] lr: 3.000e-03, eta: 13:54:28, time: 0.712, data_time: 0.007, memory: 4947, top1_acc: 0.6622, top5_acc: 0.8518, loss_cls: 1.3923, loss: 1.3923, grad_norm: 4.8196 2020-08-14 14:01:00,983 - mmaction - INFO - Epoch [71][1020/1253] lr: 3.000e-03, eta: 13:53:57, time: 0.845, data_time: 0.010, memory: 4947, top1_acc: 0.6630, top5_acc: 0.8656, loss_cls: 1.3874, loss: 1.3874, grad_norm: 4.8592 2020-08-14 14:01:15,305 - mmaction - INFO - Epoch [71][1040/1253] lr: 3.000e-03, eta: 13:53:24, time: 0.717, data_time: 0.004, memory: 4947, top1_acc: 0.6677, top5_acc: 0.8625, loss_cls: 1.3514, loss: 1.3514, grad_norm: 4.7329 2020-08-14 14:01:29,975 - mmaction - INFO - Epoch [71][1060/1253] lr: 3.000e-03, eta: 13:52:51, time: 0.731, data_time: 0.007, memory: 4947, top1_acc: 0.6852, top5_acc: 0.8680, loss_cls: 1.2970, loss: 1.2970, grad_norm: 4.6913 2020-08-14 14:01:45,081 - mmaction - INFO - Epoch [71][1080/1253] lr: 3.000e-03, eta: 13:52:19, time: 0.758, data_time: 0.006, memory: 4947, top1_acc: 0.6591, top5_acc: 0.8607, loss_cls: 1.3814, loss: 1.3814, grad_norm: 4.7710 2020-08-14 14:01:59,774 - mmaction - INFO - Epoch [71][1100/1253] lr: 3.000e-03, eta: 13:51:46, time: 0.734, data_time: 0.005, memory: 4947, top1_acc: 0.6766, top5_acc: 0.8602, loss_cls: 1.3464, loss: 1.3464, grad_norm: 4.7266 2020-08-14 14:02:15,001 - mmaction - INFO - Epoch [71][1120/1253] lr: 3.000e-03, eta: 13:51:14, time: 0.756, data_time: 0.008, memory: 4947, top1_acc: 0.6685, top5_acc: 0.8563, loss_cls: 1.3641, loss: 1.3641, grad_norm: 4.7942 2020-08-14 14:02:29,682 - mmaction - INFO - Epoch [71][1140/1253] lr: 3.000e-03, eta: 13:50:41, time: 0.736, data_time: 0.008, memory: 4947, top1_acc: 0.6794, top5_acc: 0.8641, loss_cls: 1.3354, loss: 1.3354, grad_norm: 4.7414 2020-08-14 14:02:44,289 - mmaction - INFO - Epoch [71][1160/1253] lr: 3.000e-03, eta: 13:50:09, time: 0.731, data_time: 0.009, memory: 4947, top1_acc: 0.6633, top5_acc: 0.8518, loss_cls: 1.3833, loss: 1.3833, grad_norm: 4.8475 2020-08-14 14:02:59,632 - mmaction - INFO - Epoch [71][1180/1253] lr: 3.000e-03, eta: 13:49:37, time: 0.770, data_time: 0.007, memory: 4947, top1_acc: 0.6688, top5_acc: 0.8552, loss_cls: 1.3715, loss: 1.3715, grad_norm: 4.7982 2020-08-14 14:03:15,490 - mmaction - INFO - Epoch [71][1200/1253] lr: 3.000e-03, eta: 13:49:05, time: 0.793, data_time: 0.009, memory: 4947, top1_acc: 0.6706, top5_acc: 0.8591, loss_cls: 1.3536, loss: 1.3536, grad_norm: 4.7090 2020-08-14 14:03:30,118 - mmaction - INFO - Epoch [71][1220/1253] lr: 3.000e-03, eta: 13:48:32, time: 0.730, data_time: 0.005, memory: 4947, top1_acc: 0.6620, top5_acc: 0.8594, loss_cls: 1.3588, loss: 1.3588, grad_norm: 4.7155 2020-08-14 14:03:46,068 - mmaction - INFO - Epoch [71][1240/1253] lr: 3.000e-03, eta: 13:48:00, time: 0.796, data_time: 0.007, memory: 4947, top1_acc: 0.6776, top5_acc: 0.8602, loss_cls: 1.3338, loss: 1.3338, grad_norm: 4.7005 2020-08-14 14:03:55,487 - mmaction - INFO - Saving checkpoint at 71 epochs 2020-08-14 14:10:57,690 - mmaction - INFO - Epoch [72][20/1253] lr: 3.000e-03, eta: 13:49:49, time: 21.078, data_time: 14.440, memory: 4947, top1_acc: 0.6711, top5_acc: 0.8612, loss_cls: 1.3451, loss: 1.3451, grad_norm: 4.7169 2020-08-14 14:11:10,053 - mmaction - INFO - Epoch [72][40/1253] lr: 3.000e-03, eta: 13:49:15, time: 0.619, data_time: 0.003, memory: 4947, top1_acc: 0.6755, top5_acc: 0.8661, loss_cls: 1.3297, loss: 1.3297, grad_norm: 4.7061 2020-08-14 14:11:22,600 - mmaction - INFO - Epoch [72][60/1253] lr: 3.000e-03, eta: 13:48:42, time: 0.627, data_time: 0.005, memory: 4947, top1_acc: 0.6859, top5_acc: 0.8753, loss_cls: 1.2869, loss: 1.2869, grad_norm: 4.6424 2020-08-14 14:11:35,387 - mmaction - INFO - Epoch [72][80/1253] lr: 3.000e-03, eta: 13:48:08, time: 0.638, data_time: 0.005, memory: 4947, top1_acc: 0.6615, top5_acc: 0.8555, loss_cls: 1.3843, loss: 1.3843, grad_norm: 4.8412 2020-08-14 14:11:47,812 - mmaction - INFO - Epoch [72][100/1253] lr: 3.000e-03, eta: 13:47:35, time: 0.623, data_time: 0.007, memory: 4947, top1_acc: 0.6701, top5_acc: 0.8622, loss_cls: 1.3415, loss: 1.3415, grad_norm: 4.8480 2020-08-14 14:12:00,305 - mmaction - INFO - Epoch [72][120/1253] lr: 3.000e-03, eta: 13:47:01, time: 0.621, data_time: 0.003, memory: 4947, top1_acc: 0.6768, top5_acc: 0.8654, loss_cls: 1.3142, loss: 1.3142, grad_norm: 4.6264 2020-08-14 14:12:14,297 - mmaction - INFO - Epoch [72][140/1253] lr: 3.000e-03, eta: 13:46:28, time: 0.702, data_time: 0.011, memory: 4947, top1_acc: 0.6641, top5_acc: 0.8573, loss_cls: 1.3642, loss: 1.3642, grad_norm: 4.7359 2020-08-14 14:12:27,347 - mmaction - INFO - Epoch [72][160/1253] lr: 3.000e-03, eta: 13:45:55, time: 0.652, data_time: 0.005, memory: 4947, top1_acc: 0.6734, top5_acc: 0.8573, loss_cls: 1.3590, loss: 1.3590, grad_norm: 4.8142 2020-08-14 14:12:41,791 - mmaction - INFO - Epoch [72][180/1253] lr: 3.000e-03, eta: 13:45:23, time: 0.722, data_time: 0.006, memory: 4947, top1_acc: 0.6745, top5_acc: 0.8633, loss_cls: 1.3475, loss: 1.3475, grad_norm: 4.7098 2020-08-14 14:12:55,372 - mmaction - INFO - Epoch [72][200/1253] lr: 3.000e-03, eta: 13:44:49, time: 0.676, data_time: 0.008, memory: 4947, top1_acc: 0.6849, top5_acc: 0.8628, loss_cls: 1.3130, loss: 1.3130, grad_norm: 4.6308 2020-08-14 14:13:08,580 - mmaction - INFO - Epoch [72][220/1253] lr: 3.000e-03, eta: 13:44:16, time: 0.665, data_time: 0.008, memory: 4947, top1_acc: 0.6872, top5_acc: 0.8617, loss_cls: 1.3040, loss: 1.3040, grad_norm: 4.5367 2020-08-14 14:13:22,651 - mmaction - INFO - Epoch [72][240/1253] lr: 3.000e-03, eta: 13:43:44, time: 0.703, data_time: 0.005, memory: 4947, top1_acc: 0.6729, top5_acc: 0.8659, loss_cls: 1.3111, loss: 1.3111, grad_norm: 4.6617 2020-08-14 14:13:37,026 - mmaction - INFO - Epoch [72][260/1253] lr: 3.000e-03, eta: 13:43:11, time: 0.719, data_time: 0.002, memory: 4947, top1_acc: 0.6706, top5_acc: 0.8607, loss_cls: 1.3587, loss: 1.3587, grad_norm: 4.8343 2020-08-14 14:13:50,430 - mmaction - INFO - Epoch [72][280/1253] lr: 3.000e-03, eta: 13:42:38, time: 0.667, data_time: 0.008, memory: 4947, top1_acc: 0.6763, top5_acc: 0.8633, loss_cls: 1.3423, loss: 1.3423, grad_norm: 4.8446 2020-08-14 14:14:04,753 - mmaction - INFO - Epoch [72][300/1253] lr: 3.000e-03, eta: 13:42:05, time: 0.717, data_time: 0.007, memory: 4947, top1_acc: 0.6745, top5_acc: 0.8729, loss_cls: 1.3125, loss: 1.3125, grad_norm: 4.6009 2020-08-14 14:14:18,709 - mmaction - INFO - Epoch [72][320/1253] lr: 3.000e-03, eta: 13:41:32, time: 0.698, data_time: 0.008, memory: 4947, top1_acc: 0.6732, top5_acc: 0.8685, loss_cls: 1.3040, loss: 1.3040, grad_norm: 4.7376 2020-08-14 14:14:33,573 - mmaction - INFO - Epoch [72][340/1253] lr: 3.000e-03, eta: 13:41:00, time: 0.745, data_time: 0.008, memory: 4947, top1_acc: 0.6690, top5_acc: 0.8552, loss_cls: 1.3712, loss: 1.3712, grad_norm: 4.9095 2020-08-14 14:14:48,180 - mmaction - INFO - Epoch [72][360/1253] lr: 3.000e-03, eta: 13:40:28, time: 0.728, data_time: 0.009, memory: 4947, top1_acc: 0.6867, top5_acc: 0.8677, loss_cls: 1.2991, loss: 1.2991, grad_norm: 4.7695 2020-08-14 14:15:01,634 - mmaction - INFO - Epoch [72][380/1253] lr: 3.000e-03, eta: 13:39:55, time: 0.673, data_time: 0.006, memory: 4947, top1_acc: 0.6747, top5_acc: 0.8560, loss_cls: 1.3583, loss: 1.3583, grad_norm: 4.6979 2020-08-14 14:15:17,163 - mmaction - INFO - Epoch [72][400/1253] lr: 3.000e-03, eta: 13:39:22, time: 0.779, data_time: 0.007, memory: 4947, top1_acc: 0.6784, top5_acc: 0.8688, loss_cls: 1.3073, loss: 1.3073, grad_norm: 4.7940 2020-08-14 14:15:31,507 - mmaction - INFO - Epoch [72][420/1253] lr: 3.000e-03, eta: 13:38:50, time: 0.714, data_time: 0.005, memory: 4947, top1_acc: 0.6784, top5_acc: 0.8599, loss_cls: 1.3372, loss: 1.3372, grad_norm: 4.7773 2020-08-14 14:15:46,627 - mmaction - INFO - Epoch [72][440/1253] lr: 3.000e-03, eta: 13:38:18, time: 0.760, data_time: 0.007, memory: 4947, top1_acc: 0.6659, top5_acc: 0.8596, loss_cls: 1.3704, loss: 1.3704, grad_norm: 4.8265 2020-08-14 14:16:01,308 - mmaction - INFO - Epoch [72][460/1253] lr: 3.000e-03, eta: 13:37:45, time: 0.730, data_time: 0.005, memory: 4947, top1_acc: 0.6724, top5_acc: 0.8635, loss_cls: 1.3621, loss: 1.3621, grad_norm: 4.8182 2020-08-14 14:16:15,200 - mmaction - INFO - Epoch [72][480/1253] lr: 3.000e-03, eta: 13:37:12, time: 0.697, data_time: 0.010, memory: 4947, top1_acc: 0.6820, top5_acc: 0.8690, loss_cls: 1.3115, loss: 1.3115, grad_norm: 4.7427 2020-08-14 14:16:30,966 - mmaction - INFO - Epoch [72][500/1253] lr: 3.000e-03, eta: 13:36:40, time: 0.787, data_time: 0.008, memory: 4947, top1_acc: 0.6693, top5_acc: 0.8544, loss_cls: 1.3716, loss: 1.3716, grad_norm: 4.6419 2020-08-14 14:16:44,421 - mmaction - INFO - Epoch [72][520/1253] lr: 3.000e-03, eta: 13:36:08, time: 0.674, data_time: 0.007, memory: 4947, top1_acc: 0.6719, top5_acc: 0.8604, loss_cls: 1.3400, loss: 1.3400, grad_norm: 4.7126 2020-08-14 14:25:57,584 - mmaction - INFO - Epoch [72][540/1253] lr: 3.000e-03, eta: 13:39:11, time: 27.659, data_time: 0.006, memory: 4947, top1_acc: 0.6779, top5_acc: 0.8646, loss_cls: 1.3510, loss: 1.3510, grad_norm: 4.7055 2020-08-14 14:26:10,040 - mmaction - INFO - Epoch [72][560/1253] lr: 3.000e-03, eta: 13:38:37, time: 0.622, data_time: 0.002, memory: 4947, top1_acc: 0.6721, top5_acc: 0.8625, loss_cls: 1.3287, loss: 1.3287, grad_norm: 4.7917 2020-08-14 14:26:22,310 - mmaction - INFO - Epoch [72][580/1253] lr: 3.000e-03, eta: 13:38:03, time: 0.610, data_time: 0.008, memory: 4947, top1_acc: 0.6799, top5_acc: 0.8750, loss_cls: 1.2652, loss: 1.2652, grad_norm: 4.7098 2020-08-14 14:26:34,547 - mmaction - INFO - Epoch [72][600/1253] lr: 3.000e-03, eta: 13:37:30, time: 0.616, data_time: 0.007, memory: 4947, top1_acc: 0.6794, top5_acc: 0.8633, loss_cls: 1.3312, loss: 1.3312, grad_norm: 4.7621 2020-08-14 14:36:55,170 - mmaction - INFO - Epoch [72][620/1253] lr: 3.000e-03, eta: 13:40:59, time: 31.027, data_time: 12.146, memory: 4947, top1_acc: 0.6776, top5_acc: 0.8664, loss_cls: 1.3108, loss: 1.3108, grad_norm: 4.7750 2020-08-14 14:37:07,357 - mmaction - INFO - Epoch [72][640/1253] lr: 3.000e-03, eta: 13:40:25, time: 0.612, data_time: 0.008, memory: 4947, top1_acc: 0.6789, top5_acc: 0.8547, loss_cls: 1.3497, loss: 1.3497, grad_norm: 4.8105 2020-08-14 14:37:19,748 - mmaction - INFO - Epoch [72][660/1253] lr: 3.000e-03, eta: 13:39:52, time: 0.617, data_time: 0.007, memory: 4947, top1_acc: 0.6753, top5_acc: 0.8589, loss_cls: 1.3474, loss: 1.3474, grad_norm: 4.8143 2020-08-14 14:37:32,074 - mmaction - INFO - Epoch [72][680/1253] lr: 3.000e-03, eta: 13:39:18, time: 0.620, data_time: 0.007, memory: 4947, top1_acc: 0.6721, top5_acc: 0.8630, loss_cls: 1.3512, loss: 1.3512, grad_norm: 4.7966 2020-08-14 14:37:44,357 - mmaction - INFO - Epoch [72][700/1253] lr: 3.000e-03, eta: 13:38:44, time: 0.611, data_time: 0.006, memory: 4947, top1_acc: 0.6654, top5_acc: 0.8573, loss_cls: 1.3918, loss: 1.3918, grad_norm: 4.8325 2020-08-14 14:37:57,501 - mmaction - INFO - Epoch [72][720/1253] lr: 3.000e-03, eta: 13:38:11, time: 0.662, data_time: 0.008, memory: 4947, top1_acc: 0.6729, top5_acc: 0.8664, loss_cls: 1.3403, loss: 1.3403, grad_norm: 4.8104 2020-08-14 14:38:10,606 - mmaction - INFO - Epoch [72][740/1253] lr: 3.000e-03, eta: 13:37:38, time: 0.652, data_time: 0.005, memory: 4947, top1_acc: 0.6766, top5_acc: 0.8625, loss_cls: 1.3580, loss: 1.3580, grad_norm: 4.8498 2020-08-14 14:38:26,078 - mmaction - INFO - Epoch [72][760/1253] lr: 3.000e-03, eta: 13:37:05, time: 0.775, data_time: 0.007, memory: 4947, top1_acc: 0.6711, top5_acc: 0.8617, loss_cls: 1.3626, loss: 1.3626, grad_norm: 4.8446 2020-08-14 14:38:38,774 - mmaction - INFO - Epoch [72][780/1253] lr: 3.000e-03, eta: 13:36:32, time: 0.634, data_time: 0.008, memory: 4947, top1_acc: 0.6719, top5_acc: 0.8573, loss_cls: 1.3488, loss: 1.3488, grad_norm: 4.7276 2020-08-14 14:38:52,952 - mmaction - INFO - Epoch [72][800/1253] lr: 3.000e-03, eta: 13:35:59, time: 0.710, data_time: 0.007, memory: 4947, top1_acc: 0.6656, top5_acc: 0.8628, loss_cls: 1.3392, loss: 1.3392, grad_norm: 4.8361 2020-08-14 14:39:07,268 - mmaction - INFO - Epoch [72][820/1253] lr: 3.000e-03, eta: 13:35:26, time: 0.718, data_time: 0.009, memory: 4947, top1_acc: 0.6747, top5_acc: 0.8534, loss_cls: 1.3504, loss: 1.3504, grad_norm: 4.8050 2020-08-14 14:39:21,341 - mmaction - INFO - Epoch [72][840/1253] lr: 3.000e-03, eta: 13:34:53, time: 0.701, data_time: 0.005, memory: 4947, top1_acc: 0.6622, top5_acc: 0.8570, loss_cls: 1.3980, loss: 1.3980, grad_norm: 4.8706 2020-08-14 14:39:35,876 - mmaction - INFO - Epoch [72][860/1253] lr: 3.000e-03, eta: 13:34:21, time: 0.729, data_time: 0.006, memory: 4947, top1_acc: 0.6740, top5_acc: 0.8609, loss_cls: 1.3447, loss: 1.3447, grad_norm: 4.8217 2020-08-14 14:39:49,459 - mmaction - INFO - Epoch [72][880/1253] lr: 3.000e-03, eta: 13:33:48, time: 0.676, data_time: 0.005, memory: 4947, top1_acc: 0.6727, top5_acc: 0.8563, loss_cls: 1.3517, loss: 1.3517, grad_norm: 4.7869 2020-08-14 14:40:04,700 - mmaction - INFO - Epoch [72][900/1253] lr: 3.000e-03, eta: 13:33:15, time: 0.765, data_time: 0.007, memory: 4947, top1_acc: 0.6708, top5_acc: 0.8656, loss_cls: 1.3209, loss: 1.3209, grad_norm: 4.7636 2020-08-14 14:40:17,618 - mmaction - INFO - Epoch [72][920/1253] lr: 3.000e-03, eta: 13:32:42, time: 0.646, data_time: 0.002, memory: 4947, top1_acc: 0.6951, top5_acc: 0.8758, loss_cls: 1.2583, loss: 1.2583, grad_norm: 4.5963 2020-08-14 14:40:32,561 - mmaction - INFO - Epoch [72][940/1253] lr: 3.000e-03, eta: 13:32:10, time: 0.743, data_time: 0.004, memory: 4947, top1_acc: 0.6719, top5_acc: 0.8589, loss_cls: 1.3675, loss: 1.3675, grad_norm: 4.7018 2020-08-14 14:40:46,496 - mmaction - INFO - Epoch [72][960/1253] lr: 3.000e-03, eta: 13:31:37, time: 0.701, data_time: 0.006, memory: 4947, top1_acc: 0.6753, top5_acc: 0.8602, loss_cls: 1.3547, loss: 1.3547, grad_norm: 4.7361 2020-08-14 14:41:00,910 - mmaction - INFO - Epoch [72][980/1253] lr: 3.000e-03, eta: 13:31:04, time: 0.720, data_time: 0.007, memory: 4947, top1_acc: 0.6672, top5_acc: 0.8557, loss_cls: 1.3805, loss: 1.3805, grad_norm: 4.8707 2020-08-14 14:41:15,407 - mmaction - INFO - Epoch [72][1000/1253] lr: 3.000e-03, eta: 13:30:31, time: 0.723, data_time: 0.004, memory: 4947, top1_acc: 0.6609, top5_acc: 0.8560, loss_cls: 1.3840, loss: 1.3840, grad_norm: 4.9249 2020-08-14 14:41:31,040 - mmaction - INFO - Epoch [72][1020/1253] lr: 3.000e-03, eta: 13:29:59, time: 0.784, data_time: 0.007, memory: 4947, top1_acc: 0.6714, top5_acc: 0.8677, loss_cls: 1.3088, loss: 1.3088, grad_norm: 4.8114 2020-08-14 14:41:44,593 - mmaction - INFO - Epoch [72][1040/1253] lr: 3.000e-03, eta: 13:29:26, time: 0.674, data_time: 0.005, memory: 4947, top1_acc: 0.6727, top5_acc: 0.8641, loss_cls: 1.3543, loss: 1.3543, grad_norm: 4.8768 2020-08-14 14:41:59,253 - mmaction - INFO - Epoch [72][1060/1253] lr: 3.000e-03, eta: 13:28:54, time: 0.737, data_time: 0.007, memory: 4947, top1_acc: 0.6706, top5_acc: 0.8549, loss_cls: 1.3373, loss: 1.3373, grad_norm: 4.7789 2020-08-14 14:42:13,698 - mmaction - INFO - Epoch [72][1080/1253] lr: 3.000e-03, eta: 13:28:21, time: 0.718, data_time: 0.008, memory: 4947, top1_acc: 0.6771, top5_acc: 0.8615, loss_cls: 1.3487, loss: 1.3487, grad_norm: 4.7828 2020-08-14 14:42:28,806 - mmaction - INFO - Epoch [72][1100/1253] lr: 3.000e-03, eta: 13:27:49, time: 0.759, data_time: 0.007, memory: 4947, top1_acc: 0.6534, top5_acc: 0.8503, loss_cls: 1.4197, loss: 1.4197, grad_norm: 4.9647 2020-08-14 14:42:44,348 - mmaction - INFO - Epoch [72][1120/1253] lr: 3.000e-03, eta: 13:27:16, time: 0.775, data_time: 0.005, memory: 4947, top1_acc: 0.6680, top5_acc: 0.8594, loss_cls: 1.3597, loss: 1.3597, grad_norm: 4.7451 2020-08-14 14:42:58,572 - mmaction - INFO - Epoch [72][1140/1253] lr: 3.000e-03, eta: 13:26:44, time: 0.714, data_time: 0.008, memory: 4947, top1_acc: 0.6969, top5_acc: 0.8716, loss_cls: 1.2614, loss: 1.2614, grad_norm: 4.7149 2020-08-14 14:43:14,762 - mmaction - INFO - Epoch [72][1160/1253] lr: 3.000e-03, eta: 13:26:12, time: 0.807, data_time: 0.006, memory: 4947, top1_acc: 0.6833, top5_acc: 0.8664, loss_cls: 1.3014, loss: 1.3014, grad_norm: 4.7628 2020-08-14 14:43:28,025 - mmaction - INFO - Epoch [72][1180/1253] lr: 3.000e-03, eta: 13:25:39, time: 0.663, data_time: 0.005, memory: 4947, top1_acc: 0.6536, top5_acc: 0.8479, loss_cls: 1.4244, loss: 1.4244, grad_norm: 4.9484 2020-08-14 14:43:43,658 - mmaction - INFO - Epoch [72][1200/1253] lr: 3.000e-03, eta: 13:25:07, time: 0.783, data_time: 0.007, memory: 4947, top1_acc: 0.6773, top5_acc: 0.8591, loss_cls: 1.3486, loss: 1.3486, grad_norm: 4.7925 2020-08-14 14:43:57,743 - mmaction - INFO - Epoch [72][1220/1253] lr: 3.000e-03, eta: 13:24:34, time: 0.704, data_time: 0.002, memory: 4947, top1_acc: 0.6740, top5_acc: 0.8643, loss_cls: 1.3369, loss: 1.3369, grad_norm: 4.7287 2020-08-14 14:44:12,406 - mmaction - INFO - Epoch [72][1240/1253] lr: 3.000e-03, eta: 13:24:01, time: 0.731, data_time: 0.005, memory: 4947, top1_acc: 0.6763, top5_acc: 0.8625, loss_cls: 1.3460, loss: 1.3460, grad_norm: 4.7025 2020-08-14 14:44:21,281 - mmaction - INFO - Saving checkpoint at 72 epochs 2020-08-14 14:48:51,077 - mmaction - INFO - Epoch [73][20/1253] lr: 3.000e-03, eta: 13:24:43, time: 13.466, data_time: 12.840, memory: 4947, top1_acc: 0.6737, top5_acc: 0.8667, loss_cls: 1.3187, loss: 1.3187, grad_norm: 4.8720 2020-08-14 14:49:03,564 - mmaction - INFO - Epoch [73][40/1253] lr: 3.000e-03, eta: 13:24:10, time: 0.623, data_time: 0.002, memory: 4947, top1_acc: 0.6747, top5_acc: 0.8622, loss_cls: 1.3285, loss: 1.3285, grad_norm: 4.8765 2020-08-14 14:49:15,888 - mmaction - INFO - Epoch [73][60/1253] lr: 3.000e-03, eta: 13:23:36, time: 0.615, data_time: 0.006, memory: 4947, top1_acc: 0.6849, top5_acc: 0.8758, loss_cls: 1.2739, loss: 1.2739, grad_norm: 4.8508 2020-08-14 14:49:28,201 - mmaction - INFO - Epoch [73][80/1253] lr: 3.000e-03, eta: 13:23:03, time: 0.618, data_time: 0.007, memory: 4947, top1_acc: 0.6732, top5_acc: 0.8604, loss_cls: 1.3575, loss: 1.3575, grad_norm: 4.8231 2020-08-14 14:49:41,555 - mmaction - INFO - Epoch [73][100/1253] lr: 3.000e-03, eta: 13:22:30, time: 0.667, data_time: 0.007, memory: 4947, top1_acc: 0.6638, top5_acc: 0.8586, loss_cls: 1.3703, loss: 1.3703, grad_norm: 4.8695 2020-08-14 14:49:55,485 - mmaction - INFO - Epoch [73][120/1253] lr: 3.000e-03, eta: 13:21:57, time: 0.696, data_time: 0.004, memory: 4947, top1_acc: 0.6786, top5_acc: 0.8661, loss_cls: 1.3094, loss: 1.3094, grad_norm: 4.7591 2020-08-14 14:50:09,762 - mmaction - INFO - Epoch [73][140/1253] lr: 3.000e-03, eta: 13:21:24, time: 0.711, data_time: 0.007, memory: 4947, top1_acc: 0.6750, top5_acc: 0.8643, loss_cls: 1.3190, loss: 1.3190, grad_norm: 4.7554 2020-08-14 14:50:23,585 - mmaction - INFO - Epoch [73][160/1253] lr: 3.000e-03, eta: 13:20:51, time: 0.693, data_time: 0.007, memory: 4947, top1_acc: 0.6687, top5_acc: 0.8591, loss_cls: 1.3579, loss: 1.3579, grad_norm: 4.8475 2020-08-14 14:50:37,521 - mmaction - INFO - Epoch [73][180/1253] lr: 3.000e-03, eta: 13:20:19, time: 0.697, data_time: 0.003, memory: 4947, top1_acc: 0.6870, top5_acc: 0.8643, loss_cls: 1.3119, loss: 1.3119, grad_norm: 4.7735 2020-08-14 14:50:51,316 - mmaction - INFO - Epoch [73][200/1253] lr: 3.000e-03, eta: 13:19:46, time: 0.690, data_time: 0.003, memory: 4947, top1_acc: 0.6641, top5_acc: 0.8607, loss_cls: 1.3505, loss: 1.3505, grad_norm: 4.8343 2020-08-14 14:51:05,475 - mmaction - INFO - Epoch [73][220/1253] lr: 3.000e-03, eta: 13:19:13, time: 0.706, data_time: 0.005, memory: 4947, top1_acc: 0.6711, top5_acc: 0.8612, loss_cls: 1.3530, loss: 1.3530, grad_norm: 4.7954 2020-08-14 14:51:19,855 - mmaction - INFO - Epoch [73][240/1253] lr: 3.000e-03, eta: 13:18:41, time: 0.719, data_time: 0.007, memory: 4947, top1_acc: 0.6719, top5_acc: 0.8563, loss_cls: 1.3434, loss: 1.3434, grad_norm: 4.7444 2020-08-14 14:51:34,110 - mmaction - INFO - Epoch [73][260/1253] lr: 3.000e-03, eta: 13:18:08, time: 0.710, data_time: 0.007, memory: 4947, top1_acc: 0.6781, top5_acc: 0.8651, loss_cls: 1.3226, loss: 1.3226, grad_norm: 4.8305 2020-08-14 14:51:49,190 - mmaction - INFO - Epoch [73][280/1253] lr: 3.000e-03, eta: 13:17:36, time: 0.759, data_time: 0.007, memory: 4947, top1_acc: 0.6732, top5_acc: 0.8615, loss_cls: 1.3547, loss: 1.3547, grad_norm: 4.7859 2020-08-14 14:52:04,678 - mmaction - INFO - Epoch [73][300/1253] lr: 3.000e-03, eta: 13:17:04, time: 0.774, data_time: 0.005, memory: 4947, top1_acc: 0.6891, top5_acc: 0.8747, loss_cls: 1.2586, loss: 1.2586, grad_norm: 4.7272 2020-08-14 14:52:17,840 - mmaction - INFO - Epoch [73][320/1253] lr: 3.000e-03, eta: 13:16:31, time: 0.655, data_time: 0.002, memory: 4947, top1_acc: 0.6763, top5_acc: 0.8641, loss_cls: 1.3465, loss: 1.3465, grad_norm: 4.8667 2020-08-14 14:52:32,176 - mmaction - INFO - Epoch [73][340/1253] lr: 3.000e-03, eta: 13:15:58, time: 0.718, data_time: 0.008, memory: 4947, top1_acc: 0.6768, top5_acc: 0.8682, loss_cls: 1.3089, loss: 1.3089, grad_norm: 4.8210 2020-08-14 14:52:46,469 - mmaction - INFO - Epoch [73][360/1253] lr: 3.000e-03, eta: 13:15:26, time: 0.715, data_time: 0.005, memory: 4947, top1_acc: 0.6815, top5_acc: 0.8695, loss_cls: 1.2856, loss: 1.2856, grad_norm: 4.8150 2020-08-14 14:53:02,063 - mmaction - INFO - Epoch [73][380/1253] lr: 3.000e-03, eta: 13:14:54, time: 0.780, data_time: 0.003, memory: 4947, top1_acc: 0.6628, top5_acc: 0.8508, loss_cls: 1.3961, loss: 1.3961, grad_norm: 4.8864 2020-08-14 14:53:17,044 - mmaction - INFO - Epoch [73][400/1253] lr: 3.000e-03, eta: 13:14:21, time: 0.749, data_time: 0.005, memory: 4947, top1_acc: 0.6734, top5_acc: 0.8677, loss_cls: 1.3241, loss: 1.3241, grad_norm: 4.7185 2020-08-14 14:53:33,432 - mmaction - INFO - Epoch [73][420/1253] lr: 3.000e-03, eta: 13:13:50, time: 0.820, data_time: 0.003, memory: 4947, top1_acc: 0.6911, top5_acc: 0.8758, loss_cls: 1.2446, loss: 1.2446, grad_norm: 4.6678 2020-08-14 14:53:49,381 - mmaction - INFO - Epoch [73][440/1253] lr: 3.000e-03, eta: 13:13:18, time: 0.796, data_time: 0.005, memory: 4947, top1_acc: 0.6633, top5_acc: 0.8576, loss_cls: 1.3726, loss: 1.3726, grad_norm: 4.7959 2020-08-14 14:54:04,000 - mmaction - INFO - Epoch [73][460/1253] lr: 3.000e-03, eta: 13:12:45, time: 0.732, data_time: 0.005, memory: 4947, top1_acc: 0.6870, top5_acc: 0.8724, loss_cls: 1.2802, loss: 1.2802, grad_norm: 4.7291 2020-08-14 14:54:18,213 - mmaction - INFO - Epoch [73][480/1253] lr: 3.000e-03, eta: 13:12:13, time: 0.709, data_time: 0.006, memory: 4947, top1_acc: 0.6695, top5_acc: 0.8589, loss_cls: 1.3790, loss: 1.3790, grad_norm: 4.9271 2020-08-14 14:54:32,957 - mmaction - INFO - Epoch [73][500/1253] lr: 3.000e-03, eta: 13:11:40, time: 0.739, data_time: 0.007, memory: 4947, top1_acc: 0.6703, top5_acc: 0.8617, loss_cls: 1.3463, loss: 1.3463, grad_norm: 4.7691 2020-08-14 14:54:48,700 - mmaction - INFO - Epoch [73][520/1253] lr: 3.000e-03, eta: 13:11:08, time: 0.787, data_time: 0.003, memory: 4947, top1_acc: 0.6802, top5_acc: 0.8625, loss_cls: 1.3337, loss: 1.3337, grad_norm: 4.7244 2020-08-14 14:55:04,020 - mmaction - INFO - Epoch [73][540/1253] lr: 3.000e-03, eta: 13:10:36, time: 0.767, data_time: 0.008, memory: 4947, top1_acc: 0.6820, top5_acc: 0.8664, loss_cls: 1.3084, loss: 1.3084, grad_norm: 4.7717 2020-08-14 14:55:18,708 - mmaction - INFO - Epoch [73][560/1253] lr: 3.000e-03, eta: 13:10:04, time: 0.733, data_time: 0.002, memory: 4947, top1_acc: 0.6656, top5_acc: 0.8586, loss_cls: 1.3647, loss: 1.3647, grad_norm: 4.9247 2020-08-14 14:55:33,919 - mmaction - INFO - Epoch [73][580/1253] lr: 3.000e-03, eta: 13:09:32, time: 0.760, data_time: 0.006, memory: 4947, top1_acc: 0.6677, top5_acc: 0.8599, loss_cls: 1.3425, loss: 1.3425, grad_norm: 4.7525 2020-08-14 14:55:49,560 - mmaction - INFO - Epoch [73][600/1253] lr: 3.000e-03, eta: 13:09:00, time: 0.783, data_time: 0.005, memory: 4947, top1_acc: 0.6852, top5_acc: 0.8732, loss_cls: 1.2792, loss: 1.2792, grad_norm: 4.7214 2020-08-14 15:14:30,542 - mmaction - INFO - Epoch [73][620/1253] lr: 3.000e-03, eta: 13:15:27, time: 56.037, data_time: 17.972, memory: 4947, top1_acc: 0.6635, top5_acc: 0.8534, loss_cls: 1.3889, loss: 1.3889, grad_norm: 4.8088 2020-08-14 15:14:42,772 - mmaction - INFO - Epoch [73][640/1253] lr: 3.000e-03, eta: 13:14:54, time: 0.624, data_time: 0.023, memory: 4947, top1_acc: 0.6792, top5_acc: 0.8630, loss_cls: 1.3412, loss: 1.3412, grad_norm: 4.8207 2020-08-14 15:14:55,176 - mmaction - INFO - Epoch [73][660/1253] lr: 3.000e-03, eta: 13:14:20, time: 0.617, data_time: 0.005, memory: 4947, top1_acc: 0.6797, top5_acc: 0.8711, loss_cls: 1.3051, loss: 1.3051, grad_norm: 4.8328 2020-08-14 15:15:07,518 - mmaction - INFO - Epoch [73][680/1253] lr: 3.000e-03, eta: 13:13:47, time: 0.619, data_time: 0.007, memory: 4947, top1_acc: 0.6742, top5_acc: 0.8510, loss_cls: 1.3686, loss: 1.3686, grad_norm: 4.9776 2020-08-14 15:19:47,336 - mmaction - INFO - Epoch [73][700/1253] lr: 3.000e-03, eta: 13:14:55, time: 13.993, data_time: 3.775, memory: 4947, top1_acc: 0.6750, top5_acc: 0.8669, loss_cls: 1.3133, loss: 1.3133, grad_norm: 4.7760 2020-08-14 15:26:10,131 - mmaction - INFO - Epoch [73][720/1253] lr: 3.000e-03, eta: 13:16:41, time: 19.139, data_time: 8.841, memory: 4947, top1_acc: 0.6750, top5_acc: 0.8609, loss_cls: 1.3385, loss: 1.3385, grad_norm: 4.7959 2020-08-14 15:26:22,344 - mmaction - INFO - Epoch [73][740/1253] lr: 3.000e-03, eta: 13:16:07, time: 0.610, data_time: 0.004, memory: 4947, top1_acc: 0.6724, top5_acc: 0.8539, loss_cls: 1.3733, loss: 1.3733, grad_norm: 4.8905 2020-08-14 15:26:34,721 - mmaction - INFO - Epoch [73][760/1253] lr: 3.000e-03, eta: 13:15:34, time: 0.615, data_time: 0.008, memory: 4947, top1_acc: 0.6839, top5_acc: 0.8724, loss_cls: 1.3076, loss: 1.3076, grad_norm: 4.7732 2020-08-14 15:26:46,892 - mmaction - INFO - Epoch [73][780/1253] lr: 3.000e-03, eta: 13:15:00, time: 0.612, data_time: 0.007, memory: 4947, top1_acc: 0.6776, top5_acc: 0.8659, loss_cls: 1.3413, loss: 1.3413, grad_norm: 4.8374 2020-08-14 15:26:59,264 - mmaction - INFO - Epoch [73][800/1253] lr: 3.000e-03, eta: 13:14:26, time: 0.618, data_time: 0.007, memory: 4947, top1_acc: 0.6669, top5_acc: 0.8648, loss_cls: 1.3399, loss: 1.3399, grad_norm: 4.8561 2020-08-14 15:27:11,629 - mmaction - INFO - Epoch [73][820/1253] lr: 3.000e-03, eta: 13:13:53, time: 0.619, data_time: 0.004, memory: 4947, top1_acc: 0.6724, top5_acc: 0.8581, loss_cls: 1.3447, loss: 1.3447, grad_norm: 4.8247 2020-08-14 15:27:25,120 - mmaction - INFO - Epoch [73][840/1253] lr: 3.000e-03, eta: 13:13:19, time: 0.676, data_time: 0.008, memory: 4947, top1_acc: 0.6698, top5_acc: 0.8573, loss_cls: 1.3762, loss: 1.3762, grad_norm: 4.8230 2020-08-14 15:27:39,673 - mmaction - INFO - Epoch [73][860/1253] lr: 3.000e-03, eta: 13:12:47, time: 0.727, data_time: 0.007, memory: 4947, top1_acc: 0.6685, top5_acc: 0.8555, loss_cls: 1.3887, loss: 1.3887, grad_norm: 4.8339 2020-08-14 15:27:54,182 - mmaction - INFO - Epoch [73][880/1253] lr: 3.000e-03, eta: 13:12:14, time: 0.722, data_time: 0.008, memory: 4947, top1_acc: 0.6680, top5_acc: 0.8687, loss_cls: 1.3363, loss: 1.3363, grad_norm: 4.8851 2020-08-14 15:28:07,530 - mmaction - INFO - Epoch [73][900/1253] lr: 3.000e-03, eta: 13:11:41, time: 0.671, data_time: 0.007, memory: 4947, top1_acc: 0.6714, top5_acc: 0.8599, loss_cls: 1.3363, loss: 1.3363, grad_norm: 4.8038 2020-08-14 15:28:22,764 - mmaction - INFO - Epoch [73][920/1253] lr: 3.000e-03, eta: 13:11:08, time: 0.760, data_time: 0.006, memory: 4947, top1_acc: 0.6794, top5_acc: 0.8633, loss_cls: 1.3198, loss: 1.3198, grad_norm: 4.8305 2020-08-14 15:28:37,121 - mmaction - INFO - Epoch [73][940/1253] lr: 3.000e-03, eta: 13:10:35, time: 0.720, data_time: 0.007, memory: 4947, top1_acc: 0.6766, top5_acc: 0.8659, loss_cls: 1.3091, loss: 1.3091, grad_norm: 4.7708 2020-08-14 15:28:51,727 - mmaction - INFO - Epoch [73][960/1253] lr: 3.000e-03, eta: 13:10:03, time: 0.730, data_time: 0.008, memory: 4947, top1_acc: 0.6836, top5_acc: 0.8654, loss_cls: 1.3228, loss: 1.3228, grad_norm: 4.7533 2020-08-14 15:29:05,629 - mmaction - INFO - Epoch [73][980/1253] lr: 3.000e-03, eta: 13:09:30, time: 0.695, data_time: 0.005, memory: 4947, top1_acc: 0.6706, top5_acc: 0.8602, loss_cls: 1.3441, loss: 1.3441, grad_norm: 4.9246 2020-08-14 15:29:20,168 - mmaction - INFO - Epoch [73][1000/1253] lr: 3.000e-03, eta: 13:08:57, time: 0.726, data_time: 0.008, memory: 4947, top1_acc: 0.6734, top5_acc: 0.8674, loss_cls: 1.3246, loss: 1.3246, grad_norm: 4.9371 2020-08-14 15:29:35,381 - mmaction - INFO - Epoch [73][1020/1253] lr: 3.000e-03, eta: 13:08:24, time: 0.760, data_time: 0.008, memory: 4947, top1_acc: 0.6708, top5_acc: 0.8609, loss_cls: 1.3272, loss: 1.3272, grad_norm: 4.8765 2020-08-14 15:29:50,311 - mmaction - INFO - Epoch [73][1040/1253] lr: 3.000e-03, eta: 13:07:52, time: 0.750, data_time: 0.007, memory: 4947, top1_acc: 0.6656, top5_acc: 0.8552, loss_cls: 1.3805, loss: 1.3805, grad_norm: 4.9399 2020-08-14 15:30:04,938 - mmaction - INFO - Epoch [73][1060/1253] lr: 3.000e-03, eta: 13:07:19, time: 0.729, data_time: 0.004, memory: 4947, top1_acc: 0.6750, top5_acc: 0.8583, loss_cls: 1.3511, loss: 1.3511, grad_norm: 4.9088 2020-08-14 15:30:19,352 - mmaction - INFO - Epoch [73][1080/1253] lr: 3.000e-03, eta: 13:06:47, time: 0.722, data_time: 0.004, memory: 4947, top1_acc: 0.6682, top5_acc: 0.8549, loss_cls: 1.3661, loss: 1.3661, grad_norm: 4.8635 2020-08-14 15:36:20,585 - mmaction - INFO - Epoch [73][1100/1253] lr: 3.000e-03, eta: 13:08:23, time: 18.059, data_time: 9.239, memory: 4947, top1_acc: 0.6747, top5_acc: 0.8563, loss_cls: 1.3689, loss: 1.3689, grad_norm: 4.8040 2020-08-14 15:36:32,820 - mmaction - INFO - Epoch [73][1120/1253] lr: 3.000e-03, eta: 13:07:49, time: 0.612, data_time: 0.006, memory: 4947, top1_acc: 0.6753, top5_acc: 0.8620, loss_cls: 1.3412, loss: 1.3412, grad_norm: 4.8686 2020-08-14 15:36:45,091 - mmaction - INFO - Epoch [73][1140/1253] lr: 3.000e-03, eta: 13:07:16, time: 0.614, data_time: 0.007, memory: 4947, top1_acc: 0.6576, top5_acc: 0.8505, loss_cls: 1.4004, loss: 1.4004, grad_norm: 4.9564 2020-08-14 15:36:57,728 - mmaction - INFO - Epoch [73][1160/1253] lr: 3.000e-03, eta: 13:06:42, time: 0.634, data_time: 0.006, memory: 4947, top1_acc: 0.6688, top5_acc: 0.8625, loss_cls: 1.3365, loss: 1.3365, grad_norm: 4.8683 2020-08-14 15:37:10,581 - mmaction - INFO - Epoch [73][1180/1253] lr: 3.000e-03, eta: 13:06:09, time: 0.642, data_time: 0.006, memory: 4947, top1_acc: 0.6732, top5_acc: 0.8604, loss_cls: 1.3463, loss: 1.3463, grad_norm: 4.8250 2020-08-14 15:37:22,875 - mmaction - INFO - Epoch [73][1200/1253] lr: 3.000e-03, eta: 13:05:35, time: 0.613, data_time: 0.003, memory: 4947, top1_acc: 0.6701, top5_acc: 0.8534, loss_cls: 1.3680, loss: 1.3680, grad_norm: 4.8739 2020-08-14 15:37:36,182 - mmaction - INFO - Epoch [73][1220/1253] lr: 3.000e-03, eta: 13:05:02, time: 0.667, data_time: 0.008, memory: 4947, top1_acc: 0.6721, top5_acc: 0.8578, loss_cls: 1.3611, loss: 1.3611, grad_norm: 4.9261 2020-08-14 15:37:50,142 - mmaction - INFO - Epoch [73][1240/1253] lr: 3.000e-03, eta: 13:04:29, time: 0.696, data_time: 0.008, memory: 4947, top1_acc: 0.6693, top5_acc: 0.8599, loss_cls: 1.3723, loss: 1.3723, grad_norm: 4.8786 2020-08-14 15:37:59,146 - mmaction - INFO - Saving checkpoint at 73 epochs 2020-08-14 15:41:59,934 - mmaction - INFO - Epoch [74][20/1253] lr: 3.000e-03, eta: 13:04:55, time: 12.006, data_time: 0.534, memory: 4947, top1_acc: 0.6794, top5_acc: 0.8620, loss_cls: 1.3436, loss: 1.3436, grad_norm: 4.8147 2020-08-14 15:42:12,316 - mmaction - INFO - Epoch [74][40/1253] lr: 3.000e-03, eta: 13:04:21, time: 0.617, data_time: 0.004, memory: 4947, top1_acc: 0.6591, top5_acc: 0.8609, loss_cls: 1.3736, loss: 1.3736, grad_norm: 4.8985 2020-08-14 15:42:24,751 - mmaction - INFO - Epoch [74][60/1253] lr: 3.000e-03, eta: 13:03:48, time: 0.623, data_time: 0.006, memory: 4947, top1_acc: 0.6659, top5_acc: 0.8521, loss_cls: 1.3869, loss: 1.3869, grad_norm: 4.8643 2020-08-14 15:42:37,251 - mmaction - INFO - Epoch [74][80/1253] lr: 3.000e-03, eta: 13:03:14, time: 0.625, data_time: 0.002, memory: 4947, top1_acc: 0.6810, top5_acc: 0.8656, loss_cls: 1.3002, loss: 1.3002, grad_norm: 4.7779 2020-08-14 15:42:49,758 - mmaction - INFO - Epoch [74][100/1253] lr: 3.000e-03, eta: 13:02:41, time: 0.624, data_time: 0.004, memory: 4947, top1_acc: 0.6807, top5_acc: 0.8669, loss_cls: 1.3235, loss: 1.3235, grad_norm: 4.9325 2020-08-14 15:43:03,467 - mmaction - INFO - Epoch [74][120/1253] lr: 3.000e-03, eta: 13:02:08, time: 0.686, data_time: 0.008, memory: 4947, top1_acc: 0.6799, top5_acc: 0.8654, loss_cls: 1.3189, loss: 1.3189, grad_norm: 4.8562 2020-08-14 15:43:16,037 - mmaction - INFO - Epoch [74][140/1253] lr: 3.000e-03, eta: 13:01:34, time: 0.626, data_time: 0.008, memory: 4947, top1_acc: 0.6755, top5_acc: 0.8648, loss_cls: 1.3052, loss: 1.3052, grad_norm: 4.8431 2020-08-14 15:43:29,298 - mmaction - INFO - Epoch [74][160/1253] lr: 3.000e-03, eta: 13:01:01, time: 0.666, data_time: 0.007, memory: 4947, top1_acc: 0.6831, top5_acc: 0.8714, loss_cls: 1.2715, loss: 1.2715, grad_norm: 4.7749 2020-08-14 15:43:43,112 - mmaction - INFO - Epoch [74][180/1253] lr: 3.000e-03, eta: 13:00:28, time: 0.688, data_time: 0.008, memory: 4947, top1_acc: 0.6852, top5_acc: 0.8659, loss_cls: 1.3020, loss: 1.3020, grad_norm: 4.8369 2020-08-14 15:43:57,458 - mmaction - INFO - Epoch [74][200/1253] lr: 3.000e-03, eta: 12:59:55, time: 0.719, data_time: 0.007, memory: 4947, top1_acc: 0.6630, top5_acc: 0.8630, loss_cls: 1.3683, loss: 1.3683, grad_norm: 4.9979 2020-08-14 15:44:12,272 - mmaction - INFO - Epoch [74][220/1253] lr: 3.000e-03, eta: 12:59:23, time: 0.742, data_time: 0.008, memory: 4947, top1_acc: 0.6831, top5_acc: 0.8719, loss_cls: 1.2940, loss: 1.2940, grad_norm: 4.7687 2020-08-14 15:44:26,697 - mmaction - INFO - Epoch [74][240/1253] lr: 3.000e-03, eta: 12:58:50, time: 0.720, data_time: 0.006, memory: 4947, top1_acc: 0.6693, top5_acc: 0.8698, loss_cls: 1.3344, loss: 1.3344, grad_norm: 4.8691 2020-08-14 15:44:40,510 - mmaction - INFO - Epoch [74][260/1253] lr: 3.000e-03, eta: 12:58:17, time: 0.691, data_time: 0.004, memory: 4947, top1_acc: 0.6812, top5_acc: 0.8651, loss_cls: 1.3051, loss: 1.3051, grad_norm: 4.7905 2020-08-14 15:44:54,613 - mmaction - INFO - Epoch [74][280/1253] lr: 3.000e-03, eta: 12:57:44, time: 0.705, data_time: 0.006, memory: 4947, top1_acc: 0.6766, top5_acc: 0.8654, loss_cls: 1.3266, loss: 1.3266, grad_norm: 4.8442 2020-08-14 15:45:10,405 - mmaction - INFO - Epoch [74][300/1253] lr: 3.000e-03, eta: 12:57:12, time: 0.789, data_time: 0.009, memory: 4947, top1_acc: 0.6708, top5_acc: 0.8672, loss_cls: 1.3448, loss: 1.3448, grad_norm: 4.9323 2020-08-14 15:45:25,591 - mmaction - INFO - Epoch [74][320/1253] lr: 3.000e-03, eta: 12:56:40, time: 0.761, data_time: 0.006, memory: 4947, top1_acc: 0.6789, top5_acc: 0.8714, loss_cls: 1.2933, loss: 1.2933, grad_norm: 4.8532 2020-08-14 15:45:39,162 - mmaction - INFO - Epoch [74][340/1253] lr: 3.000e-03, eta: 12:56:07, time: 0.676, data_time: 0.005, memory: 4947, top1_acc: 0.6760, top5_acc: 0.8628, loss_cls: 1.3265, loss: 1.3265, grad_norm: 4.8295 2020-08-14 15:45:53,555 - mmaction - INFO - Epoch [74][360/1253] lr: 3.000e-03, eta: 12:55:34, time: 0.721, data_time: 0.006, memory: 4947, top1_acc: 0.6813, top5_acc: 0.8604, loss_cls: 1.3077, loss: 1.3077, grad_norm: 4.8140 2020-08-14 15:46:09,264 - mmaction - INFO - Epoch [74][380/1253] lr: 3.000e-03, eta: 12:55:02, time: 0.784, data_time: 0.006, memory: 4947, top1_acc: 0.6635, top5_acc: 0.8581, loss_cls: 1.3719, loss: 1.3719, grad_norm: 4.9265 2020-08-14 15:46:24,002 - mmaction - INFO - Epoch [74][400/1253] lr: 3.000e-03, eta: 12:54:29, time: 0.739, data_time: 0.006, memory: 4947, top1_acc: 0.6742, top5_acc: 0.8659, loss_cls: 1.3414, loss: 1.3414, grad_norm: 4.8603 2020-08-14 15:46:38,836 - mmaction - INFO - Epoch [74][420/1253] lr: 3.000e-03, eta: 12:53:57, time: 0.740, data_time: 0.009, memory: 4947, top1_acc: 0.6768, top5_acc: 0.8622, loss_cls: 1.3361, loss: 1.3361, grad_norm: 4.8616 2020-08-14 15:46:53,258 - mmaction - INFO - Epoch [74][440/1253] lr: 3.000e-03, eta: 12:53:24, time: 0.721, data_time: 0.007, memory: 4947, top1_acc: 0.6784, top5_acc: 0.8688, loss_cls: 1.3133, loss: 1.3133, grad_norm: 4.7971 2020-08-14 15:47:08,995 - mmaction - INFO - Epoch [74][460/1253] lr: 3.000e-03, eta: 12:52:52, time: 0.786, data_time: 0.008, memory: 4947, top1_acc: 0.6792, top5_acc: 0.8648, loss_cls: 1.3302, loss: 1.3302, grad_norm: 4.8731 2020-08-14 15:47:23,277 - mmaction - INFO - Epoch [74][480/1253] lr: 3.000e-03, eta: 12:52:19, time: 0.718, data_time: 0.007, memory: 4947, top1_acc: 0.6714, top5_acc: 0.8602, loss_cls: 1.3415, loss: 1.3415, grad_norm: 4.7862 2020-08-14 15:47:37,908 - mmaction - INFO - Epoch [74][500/1253] lr: 3.000e-03, eta: 12:51:46, time: 0.728, data_time: 0.005, memory: 4947, top1_acc: 0.6898, top5_acc: 0.8648, loss_cls: 1.3251, loss: 1.3251, grad_norm: 4.8081 2020-08-14 15:47:52,541 - mmaction - INFO - Epoch [74][520/1253] lr: 3.000e-03, eta: 12:51:14, time: 0.734, data_time: 0.006, memory: 4947, top1_acc: 0.6760, top5_acc: 0.8682, loss_cls: 1.3046, loss: 1.3046, grad_norm: 4.8788 2020-08-14 15:48:06,888 - mmaction - INFO - Epoch [74][540/1253] lr: 3.000e-03, eta: 12:50:41, time: 0.715, data_time: 0.007, memory: 4947, top1_acc: 0.6695, top5_acc: 0.8570, loss_cls: 1.3535, loss: 1.3535, grad_norm: 4.8698 2020-08-14 15:48:22,114 - mmaction - INFO - Epoch [74][560/1253] lr: 3.000e-03, eta: 12:50:09, time: 0.764, data_time: 0.006, memory: 4947, top1_acc: 0.6727, top5_acc: 0.8586, loss_cls: 1.3294, loss: 1.3294, grad_norm: 4.7689 2020-08-14 15:48:36,597 - mmaction - INFO - Epoch [74][580/1253] lr: 3.000e-03, eta: 12:49:36, time: 0.724, data_time: 0.005, memory: 4947, top1_acc: 0.6773, top5_acc: 0.8633, loss_cls: 1.3202, loss: 1.3202, grad_norm: 4.8437 2020-08-14 15:48:52,181 - mmaction - INFO - Epoch [74][600/1253] lr: 3.000e-03, eta: 12:49:04, time: 0.779, data_time: 0.003, memory: 4947, top1_acc: 0.6677, top5_acc: 0.8690, loss_cls: 1.3460, loss: 1.3460, grad_norm: 4.8697 2020-08-14 15:49:06,798 - mmaction - INFO - Epoch [74][620/1253] lr: 3.000e-03, eta: 12:48:32, time: 0.731, data_time: 0.006, memory: 4947, top1_acc: 0.6609, top5_acc: 0.8510, loss_cls: 1.3919, loss: 1.3919, grad_norm: 5.0088 2020-08-14 15:49:22,118 - mmaction - INFO - Epoch [74][640/1253] lr: 3.000e-03, eta: 12:47:59, time: 0.766, data_time: 0.002, memory: 4947, top1_acc: 0.6760, top5_acc: 0.8682, loss_cls: 1.3162, loss: 1.3162, grad_norm: 4.9243 2020-08-14 15:49:37,366 - mmaction - INFO - Epoch [74][660/1253] lr: 3.000e-03, eta: 12:47:27, time: 0.759, data_time: 0.002, memory: 4947, top1_acc: 0.6680, top5_acc: 0.8578, loss_cls: 1.3599, loss: 1.3599, grad_norm: 4.8713 2020-08-14 15:49:52,345 - mmaction - INFO - Epoch [74][680/1253] lr: 3.000e-03, eta: 12:46:55, time: 0.752, data_time: 0.006, memory: 4947, top1_acc: 0.6794, top5_acc: 0.8685, loss_cls: 1.3250, loss: 1.3250, grad_norm: 4.8941 2020-08-14 15:50:08,022 - mmaction - INFO - Epoch [74][700/1253] lr: 3.000e-03, eta: 12:46:23, time: 0.784, data_time: 0.006, memory: 4947, top1_acc: 0.6641, top5_acc: 0.8617, loss_cls: 1.3542, loss: 1.3542, grad_norm: 4.9587 2020-08-14 15:50:23,917 - mmaction - INFO - Epoch [74][720/1253] lr: 3.000e-03, eta: 12:45:51, time: 0.794, data_time: 0.003, memory: 4947, top1_acc: 0.6724, top5_acc: 0.8682, loss_cls: 1.3396, loss: 1.3396, grad_norm: 4.8926 2020-08-14 15:50:39,217 - mmaction - INFO - Epoch [74][740/1253] lr: 3.000e-03, eta: 12:45:18, time: 0.764, data_time: 0.007, memory: 4947, top1_acc: 0.6615, top5_acc: 0.8542, loss_cls: 1.3837, loss: 1.3837, grad_norm: 4.9336 2020-08-14 15:50:54,352 - mmaction - INFO - Epoch [74][760/1253] lr: 3.000e-03, eta: 12:44:46, time: 0.757, data_time: 0.005, memory: 4947, top1_acc: 0.6737, top5_acc: 0.8526, loss_cls: 1.3613, loss: 1.3613, grad_norm: 4.8676 2020-08-14 15:51:09,708 - mmaction - INFO - Epoch [74][780/1253] lr: 3.000e-03, eta: 12:44:14, time: 0.769, data_time: 0.003, memory: 4947, top1_acc: 0.6750, top5_acc: 0.8646, loss_cls: 1.3417, loss: 1.3417, grad_norm: 4.9419 2020-08-14 15:51:24,773 - mmaction - INFO - Epoch [74][800/1253] lr: 3.000e-03, eta: 12:43:42, time: 0.753, data_time: 0.004, memory: 4947, top1_acc: 0.6680, top5_acc: 0.8667, loss_cls: 1.3457, loss: 1.3457, grad_norm: 4.9641 2020-08-14 15:51:40,482 - mmaction - INFO - Epoch [74][820/1253] lr: 3.000e-03, eta: 12:43:10, time: 0.783, data_time: 0.008, memory: 4947, top1_acc: 0.6786, top5_acc: 0.8646, loss_cls: 1.3133, loss: 1.3133, grad_norm: 4.8472 2020-08-14 15:51:55,493 - mmaction - INFO - Epoch [74][840/1253] lr: 3.000e-03, eta: 12:42:37, time: 0.753, data_time: 0.007, memory: 4947, top1_acc: 0.6768, top5_acc: 0.8505, loss_cls: 1.3658, loss: 1.3658, grad_norm: 4.8440 2020-08-14 15:52:11,387 - mmaction - INFO - Epoch [74][860/1253] lr: 3.000e-03, eta: 12:42:05, time: 0.795, data_time: 0.006, memory: 4947, top1_acc: 0.6724, top5_acc: 0.8570, loss_cls: 1.3412, loss: 1.3412, grad_norm: 4.7586 2020-08-14 15:52:26,149 - mmaction - INFO - Epoch [74][880/1253] lr: 3.000e-03, eta: 12:41:33, time: 0.738, data_time: 0.004, memory: 4947, top1_acc: 0.6763, top5_acc: 0.8573, loss_cls: 1.3518, loss: 1.3518, grad_norm: 4.9252 2020-08-14 15:52:40,985 - mmaction - INFO - Epoch [74][900/1253] lr: 3.000e-03, eta: 12:41:01, time: 0.741, data_time: 0.009, memory: 4947, top1_acc: 0.6703, top5_acc: 0.8599, loss_cls: 1.3468, loss: 1.3468, grad_norm: 4.9268 2020-08-14 15:52:56,570 - mmaction - INFO - Epoch [74][920/1253] lr: 3.000e-03, eta: 12:40:29, time: 0.780, data_time: 0.004, memory: 4947, top1_acc: 0.6708, top5_acc: 0.8560, loss_cls: 1.3833, loss: 1.3833, grad_norm: 4.8404 2020-08-14 15:53:11,787 - mmaction - INFO - Epoch [74][940/1253] lr: 3.000e-03, eta: 12:39:56, time: 0.758, data_time: 0.008, memory: 4947, top1_acc: 0.6799, top5_acc: 0.8615, loss_cls: 1.3243, loss: 1.3243, grad_norm: 4.8667 2020-08-14 15:53:26,750 - mmaction - INFO - Epoch [74][960/1253] lr: 3.000e-03, eta: 12:39:24, time: 0.752, data_time: 0.007, memory: 4947, top1_acc: 0.6745, top5_acc: 0.8651, loss_cls: 1.3469, loss: 1.3469, grad_norm: 4.9403 2020-08-14 15:53:42,543 - mmaction - INFO - Epoch [74][980/1253] lr: 3.000e-03, eta: 12:38:52, time: 0.787, data_time: 0.007, memory: 4947, top1_acc: 0.6885, top5_acc: 0.8734, loss_cls: 1.2820, loss: 1.2820, grad_norm: 4.7936 2020-08-14 15:53:57,476 - mmaction - INFO - Epoch [74][1000/1253] lr: 3.000e-03, eta: 12:38:20, time: 0.747, data_time: 0.007, memory: 4947, top1_acc: 0.6734, top5_acc: 0.8557, loss_cls: 1.3445, loss: 1.3445, grad_norm: 4.9279 2020-08-14 15:54:11,311 - mmaction - INFO - Epoch [74][1020/1253] lr: 3.000e-03, eta: 12:37:47, time: 0.691, data_time: 0.007, memory: 4947, top1_acc: 0.6638, top5_acc: 0.8557, loss_cls: 1.3887, loss: 1.3887, grad_norm: 4.8604 2020-08-14 15:54:26,938 - mmaction - INFO - Epoch [74][1040/1253] lr: 3.000e-03, eta: 12:37:15, time: 0.784, data_time: 0.006, memory: 4947, top1_acc: 0.6898, top5_acc: 0.8643, loss_cls: 1.2698, loss: 1.2698, grad_norm: 4.7367 2020-08-14 15:54:42,537 - mmaction - INFO - Epoch [74][1060/1253] lr: 3.000e-03, eta: 12:36:43, time: 0.778, data_time: 0.006, memory: 4947, top1_acc: 0.6685, top5_acc: 0.8523, loss_cls: 1.3702, loss: 1.3702, grad_norm: 4.8685 2020-08-14 15:54:57,216 - mmaction - INFO - Epoch [74][1080/1253] lr: 3.000e-03, eta: 12:36:11, time: 0.735, data_time: 0.007, memory: 4947, top1_acc: 0.6786, top5_acc: 0.8656, loss_cls: 1.3172, loss: 1.3172, grad_norm: 4.8140 2020-08-14 15:55:12,464 - mmaction - INFO - Epoch [74][1100/1253] lr: 3.000e-03, eta: 12:35:39, time: 0.759, data_time: 0.009, memory: 4947, top1_acc: 0.6534, top5_acc: 0.8560, loss_cls: 1.3929, loss: 1.3929, grad_norm: 4.9443 2020-08-14 15:55:28,441 - mmaction - INFO - Epoch [74][1120/1253] lr: 3.000e-03, eta: 12:35:07, time: 0.802, data_time: 0.007, memory: 4947, top1_acc: 0.6810, top5_acc: 0.8701, loss_cls: 1.2915, loss: 1.2915, grad_norm: 4.7487 2020-08-14 15:55:43,231 - mmaction - INFO - Epoch [74][1140/1253] lr: 3.000e-03, eta: 12:34:35, time: 0.739, data_time: 0.008, memory: 4947, top1_acc: 0.6799, top5_acc: 0.8591, loss_cls: 1.3502, loss: 1.3502, grad_norm: 4.9044 2020-08-14 15:55:58,992 - mmaction - INFO - Epoch [74][1160/1253] lr: 3.000e-03, eta: 12:34:03, time: 0.787, data_time: 0.005, memory: 4947, top1_acc: 0.6779, top5_acc: 0.8680, loss_cls: 1.3338, loss: 1.3338, grad_norm: 4.9987 2020-08-14 15:56:14,491 - mmaction - INFO - Epoch [74][1180/1253] lr: 3.000e-03, eta: 12:33:31, time: 0.775, data_time: 0.009, memory: 4947, top1_acc: 0.6755, top5_acc: 0.8638, loss_cls: 1.3138, loss: 1.3138, grad_norm: 4.9174 2020-08-14 15:56:29,677 - mmaction - INFO - Epoch [74][1200/1253] lr: 3.000e-03, eta: 12:32:59, time: 0.760, data_time: 0.007, memory: 4947, top1_acc: 0.6734, top5_acc: 0.8674, loss_cls: 1.3375, loss: 1.3375, grad_norm: 4.9058 2020-08-14 15:56:44,993 - mmaction - INFO - Epoch [74][1220/1253] lr: 3.000e-03, eta: 12:32:27, time: 0.763, data_time: 0.009, memory: 4947, top1_acc: 0.6688, top5_acc: 0.8516, loss_cls: 1.3706, loss: 1.3706, grad_norm: 5.0010 2020-08-14 15:56:59,830 - mmaction - INFO - Epoch [74][1240/1253] lr: 3.000e-03, eta: 12:31:55, time: 0.747, data_time: 0.007, memory: 4947, top1_acc: 0.6763, top5_acc: 0.8607, loss_cls: 1.3339, loss: 1.3339, grad_norm: 4.9025 2020-08-14 15:57:10,627 - mmaction - INFO - Saving checkpoint at 74 epochs 2020-08-14 16:06:23,374 - mmaction - INFO - Epoch [75][20/1253] lr: 3.000e-03, eta: 12:34:07, time: 27.601, data_time: 23.968, memory: 4947, top1_acc: 0.6690, top5_acc: 0.8549, loss_cls: 1.3815, loss: 1.3815, grad_norm: 4.8662 2020-08-14 16:06:35,722 - mmaction - INFO - Epoch [75][40/1253] lr: 3.000e-03, eta: 12:33:33, time: 0.628, data_time: 0.022, memory: 4947, top1_acc: 0.6906, top5_acc: 0.8768, loss_cls: 1.2660, loss: 1.2660, grad_norm: 4.7522 2020-08-14 16:06:48,109 - mmaction - INFO - Epoch [75][60/1253] lr: 3.000e-03, eta: 12:33:00, time: 0.616, data_time: 0.008, memory: 4947, top1_acc: 0.6799, top5_acc: 0.8651, loss_cls: 1.2983, loss: 1.2983, grad_norm: 4.8352 2020-08-14 16:07:00,509 - mmaction - INFO - Epoch [75][80/1253] lr: 3.000e-03, eta: 12:32:27, time: 0.622, data_time: 0.008, memory: 4947, top1_acc: 0.6891, top5_acc: 0.8711, loss_cls: 1.2922, loss: 1.2922, grad_norm: 4.8488 2020-08-14 16:07:12,925 - mmaction - INFO - Epoch [75][100/1253] lr: 3.000e-03, eta: 12:31:54, time: 0.621, data_time: 0.008, memory: 4947, top1_acc: 0.6820, top5_acc: 0.8622, loss_cls: 1.3165, loss: 1.3165, grad_norm: 4.8401 2020-08-14 16:07:25,399 - mmaction - INFO - Epoch [75][120/1253] lr: 3.000e-03, eta: 12:31:21, time: 0.625, data_time: 0.008, memory: 4947, top1_acc: 0.6737, top5_acc: 0.8646, loss_cls: 1.3385, loss: 1.3385, grad_norm: 4.8973 2020-08-14 16:07:38,564 - mmaction - INFO - Epoch [75][140/1253] lr: 3.000e-03, eta: 12:30:48, time: 0.658, data_time: 0.007, memory: 4947, top1_acc: 0.6797, top5_acc: 0.8620, loss_cls: 1.3142, loss: 1.3142, grad_norm: 4.8587 2020-08-14 16:07:52,193 - mmaction - INFO - Epoch [75][160/1253] lr: 3.000e-03, eta: 12:30:15, time: 0.682, data_time: 0.009, memory: 4947, top1_acc: 0.6870, top5_acc: 0.8638, loss_cls: 1.3046, loss: 1.3046, grad_norm: 4.8251 2020-08-14 16:08:05,650 - mmaction - INFO - Epoch [75][180/1253] lr: 3.000e-03, eta: 12:29:42, time: 0.670, data_time: 0.004, memory: 4947, top1_acc: 0.6807, top5_acc: 0.8714, loss_cls: 1.3195, loss: 1.3195, grad_norm: 4.8798 2020-08-14 16:08:20,188 - mmaction - INFO - Epoch [75][200/1253] lr: 3.000e-03, eta: 12:29:10, time: 0.729, data_time: 0.008, memory: 4947, top1_acc: 0.6802, top5_acc: 0.8583, loss_cls: 1.3568, loss: 1.3568, grad_norm: 4.9161 2020-08-14 16:08:33,558 - mmaction - INFO - Epoch [75][220/1253] lr: 3.000e-03, eta: 12:28:37, time: 0.666, data_time: 0.008, memory: 4947, top1_acc: 0.6714, top5_acc: 0.8688, loss_cls: 1.3023, loss: 1.3023, grad_norm: 4.9536 2020-08-14 16:08:49,864 - mmaction - INFO - Epoch [75][240/1253] lr: 3.000e-03, eta: 12:28:06, time: 0.818, data_time: 0.006, memory: 4947, top1_acc: 0.6771, top5_acc: 0.8620, loss_cls: 1.3250, loss: 1.3250, grad_norm: 4.9197 2020-08-14 16:09:03,900 - mmaction - INFO - Epoch [75][260/1253] lr: 3.000e-03, eta: 12:27:33, time: 0.703, data_time: 0.003, memory: 4947, top1_acc: 0.6753, top5_acc: 0.8643, loss_cls: 1.3300, loss: 1.3300, grad_norm: 4.8597 2020-08-14 16:09:17,912 - mmaction - INFO - Epoch [75][280/1253] lr: 3.000e-03, eta: 12:27:00, time: 0.700, data_time: 0.002, memory: 4947, top1_acc: 0.6745, top5_acc: 0.8677, loss_cls: 1.3096, loss: 1.3096, grad_norm: 4.8192 2020-08-14 16:09:32,636 - mmaction - INFO - Epoch [75][300/1253] lr: 3.000e-03, eta: 12:26:28, time: 0.737, data_time: 0.008, memory: 4947, top1_acc: 0.6786, top5_acc: 0.8646, loss_cls: 1.3076, loss: 1.3076, grad_norm: 4.8117 2020-08-14 16:09:47,741 - mmaction - INFO - Epoch [75][320/1253] lr: 3.000e-03, eta: 12:25:56, time: 0.755, data_time: 0.002, memory: 4947, top1_acc: 0.6888, top5_acc: 0.8677, loss_cls: 1.2795, loss: 1.2795, grad_norm: 4.9266 2020-08-14 16:10:03,026 - mmaction - INFO - Epoch [75][340/1253] lr: 3.000e-03, eta: 12:25:24, time: 0.756, data_time: 0.007, memory: 4947, top1_acc: 0.6719, top5_acc: 0.8609, loss_cls: 1.3337, loss: 1.3337, grad_norm: 4.9315 2020-08-14 16:10:18,680 - mmaction - INFO - Epoch [75][360/1253] lr: 3.000e-03, eta: 12:24:52, time: 0.790, data_time: 0.013, memory: 4947, top1_acc: 0.6792, top5_acc: 0.8594, loss_cls: 1.3320, loss: 1.3320, grad_norm: 4.8742 2020-08-14 16:10:35,019 - mmaction - INFO - Epoch [75][380/1253] lr: 3.000e-03, eta: 12:24:20, time: 0.817, data_time: 0.006, memory: 4947, top1_acc: 0.6966, top5_acc: 0.8680, loss_cls: 1.2843, loss: 1.2843, grad_norm: 4.7777 2020-08-14 16:10:51,523 - mmaction - INFO - Epoch [75][400/1253] lr: 3.000e-03, eta: 12:23:49, time: 0.823, data_time: 0.008, memory: 4947, top1_acc: 0.6674, top5_acc: 0.8596, loss_cls: 1.3375, loss: 1.3375, grad_norm: 4.9455 2020-08-14 16:11:05,782 - mmaction - INFO - Epoch [75][420/1253] lr: 3.000e-03, eta: 12:23:16, time: 0.712, data_time: 0.007, memory: 4947, top1_acc: 0.6755, top5_acc: 0.8589, loss_cls: 1.3359, loss: 1.3359, grad_norm: 4.8856 2020-08-14 16:11:20,144 - mmaction - INFO - Epoch [75][440/1253] lr: 3.000e-03, eta: 12:22:44, time: 0.720, data_time: 0.009, memory: 4947, top1_acc: 0.6701, top5_acc: 0.8607, loss_cls: 1.3384, loss: 1.3384, grad_norm: 5.0568 2020-08-14 16:11:34,646 - mmaction - INFO - Epoch [75][460/1253] lr: 3.000e-03, eta: 12:22:12, time: 0.727, data_time: 0.005, memory: 4947, top1_acc: 0.6794, top5_acc: 0.8604, loss_cls: 1.3430, loss: 1.3430, grad_norm: 4.8335 2020-08-14 16:11:50,146 - mmaction - INFO - Epoch [75][480/1253] lr: 3.000e-03, eta: 12:21:40, time: 0.773, data_time: 0.006, memory: 4947, top1_acc: 0.6940, top5_acc: 0.8719, loss_cls: 1.2670, loss: 1.2670, grad_norm: 4.7502 2020-08-14 16:12:04,455 - mmaction - INFO - Epoch [75][500/1253] lr: 3.000e-03, eta: 12:21:07, time: 0.716, data_time: 0.007, memory: 4947, top1_acc: 0.6779, top5_acc: 0.8602, loss_cls: 1.3183, loss: 1.3183, grad_norm: 4.8340 2020-08-14 16:12:20,483 - mmaction - INFO - Epoch [75][520/1253] lr: 3.000e-03, eta: 12:20:36, time: 0.803, data_time: 0.009, memory: 4947, top1_acc: 0.6753, top5_acc: 0.8617, loss_cls: 1.3140, loss: 1.3140, grad_norm: 4.8665 2020-08-14 16:12:35,750 - mmaction - INFO - Epoch [75][540/1253] lr: 3.000e-03, eta: 12:20:04, time: 0.762, data_time: 0.008, memory: 4947, top1_acc: 0.6880, top5_acc: 0.8638, loss_cls: 1.2972, loss: 1.2972, grad_norm: 4.7650 2020-08-14 16:12:51,029 - mmaction - INFO - Epoch [75][560/1253] lr: 3.000e-03, eta: 12:19:32, time: 0.766, data_time: 0.005, memory: 4947, top1_acc: 0.6831, top5_acc: 0.8740, loss_cls: 1.2866, loss: 1.2866, grad_norm: 4.7947 2020-08-14 16:13:05,594 - mmaction - INFO - Epoch [75][580/1253] lr: 3.000e-03, eta: 12:18:59, time: 0.726, data_time: 0.005, memory: 4947, top1_acc: 0.6753, top5_acc: 0.8609, loss_cls: 1.3430, loss: 1.3430, grad_norm: 4.9293 2020-08-14 16:13:20,059 - mmaction - INFO - Epoch [75][600/1253] lr: 3.000e-03, eta: 12:18:27, time: 0.724, data_time: 0.005, memory: 4947, top1_acc: 0.6755, top5_acc: 0.8708, loss_cls: 1.3179, loss: 1.3179, grad_norm: 4.8941 2020-08-14 16:13:35,481 - mmaction - INFO - Epoch [75][620/1253] lr: 3.000e-03, eta: 12:17:55, time: 0.770, data_time: 0.006, memory: 4947, top1_acc: 0.6799, top5_acc: 0.8633, loss_cls: 1.3072, loss: 1.3072, grad_norm: 4.8998 2020-08-14 16:13:51,054 - mmaction - INFO - Epoch [75][640/1253] lr: 3.000e-03, eta: 12:17:23, time: 0.779, data_time: 0.006, memory: 4947, top1_acc: 0.7021, top5_acc: 0.8737, loss_cls: 1.2497, loss: 1.2497, grad_norm: 4.8273 2020-08-14 16:14:06,081 - mmaction - INFO - Epoch [75][660/1253] lr: 3.000e-03, eta: 12:16:51, time: 0.753, data_time: 0.008, memory: 4947, top1_acc: 0.6687, top5_acc: 0.8549, loss_cls: 1.3929, loss: 1.3929, grad_norm: 4.9214 2020-08-14 16:14:20,770 - mmaction - INFO - Epoch [75][680/1253] lr: 3.000e-03, eta: 12:16:19, time: 0.733, data_time: 0.007, memory: 4947, top1_acc: 0.6721, top5_acc: 0.8542, loss_cls: 1.3783, loss: 1.3783, grad_norm: 5.0003 2020-08-14 16:14:34,628 - mmaction - INFO - Epoch [75][700/1253] lr: 3.000e-03, eta: 12:15:47, time: 0.695, data_time: 0.006, memory: 4947, top1_acc: 0.6659, top5_acc: 0.8539, loss_cls: 1.3532, loss: 1.3532, grad_norm: 4.9108 2020-08-14 16:14:49,509 - mmaction - INFO - Epoch [75][720/1253] lr: 3.000e-03, eta: 12:15:15, time: 0.743, data_time: 0.006, memory: 4947, top1_acc: 0.6693, top5_acc: 0.8568, loss_cls: 1.3658, loss: 1.3658, grad_norm: 4.8847 2020-08-14 16:15:05,757 - mmaction - INFO - Epoch [75][740/1253] lr: 3.000e-03, eta: 12:14:43, time: 0.813, data_time: 0.004, memory: 4947, top1_acc: 0.6807, top5_acc: 0.8698, loss_cls: 1.2936, loss: 1.2936, grad_norm: 4.8727 2020-08-14 16:15:20,555 - mmaction - INFO - Epoch [75][760/1253] lr: 3.000e-03, eta: 12:14:11, time: 0.738, data_time: 0.002, memory: 4947, top1_acc: 0.6680, top5_acc: 0.8484, loss_cls: 1.3763, loss: 1.3763, grad_norm: 4.8024 2020-08-14 16:15:34,762 - mmaction - INFO - Epoch [75][780/1253] lr: 3.000e-03, eta: 12:13:39, time: 0.713, data_time: 0.007, memory: 4947, top1_acc: 0.6716, top5_acc: 0.8628, loss_cls: 1.3523, loss: 1.3523, grad_norm: 4.8843 2020-08-14 16:15:50,328 - mmaction - INFO - Epoch [75][800/1253] lr: 3.000e-03, eta: 12:13:07, time: 0.776, data_time: 0.008, memory: 4947, top1_acc: 0.6677, top5_acc: 0.8542, loss_cls: 1.3783, loss: 1.3783, grad_norm: 4.9287 2020-08-14 16:16:05,506 - mmaction - INFO - Epoch [75][820/1253] lr: 3.000e-03, eta: 12:12:35, time: 0.761, data_time: 0.009, memory: 4947, top1_acc: 0.6747, top5_acc: 0.8685, loss_cls: 1.3333, loss: 1.3333, grad_norm: 4.9271 2020-08-14 16:16:20,099 - mmaction - INFO - Epoch [75][840/1253] lr: 3.000e-03, eta: 12:12:03, time: 0.728, data_time: 0.005, memory: 4947, top1_acc: 0.6729, top5_acc: 0.8604, loss_cls: 1.3411, loss: 1.3411, grad_norm: 4.9785 2020-08-14 16:16:34,907 - mmaction - INFO - Epoch [75][860/1253] lr: 3.000e-03, eta: 12:11:31, time: 0.742, data_time: 0.008, memory: 4947, top1_acc: 0.6906, top5_acc: 0.8654, loss_cls: 1.2956, loss: 1.2956, grad_norm: 4.8689 2020-08-14 16:16:50,097 - mmaction - INFO - Epoch [75][880/1253] lr: 3.000e-03, eta: 12:10:59, time: 0.758, data_time: 0.005, memory: 4947, top1_acc: 0.6745, top5_acc: 0.8573, loss_cls: 1.3452, loss: 1.3452, grad_norm: 4.8077 2020-08-14 16:17:05,369 - mmaction - INFO - Epoch [75][900/1253] lr: 3.000e-03, eta: 12:10:27, time: 0.765, data_time: 0.007, memory: 4947, top1_acc: 0.6742, top5_acc: 0.8562, loss_cls: 1.3643, loss: 1.3643, grad_norm: 4.9974 2020-08-14 16:17:21,476 - mmaction - INFO - Epoch [75][920/1253] lr: 3.000e-03, eta: 12:09:56, time: 0.802, data_time: 0.007, memory: 4947, top1_acc: 0.6849, top5_acc: 0.8737, loss_cls: 1.2809, loss: 1.2809, grad_norm: 4.9065 2020-08-14 16:17:36,325 - mmaction - INFO - Epoch [75][940/1253] lr: 3.000e-03, eta: 12:09:24, time: 0.746, data_time: 0.008, memory: 4947, top1_acc: 0.6680, top5_acc: 0.8583, loss_cls: 1.3675, loss: 1.3675, grad_norm: 5.0086 2020-08-14 16:17:51,033 - mmaction - INFO - Epoch [75][960/1253] lr: 3.000e-03, eta: 12:08:51, time: 0.736, data_time: 0.005, memory: 4947, top1_acc: 0.6734, top5_acc: 0.8578, loss_cls: 1.3378, loss: 1.3378, grad_norm: 4.9956 2020-08-14 16:18:06,477 - mmaction - INFO - Epoch [75][980/1253] lr: 3.000e-03, eta: 12:08:20, time: 0.768, data_time: 0.006, memory: 4947, top1_acc: 0.6701, top5_acc: 0.8633, loss_cls: 1.3309, loss: 1.3309, grad_norm: 4.8881 2020-08-14 16:18:21,638 - mmaction - INFO - Epoch [75][1000/1253] lr: 3.000e-03, eta: 12:07:48, time: 0.761, data_time: 0.007, memory: 4947, top1_acc: 0.6745, top5_acc: 0.8615, loss_cls: 1.3517, loss: 1.3517, grad_norm: 4.9914 2020-08-14 16:18:35,812 - mmaction - INFO - Epoch [75][1020/1253] lr: 3.000e-03, eta: 12:07:16, time: 0.705, data_time: 0.006, memory: 4947, top1_acc: 0.6786, top5_acc: 0.8547, loss_cls: 1.3586, loss: 1.3586, grad_norm: 4.9377 2020-08-14 16:18:52,033 - mmaction - INFO - Epoch [75][1040/1253] lr: 3.000e-03, eta: 12:06:44, time: 0.813, data_time: 0.008, memory: 4947, top1_acc: 0.6813, top5_acc: 0.8615, loss_cls: 1.3171, loss: 1.3171, grad_norm: 4.8233 2020-08-14 16:19:07,732 - mmaction - INFO - Epoch [75][1060/1253] lr: 3.000e-03, eta: 12:06:12, time: 0.786, data_time: 0.005, memory: 4947, top1_acc: 0.6745, top5_acc: 0.8609, loss_cls: 1.3413, loss: 1.3413, grad_norm: 4.9824 2020-08-14 16:19:23,882 - mmaction - INFO - Epoch [75][1080/1253] lr: 3.000e-03, eta: 12:05:41, time: 0.806, data_time: 0.006, memory: 4947, top1_acc: 0.6594, top5_acc: 0.8503, loss_cls: 1.4272, loss: 1.4272, grad_norm: 5.0376 2020-08-14 16:21:32,063 - mmaction - INFO - Epoch [75][1100/1253] lr: 3.000e-03, eta: 12:05:47, time: 6.410, data_time: 0.005, memory: 4947, top1_acc: 0.6919, top5_acc: 0.8635, loss_cls: 1.2847, loss: 1.2847, grad_norm: 4.7722 2020-08-14 16:21:44,274 - mmaction - INFO - Epoch [75][1120/1253] lr: 3.000e-03, eta: 12:05:14, time: 0.611, data_time: 0.005, memory: 4947, top1_acc: 0.6667, top5_acc: 0.8565, loss_cls: 1.3862, loss: 1.3862, grad_norm: 4.9891 2020-08-14 16:21:56,472 - mmaction - INFO - Epoch [75][1140/1253] lr: 3.000e-03, eta: 12:04:41, time: 0.609, data_time: 0.003, memory: 4947, top1_acc: 0.6656, top5_acc: 0.8596, loss_cls: 1.3628, loss: 1.3628, grad_norm: 4.8813 2020-08-14 16:22:09,662 - mmaction - INFO - Epoch [75][1160/1253] lr: 3.000e-03, eta: 12:04:09, time: 0.660, data_time: 0.007, memory: 4947, top1_acc: 0.6747, top5_acc: 0.8570, loss_cls: 1.3476, loss: 1.3476, grad_norm: 4.8489 2020-08-14 16:22:23,231 - mmaction - INFO - Epoch [75][1180/1253] lr: 3.000e-03, eta: 12:03:36, time: 0.679, data_time: 0.007, memory: 4947, top1_acc: 0.6643, top5_acc: 0.8594, loss_cls: 1.3506, loss: 1.3506, grad_norm: 5.0310 2020-08-14 16:22:37,576 - mmaction - INFO - Epoch [75][1200/1253] lr: 3.000e-03, eta: 12:03:04, time: 0.718, data_time: 0.002, memory: 4947, top1_acc: 0.6758, top5_acc: 0.8706, loss_cls: 1.2966, loss: 1.2966, grad_norm: 4.7726 2020-08-14 16:22:53,541 - mmaction - INFO - Epoch [75][1220/1253] lr: 3.000e-03, eta: 12:02:33, time: 0.797, data_time: 0.006, memory: 4947, top1_acc: 0.6865, top5_acc: 0.8682, loss_cls: 1.3061, loss: 1.3061, grad_norm: 4.9084 2020-08-14 16:23:07,537 - mmaction - INFO - Epoch [75][1240/1253] lr: 3.000e-03, eta: 12:02:01, time: 0.699, data_time: 0.005, memory: 4947, top1_acc: 0.6753, top5_acc: 0.8656, loss_cls: 1.3334, loss: 1.3334, grad_norm: 5.0460 2020-08-14 16:23:16,548 - mmaction - INFO - Saving checkpoint at 75 epochs 2020-08-14 16:33:38,705 - mmaction - INFO - Epoch [76][20/1253] lr: 3.000e-03, eta: 12:04:26, time: 31.031, data_time: 0.450, memory: 4947, top1_acc: 0.6773, top5_acc: 0.8549, loss_cls: 1.3395, loss: 1.3395, grad_norm: 4.8317 2020-08-14 16:33:51,096 - mmaction - INFO - Epoch [76][40/1253] lr: 3.000e-03, eta: 12:03:54, time: 0.617, data_time: 0.004, memory: 4947, top1_acc: 0.6958, top5_acc: 0.8734, loss_cls: 1.2486, loss: 1.2486, grad_norm: 4.8034 2020-08-14 16:34:03,428 - mmaction - INFO - Epoch [76][60/1253] lr: 3.000e-03, eta: 12:03:21, time: 0.614, data_time: 0.006, memory: 4947, top1_acc: 0.6922, top5_acc: 0.8724, loss_cls: 1.2703, loss: 1.2703, grad_norm: 4.9218 2020-08-14 16:34:15,657 - mmaction - INFO - Epoch [76][80/1253] lr: 3.000e-03, eta: 12:02:48, time: 0.615, data_time: 0.007, memory: 4947, top1_acc: 0.6893, top5_acc: 0.8734, loss_cls: 1.2824, loss: 1.2824, grad_norm: 4.8692 2020-08-14 16:34:27,986 - mmaction - INFO - Epoch [76][100/1253] lr: 3.000e-03, eta: 12:02:15, time: 0.615, data_time: 0.008, memory: 4947, top1_acc: 0.6703, top5_acc: 0.8539, loss_cls: 1.3370, loss: 1.3370, grad_norm: 4.8194 2020-08-14 16:34:40,568 - mmaction - INFO - Epoch [76][120/1253] lr: 3.000e-03, eta: 12:01:42, time: 0.629, data_time: 0.006, memory: 4947, top1_acc: 0.6854, top5_acc: 0.8768, loss_cls: 1.2835, loss: 1.2835, grad_norm: 5.0312 2020-08-14 16:34:52,948 - mmaction - INFO - Epoch [76][140/1253] lr: 3.000e-03, eta: 12:01:09, time: 0.618, data_time: 0.007, memory: 4947, top1_acc: 0.6708, top5_acc: 0.8661, loss_cls: 1.3170, loss: 1.3170, grad_norm: 4.9498 2020-08-14 16:35:05,629 - mmaction - INFO - Epoch [76][160/1253] lr: 3.000e-03, eta: 12:00:37, time: 0.637, data_time: 0.009, memory: 4947, top1_acc: 0.6729, top5_acc: 0.8591, loss_cls: 1.3579, loss: 1.3579, grad_norm: 5.0334 2020-08-14 16:35:20,387 - mmaction - INFO - Epoch [76][180/1253] lr: 3.000e-03, eta: 12:00:04, time: 0.737, data_time: 0.007, memory: 4947, top1_acc: 0.6852, top5_acc: 0.8716, loss_cls: 1.2785, loss: 1.2785, grad_norm: 4.9438 2020-08-14 16:35:32,911 - mmaction - INFO - Epoch [76][200/1253] lr: 3.000e-03, eta: 11:59:32, time: 0.623, data_time: 0.009, memory: 4947, top1_acc: 0.6648, top5_acc: 0.8583, loss_cls: 1.3661, loss: 1.3661, grad_norm: 4.9768 2020-08-14 16:35:45,753 - mmaction - INFO - Epoch [76][220/1253] lr: 3.000e-03, eta: 11:58:59, time: 0.646, data_time: 0.008, memory: 4947, top1_acc: 0.6656, top5_acc: 0.8596, loss_cls: 1.3490, loss: 1.3490, grad_norm: 4.9385 2020-08-14 16:36:00,110 - mmaction - INFO - Epoch [76][240/1253] lr: 3.000e-03, eta: 11:58:27, time: 0.716, data_time: 0.004, memory: 4947, top1_acc: 0.6786, top5_acc: 0.8698, loss_cls: 1.2952, loss: 1.2952, grad_norm: 4.9430 2020-08-14 16:36:12,959 - mmaction - INFO - Epoch [76][260/1253] lr: 3.000e-03, eta: 11:57:54, time: 0.643, data_time: 0.008, memory: 4947, top1_acc: 0.6758, top5_acc: 0.8615, loss_cls: 1.3197, loss: 1.3197, grad_norm: 4.9989 2020-08-14 16:36:27,748 - mmaction - INFO - Epoch [76][280/1253] lr: 3.000e-03, eta: 11:57:22, time: 0.737, data_time: 0.008, memory: 4947, top1_acc: 0.6760, top5_acc: 0.8711, loss_cls: 1.3046, loss: 1.3046, grad_norm: 4.8513 2020-08-14 16:36:42,565 - mmaction - INFO - Epoch [76][300/1253] lr: 3.000e-03, eta: 11:56:50, time: 0.744, data_time: 0.005, memory: 4947, top1_acc: 0.6849, top5_acc: 0.8615, loss_cls: 1.3452, loss: 1.3452, grad_norm: 4.9789 2020-08-14 16:36:56,851 - mmaction - INFO - Epoch [76][320/1253] lr: 3.000e-03, eta: 11:56:18, time: 0.712, data_time: 0.002, memory: 4947, top1_acc: 0.6779, top5_acc: 0.8599, loss_cls: 1.3323, loss: 1.3323, grad_norm: 5.0190 2020-08-14 16:37:11,083 - mmaction - INFO - Epoch [76][340/1253] lr: 3.000e-03, eta: 11:55:46, time: 0.710, data_time: 0.008, memory: 4947, top1_acc: 0.6859, top5_acc: 0.8750, loss_cls: 1.2582, loss: 1.2582, grad_norm: 4.8598 2020-08-14 16:37:25,020 - mmaction - INFO - Epoch [76][360/1253] lr: 3.000e-03, eta: 11:55:14, time: 0.700, data_time: 0.006, memory: 4947, top1_acc: 0.6771, top5_acc: 0.8628, loss_cls: 1.3259, loss: 1.3259, grad_norm: 5.0004 2020-08-14 16:37:39,795 - mmaction - INFO - Epoch [76][380/1253] lr: 3.000e-03, eta: 11:54:42, time: 0.740, data_time: 0.007, memory: 4947, top1_acc: 0.6893, top5_acc: 0.8688, loss_cls: 1.2840, loss: 1.2840, grad_norm: 4.8578 2020-08-14 16:37:54,875 - mmaction - INFO - Epoch [76][400/1253] lr: 3.000e-03, eta: 11:54:10, time: 0.754, data_time: 0.002, memory: 4947, top1_acc: 0.7026, top5_acc: 0.8807, loss_cls: 1.2391, loss: 1.2391, grad_norm: 4.8163 2020-08-14 16:38:08,794 - mmaction - INFO - Epoch [76][420/1253] lr: 3.000e-03, eta: 11:53:38, time: 0.693, data_time: 0.007, memory: 4947, top1_acc: 0.6646, top5_acc: 0.8630, loss_cls: 1.3327, loss: 1.3327, grad_norm: 4.9820 2020-08-14 16:38:23,855 - mmaction - INFO - Epoch [76][440/1253] lr: 3.000e-03, eta: 11:53:06, time: 0.753, data_time: 0.009, memory: 4947, top1_acc: 0.6812, top5_acc: 0.8719, loss_cls: 1.2911, loss: 1.2911, grad_norm: 4.9369 2020-08-14 16:38:38,857 - mmaction - INFO - Epoch [76][460/1253] lr: 3.000e-03, eta: 11:52:34, time: 0.750, data_time: 0.007, memory: 4947, top1_acc: 0.6786, top5_acc: 0.8737, loss_cls: 1.2947, loss: 1.2947, grad_norm: 4.8718 2020-08-14 16:38:52,682 - mmaction - INFO - Epoch [76][480/1253] lr: 3.000e-03, eta: 11:52:02, time: 0.692, data_time: 0.008, memory: 4947, top1_acc: 0.6836, top5_acc: 0.8732, loss_cls: 1.2927, loss: 1.2927, grad_norm: 4.8397 2020-08-14 16:39:07,254 - mmaction - INFO - Epoch [76][500/1253] lr: 3.000e-03, eta: 11:51:30, time: 0.730, data_time: 0.007, memory: 4947, top1_acc: 0.6784, top5_acc: 0.8747, loss_cls: 1.2804, loss: 1.2804, grad_norm: 5.1231 2020-08-14 16:39:22,701 - mmaction - INFO - Epoch [76][520/1253] lr: 3.000e-03, eta: 11:50:58, time: 0.774, data_time: 0.008, memory: 4947, top1_acc: 0.6760, top5_acc: 0.8641, loss_cls: 1.3284, loss: 1.3284, grad_norm: 4.9609 2020-08-14 16:39:38,031 - mmaction - INFO - Epoch [76][540/1253] lr: 3.000e-03, eta: 11:50:26, time: 0.765, data_time: 0.005, memory: 4947, top1_acc: 0.6602, top5_acc: 0.8552, loss_cls: 1.3871, loss: 1.3871, grad_norm: 5.1063 2020-08-14 16:39:51,925 - mmaction - INFO - Epoch [76][560/1253] lr: 3.000e-03, eta: 11:49:54, time: 0.696, data_time: 0.005, memory: 4947, top1_acc: 0.6867, top5_acc: 0.8620, loss_cls: 1.3228, loss: 1.3228, grad_norm: 4.8076 2020-08-14 16:40:06,594 - mmaction - INFO - Epoch [76][580/1253] lr: 3.000e-03, eta: 11:49:22, time: 0.732, data_time: 0.006, memory: 4947, top1_acc: 0.6687, top5_acc: 0.8542, loss_cls: 1.3749, loss: 1.3749, grad_norm: 4.9873 2020-08-14 16:43:49,912 - mmaction - INFO - Epoch [76][600/1253] lr: 3.000e-03, eta: 11:49:58, time: 11.165, data_time: 0.004, memory: 4947, top1_acc: 0.6724, top5_acc: 0.8622, loss_cls: 1.3324, loss: 1.3324, grad_norm: 4.9189 2020-08-14 17:14:18,047 - mmaction - INFO - Epoch [76][620/1253] lr: 3.000e-03, eta: 11:59:15, time: 91.396, data_time: 16.822, memory: 4947, top1_acc: 0.6768, top5_acc: 0.8628, loss_cls: 1.3120, loss: 1.3120, grad_norm: 4.9852 2020-08-14 17:14:30,811 - mmaction - INFO - Epoch [76][640/1253] lr: 3.000e-03, eta: 11:58:42, time: 0.650, data_time: 0.058, memory: 4947, top1_acc: 0.6862, top5_acc: 0.8693, loss_cls: 1.2736, loss: 1.2736, grad_norm: 4.7662 2020-08-14 17:14:43,100 - mmaction - INFO - Epoch [76][660/1253] lr: 3.000e-03, eta: 11:58:08, time: 0.615, data_time: 0.008, memory: 4947, top1_acc: 0.6693, top5_acc: 0.8602, loss_cls: 1.3504, loss: 1.3504, grad_norm: 4.9761 2020-08-14 17:14:55,493 - mmaction - INFO - Epoch [76][680/1253] lr: 3.000e-03, eta: 11:57:35, time: 0.616, data_time: 0.008, memory: 4947, top1_acc: 0.6742, top5_acc: 0.8620, loss_cls: 1.3140, loss: 1.3140, grad_norm: 4.8408 2020-08-14 17:15:08,135 - mmaction - INFO - Epoch [76][700/1253] lr: 3.000e-03, eta: 11:57:02, time: 0.636, data_time: 0.008, memory: 4947, top1_acc: 0.6763, top5_acc: 0.8690, loss_cls: 1.3266, loss: 1.3266, grad_norm: 5.0152 2020-08-14 17:15:20,516 - mmaction - INFO - Epoch [76][720/1253] lr: 3.000e-03, eta: 11:56:29, time: 0.620, data_time: 0.005, memory: 4947, top1_acc: 0.6742, top5_acc: 0.8659, loss_cls: 1.3454, loss: 1.3454, grad_norm: 5.0221 2020-08-14 17:15:33,206 - mmaction - INFO - Epoch [76][740/1253] lr: 3.000e-03, eta: 11:55:56, time: 0.633, data_time: 0.003, memory: 4947, top1_acc: 0.6695, top5_acc: 0.8607, loss_cls: 1.3462, loss: 1.3462, grad_norm: 4.9959 2020-08-14 17:15:47,001 - mmaction - INFO - Epoch [76][760/1253] lr: 3.000e-03, eta: 11:55:23, time: 0.691, data_time: 0.007, memory: 4947, top1_acc: 0.6812, top5_acc: 0.8643, loss_cls: 1.3156, loss: 1.3156, grad_norm: 4.8747 2020-08-14 17:24:24,726 - mmaction - INFO - Epoch [76][780/1253] lr: 3.000e-03, eta: 11:57:33, time: 25.880, data_time: 0.007, memory: 4947, top1_acc: 0.6781, top5_acc: 0.8615, loss_cls: 1.3444, loss: 1.3444, grad_norm: 4.8200 2020-08-14 17:38:31,487 - mmaction - INFO - Epoch [76][800/1253] lr: 3.000e-03, eta: 12:01:28, time: 42.343, data_time: 21.434, memory: 4947, top1_acc: 0.6615, top5_acc: 0.8497, loss_cls: 1.4070, loss: 1.4070, grad_norm: 4.9721 2020-08-14 17:49:17,745 - mmaction - INFO - Epoch [76][820/1253] lr: 3.000e-03, eta: 12:04:19, time: 32.311, data_time: 0.003, memory: 4947, top1_acc: 0.6747, top5_acc: 0.8552, loss_cls: 1.3597, loss: 1.3597, grad_norm: 4.8488 2020-08-14 18:04:23,836 - mmaction - INFO - Epoch [76][840/1253] lr: 3.000e-03, eta: 12:08:33, time: 45.301, data_time: 13.266, memory: 4947, top1_acc: 0.6596, top5_acc: 0.8521, loss_cls: 1.4082, loss: 1.4082, grad_norm: 5.0081 2020-08-14 18:19:45,642 - mmaction - INFO - Epoch [76][860/1253] lr: 3.000e-03, eta: 12:12:51, time: 46.093, data_time: 0.016, memory: 4947, top1_acc: 0.6914, top5_acc: 0.8672, loss_cls: 1.3095, loss: 1.3095, grad_norm: 4.8874 2020-08-14 18:25:05,149 - mmaction - INFO - Epoch [76][880/1253] lr: 3.000e-03, eta: 12:13:55, time: 15.979, data_time: 0.010, memory: 4947, top1_acc: 0.6740, top5_acc: 0.8622, loss_cls: 1.3577, loss: 1.3577, grad_norm: 5.0000 2020-08-14 18:27:29,786 - mmaction - INFO - Epoch [76][900/1253] lr: 3.000e-03, eta: 12:14:03, time: 7.231, data_time: 0.003, memory: 4947, top1_acc: 0.6766, top5_acc: 0.8589, loss_cls: 1.3423, loss: 1.3423, grad_norm: 4.9461 2020-08-14 18:27:42,319 - mmaction - INFO - Epoch [76][920/1253] lr: 3.000e-03, eta: 12:13:29, time: 0.627, data_time: 0.010, memory: 4947, top1_acc: 0.6846, top5_acc: 0.8557, loss_cls: 1.3348, loss: 1.3348, grad_norm: 4.9053 2020-08-14 18:27:54,839 - mmaction - INFO - Epoch [76][940/1253] lr: 3.000e-03, eta: 12:12:55, time: 0.623, data_time: 0.008, memory: 4947, top1_acc: 0.6625, top5_acc: 0.8536, loss_cls: 1.4011, loss: 1.4011, grad_norm: 4.9974 2020-08-14 18:28:07,125 - mmaction - INFO - Epoch [76][960/1253] lr: 3.000e-03, eta: 12:12:21, time: 0.617, data_time: 0.007, memory: 4947, top1_acc: 0.6714, top5_acc: 0.8604, loss_cls: 1.3441, loss: 1.3441, grad_norm: 4.9533 2020-08-14 18:28:19,592 - mmaction - INFO - Epoch [76][980/1253] lr: 3.000e-03, eta: 12:11:46, time: 0.623, data_time: 0.009, memory: 4947, top1_acc: 0.6729, top5_acc: 0.8701, loss_cls: 1.2990, loss: 1.2990, grad_norm: 4.8676 2020-08-14 18:28:32,298 - mmaction - INFO - Epoch [76][1000/1253] lr: 3.000e-03, eta: 12:11:12, time: 0.633, data_time: 0.008, memory: 4947, top1_acc: 0.6833, top5_acc: 0.8680, loss_cls: 1.3201, loss: 1.3201, grad_norm: 5.0599 2020-08-14 18:28:45,176 - mmaction - INFO - Epoch [76][1020/1253] lr: 3.000e-03, eta: 12:10:38, time: 0.647, data_time: 0.008, memory: 4947, top1_acc: 0.6789, top5_acc: 0.8703, loss_cls: 1.3054, loss: 1.3054, grad_norm: 4.9699 2020-08-14 18:28:58,742 - mmaction - INFO - Epoch [76][1040/1253] lr: 3.000e-03, eta: 12:10:04, time: 0.678, data_time: 0.008, memory: 4947, top1_acc: 0.6721, top5_acc: 0.8591, loss_cls: 1.3710, loss: 1.3710, grad_norm: 4.9998 2020-08-14 18:29:11,877 - mmaction - INFO - Epoch [76][1060/1253] lr: 3.000e-03, eta: 12:09:30, time: 0.656, data_time: 0.010, memory: 4947, top1_acc: 0.6711, top5_acc: 0.8552, loss_cls: 1.3493, loss: 1.3493, grad_norm: 4.9249 2020-08-14 18:29:25,028 - mmaction - INFO - Epoch [76][1080/1253] lr: 3.000e-03, eta: 12:08:57, time: 0.659, data_time: 0.008, memory: 4947, top1_acc: 0.6802, top5_acc: 0.8656, loss_cls: 1.3087, loss: 1.3087, grad_norm: 4.8262 2020-08-14 18:29:39,698 - mmaction - INFO - Epoch [76][1100/1253] lr: 3.000e-03, eta: 12:08:23, time: 0.735, data_time: 0.007, memory: 4947, top1_acc: 0.6701, top5_acc: 0.8552, loss_cls: 1.3677, loss: 1.3677, grad_norm: 4.9223 2020-08-14 18:29:53,720 - mmaction - INFO - Epoch [76][1120/1253] lr: 3.000e-03, eta: 12:07:49, time: 0.701, data_time: 0.003, memory: 4947, top1_acc: 0.6594, top5_acc: 0.8589, loss_cls: 1.3930, loss: 1.3930, grad_norm: 4.9800 2020-08-14 18:30:08,986 - mmaction - INFO - Epoch [76][1140/1253] lr: 3.000e-03, eta: 12:07:16, time: 0.761, data_time: 0.006, memory: 4947, top1_acc: 0.6839, top5_acc: 0.8669, loss_cls: 1.3187, loss: 1.3187, grad_norm: 4.9044 2020-08-14 18:30:23,267 - mmaction - INFO - Epoch [76][1160/1253] lr: 3.000e-03, eta: 12:06:43, time: 0.717, data_time: 0.008, memory: 4947, top1_acc: 0.6724, top5_acc: 0.8578, loss_cls: 1.3254, loss: 1.3254, grad_norm: 4.9849 2020-08-14 18:30:37,459 - mmaction - INFO - Epoch [76][1180/1253] lr: 3.000e-03, eta: 12:06:09, time: 0.706, data_time: 0.005, memory: 4947, top1_acc: 0.6745, top5_acc: 0.8633, loss_cls: 1.3343, loss: 1.3343, grad_norm: 4.9590 2020-08-14 18:30:51,828 - mmaction - INFO - Epoch [76][1200/1253] lr: 3.000e-03, eta: 12:05:36, time: 0.721, data_time: 0.008, memory: 4947, top1_acc: 0.6813, top5_acc: 0.8583, loss_cls: 1.3389, loss: 1.3389, grad_norm: 4.9844 2020-08-14 18:31:06,207 - mmaction - INFO - Epoch [76][1220/1253] lr: 3.000e-03, eta: 12:05:02, time: 0.716, data_time: 0.002, memory: 4947, top1_acc: 0.6786, top5_acc: 0.8643, loss_cls: 1.3281, loss: 1.3281, grad_norm: 4.9398 2020-08-14 18:31:20,867 - mmaction - INFO - Epoch [76][1240/1253] lr: 3.000e-03, eta: 12:04:29, time: 0.736, data_time: 0.008, memory: 4947, top1_acc: 0.6760, top5_acc: 0.8641, loss_cls: 1.2962, loss: 1.2962, grad_norm: 4.8719 2020-08-14 18:31:29,610 - mmaction - INFO - Saving checkpoint at 76 epochs 2020-08-14 18:39:08,506 - mmaction - INFO - Epoch [77][20/1253] lr: 3.000e-03, eta: 12:05:51, time: 22.909, data_time: 20.253, memory: 4947, top1_acc: 0.6789, top5_acc: 0.8583, loss_cls: 1.3243, loss: 1.3243, grad_norm: 4.8598 2020-08-14 18:39:20,973 - mmaction - INFO - Epoch [77][40/1253] lr: 3.000e-03, eta: 12:05:16, time: 0.625, data_time: 0.008, memory: 4947, top1_acc: 0.6760, top5_acc: 0.8594, loss_cls: 1.3309, loss: 1.3309, grad_norm: 4.9612 2020-08-14 18:39:33,420 - mmaction - INFO - Epoch [77][60/1253] lr: 3.000e-03, eta: 12:04:42, time: 0.623, data_time: 0.009, memory: 4947, top1_acc: 0.6755, top5_acc: 0.8654, loss_cls: 1.3277, loss: 1.3277, grad_norm: 4.9290 2020-08-14 18:39:46,043 - mmaction - INFO - Epoch [77][80/1253] lr: 3.000e-03, eta: 12:04:08, time: 0.628, data_time: 0.007, memory: 4947, top1_acc: 0.6862, top5_acc: 0.8654, loss_cls: 1.2999, loss: 1.2999, grad_norm: 4.9984 2020-08-14 18:39:58,793 - mmaction - INFO - Epoch [77][100/1253] lr: 3.000e-03, eta: 12:03:34, time: 0.638, data_time: 0.007, memory: 4947, top1_acc: 0.6956, top5_acc: 0.8792, loss_cls: 1.2305, loss: 1.2305, grad_norm: 4.8503 2020-08-14 18:40:12,514 - mmaction - INFO - Epoch [77][120/1253] lr: 3.000e-03, eta: 12:03:00, time: 0.688, data_time: 0.009, memory: 4947, top1_acc: 0.6807, top5_acc: 0.8667, loss_cls: 1.2922, loss: 1.2922, grad_norm: 4.9282 2020-08-14 18:40:25,785 - mmaction - INFO - Epoch [77][140/1253] lr: 3.000e-03, eta: 12:02:26, time: 0.660, data_time: 0.006, memory: 4947, top1_acc: 0.6768, top5_acc: 0.8682, loss_cls: 1.3284, loss: 1.3284, grad_norm: 4.9930 2020-08-14 18:40:38,187 - mmaction - INFO - Epoch [77][160/1253] lr: 3.000e-03, eta: 12:01:52, time: 0.621, data_time: 0.007, memory: 4947, top1_acc: 0.6776, top5_acc: 0.8669, loss_cls: 1.3090, loss: 1.3090, grad_norm: 4.9362 2020-08-14 18:40:51,313 - mmaction - INFO - Epoch [77][180/1253] lr: 3.000e-03, eta: 12:01:18, time: 0.656, data_time: 0.009, memory: 4947, top1_acc: 0.6687, top5_acc: 0.8544, loss_cls: 1.3767, loss: 1.3767, grad_norm: 5.0348 2020-08-14 18:41:04,511 - mmaction - INFO - Epoch [77][200/1253] lr: 3.000e-03, eta: 12:00:44, time: 0.662, data_time: 0.008, memory: 4947, top1_acc: 0.6812, top5_acc: 0.8688, loss_cls: 1.2836, loss: 1.2836, grad_norm: 4.9632 2020-08-14 18:41:19,107 - mmaction - INFO - Epoch [77][220/1253] lr: 3.000e-03, eta: 12:00:11, time: 0.729, data_time: 0.006, memory: 4947, top1_acc: 0.6820, top5_acc: 0.8695, loss_cls: 1.3107, loss: 1.3107, grad_norm: 4.9016 2020-08-14 18:41:33,350 - mmaction - INFO - Epoch [77][240/1253] lr: 3.000e-03, eta: 11:59:37, time: 0.713, data_time: 0.004, memory: 4947, top1_acc: 0.6888, top5_acc: 0.8747, loss_cls: 1.3032, loss: 1.3032, grad_norm: 4.8083 2020-08-14 18:41:47,453 - mmaction - INFO - Epoch [77][260/1253] lr: 3.000e-03, eta: 11:59:04, time: 0.703, data_time: 0.005, memory: 4947, top1_acc: 0.6802, top5_acc: 0.8609, loss_cls: 1.3165, loss: 1.3165, grad_norm: 4.9570 2020-08-14 18:42:01,697 - mmaction - INFO - Epoch [77][280/1253] lr: 3.000e-03, eta: 11:58:30, time: 0.714, data_time: 0.006, memory: 4947, top1_acc: 0.6602, top5_acc: 0.8672, loss_cls: 1.3406, loss: 1.3406, grad_norm: 4.9979 2020-08-14 18:42:15,187 - mmaction - INFO - Epoch [77][300/1253] lr: 3.000e-03, eta: 11:57:56, time: 0.671, data_time: 0.006, memory: 4947, top1_acc: 0.6943, top5_acc: 0.8661, loss_cls: 1.2932, loss: 1.2932, grad_norm: 4.9252 2020-08-14 18:42:30,050 - mmaction - INFO - Epoch [77][320/1253] lr: 3.000e-03, eta: 11:57:23, time: 0.744, data_time: 0.007, memory: 4947, top1_acc: 0.6818, top5_acc: 0.8664, loss_cls: 1.3016, loss: 1.3016, grad_norm: 4.8523 2020-08-14 18:42:45,120 - mmaction - INFO - Epoch [77][340/1253] lr: 3.000e-03, eta: 11:56:50, time: 0.752, data_time: 0.008, memory: 4947, top1_acc: 0.6852, top5_acc: 0.8701, loss_cls: 1.2913, loss: 1.2913, grad_norm: 4.8725 2020-08-14 18:42:59,233 - mmaction - INFO - Epoch [77][360/1253] lr: 3.000e-03, eta: 11:56:16, time: 0.708, data_time: 0.010, memory: 4947, top1_acc: 0.6771, top5_acc: 0.8596, loss_cls: 1.3667, loss: 1.3667, grad_norm: 5.0014 2020-08-14 18:43:14,020 - mmaction - INFO - Epoch [77][380/1253] lr: 3.000e-03, eta: 11:55:43, time: 0.737, data_time: 0.005, memory: 4947, top1_acc: 0.6810, top5_acc: 0.8622, loss_cls: 1.3233, loss: 1.3233, grad_norm: 4.9867 2020-08-14 18:43:28,510 - mmaction - INFO - Epoch [77][400/1253] lr: 3.000e-03, eta: 11:55:10, time: 0.725, data_time: 0.008, memory: 4947, top1_acc: 0.6776, top5_acc: 0.8568, loss_cls: 1.3498, loss: 1.3498, grad_norm: 4.9538 2020-08-14 18:43:42,323 - mmaction - INFO - Epoch [77][420/1253] lr: 3.000e-03, eta: 11:54:36, time: 0.691, data_time: 0.007, memory: 4947, top1_acc: 0.6635, top5_acc: 0.8599, loss_cls: 1.3605, loss: 1.3605, grad_norm: 4.9248 2020-08-14 18:43:56,508 - mmaction - INFO - Epoch [77][440/1253] lr: 3.000e-03, eta: 11:54:03, time: 0.710, data_time: 0.006, memory: 4947, top1_acc: 0.6680, top5_acc: 0.8586, loss_cls: 1.3458, loss: 1.3458, grad_norm: 5.0372 2020-08-14 18:44:12,100 - mmaction - INFO - Epoch [77][460/1253] lr: 3.000e-03, eta: 11:53:30, time: 0.780, data_time: 0.007, memory: 4947, top1_acc: 0.6815, top5_acc: 0.8690, loss_cls: 1.2966, loss: 1.2966, grad_norm: 5.0171 2020-08-14 18:44:25,753 - mmaction - INFO - Epoch [77][480/1253] lr: 3.000e-03, eta: 11:52:56, time: 0.682, data_time: 0.008, memory: 4947, top1_acc: 0.6667, top5_acc: 0.8628, loss_cls: 1.3332, loss: 1.3332, grad_norm: 5.0208 2020-08-14 18:44:39,777 - mmaction - INFO - Epoch [77][500/1253] lr: 3.000e-03, eta: 11:52:22, time: 0.699, data_time: 0.007, memory: 4947, top1_acc: 0.6789, top5_acc: 0.8620, loss_cls: 1.3164, loss: 1.3164, grad_norm: 4.9770 2020-08-14 18:44:55,063 - mmaction - INFO - Epoch [77][520/1253] lr: 3.000e-03, eta: 11:51:49, time: 0.765, data_time: 0.009, memory: 4947, top1_acc: 0.6885, top5_acc: 0.8758, loss_cls: 1.2615, loss: 1.2615, grad_norm: 4.8975 2020-08-14 18:45:09,699 - mmaction - INFO - Epoch [77][540/1253] lr: 3.000e-03, eta: 11:51:16, time: 0.734, data_time: 0.007, memory: 4947, top1_acc: 0.6766, top5_acc: 0.8633, loss_cls: 1.3164, loss: 1.3164, grad_norm: 4.9406 2020-08-14 18:45:23,251 - mmaction - INFO - Epoch [77][560/1253] lr: 3.000e-03, eta: 11:50:42, time: 0.675, data_time: 0.008, memory: 4947, top1_acc: 0.6802, top5_acc: 0.8594, loss_cls: 1.3372, loss: 1.3372, grad_norm: 4.9559 2020-08-14 18:45:38,990 - mmaction - INFO - Epoch [77][580/1253] lr: 3.000e-03, eta: 11:50:09, time: 0.789, data_time: 0.006, memory: 4947, top1_acc: 0.6859, top5_acc: 0.8654, loss_cls: 1.3050, loss: 1.3050, grad_norm: 4.9443 2020-08-14 18:45:53,519 - mmaction - INFO - Epoch [77][600/1253] lr: 3.000e-03, eta: 11:49:36, time: 0.727, data_time: 0.007, memory: 4947, top1_acc: 0.6872, top5_acc: 0.8719, loss_cls: 1.2711, loss: 1.2711, grad_norm: 4.8747 2020-08-14 18:46:07,515 - mmaction - INFO - Epoch [77][620/1253] lr: 3.000e-03, eta: 11:49:03, time: 0.700, data_time: 0.002, memory: 4947, top1_acc: 0.6836, top5_acc: 0.8648, loss_cls: 1.3232, loss: 1.3232, grad_norm: 5.0468 2020-08-14 18:46:21,962 - mmaction - INFO - Epoch [77][640/1253] lr: 3.000e-03, eta: 11:48:29, time: 0.718, data_time: 0.004, memory: 4947, top1_acc: 0.6820, top5_acc: 0.8628, loss_cls: 1.3385, loss: 1.3385, grad_norm: 4.9908 2020-08-14 18:46:36,287 - mmaction - INFO - Epoch [77][660/1253] lr: 3.000e-03, eta: 11:47:56, time: 0.720, data_time: 0.007, memory: 4947, top1_acc: 0.6716, top5_acc: 0.8609, loss_cls: 1.3251, loss: 1.3251, grad_norm: 5.0187 2020-08-14 18:52:27,426 - mmaction - INFO - Epoch [77][680/1253] lr: 3.000e-03, eta: 11:49:06, time: 17.556, data_time: 0.006, memory: 4947, top1_acc: 0.6747, top5_acc: 0.8625, loss_cls: 1.3263, loss: 1.3263, grad_norm: 4.9085 2020-08-14 18:52:39,720 - mmaction - INFO - Epoch [77][700/1253] lr: 3.000e-03, eta: 11:48:32, time: 0.615, data_time: 0.004, memory: 4947, top1_acc: 0.6820, top5_acc: 0.8661, loss_cls: 1.3048, loss: 1.3048, grad_norm: 4.9886 2020-08-14 18:52:51,902 - mmaction - INFO - Epoch [77][720/1253] lr: 3.000e-03, eta: 11:47:58, time: 0.610, data_time: 0.008, memory: 4947, top1_acc: 0.6773, top5_acc: 0.8677, loss_cls: 1.3189, loss: 1.3189, grad_norm: 4.9481 2020-08-14 18:53:04,269 - mmaction - INFO - Epoch [77][740/1253] lr: 3.000e-03, eta: 11:47:24, time: 0.618, data_time: 0.007, memory: 4947, top1_acc: 0.6622, top5_acc: 0.8604, loss_cls: 1.3563, loss: 1.3563, grad_norm: 5.0472 2020-08-14 18:53:16,647 - mmaction - INFO - Epoch [77][760/1253] lr: 3.000e-03, eta: 11:46:50, time: 0.618, data_time: 0.004, memory: 4947, top1_acc: 0.6779, top5_acc: 0.8596, loss_cls: 1.3243, loss: 1.3243, grad_norm: 5.0037 2020-08-14 18:53:29,102 - mmaction - INFO - Epoch [77][780/1253] lr: 3.000e-03, eta: 11:46:16, time: 0.623, data_time: 0.009, memory: 4947, top1_acc: 0.6760, top5_acc: 0.8599, loss_cls: 1.3467, loss: 1.3467, grad_norm: 5.0403 2020-08-14 18:53:41,498 - mmaction - INFO - Epoch [77][800/1253] lr: 3.000e-03, eta: 11:45:42, time: 0.619, data_time: 0.008, memory: 4947, top1_acc: 0.6786, top5_acc: 0.8560, loss_cls: 1.3394, loss: 1.3394, grad_norm: 4.9145 2020-08-14 18:53:53,953 - mmaction - INFO - Epoch [77][820/1253] lr: 3.000e-03, eta: 11:45:08, time: 0.624, data_time: 0.009, memory: 4947, top1_acc: 0.6846, top5_acc: 0.8589, loss_cls: 1.3209, loss: 1.3209, grad_norm: 4.9155 2020-08-14 18:54:07,463 - mmaction - INFO - Epoch [77][840/1253] lr: 3.000e-03, eta: 11:44:34, time: 0.674, data_time: 0.009, memory: 4947, top1_acc: 0.6846, top5_acc: 0.8667, loss_cls: 1.2742, loss: 1.2742, grad_norm: 4.8438 2020-08-14 18:54:21,249 - mmaction - INFO - Epoch [77][860/1253] lr: 3.000e-03, eta: 11:44:01, time: 0.691, data_time: 0.007, memory: 4947, top1_acc: 0.6828, top5_acc: 0.8599, loss_cls: 1.3165, loss: 1.3165, grad_norm: 4.8959 2020-08-14 18:54:35,069 - mmaction - INFO - Epoch [77][880/1253] lr: 3.000e-03, eta: 11:43:27, time: 0.688, data_time: 0.007, memory: 4947, top1_acc: 0.6716, top5_acc: 0.8596, loss_cls: 1.3494, loss: 1.3494, grad_norm: 4.9912 2020-08-14 18:54:48,971 - mmaction - INFO - Epoch [77][900/1253] lr: 3.000e-03, eta: 11:42:54, time: 0.698, data_time: 0.008, memory: 4947, top1_acc: 0.6766, top5_acc: 0.8596, loss_cls: 1.3278, loss: 1.3278, grad_norm: 5.0180 2020-08-14 18:55:03,017 - mmaction - INFO - Epoch [77][920/1253] lr: 3.000e-03, eta: 11:42:20, time: 0.703, data_time: 0.006, memory: 4947, top1_acc: 0.6742, top5_acc: 0.8654, loss_cls: 1.3008, loss: 1.3008, grad_norm: 4.9403 2020-08-14 18:55:16,522 - mmaction - INFO - Epoch [77][940/1253] lr: 3.000e-03, eta: 11:41:47, time: 0.675, data_time: 0.002, memory: 4947, top1_acc: 0.6646, top5_acc: 0.8615, loss_cls: 1.3443, loss: 1.3443, grad_norm: 5.0155 2020-08-14 18:55:30,879 - mmaction - INFO - Epoch [77][960/1253] lr: 3.000e-03, eta: 11:41:13, time: 0.713, data_time: 0.006, memory: 4947, top1_acc: 0.6682, top5_acc: 0.8604, loss_cls: 1.3232, loss: 1.3232, grad_norm: 4.9654 2020-08-14 18:55:45,141 - mmaction - INFO - Epoch [77][980/1253] lr: 3.000e-03, eta: 11:40:40, time: 0.715, data_time: 0.007, memory: 4947, top1_acc: 0.6719, top5_acc: 0.8615, loss_cls: 1.3454, loss: 1.3454, grad_norm: 5.1208 2020-08-14 18:56:01,007 - mmaction - INFO - Epoch [77][1000/1253] lr: 3.000e-03, eta: 11:40:07, time: 0.794, data_time: 0.007, memory: 4947, top1_acc: 0.6833, top5_acc: 0.8708, loss_cls: 1.3037, loss: 1.3037, grad_norm: 5.0520 2020-08-14 18:56:16,797 - mmaction - INFO - Epoch [77][1020/1253] lr: 3.000e-03, eta: 11:39:34, time: 0.791, data_time: 0.005, memory: 4947, top1_acc: 0.6729, top5_acc: 0.8596, loss_cls: 1.3486, loss: 1.3486, grad_norm: 5.0040 2020-08-14 18:56:31,247 - mmaction - INFO - Epoch [77][1040/1253] lr: 3.000e-03, eta: 11:39:01, time: 0.719, data_time: 0.005, memory: 4947, top1_acc: 0.6690, top5_acc: 0.8591, loss_cls: 1.3566, loss: 1.3566, grad_norm: 5.0690 2020-08-14 18:56:45,818 - mmaction - INFO - Epoch [77][1060/1253] lr: 3.000e-03, eta: 11:38:28, time: 0.728, data_time: 0.006, memory: 4947, top1_acc: 0.6794, top5_acc: 0.8617, loss_cls: 1.3192, loss: 1.3192, grad_norm: 4.8872 2020-08-14 18:57:00,948 - mmaction - INFO - Epoch [77][1080/1253] lr: 3.000e-03, eta: 11:37:55, time: 0.760, data_time: 0.008, memory: 4947, top1_acc: 0.6810, top5_acc: 0.8570, loss_cls: 1.3631, loss: 1.3631, grad_norm: 4.9586 2020-08-14 18:57:14,951 - mmaction - INFO - Epoch [77][1100/1253] lr: 3.000e-03, eta: 11:37:21, time: 0.698, data_time: 0.005, memory: 4947, top1_acc: 0.6617, top5_acc: 0.8602, loss_cls: 1.3864, loss: 1.3864, grad_norm: 4.9884 2020-08-14 18:57:30,546 - mmaction - INFO - Epoch [77][1120/1253] lr: 3.000e-03, eta: 11:36:49, time: 0.780, data_time: 0.006, memory: 4947, top1_acc: 0.6646, top5_acc: 0.8674, loss_cls: 1.3513, loss: 1.3513, grad_norm: 5.0256 2020-08-14 18:57:45,800 - mmaction - INFO - Epoch [77][1140/1253] lr: 3.000e-03, eta: 11:36:16, time: 0.763, data_time: 0.008, memory: 4947, top1_acc: 0.6917, top5_acc: 0.8737, loss_cls: 1.2719, loss: 1.2719, grad_norm: 5.0253 2020-08-14 18:58:00,627 - mmaction - INFO - Epoch [77][1160/1253] lr: 3.000e-03, eta: 11:35:42, time: 0.743, data_time: 0.009, memory: 4947, top1_acc: 0.6724, top5_acc: 0.8552, loss_cls: 1.3580, loss: 1.3580, grad_norm: 5.1919 2020-08-14 18:58:15,028 - mmaction - INFO - Epoch [77][1180/1253] lr: 3.000e-03, eta: 11:35:09, time: 0.716, data_time: 0.007, memory: 4947, top1_acc: 0.6583, top5_acc: 0.8596, loss_cls: 1.3642, loss: 1.3642, grad_norm: 5.2468 2020-08-14 18:58:29,651 - mmaction - INFO - Epoch [77][1200/1253] lr: 3.000e-03, eta: 11:34:36, time: 0.731, data_time: 0.007, memory: 4947, top1_acc: 0.6805, top5_acc: 0.8646, loss_cls: 1.2962, loss: 1.2962, grad_norm: 4.9624 2020-08-14 18:58:44,127 - mmaction - INFO - Epoch [77][1220/1253] lr: 3.000e-03, eta: 11:34:03, time: 0.727, data_time: 0.011, memory: 4947, top1_acc: 0.6779, top5_acc: 0.8656, loss_cls: 1.3150, loss: 1.3150, grad_norm: 5.0683 2020-08-14 18:58:59,294 - mmaction - INFO - Epoch [77][1240/1253] lr: 3.000e-03, eta: 11:33:30, time: 0.760, data_time: 0.007, memory: 4947, top1_acc: 0.6805, top5_acc: 0.8724, loss_cls: 1.3081, loss: 1.3081, grad_norm: 4.9478 2020-08-14 18:59:08,775 - mmaction - INFO - Saving checkpoint at 77 epochs 2020-08-14 19:06:14,835 - mmaction - INFO - Epoch [78][20/1253] lr: 3.000e-03, eta: 11:34:35, time: 21.260, data_time: 4.097, memory: 4947, top1_acc: 0.6862, top5_acc: 0.8641, loss_cls: 1.2911, loss: 1.2911, grad_norm: 4.8669 2020-08-14 19:06:27,287 - mmaction - INFO - Epoch [78][40/1253] lr: 3.000e-03, eta: 11:34:01, time: 0.632, data_time: 0.022, memory: 4947, top1_acc: 0.6732, top5_acc: 0.8563, loss_cls: 1.3447, loss: 1.3447, grad_norm: 4.9846 2020-08-14 19:06:39,748 - mmaction - INFO - Epoch [78][60/1253] lr: 3.000e-03, eta: 11:33:27, time: 0.625, data_time: 0.008, memory: 4947, top1_acc: 0.6849, top5_acc: 0.8664, loss_cls: 1.3181, loss: 1.3181, grad_norm: 4.8638 2020-08-14 19:06:52,244 - mmaction - INFO - Epoch [78][80/1253] lr: 3.000e-03, eta: 11:32:54, time: 0.620, data_time: 0.007, memory: 4947, top1_acc: 0.6966, top5_acc: 0.8701, loss_cls: 1.2797, loss: 1.2797, grad_norm: 4.8411 2020-08-14 19:07:05,240 - mmaction - INFO - Epoch [78][100/1253] lr: 3.000e-03, eta: 11:32:20, time: 0.655, data_time: 0.008, memory: 4947, top1_acc: 0.6841, top5_acc: 0.8677, loss_cls: 1.3238, loss: 1.3238, grad_norm: 4.9705 2020-08-14 19:07:17,676 - mmaction - INFO - Epoch [78][120/1253] lr: 3.000e-03, eta: 11:31:46, time: 0.618, data_time: 0.007, memory: 4947, top1_acc: 0.6997, top5_acc: 0.8755, loss_cls: 1.2201, loss: 1.2201, grad_norm: 4.8250 2020-08-14 19:07:31,078 - mmaction - INFO - Epoch [78][140/1253] lr: 3.000e-03, eta: 11:31:13, time: 0.671, data_time: 0.010, memory: 4947, top1_acc: 0.6719, top5_acc: 0.8563, loss_cls: 1.3759, loss: 1.3759, grad_norm: 5.0736 2020-08-14 19:07:44,354 - mmaction - INFO - Epoch [78][160/1253] lr: 3.000e-03, eta: 11:30:39, time: 0.666, data_time: 0.006, memory: 4947, top1_acc: 0.6862, top5_acc: 0.8784, loss_cls: 1.2698, loss: 1.2698, grad_norm: 4.9710 2020-08-14 19:07:58,228 - mmaction - INFO - Epoch [78][180/1253] lr: 3.000e-03, eta: 11:30:06, time: 0.693, data_time: 0.008, memory: 4947, top1_acc: 0.6865, top5_acc: 0.8661, loss_cls: 1.2990, loss: 1.2990, grad_norm: 4.8772 2020-08-14 19:08:13,583 - mmaction - INFO - Epoch [78][200/1253] lr: 3.000e-03, eta: 11:29:33, time: 0.769, data_time: 0.005, memory: 4947, top1_acc: 0.6810, top5_acc: 0.8583, loss_cls: 1.3275, loss: 1.3275, grad_norm: 4.9751 2020-08-14 19:08:28,209 - mmaction - INFO - Epoch [78][220/1253] lr: 3.000e-03, eta: 11:29:00, time: 0.729, data_time: 0.006, memory: 4947, top1_acc: 0.6943, top5_acc: 0.8755, loss_cls: 1.2607, loss: 1.2607, grad_norm: 4.9770 2020-08-14 19:08:42,078 - mmaction - INFO - Epoch [78][240/1253] lr: 3.000e-03, eta: 11:28:26, time: 0.696, data_time: 0.008, memory: 4947, top1_acc: 0.6664, top5_acc: 0.8638, loss_cls: 1.3635, loss: 1.3635, grad_norm: 5.1418 2020-08-14 19:08:56,806 - mmaction - INFO - Epoch [78][260/1253] lr: 3.000e-03, eta: 11:27:53, time: 0.736, data_time: 0.007, memory: 4947, top1_acc: 0.6716, top5_acc: 0.8638, loss_cls: 1.3424, loss: 1.3424, grad_norm: 5.0695 2020-08-14 19:09:11,873 - mmaction - INFO - Epoch [78][280/1253] lr: 3.000e-03, eta: 11:27:20, time: 0.753, data_time: 0.003, memory: 4947, top1_acc: 0.6815, top5_acc: 0.8646, loss_cls: 1.2913, loss: 1.2913, grad_norm: 5.0946 2020-08-14 19:09:25,223 - mmaction - INFO - Epoch [78][300/1253] lr: 3.000e-03, eta: 11:26:47, time: 0.669, data_time: 0.004, memory: 4947, top1_acc: 0.6701, top5_acc: 0.8586, loss_cls: 1.3309, loss: 1.3309, grad_norm: 5.0651 2020-08-14 19:09:39,947 - mmaction - INFO - Epoch [78][320/1253] lr: 3.000e-03, eta: 11:26:14, time: 0.734, data_time: 0.007, memory: 4947, top1_acc: 0.6878, top5_acc: 0.8656, loss_cls: 1.3205, loss: 1.3205, grad_norm: 4.9990 2020-08-14 19:09:54,717 - mmaction - INFO - Epoch [78][340/1253] lr: 3.000e-03, eta: 11:25:41, time: 0.740, data_time: 0.007, memory: 4947, top1_acc: 0.6779, top5_acc: 0.8672, loss_cls: 1.3089, loss: 1.3089, grad_norm: 4.9652 2020-08-14 19:10:09,464 - mmaction - INFO - Epoch [78][360/1253] lr: 3.000e-03, eta: 11:25:07, time: 0.735, data_time: 0.008, memory: 4947, top1_acc: 0.6732, top5_acc: 0.8615, loss_cls: 1.3617, loss: 1.3617, grad_norm: 5.0915 2020-08-14 19:10:23,507 - mmaction - INFO - Epoch [78][380/1253] lr: 3.000e-03, eta: 11:24:34, time: 0.702, data_time: 0.006, memory: 4947, top1_acc: 0.6839, top5_acc: 0.8677, loss_cls: 1.3093, loss: 1.3093, grad_norm: 4.9030 2020-08-14 19:10:38,553 - mmaction - INFO - Epoch [78][400/1253] lr: 3.000e-03, eta: 11:24:01, time: 0.754, data_time: 0.004, memory: 4947, top1_acc: 0.6797, top5_acc: 0.8703, loss_cls: 1.3021, loss: 1.3021, grad_norm: 4.9591 2020-08-14 19:10:53,982 - mmaction - INFO - Epoch [78][420/1253] lr: 3.000e-03, eta: 11:23:28, time: 0.771, data_time: 0.005, memory: 4947, top1_acc: 0.6685, top5_acc: 0.8633, loss_cls: 1.3177, loss: 1.3177, grad_norm: 5.0262 2020-08-14 19:11:09,190 - mmaction - INFO - Epoch [78][440/1253] lr: 3.000e-03, eta: 11:22:56, time: 0.761, data_time: 0.003, memory: 4947, top1_acc: 0.6805, top5_acc: 0.8620, loss_cls: 1.3217, loss: 1.3217, grad_norm: 5.0750 2020-08-14 19:11:22,945 - mmaction - INFO - Epoch [78][460/1253] lr: 3.000e-03, eta: 11:22:22, time: 0.687, data_time: 0.002, memory: 4947, top1_acc: 0.6865, top5_acc: 0.8633, loss_cls: 1.2994, loss: 1.2994, grad_norm: 4.9801 2020-08-14 19:11:38,230 - mmaction - INFO - Epoch [78][480/1253] lr: 3.000e-03, eta: 11:21:49, time: 0.760, data_time: 0.006, memory: 4947, top1_acc: 0.6844, top5_acc: 0.8737, loss_cls: 1.3048, loss: 1.3048, grad_norm: 5.0483 2020-08-14 19:11:52,195 - mmaction - INFO - Epoch [78][500/1253] lr: 3.000e-03, eta: 11:21:16, time: 0.701, data_time: 0.007, memory: 4947, top1_acc: 0.6862, top5_acc: 0.8732, loss_cls: 1.2828, loss: 1.2828, grad_norm: 5.0260 2020-08-14 19:12:06,406 - mmaction - INFO - Epoch [78][520/1253] lr: 3.000e-03, eta: 11:20:43, time: 0.708, data_time: 0.008, memory: 4947, top1_acc: 0.6799, top5_acc: 0.8695, loss_cls: 1.3044, loss: 1.3044, grad_norm: 4.9705 2020-08-14 19:12:20,774 - mmaction - INFO - Epoch [78][540/1253] lr: 3.000e-03, eta: 11:20:10, time: 0.722, data_time: 0.007, memory: 4947, top1_acc: 0.6771, top5_acc: 0.8609, loss_cls: 1.3407, loss: 1.3407, grad_norm: 4.9457 2020-08-14 19:12:35,673 - mmaction - INFO - Epoch [78][560/1253] lr: 3.000e-03, eta: 11:19:37, time: 0.741, data_time: 0.005, memory: 4947, top1_acc: 0.6826, top5_acc: 0.8682, loss_cls: 1.2800, loss: 1.2800, grad_norm: 5.0714 2020-08-14 19:12:50,480 - mmaction - INFO - Epoch [78][580/1253] lr: 3.000e-03, eta: 11:19:04, time: 0.742, data_time: 0.006, memory: 4947, top1_acc: 0.6857, top5_acc: 0.8630, loss_cls: 1.3123, loss: 1.3123, grad_norm: 4.8923 2020-08-14 19:13:05,070 - mmaction - INFO - Epoch [78][600/1253] lr: 3.000e-03, eta: 11:18:31, time: 0.730, data_time: 0.004, memory: 4947, top1_acc: 0.6810, top5_acc: 0.8615, loss_cls: 1.3194, loss: 1.3194, grad_norm: 5.0342 2020-08-14 19:13:19,641 - mmaction - INFO - Epoch [78][620/1253] lr: 3.000e-03, eta: 11:17:58, time: 0.729, data_time: 0.006, memory: 4947, top1_acc: 0.6773, top5_acc: 0.8682, loss_cls: 1.3203, loss: 1.3203, grad_norm: 5.1290 2020-08-14 19:13:34,631 - mmaction - INFO - Epoch [78][640/1253] lr: 3.000e-03, eta: 11:17:25, time: 0.748, data_time: 0.008, memory: 4947, top1_acc: 0.6766, top5_acc: 0.8617, loss_cls: 1.3541, loss: 1.3541, grad_norm: 5.0593 2020-08-14 19:13:47,496 - mmaction - INFO - Epoch [78][660/1253] lr: 3.000e-03, eta: 11:16:52, time: 0.644, data_time: 0.004, memory: 4947, top1_acc: 0.6940, top5_acc: 0.8659, loss_cls: 1.2666, loss: 1.2666, grad_norm: 4.9120 2020-08-14 19:14:03,126 - mmaction - INFO - Epoch [78][680/1253] lr: 3.000e-03, eta: 11:16:19, time: 0.779, data_time: 0.006, memory: 4947, top1_acc: 0.6755, top5_acc: 0.8695, loss_cls: 1.3199, loss: 1.3199, grad_norm: 5.1010 2020-08-14 19:14:18,266 - mmaction - INFO - Epoch [78][700/1253] lr: 3.000e-03, eta: 11:15:46, time: 0.757, data_time: 0.009, memory: 4947, top1_acc: 0.6786, top5_acc: 0.8656, loss_cls: 1.3131, loss: 1.3131, grad_norm: 5.0399 2020-08-14 19:14:32,173 - mmaction - INFO - Epoch [78][720/1253] lr: 3.000e-03, eta: 11:15:13, time: 0.697, data_time: 0.008, memory: 4947, top1_acc: 0.6721, top5_acc: 0.8622, loss_cls: 1.3337, loss: 1.3337, grad_norm: 5.0799 2020-08-14 19:14:47,872 - mmaction - INFO - Epoch [78][740/1253] lr: 3.000e-03, eta: 11:14:40, time: 0.786, data_time: 0.008, memory: 4947, top1_acc: 0.6844, top5_acc: 0.8648, loss_cls: 1.3216, loss: 1.3216, grad_norm: 5.0395 2020-08-14 19:15:01,885 - mmaction - INFO - Epoch [78][760/1253] lr: 3.000e-03, eta: 11:14:07, time: 0.700, data_time: 0.008, memory: 4947, top1_acc: 0.6792, top5_acc: 0.8654, loss_cls: 1.3157, loss: 1.3157, grad_norm: 5.0064 2020-08-14 19:15:16,511 - mmaction - INFO - Epoch [78][780/1253] lr: 3.000e-03, eta: 11:13:34, time: 0.732, data_time: 0.004, memory: 4947, top1_acc: 0.6807, top5_acc: 0.8703, loss_cls: 1.3092, loss: 1.3092, grad_norm: 5.0082 2020-08-14 19:15:30,962 - mmaction - INFO - Epoch [78][800/1253] lr: 3.000e-03, eta: 11:13:01, time: 0.724, data_time: 0.007, memory: 4947, top1_acc: 0.6747, top5_acc: 0.8599, loss_cls: 1.3207, loss: 1.3207, grad_norm: 5.0434 2020-08-14 19:15:46,308 - mmaction - INFO - Epoch [78][820/1253] lr: 3.000e-03, eta: 11:12:29, time: 0.766, data_time: 0.002, memory: 4947, top1_acc: 0.6844, top5_acc: 0.8766, loss_cls: 1.2718, loss: 1.2718, grad_norm: 5.0235 2020-08-14 19:16:00,687 - mmaction - INFO - Epoch [78][840/1253] lr: 3.000e-03, eta: 11:11:56, time: 0.720, data_time: 0.009, memory: 4947, top1_acc: 0.6857, top5_acc: 0.8622, loss_cls: 1.3114, loss: 1.3114, grad_norm: 5.0182 2020-08-14 19:16:14,926 - mmaction - INFO - Epoch [78][860/1253] lr: 3.000e-03, eta: 11:11:23, time: 0.711, data_time: 0.008, memory: 4947, top1_acc: 0.6820, top5_acc: 0.8586, loss_cls: 1.3366, loss: 1.3366, grad_norm: 5.0635 2020-08-14 19:16:30,030 - mmaction - INFO - Epoch [78][880/1253] lr: 3.000e-03, eta: 11:10:50, time: 0.755, data_time: 0.005, memory: 4947, top1_acc: 0.6635, top5_acc: 0.8615, loss_cls: 1.3450, loss: 1.3450, grad_norm: 5.1792 2020-08-14 19:16:44,623 - mmaction - INFO - Epoch [78][900/1253] lr: 3.000e-03, eta: 11:10:17, time: 0.731, data_time: 0.008, memory: 4947, top1_acc: 0.6875, top5_acc: 0.8711, loss_cls: 1.2904, loss: 1.2904, grad_norm: 5.0804 2020-08-14 19:16:58,481 - mmaction - INFO - Epoch [78][920/1253] lr: 3.000e-03, eta: 11:09:44, time: 0.690, data_time: 0.008, memory: 4947, top1_acc: 0.6813, top5_acc: 0.8685, loss_cls: 1.2954, loss: 1.2954, grad_norm: 4.9728 2020-08-14 19:17:13,753 - mmaction - INFO - Epoch [78][940/1253] lr: 3.000e-03, eta: 11:09:11, time: 0.767, data_time: 0.007, memory: 4947, top1_acc: 0.6807, top5_acc: 0.8688, loss_cls: 1.2971, loss: 1.2971, grad_norm: 5.0311 2020-08-14 19:17:27,133 - mmaction - INFO - Epoch [78][960/1253] lr: 3.000e-03, eta: 11:08:38, time: 0.670, data_time: 0.005, memory: 4947, top1_acc: 0.6760, top5_acc: 0.8599, loss_cls: 1.3324, loss: 1.3324, grad_norm: 5.0468 2020-08-14 19:17:41,986 - mmaction - INFO - Epoch [78][980/1253] lr: 3.000e-03, eta: 11:08:05, time: 0.742, data_time: 0.007, memory: 4947, top1_acc: 0.6643, top5_acc: 0.8596, loss_cls: 1.3502, loss: 1.3502, grad_norm: 5.0424 2020-08-14 19:17:57,491 - mmaction - INFO - Epoch [78][1000/1253] lr: 3.000e-03, eta: 11:07:33, time: 0.773, data_time: 0.008, memory: 4947, top1_acc: 0.6727, top5_acc: 0.8659, loss_cls: 1.3192, loss: 1.3192, grad_norm: 5.0838 2020-08-14 19:18:11,650 - mmaction - INFO - Epoch [78][1020/1253] lr: 3.000e-03, eta: 11:07:00, time: 0.709, data_time: 0.006, memory: 4947, top1_acc: 0.6729, top5_acc: 0.8547, loss_cls: 1.3410, loss: 1.3410, grad_norm: 5.0915 2020-08-14 19:18:26,901 - mmaction - INFO - Epoch [78][1040/1253] lr: 3.000e-03, eta: 11:06:27, time: 0.764, data_time: 0.006, memory: 4947, top1_acc: 0.6935, top5_acc: 0.8706, loss_cls: 1.2708, loss: 1.2708, grad_norm: 4.9442 2020-08-14 19:18:41,197 - mmaction - INFO - Epoch [78][1060/1253] lr: 3.000e-03, eta: 11:05:54, time: 0.714, data_time: 0.001, memory: 4947, top1_acc: 0.6852, top5_acc: 0.8732, loss_cls: 1.2732, loss: 1.2732, grad_norm: 4.9086 2020-08-14 19:18:55,642 - mmaction - INFO - Epoch [78][1080/1253] lr: 3.000e-03, eta: 11:05:21, time: 0.721, data_time: 0.005, memory: 4947, top1_acc: 0.6812, top5_acc: 0.8680, loss_cls: 1.3036, loss: 1.3036, grad_norm: 5.0899 2020-08-14 19:19:10,654 - mmaction - INFO - Epoch [78][1100/1253] lr: 3.000e-03, eta: 11:04:49, time: 0.751, data_time: 0.008, memory: 4947, top1_acc: 0.6859, top5_acc: 0.8630, loss_cls: 1.3048, loss: 1.3048, grad_norm: 5.1044 2020-08-14 19:19:25,010 - mmaction - INFO - Epoch [78][1120/1253] lr: 3.000e-03, eta: 11:04:16, time: 0.719, data_time: 0.008, memory: 4947, top1_acc: 0.6719, top5_acc: 0.8648, loss_cls: 1.3494, loss: 1.3494, grad_norm: 5.1645 2020-08-14 19:19:38,678 - mmaction - INFO - Epoch [78][1140/1253] lr: 3.000e-03, eta: 11:03:43, time: 0.680, data_time: 0.005, memory: 4947, top1_acc: 0.6810, top5_acc: 0.8635, loss_cls: 1.3243, loss: 1.3243, grad_norm: 5.0739 2020-08-14 19:19:52,983 - mmaction - INFO - Epoch [78][1160/1253] lr: 3.000e-03, eta: 11:03:10, time: 0.717, data_time: 0.007, memory: 4947, top1_acc: 0.6844, top5_acc: 0.8680, loss_cls: 1.2983, loss: 1.2983, grad_norm: 4.9824 2020-08-14 19:20:07,261 - mmaction - INFO - Epoch [78][1180/1253] lr: 3.000e-03, eta: 11:02:37, time: 0.715, data_time: 0.007, memory: 4947, top1_acc: 0.6917, top5_acc: 0.8648, loss_cls: 1.3036, loss: 1.3036, grad_norm: 5.0220 2020-08-14 19:20:22,448 - mmaction - INFO - Epoch [78][1200/1253] lr: 3.000e-03, eta: 11:02:04, time: 0.760, data_time: 0.007, memory: 4947, top1_acc: 0.6805, top5_acc: 0.8656, loss_cls: 1.3303, loss: 1.3303, grad_norm: 5.0760 2020-08-14 19:20:35,607 - mmaction - INFO - Epoch [78][1220/1253] lr: 3.000e-03, eta: 11:01:31, time: 0.656, data_time: 0.006, memory: 4947, top1_acc: 0.6698, top5_acc: 0.8672, loss_cls: 1.3386, loss: 1.3386, grad_norm: 5.1927 2020-08-14 19:20:50,663 - mmaction - INFO - Epoch [78][1240/1253] lr: 3.000e-03, eta: 11:00:59, time: 0.753, data_time: 0.008, memory: 4947, top1_acc: 0.6831, top5_acc: 0.8747, loss_cls: 1.2762, loss: 1.2762, grad_norm: 4.9506 2020-08-14 19:21:00,508 - mmaction - INFO - Saving checkpoint at 78 epochs 2020-08-14 19:28:46,634 - mmaction - INFO - Epoch [79][20/1253] lr: 3.000e-03, eta: 11:02:09, time: 23.269, data_time: 22.515, memory: 4947, top1_acc: 0.6727, top5_acc: 0.8659, loss_cls: 1.3443, loss: 1.3443, grad_norm: 5.0472 2020-08-14 19:28:59,159 - mmaction - INFO - Epoch [79][40/1253] lr: 3.000e-03, eta: 11:01:35, time: 0.629, data_time: 0.005, memory: 4947, top1_acc: 0.6737, top5_acc: 0.8659, loss_cls: 1.3078, loss: 1.3078, grad_norm: 5.0005 2020-08-14 19:29:11,769 - mmaction - INFO - Epoch [79][60/1253] lr: 3.000e-03, eta: 11:01:02, time: 0.627, data_time: 0.006, memory: 4947, top1_acc: 0.6758, top5_acc: 0.8711, loss_cls: 1.3224, loss: 1.3224, grad_norm: 5.0869 2020-08-14 19:29:24,220 - mmaction - INFO - Epoch [79][80/1253] lr: 3.000e-03, eta: 11:00:29, time: 0.625, data_time: 0.008, memory: 4947, top1_acc: 0.6802, top5_acc: 0.8612, loss_cls: 1.3458, loss: 1.3458, grad_norm: 4.9436 2020-08-14 19:29:36,992 - mmaction - INFO - Epoch [79][100/1253] lr: 3.000e-03, eta: 10:59:55, time: 0.637, data_time: 0.007, memory: 4947, top1_acc: 0.6773, top5_acc: 0.8703, loss_cls: 1.2939, loss: 1.2939, grad_norm: 5.0353 2020-08-14 19:29:49,657 - mmaction - INFO - Epoch [79][120/1253] lr: 3.000e-03, eta: 10:59:22, time: 0.636, data_time: 0.007, memory: 4947, top1_acc: 0.6789, top5_acc: 0.8620, loss_cls: 1.3242, loss: 1.3242, grad_norm: 5.1750 2020-08-14 19:30:03,278 - mmaction - INFO - Epoch [79][140/1253] lr: 3.000e-03, eta: 10:58:49, time: 0.678, data_time: 0.006, memory: 4947, top1_acc: 0.6919, top5_acc: 0.8693, loss_cls: 1.2850, loss: 1.2850, grad_norm: 4.8888 2020-08-14 19:30:16,890 - mmaction - INFO - Epoch [79][160/1253] lr: 3.000e-03, eta: 10:58:16, time: 0.683, data_time: 0.007, memory: 4947, top1_acc: 0.6789, top5_acc: 0.8638, loss_cls: 1.3259, loss: 1.3259, grad_norm: 5.0004 2020-08-14 19:30:30,759 - mmaction - INFO - Epoch [79][180/1253] lr: 3.000e-03, eta: 10:57:43, time: 0.695, data_time: 0.007, memory: 4947, top1_acc: 0.6846, top5_acc: 0.8672, loss_cls: 1.3196, loss: 1.3196, grad_norm: 5.0614 2020-08-14 19:30:44,372 - mmaction - INFO - Epoch [79][200/1253] lr: 3.000e-03, eta: 10:57:10, time: 0.677, data_time: 0.005, memory: 4947, top1_acc: 0.6763, top5_acc: 0.8625, loss_cls: 1.3295, loss: 1.3295, grad_norm: 5.1571 2020-08-14 19:30:57,980 - mmaction - INFO - Epoch [79][220/1253] lr: 3.000e-03, eta: 10:56:37, time: 0.685, data_time: 0.007, memory: 4947, top1_acc: 0.6823, top5_acc: 0.8729, loss_cls: 1.2825, loss: 1.2825, grad_norm: 4.9981 2020-08-14 19:31:12,794 - mmaction - INFO - Epoch [79][240/1253] lr: 3.000e-03, eta: 10:56:04, time: 0.735, data_time: 0.004, memory: 4947, top1_acc: 0.6852, top5_acc: 0.8589, loss_cls: 1.3138, loss: 1.3138, grad_norm: 5.0262 2020-08-14 19:31:26,610 - mmaction - INFO - Epoch [79][260/1253] lr: 3.000e-03, eta: 10:55:31, time: 0.696, data_time: 0.007, memory: 4947, top1_acc: 0.6766, top5_acc: 0.8680, loss_cls: 1.3135, loss: 1.3135, grad_norm: 5.0740 2020-08-14 19:31:42,652 - mmaction - INFO - Epoch [79][280/1253] lr: 3.000e-03, eta: 10:54:58, time: 0.799, data_time: 0.005, memory: 4947, top1_acc: 0.6878, top5_acc: 0.8667, loss_cls: 1.2828, loss: 1.2828, grad_norm: 4.9463 2020-08-14 19:31:55,943 - mmaction - INFO - Epoch [79][300/1253] lr: 3.000e-03, eta: 10:54:25, time: 0.665, data_time: 0.007, memory: 4947, top1_acc: 0.6656, top5_acc: 0.8594, loss_cls: 1.3453, loss: 1.3453, grad_norm: 5.1620 2020-08-14 19:32:10,917 - mmaction - INFO - Epoch [79][320/1253] lr: 3.000e-03, eta: 10:53:53, time: 0.748, data_time: 0.007, memory: 4947, top1_acc: 0.6745, top5_acc: 0.8628, loss_cls: 1.3209, loss: 1.3209, grad_norm: 5.0342 2020-08-14 19:32:25,928 - mmaction - INFO - Epoch [79][340/1253] lr: 3.000e-03, eta: 10:53:20, time: 0.751, data_time: 0.005, memory: 4947, top1_acc: 0.6786, top5_acc: 0.8633, loss_cls: 1.3062, loss: 1.3062, grad_norm: 4.9835 2020-08-14 19:32:39,815 - mmaction - INFO - Epoch [79][360/1253] lr: 3.000e-03, eta: 10:52:47, time: 0.695, data_time: 0.009, memory: 4947, top1_acc: 0.6818, top5_acc: 0.8620, loss_cls: 1.3260, loss: 1.3260, grad_norm: 5.1023 2020-08-14 19:32:53,906 - mmaction - INFO - Epoch [79][380/1253] lr: 3.000e-03, eta: 10:52:14, time: 0.704, data_time: 0.007, memory: 4947, top1_acc: 0.6828, top5_acc: 0.8594, loss_cls: 1.3255, loss: 1.3255, grad_norm: 5.0402 2020-08-14 19:33:08,299 - mmaction - INFO - Epoch [79][400/1253] lr: 3.000e-03, eta: 10:51:42, time: 0.717, data_time: 0.008, memory: 4947, top1_acc: 0.6779, top5_acc: 0.8638, loss_cls: 1.3179, loss: 1.3179, grad_norm: 5.0101 2020-08-14 19:33:22,259 - mmaction - INFO - Epoch [79][420/1253] lr: 3.000e-03, eta: 10:51:09, time: 0.702, data_time: 0.008, memory: 4947, top1_acc: 0.6880, top5_acc: 0.8693, loss_cls: 1.3007, loss: 1.3007, grad_norm: 4.9982 2020-08-14 19:33:37,385 - mmaction - INFO - Epoch [79][440/1253] lr: 3.000e-03, eta: 10:50:36, time: 0.752, data_time: 0.006, memory: 4947, top1_acc: 0.6745, top5_acc: 0.8677, loss_cls: 1.3260, loss: 1.3260, grad_norm: 5.0473 2020-08-14 19:33:52,729 - mmaction - INFO - Epoch [79][460/1253] lr: 3.000e-03, eta: 10:50:04, time: 0.770, data_time: 0.007, memory: 4947, top1_acc: 0.6737, top5_acc: 0.8672, loss_cls: 1.3046, loss: 1.3046, grad_norm: 5.1076 2020-08-14 19:34:07,998 - mmaction - INFO - Epoch [79][480/1253] lr: 3.000e-03, eta: 10:49:31, time: 0.765, data_time: 0.008, memory: 4947, top1_acc: 0.6896, top5_acc: 0.8766, loss_cls: 1.2472, loss: 1.2472, grad_norm: 4.9536 2020-08-14 19:34:22,044 - mmaction - INFO - Epoch [79][500/1253] lr: 3.000e-03, eta: 10:48:58, time: 0.703, data_time: 0.007, memory: 4947, top1_acc: 0.6875, top5_acc: 0.8633, loss_cls: 1.2844, loss: 1.2844, grad_norm: 5.0204 2020-08-14 19:34:36,662 - mmaction - INFO - Epoch [79][520/1253] lr: 3.000e-03, eta: 10:48:26, time: 0.729, data_time: 0.005, memory: 4947, top1_acc: 0.6930, top5_acc: 0.8727, loss_cls: 1.2673, loss: 1.2673, grad_norm: 4.9847 2020-08-14 19:34:51,957 - mmaction - INFO - Epoch [79][540/1253] lr: 3.000e-03, eta: 10:47:53, time: 0.767, data_time: 0.008, memory: 4947, top1_acc: 0.6826, top5_acc: 0.8638, loss_cls: 1.3270, loss: 1.3270, grad_norm: 5.0955 2020-08-14 19:35:06,246 - mmaction - INFO - Epoch [79][560/1253] lr: 3.000e-03, eta: 10:47:20, time: 0.715, data_time: 0.008, memory: 4947, top1_acc: 0.6753, top5_acc: 0.8516, loss_cls: 1.3669, loss: 1.3669, grad_norm: 5.1249 2020-08-14 19:35:21,017 - mmaction - INFO - Epoch [79][580/1253] lr: 3.000e-03, eta: 10:46:48, time: 0.739, data_time: 0.004, memory: 4947, top1_acc: 0.6771, top5_acc: 0.8635, loss_cls: 1.3312, loss: 1.3312, grad_norm: 5.1353 2020-08-14 19:35:35,090 - mmaction - INFO - Epoch [79][600/1253] lr: 3.000e-03, eta: 10:46:15, time: 0.700, data_time: 0.005, memory: 4947, top1_acc: 0.6789, top5_acc: 0.8625, loss_cls: 1.2995, loss: 1.2995, grad_norm: 5.1639 2020-08-14 19:35:49,945 - mmaction - INFO - Epoch [79][620/1253] lr: 3.000e-03, eta: 10:45:42, time: 0.746, data_time: 0.007, memory: 4947, top1_acc: 0.6776, top5_acc: 0.8591, loss_cls: 1.3518, loss: 1.3518, grad_norm: 5.0497 2020-08-14 19:36:03,773 - mmaction - INFO - Epoch [79][640/1253] lr: 3.000e-03, eta: 10:45:10, time: 0.690, data_time: 0.005, memory: 4947, top1_acc: 0.6794, top5_acc: 0.8656, loss_cls: 1.3309, loss: 1.3309, grad_norm: 5.1566 2020-08-14 19:36:19,644 - mmaction - INFO - Epoch [79][660/1253] lr: 3.000e-03, eta: 10:44:37, time: 0.793, data_time: 0.004, memory: 4947, top1_acc: 0.6906, top5_acc: 0.8701, loss_cls: 1.2721, loss: 1.2721, grad_norm: 5.0534 2020-08-14 19:36:33,986 - mmaction - INFO - Epoch [79][680/1253] lr: 3.000e-03, eta: 10:44:05, time: 0.716, data_time: 0.007, memory: 4947, top1_acc: 0.6727, top5_acc: 0.8622, loss_cls: 1.3379, loss: 1.3379, grad_norm: 5.0702 2020-08-14 19:36:49,520 - mmaction - INFO - Epoch [79][700/1253] lr: 3.000e-03, eta: 10:43:32, time: 0.779, data_time: 0.008, memory: 4947, top1_acc: 0.6878, top5_acc: 0.8721, loss_cls: 1.2804, loss: 1.2804, grad_norm: 4.9903 2020-08-14 19:37:05,211 - mmaction - INFO - Epoch [79][720/1253] lr: 3.000e-03, eta: 10:43:00, time: 0.780, data_time: 0.005, memory: 4947, top1_acc: 0.6742, top5_acc: 0.8557, loss_cls: 1.3451, loss: 1.3451, grad_norm: 5.0066 2020-08-14 19:37:19,835 - mmaction - INFO - Epoch [79][740/1253] lr: 3.000e-03, eta: 10:42:27, time: 0.735, data_time: 0.007, memory: 4947, top1_acc: 0.6721, top5_acc: 0.8604, loss_cls: 1.3434, loss: 1.3434, grad_norm: 5.0675 2020-08-14 19:37:33,831 - mmaction - INFO - Epoch [79][760/1253] lr: 3.000e-03, eta: 10:41:55, time: 0.700, data_time: 0.002, memory: 4947, top1_acc: 0.6763, top5_acc: 0.8672, loss_cls: 1.2982, loss: 1.2982, grad_norm: 5.0573 2020-08-14 19:37:48,402 - mmaction - INFO - Epoch [79][780/1253] lr: 3.000e-03, eta: 10:41:22, time: 0.728, data_time: 0.001, memory: 4947, top1_acc: 0.6839, top5_acc: 0.8734, loss_cls: 1.2727, loss: 1.2727, grad_norm: 4.9661 2020-08-14 19:38:03,320 - mmaction - INFO - Epoch [79][800/1253] lr: 3.000e-03, eta: 10:40:50, time: 0.744, data_time: 0.002, memory: 4947, top1_acc: 0.6745, top5_acc: 0.8682, loss_cls: 1.3082, loss: 1.3082, grad_norm: 5.0165 2020-08-14 19:38:16,922 - mmaction - INFO - Epoch [79][820/1253] lr: 3.000e-03, eta: 10:40:17, time: 0.678, data_time: 0.004, memory: 4947, top1_acc: 0.6701, top5_acc: 0.8628, loss_cls: 1.3614, loss: 1.3614, grad_norm: 5.2550 2020-08-14 19:38:32,457 - mmaction - INFO - Epoch [79][840/1253] lr: 3.000e-03, eta: 10:39:44, time: 0.779, data_time: 0.007, memory: 4947, top1_acc: 0.6758, top5_acc: 0.8643, loss_cls: 1.3306, loss: 1.3306, grad_norm: 5.0595 2020-08-14 19:38:48,002 - mmaction - INFO - Epoch [79][860/1253] lr: 3.000e-03, eta: 10:39:12, time: 0.778, data_time: 0.007, memory: 4947, top1_acc: 0.6781, top5_acc: 0.8643, loss_cls: 1.3228, loss: 1.3228, grad_norm: 5.0614 2020-08-14 19:39:03,066 - mmaction - INFO - Epoch [79][880/1253] lr: 3.000e-03, eta: 10:38:40, time: 0.754, data_time: 0.004, memory: 4947, top1_acc: 0.6708, top5_acc: 0.8711, loss_cls: 1.3171, loss: 1.3171, grad_norm: 5.1930 2020-08-14 19:39:18,162 - mmaction - INFO - Epoch [79][900/1253] lr: 3.000e-03, eta: 10:38:07, time: 0.753, data_time: 0.006, memory: 4947, top1_acc: 0.6784, top5_acc: 0.8607, loss_cls: 1.3146, loss: 1.3146, grad_norm: 5.2339 2020-08-14 19:39:31,846 - mmaction - INFO - Epoch [79][920/1253] lr: 3.000e-03, eta: 10:37:34, time: 0.685, data_time: 0.006, memory: 4947, top1_acc: 0.6784, top5_acc: 0.8659, loss_cls: 1.3216, loss: 1.3216, grad_norm: 5.1063 2020-08-14 19:39:46,779 - mmaction - INFO - Epoch [79][940/1253] lr: 3.000e-03, eta: 10:37:02, time: 0.749, data_time: 0.007, memory: 4947, top1_acc: 0.6831, top5_acc: 0.8716, loss_cls: 1.2888, loss: 1.2888, grad_norm: 5.1337 2020-08-14 19:40:01,970 - mmaction - INFO - Epoch [79][960/1253] lr: 3.000e-03, eta: 10:36:30, time: 0.759, data_time: 0.006, memory: 4947, top1_acc: 0.6779, top5_acc: 0.8654, loss_cls: 1.3142, loss: 1.3142, grad_norm: 5.1270 2020-08-14 19:45:41,115 - mmaction - INFO - Epoch [79][980/1253] lr: 3.000e-03, eta: 10:37:25, time: 16.957, data_time: 0.006, memory: 4947, top1_acc: 0.6654, top5_acc: 0.8669, loss_cls: 1.3457, loss: 1.3457, grad_norm: 5.2245 2020-08-14 19:54:37,688 - mmaction - INFO - Epoch [79][1000/1253] lr: 3.000e-03, eta: 10:39:12, time: 26.829, data_time: 0.002, memory: 4947, top1_acc: 0.6802, top5_acc: 0.8724, loss_cls: 1.2975, loss: 1.2975, grad_norm: 5.0901 2020-08-14 19:54:49,917 - mmaction - INFO - Epoch [79][1020/1253] lr: 3.000e-03, eta: 10:38:39, time: 0.610, data_time: 0.003, memory: 4947, top1_acc: 0.6794, top5_acc: 0.8599, loss_cls: 1.3230, loss: 1.3230, grad_norm: 5.0608 2020-08-14 20:04:38,994 - mmaction - INFO - Epoch [79][1040/1253] lr: 3.000e-03, eta: 10:40:41, time: 29.447, data_time: 0.007, memory: 4947, top1_acc: 0.6839, top5_acc: 0.8591, loss_cls: 1.3264, loss: 1.3264, grad_norm: 5.1258 2020-08-14 20:04:51,570 - mmaction - INFO - Epoch [79][1060/1253] lr: 3.000e-03, eta: 10:40:07, time: 0.636, data_time: 0.019, memory: 4947, top1_acc: 0.6815, top5_acc: 0.8695, loss_cls: 1.3073, loss: 1.3073, grad_norm: 5.0376 2020-08-14 20:12:50,891 - mmaction - INFO - Epoch [79][1080/1253] lr: 3.000e-03, eta: 10:41:39, time: 23.963, data_time: 13.858, memory: 4947, top1_acc: 0.6799, top5_acc: 0.8659, loss_cls: 1.3333, loss: 1.3333, grad_norm: 5.1170 2020-08-14 20:13:03,228 - mmaction - INFO - Epoch [79][1100/1253] lr: 3.000e-03, eta: 10:41:05, time: 0.621, data_time: 0.007, memory: 4947, top1_acc: 0.6768, top5_acc: 0.8573, loss_cls: 1.3323, loss: 1.3323, grad_norm: 5.1157 2020-08-14 20:13:15,331 - mmaction - INFO - Epoch [79][1120/1253] lr: 3.000e-03, eta: 10:40:32, time: 0.604, data_time: 0.005, memory: 4947, top1_acc: 0.6771, top5_acc: 0.8664, loss_cls: 1.3161, loss: 1.3161, grad_norm: 5.0009 2020-08-14 20:13:27,810 - mmaction - INFO - Epoch [79][1140/1253] lr: 3.000e-03, eta: 10:39:58, time: 0.621, data_time: 0.007, memory: 4947, top1_acc: 0.6724, top5_acc: 0.8596, loss_cls: 1.3618, loss: 1.3618, grad_norm: 5.1678 2020-08-14 20:13:40,084 - mmaction - INFO - Epoch [79][1160/1253] lr: 3.000e-03, eta: 10:39:25, time: 0.617, data_time: 0.007, memory: 4947, top1_acc: 0.6792, top5_acc: 0.8628, loss_cls: 1.3306, loss: 1.3306, grad_norm: 5.0754 2020-08-14 20:13:52,490 - mmaction - INFO - Epoch [79][1180/1253] lr: 3.000e-03, eta: 10:38:51, time: 0.620, data_time: 0.005, memory: 4947, top1_acc: 0.6872, top5_acc: 0.8677, loss_cls: 1.2870, loss: 1.2870, grad_norm: 4.9856 2020-08-14 20:14:04,790 - mmaction - INFO - Epoch [79][1200/1253] lr: 3.000e-03, eta: 10:38:18, time: 0.615, data_time: 0.006, memory: 4947, top1_acc: 0.6867, top5_acc: 0.8620, loss_cls: 1.3076, loss: 1.3076, grad_norm: 5.0450 2020-08-14 20:14:17,246 - mmaction - INFO - Epoch [79][1220/1253] lr: 3.000e-03, eta: 10:37:44, time: 0.621, data_time: 0.007, memory: 4947, top1_acc: 0.6836, top5_acc: 0.8672, loss_cls: 1.3093, loss: 1.3093, grad_norm: 5.0601 2020-08-14 20:14:31,778 - mmaction - INFO - Epoch [79][1240/1253] lr: 3.000e-03, eta: 10:37:11, time: 0.728, data_time: 0.006, memory: 4947, top1_acc: 0.6737, top5_acc: 0.8641, loss_cls: 1.3261, loss: 1.3261, grad_norm: 5.1518 2020-08-14 20:14:40,481 - mmaction - INFO - Saving checkpoint at 79 epochs 2020-08-14 20:25:18,316 - mmaction - INFO - Epoch [80][20/1253] lr: 3.000e-03, eta: 10:39:00, time: 31.831, data_time: 14.974, memory: 4947, top1_acc: 0.6953, top5_acc: 0.8724, loss_cls: 1.2530, loss: 1.2530, grad_norm: 4.9640 2020-08-14 20:25:30,796 - mmaction - INFO - Epoch [80][40/1253] lr: 3.000e-03, eta: 10:38:26, time: 0.622, data_time: 0.006, memory: 4947, top1_acc: 0.6826, top5_acc: 0.8607, loss_cls: 1.3182, loss: 1.3182, grad_norm: 5.1135 2020-08-14 20:25:43,340 - mmaction - INFO - Epoch [80][60/1253] lr: 3.000e-03, eta: 10:37:53, time: 0.626, data_time: 0.007, memory: 4947, top1_acc: 0.6755, top5_acc: 0.8638, loss_cls: 1.3342, loss: 1.3342, grad_norm: 5.1560 2020-08-14 20:25:55,742 - mmaction - INFO - Epoch [80][80/1253] lr: 3.000e-03, eta: 10:37:19, time: 0.622, data_time: 0.010, memory: 4947, top1_acc: 0.6789, top5_acc: 0.8682, loss_cls: 1.2894, loss: 1.2894, grad_norm: 5.0720 2020-08-14 20:26:08,266 - mmaction - INFO - Epoch [80][100/1253] lr: 3.000e-03, eta: 10:36:46, time: 0.626, data_time: 0.008, memory: 4947, top1_acc: 0.6802, top5_acc: 0.8622, loss_cls: 1.3309, loss: 1.3309, grad_norm: 5.0619 2020-08-14 20:26:20,803 - mmaction - INFO - Epoch [80][120/1253] lr: 3.000e-03, eta: 10:36:12, time: 0.624, data_time: 0.009, memory: 4947, top1_acc: 0.6859, top5_acc: 0.8617, loss_cls: 1.3184, loss: 1.3184, grad_norm: 5.0490 2020-08-14 20:26:34,062 - mmaction - INFO - Epoch [80][140/1253] lr: 3.000e-03, eta: 10:35:39, time: 0.667, data_time: 0.007, memory: 4947, top1_acc: 0.6799, top5_acc: 0.8708, loss_cls: 1.2987, loss: 1.2987, grad_norm: 5.0358 2020-08-14 20:26:47,355 - mmaction - INFO - Epoch [80][160/1253] lr: 3.000e-03, eta: 10:35:05, time: 0.665, data_time: 0.007, memory: 4947, top1_acc: 0.6964, top5_acc: 0.8781, loss_cls: 1.2724, loss: 1.2724, grad_norm: 5.0669 2020-08-14 20:27:00,320 - mmaction - INFO - Epoch [80][180/1253] lr: 3.000e-03, eta: 10:34:32, time: 0.647, data_time: 0.008, memory: 4947, top1_acc: 0.6797, top5_acc: 0.8701, loss_cls: 1.2884, loss: 1.2884, grad_norm: 5.0655 2020-08-14 20:27:13,904 - mmaction - INFO - Epoch [80][200/1253] lr: 3.000e-03, eta: 10:33:59, time: 0.675, data_time: 0.008, memory: 4947, top1_acc: 0.6789, top5_acc: 0.8648, loss_cls: 1.3385, loss: 1.3385, grad_norm: 5.1367 2020-08-14 20:27:28,077 - mmaction - INFO - Epoch [80][220/1253] lr: 3.000e-03, eta: 10:33:26, time: 0.711, data_time: 0.008, memory: 4947, top1_acc: 0.6927, top5_acc: 0.8714, loss_cls: 1.2793, loss: 1.2793, grad_norm: 4.9349 2020-08-14 20:27:40,699 - mmaction - INFO - Epoch [80][240/1253] lr: 3.000e-03, eta: 10:32:52, time: 0.633, data_time: 0.008, memory: 4947, top1_acc: 0.6922, top5_acc: 0.8698, loss_cls: 1.2765, loss: 1.2765, grad_norm: 5.0273 2020-08-14 20:27:55,669 - mmaction - INFO - Epoch [80][260/1253] lr: 3.000e-03, eta: 10:32:19, time: 0.747, data_time: 0.009, memory: 4947, top1_acc: 0.6924, top5_acc: 0.8708, loss_cls: 1.2602, loss: 1.2602, grad_norm: 4.9826 2020-08-14 20:28:09,369 - mmaction - INFO - Epoch [80][280/1253] lr: 3.000e-03, eta: 10:31:46, time: 0.684, data_time: 0.008, memory: 4947, top1_acc: 0.6794, top5_acc: 0.8646, loss_cls: 1.3085, loss: 1.3085, grad_norm: 5.0591 2020-08-14 20:28:22,434 - mmaction - INFO - Epoch [80][300/1253] lr: 3.000e-03, eta: 10:31:13, time: 0.654, data_time: 0.008, memory: 4947, top1_acc: 0.6878, top5_acc: 0.8609, loss_cls: 1.2806, loss: 1.2806, grad_norm: 4.9402 2020-08-14 20:28:35,979 - mmaction - INFO - Epoch [80][320/1253] lr: 3.000e-03, eta: 10:30:40, time: 0.678, data_time: 0.011, memory: 4947, top1_acc: 0.6753, top5_acc: 0.8630, loss_cls: 1.3238, loss: 1.3238, grad_norm: 5.1382 2020-08-14 20:28:51,095 - mmaction - INFO - Epoch [80][340/1253] lr: 3.000e-03, eta: 10:30:07, time: 0.755, data_time: 0.008, memory: 4947, top1_acc: 0.6859, top5_acc: 0.8672, loss_cls: 1.3006, loss: 1.3006, grad_norm: 5.0282 2020-08-14 20:29:04,995 - mmaction - INFO - Epoch [80][360/1253] lr: 3.000e-03, eta: 10:29:34, time: 0.698, data_time: 0.005, memory: 4947, top1_acc: 0.6862, top5_acc: 0.8667, loss_cls: 1.2708, loss: 1.2708, grad_norm: 5.0941 2020-08-14 20:29:19,761 - mmaction - INFO - Epoch [80][380/1253] lr: 3.000e-03, eta: 10:29:01, time: 0.736, data_time: 0.007, memory: 4947, top1_acc: 0.6833, top5_acc: 0.8734, loss_cls: 1.2839, loss: 1.2839, grad_norm: 5.1533 2020-08-14 20:29:34,686 - mmaction - INFO - Epoch [80][400/1253] lr: 3.000e-03, eta: 10:28:28, time: 0.748, data_time: 0.006, memory: 4947, top1_acc: 0.6586, top5_acc: 0.8612, loss_cls: 1.3738, loss: 1.3738, grad_norm: 5.2842 2020-08-14 20:29:49,646 - mmaction - INFO - Epoch [80][420/1253] lr: 3.000e-03, eta: 10:27:55, time: 0.745, data_time: 0.005, memory: 4947, top1_acc: 0.6839, top5_acc: 0.8680, loss_cls: 1.2902, loss: 1.2902, grad_norm: 5.0619 2020-08-14 20:30:04,065 - mmaction - INFO - Epoch [80][440/1253] lr: 3.000e-03, eta: 10:27:22, time: 0.723, data_time: 0.007, memory: 4947, top1_acc: 0.6831, top5_acc: 0.8698, loss_cls: 1.2826, loss: 1.2826, grad_norm: 5.1180 2020-08-14 20:30:19,036 - mmaction - INFO - Epoch [80][460/1253] lr: 3.000e-03, eta: 10:26:50, time: 0.750, data_time: 0.005, memory: 4947, top1_acc: 0.6695, top5_acc: 0.8630, loss_cls: 1.3333, loss: 1.3333, grad_norm: 5.1230 2020-08-14 20:30:33,270 - mmaction - INFO - Epoch [80][480/1253] lr: 3.000e-03, eta: 10:26:17, time: 0.707, data_time: 0.005, memory: 4947, top1_acc: 0.6872, top5_acc: 0.8745, loss_cls: 1.2650, loss: 1.2650, grad_norm: 5.0214 2020-08-14 20:30:46,808 - mmaction - INFO - Epoch [80][500/1253] lr: 3.000e-03, eta: 10:25:44, time: 0.681, data_time: 0.007, memory: 4947, top1_acc: 0.6914, top5_acc: 0.8766, loss_cls: 1.2689, loss: 1.2689, grad_norm: 5.0204 2020-08-14 20:31:01,979 - mmaction - INFO - Epoch [80][520/1253] lr: 3.000e-03, eta: 10:25:11, time: 0.757, data_time: 0.007, memory: 4947, top1_acc: 0.6768, top5_acc: 0.8599, loss_cls: 1.3170, loss: 1.3170, grad_norm: 5.1711 2020-08-14 20:31:16,131 - mmaction - INFO - Epoch [80][540/1253] lr: 3.000e-03, eta: 10:24:38, time: 0.709, data_time: 0.009, memory: 4947, top1_acc: 0.6760, top5_acc: 0.8708, loss_cls: 1.3286, loss: 1.3286, grad_norm: 5.1852 2020-08-14 20:31:31,390 - mmaction - INFO - Epoch [80][560/1253] lr: 3.000e-03, eta: 10:24:05, time: 0.763, data_time: 0.007, memory: 4947, top1_acc: 0.6857, top5_acc: 0.8721, loss_cls: 1.2761, loss: 1.2761, grad_norm: 5.0831 2020-08-14 20:31:45,667 - mmaction - INFO - Epoch [80][580/1253] lr: 3.000e-03, eta: 10:23:32, time: 0.714, data_time: 0.005, memory: 4947, top1_acc: 0.6820, top5_acc: 0.8643, loss_cls: 1.3311, loss: 1.3311, grad_norm: 5.0322 2020-08-14 20:31:59,524 - mmaction - INFO - Epoch [80][600/1253] lr: 3.000e-03, eta: 10:22:59, time: 0.694, data_time: 0.008, memory: 4947, top1_acc: 0.6818, top5_acc: 0.8719, loss_cls: 1.2870, loss: 1.2870, grad_norm: 5.1739 2020-08-14 20:32:14,539 - mmaction - INFO - Epoch [80][620/1253] lr: 3.000e-03, eta: 10:22:27, time: 0.749, data_time: 0.005, memory: 4947, top1_acc: 0.6872, top5_acc: 0.8677, loss_cls: 1.3020, loss: 1.3020, grad_norm: 5.0842 2020-08-14 20:32:28,053 - mmaction - INFO - Epoch [80][640/1253] lr: 3.000e-03, eta: 10:21:54, time: 0.673, data_time: 0.009, memory: 4947, top1_acc: 0.6820, top5_acc: 0.8716, loss_cls: 1.3028, loss: 1.3028, grad_norm: 5.0799 2020-08-14 20:32:42,914 - mmaction - INFO - Epoch [80][660/1253] lr: 3.000e-03, eta: 10:21:21, time: 0.745, data_time: 0.007, memory: 4947, top1_acc: 0.6661, top5_acc: 0.8578, loss_cls: 1.3632, loss: 1.3632, grad_norm: 5.2543 2020-08-14 20:32:56,268 - mmaction - INFO - Epoch [80][680/1253] lr: 3.000e-03, eta: 10:20:48, time: 0.667, data_time: 0.008, memory: 4947, top1_acc: 0.6648, top5_acc: 0.8531, loss_cls: 1.3786, loss: 1.3786, grad_norm: 5.2265 2020-08-14 20:33:10,447 - mmaction - INFO - Epoch [80][700/1253] lr: 3.000e-03, eta: 10:20:15, time: 0.711, data_time: 0.007, memory: 4947, top1_acc: 0.6753, top5_acc: 0.8708, loss_cls: 1.3071, loss: 1.3071, grad_norm: 5.1487 2020-08-14 20:33:26,018 - mmaction - INFO - Epoch [80][720/1253] lr: 3.000e-03, eta: 10:19:42, time: 0.778, data_time: 0.007, memory: 4947, top1_acc: 0.6732, top5_acc: 0.8586, loss_cls: 1.3424, loss: 1.3424, grad_norm: 5.0828 2020-08-14 20:33:39,487 - mmaction - INFO - Epoch [80][740/1253] lr: 3.000e-03, eta: 10:19:09, time: 0.675, data_time: 0.005, memory: 4947, top1_acc: 0.6878, top5_acc: 0.8672, loss_cls: 1.2973, loss: 1.2973, grad_norm: 5.0712 2020-08-14 20:47:25,078 - mmaction - INFO - Epoch [80][760/1253] lr: 3.000e-03, eta: 10:22:04, time: 41.278, data_time: 10.161, memory: 4947, top1_acc: 0.6797, top5_acc: 0.8633, loss_cls: 1.3266, loss: 1.3266, grad_norm: 5.2563 2020-08-14 20:47:37,420 - mmaction - INFO - Epoch [80][780/1253] lr: 3.000e-03, eta: 10:21:31, time: 0.617, data_time: 0.005, memory: 4947, top1_acc: 0.6857, top5_acc: 0.8674, loss_cls: 1.2907, loss: 1.2907, grad_norm: 5.1182 2020-08-14 20:47:49,798 - mmaction - INFO - Epoch [80][800/1253] lr: 3.000e-03, eta: 10:20:57, time: 0.619, data_time: 0.006, memory: 4947, top1_acc: 0.6849, top5_acc: 0.8677, loss_cls: 1.2889, loss: 1.2889, grad_norm: 5.0843 2020-08-14 20:55:45,559 - mmaction - INFO - Epoch [80][820/1253] lr: 3.000e-03, eta: 10:22:22, time: 23.789, data_time: 5.479, memory: 4947, top1_acc: 0.6682, top5_acc: 0.8604, loss_cls: 1.3431, loss: 1.3431, grad_norm: 5.1324 2020-08-14 20:55:57,987 - mmaction - INFO - Epoch [80][840/1253] lr: 3.000e-03, eta: 10:21:48, time: 0.619, data_time: 0.003, memory: 4947, top1_acc: 0.6932, top5_acc: 0.8659, loss_cls: 1.2956, loss: 1.2956, grad_norm: 5.0860 2020-08-14 20:56:10,367 - mmaction - INFO - Epoch [80][860/1253] lr: 3.000e-03, eta: 10:21:15, time: 0.621, data_time: 0.010, memory: 4947, top1_acc: 0.6924, top5_acc: 0.8763, loss_cls: 1.2874, loss: 1.2874, grad_norm: 5.1454 2020-08-14 20:56:22,731 - mmaction - INFO - Epoch [80][880/1253] lr: 3.000e-03, eta: 10:20:41, time: 0.617, data_time: 0.008, memory: 4947, top1_acc: 0.6763, top5_acc: 0.8604, loss_cls: 1.3172, loss: 1.3172, grad_norm: 5.1847 2020-08-14 20:56:35,089 - mmaction - INFO - Epoch [80][900/1253] lr: 3.000e-03, eta: 10:20:08, time: 0.619, data_time: 0.010, memory: 4947, top1_acc: 0.6862, top5_acc: 0.8641, loss_cls: 1.2947, loss: 1.2947, grad_norm: 5.1085 2020-08-14 20:56:47,827 - mmaction - INFO - Epoch [80][920/1253] lr: 3.000e-03, eta: 10:19:34, time: 0.637, data_time: 0.005, memory: 4947, top1_acc: 0.6786, top5_acc: 0.8633, loss_cls: 1.3112, loss: 1.3112, grad_norm: 5.0922 2020-08-14 20:57:00,419 - mmaction - INFO - Epoch [80][940/1253] lr: 3.000e-03, eta: 10:19:01, time: 0.630, data_time: 0.007, memory: 4947, top1_acc: 0.6781, top5_acc: 0.8745, loss_cls: 1.2878, loss: 1.2878, grad_norm: 5.0267 2020-08-14 21:01:22,860 - mmaction - INFO - Epoch [80][960/1253] lr: 3.000e-03, eta: 10:19:30, time: 13.115, data_time: 4.567, memory: 4947, top1_acc: 0.6919, top5_acc: 0.8690, loss_cls: 1.2805, loss: 1.2805, grad_norm: 4.9842 2020-08-14 21:01:35,681 - mmaction - INFO - Epoch [80][980/1253] lr: 3.000e-03, eta: 10:18:57, time: 0.647, data_time: 0.013, memory: 4947, top1_acc: 0.6828, top5_acc: 0.8714, loss_cls: 1.2993, loss: 1.2993, grad_norm: 5.1236 2020-08-14 21:01:48,088 - mmaction - INFO - Epoch [80][1000/1253] lr: 3.000e-03, eta: 10:18:23, time: 0.621, data_time: 0.007, memory: 4947, top1_acc: 0.6630, top5_acc: 0.8495, loss_cls: 1.3945, loss: 1.3945, grad_norm: 5.1487 2020-08-14 21:02:00,418 - mmaction - INFO - Epoch [80][1020/1253] lr: 3.000e-03, eta: 10:17:50, time: 0.617, data_time: 0.008, memory: 4947, top1_acc: 0.6763, top5_acc: 0.8620, loss_cls: 1.3356, loss: 1.3356, grad_norm: 5.1064 2020-08-14 21:02:12,825 - mmaction - INFO - Epoch [80][1040/1253] lr: 3.000e-03, eta: 10:17:16, time: 0.621, data_time: 0.008, memory: 4947, top1_acc: 0.6867, top5_acc: 0.8742, loss_cls: 1.2877, loss: 1.2877, grad_norm: 5.0913 2020-08-14 21:02:26,316 - mmaction - INFO - Epoch [80][1060/1253] lr: 3.000e-03, eta: 10:16:43, time: 0.673, data_time: 0.008, memory: 4947, top1_acc: 0.6776, top5_acc: 0.8641, loss_cls: 1.3435, loss: 1.3435, grad_norm: 5.2615 2020-08-14 21:02:39,461 - mmaction - INFO - Epoch [80][1080/1253] lr: 3.000e-03, eta: 10:16:10, time: 0.658, data_time: 0.007, memory: 4947, top1_acc: 0.6643, top5_acc: 0.8563, loss_cls: 1.3550, loss: 1.3550, grad_norm: 5.2294 2020-08-14 21:02:51,823 - mmaction - INFO - Epoch [80][1100/1253] lr: 3.000e-03, eta: 10:15:36, time: 0.619, data_time: 0.007, memory: 4947, top1_acc: 0.6870, top5_acc: 0.8680, loss_cls: 1.2871, loss: 1.2871, grad_norm: 5.0558 2020-08-14 21:03:06,089 - mmaction - INFO - Epoch [80][1120/1253] lr: 3.000e-03, eta: 10:15:03, time: 0.714, data_time: 0.005, memory: 4947, top1_acc: 0.6841, top5_acc: 0.8682, loss_cls: 1.3056, loss: 1.3056, grad_norm: 5.0746 2020-08-14 21:03:19,944 - mmaction - INFO - Epoch [80][1140/1253] lr: 3.000e-03, eta: 10:14:30, time: 0.693, data_time: 0.005, memory: 4947, top1_acc: 0.6870, top5_acc: 0.8682, loss_cls: 1.2690, loss: 1.2690, grad_norm: 5.1670 2020-08-14 21:03:32,356 - mmaction - INFO - Epoch [80][1160/1253] lr: 3.000e-03, eta: 10:13:56, time: 0.619, data_time: 0.006, memory: 4947, top1_acc: 0.6729, top5_acc: 0.8581, loss_cls: 1.3561, loss: 1.3561, grad_norm: 5.2269 2020-08-14 21:03:47,222 - mmaction - INFO - Epoch [80][1180/1253] lr: 3.000e-03, eta: 10:13:23, time: 0.745, data_time: 0.007, memory: 4947, top1_acc: 0.6750, top5_acc: 0.8656, loss_cls: 1.3262, loss: 1.3262, grad_norm: 5.2603 2020-08-14 21:04:01,080 - mmaction - INFO - Epoch [80][1200/1253] lr: 3.000e-03, eta: 10:12:50, time: 0.690, data_time: 0.007, memory: 4947, top1_acc: 0.6857, top5_acc: 0.8664, loss_cls: 1.2962, loss: 1.2962, grad_norm: 5.0573 2020-08-14 21:04:14,858 - mmaction - INFO - Epoch [80][1220/1253] lr: 3.000e-03, eta: 10:12:17, time: 0.693, data_time: 0.006, memory: 4947, top1_acc: 0.6807, top5_acc: 0.8659, loss_cls: 1.3408, loss: 1.3408, grad_norm: 5.1972 2020-08-14 21:04:28,627 - mmaction - INFO - Epoch [80][1240/1253] lr: 3.000e-03, eta: 10:11:44, time: 0.688, data_time: 0.006, memory: 4947, top1_acc: 0.6742, top5_acc: 0.8661, loss_cls: 1.3355, loss: 1.3355, grad_norm: 5.2662 2020-08-14 21:04:36,535 - mmaction - INFO - Saving checkpoint at 80 epochs 2020-08-14 21:07:55,472 - mmaction - INFO - Epoch [81][20/1253] lr: 3.000e-04, eta: 10:11:33, time: 9.896, data_time: 9.283, memory: 4947, top1_acc: 0.6878, top5_acc: 0.8682, loss_cls: 1.2934, loss: 1.2934, grad_norm: 5.1508 2020-08-14 21:08:07,729 - mmaction - INFO - Epoch [81][40/1253] lr: 3.000e-04, eta: 10:10:59, time: 0.616, data_time: 0.007, memory: 4947, top1_acc: 0.6911, top5_acc: 0.8745, loss_cls: 1.2313, loss: 1.2313, grad_norm: 5.0540 2020-08-14 21:08:20,055 - mmaction - INFO - Epoch [81][60/1253] lr: 3.000e-04, eta: 10:10:26, time: 0.615, data_time: 0.006, memory: 4947, top1_acc: 0.6914, top5_acc: 0.8771, loss_cls: 1.2512, loss: 1.2512, grad_norm: 5.0007 2020-08-14 21:08:32,579 - mmaction - INFO - Epoch [81][80/1253] lr: 3.000e-04, eta: 10:09:52, time: 0.627, data_time: 0.006, memory: 4947, top1_acc: 0.6924, top5_acc: 0.8732, loss_cls: 1.2479, loss: 1.2479, grad_norm: 4.9889 2020-08-14 21:08:45,051 - mmaction - INFO - Epoch [81][100/1253] lr: 3.000e-04, eta: 10:09:19, time: 0.625, data_time: 0.006, memory: 4947, top1_acc: 0.6992, top5_acc: 0.8773, loss_cls: 1.2198, loss: 1.2198, grad_norm: 5.0124 2020-08-14 21:08:57,627 - mmaction - INFO - Epoch [81][120/1253] lr: 3.000e-04, eta: 10:08:45, time: 0.628, data_time: 0.004, memory: 4947, top1_acc: 0.6883, top5_acc: 0.8690, loss_cls: 1.2828, loss: 1.2828, grad_norm: 5.0115 2020-08-14 21:09:10,191 - mmaction - INFO - Epoch [81][140/1253] lr: 3.000e-04, eta: 10:08:12, time: 0.626, data_time: 0.008, memory: 4947, top1_acc: 0.6917, top5_acc: 0.8766, loss_cls: 1.2498, loss: 1.2498, grad_norm: 5.0034 2020-08-14 21:09:23,840 - mmaction - INFO - Epoch [81][160/1253] lr: 3.000e-04, eta: 10:07:39, time: 0.683, data_time: 0.007, memory: 4947, top1_acc: 0.7026, top5_acc: 0.8820, loss_cls: 1.1923, loss: 1.1923, grad_norm: 4.9948 2020-08-14 21:09:37,113 - mmaction - INFO - Epoch [81][180/1253] lr: 3.000e-04, eta: 10:07:05, time: 0.665, data_time: 0.007, memory: 4947, top1_acc: 0.7008, top5_acc: 0.8784, loss_cls: 1.2319, loss: 1.2319, grad_norm: 5.0439 2020-08-14 21:09:50,938 - mmaction - INFO - Epoch [81][200/1253] lr: 3.000e-04, eta: 10:06:32, time: 0.692, data_time: 0.002, memory: 4947, top1_acc: 0.6977, top5_acc: 0.8794, loss_cls: 1.2174, loss: 1.2174, grad_norm: 5.0576 2020-08-14 21:10:06,462 - mmaction - INFO - Epoch [81][220/1253] lr: 3.000e-04, eta: 10:06:00, time: 0.775, data_time: 0.005, memory: 4947, top1_acc: 0.6979, top5_acc: 0.8771, loss_cls: 1.2163, loss: 1.2163, grad_norm: 4.9932 2020-08-14 21:10:19,358 - mmaction - INFO - Epoch [81][240/1253] lr: 3.000e-04, eta: 10:05:26, time: 0.643, data_time: 0.002, memory: 4947, top1_acc: 0.6966, top5_acc: 0.8685, loss_cls: 1.2723, loss: 1.2723, grad_norm: 5.0163 2020-08-14 21:10:32,436 - mmaction - INFO - Epoch [81][260/1253] lr: 3.000e-04, eta: 10:04:53, time: 0.654, data_time: 0.008, memory: 4947, top1_acc: 0.6875, top5_acc: 0.8682, loss_cls: 1.2745, loss: 1.2745, grad_norm: 5.0182 2020-08-14 21:10:47,541 - mmaction - INFO - Epoch [81][280/1253] lr: 3.000e-04, eta: 10:04:20, time: 0.757, data_time: 0.006, memory: 4947, top1_acc: 0.6904, top5_acc: 0.8760, loss_cls: 1.2237, loss: 1.2237, grad_norm: 5.0494 2020-08-14 21:11:01,513 - mmaction - INFO - Epoch [81][300/1253] lr: 3.000e-04, eta: 10:03:47, time: 0.699, data_time: 0.006, memory: 4947, top1_acc: 0.6833, top5_acc: 0.8682, loss_cls: 1.3119, loss: 1.3119, grad_norm: 5.0748 2020-08-14 21:11:15,363 - mmaction - INFO - Epoch [81][320/1253] lr: 3.000e-04, eta: 10:03:14, time: 0.692, data_time: 0.004, memory: 4947, top1_acc: 0.6815, top5_acc: 0.8669, loss_cls: 1.2937, loss: 1.2937, grad_norm: 5.1340 2020-08-14 21:11:28,646 - mmaction - INFO - Epoch [81][340/1253] lr: 3.000e-04, eta: 10:02:41, time: 0.664, data_time: 0.006, memory: 4947, top1_acc: 0.6995, top5_acc: 0.8768, loss_cls: 1.2297, loss: 1.2297, grad_norm: 5.0211 2020-08-14 21:11:42,381 - mmaction - INFO - Epoch [81][360/1253] lr: 3.000e-04, eta: 10:02:08, time: 0.688, data_time: 0.004, memory: 4947, top1_acc: 0.6914, top5_acc: 0.8742, loss_cls: 1.2420, loss: 1.2420, grad_norm: 4.9816 2020-08-14 21:11:57,443 - mmaction - INFO - Epoch [81][380/1253] lr: 3.000e-04, eta: 10:01:35, time: 0.749, data_time: 0.005, memory: 4947, top1_acc: 0.6878, top5_acc: 0.8667, loss_cls: 1.2873, loss: 1.2873, grad_norm: 5.0509 2020-08-14 21:12:11,328 - mmaction - INFO - Epoch [81][400/1253] lr: 3.000e-04, eta: 10:01:02, time: 0.696, data_time: 0.007, memory: 4947, top1_acc: 0.6966, top5_acc: 0.8797, loss_cls: 1.2327, loss: 1.2327, grad_norm: 5.0300 2020-08-14 21:12:24,708 - mmaction - INFO - Epoch [81][420/1253] lr: 3.000e-04, eta: 10:00:29, time: 0.671, data_time: 0.007, memory: 4947, top1_acc: 0.6979, top5_acc: 0.8672, loss_cls: 1.2577, loss: 1.2577, grad_norm: 5.0235 2020-08-14 21:12:39,157 - mmaction - INFO - Epoch [81][440/1253] lr: 3.000e-04, eta: 9:59:56, time: 0.723, data_time: 0.008, memory: 4947, top1_acc: 0.7003, top5_acc: 0.8727, loss_cls: 1.2225, loss: 1.2225, grad_norm: 4.9618 2020-08-14 21:12:52,228 - mmaction - INFO - Epoch [81][460/1253] lr: 3.000e-04, eta: 9:59:23, time: 0.653, data_time: 0.002, memory: 4947, top1_acc: 0.6997, top5_acc: 0.8828, loss_cls: 1.2146, loss: 1.2146, grad_norm: 5.0981 2020-08-14 21:13:07,793 - mmaction - INFO - Epoch [81][480/1253] lr: 3.000e-04, eta: 9:58:50, time: 0.779, data_time: 0.008, memory: 4947, top1_acc: 0.7021, top5_acc: 0.8805, loss_cls: 1.1909, loss: 1.1909, grad_norm: 4.9422 2020-08-14 21:13:22,764 - mmaction - INFO - Epoch [81][500/1253] lr: 3.000e-04, eta: 9:58:18, time: 0.746, data_time: 0.007, memory: 4947, top1_acc: 0.6854, top5_acc: 0.8667, loss_cls: 1.2926, loss: 1.2926, grad_norm: 5.1404 2020-08-14 21:13:37,119 - mmaction - INFO - Epoch [81][520/1253] lr: 3.000e-04, eta: 9:57:45, time: 0.719, data_time: 0.007, memory: 4947, top1_acc: 0.6977, top5_acc: 0.8794, loss_cls: 1.2284, loss: 1.2284, grad_norm: 4.9776 2020-08-14 21:13:51,514 - mmaction - INFO - Epoch [81][540/1253] lr: 3.000e-04, eta: 9:57:12, time: 0.720, data_time: 0.007, memory: 4947, top1_acc: 0.6977, top5_acc: 0.8721, loss_cls: 1.2580, loss: 1.2580, grad_norm: 5.0990 2020-08-14 21:14:06,252 - mmaction - INFO - Epoch [81][560/1253] lr: 3.000e-04, eta: 9:56:39, time: 0.734, data_time: 0.009, memory: 4947, top1_acc: 0.6977, top5_acc: 0.8781, loss_cls: 1.2302, loss: 1.2302, grad_norm: 5.0227 2020-08-14 21:14:21,094 - mmaction - INFO - Epoch [81][580/1253] lr: 3.000e-04, eta: 9:56:07, time: 0.746, data_time: 0.006, memory: 4947, top1_acc: 0.6883, top5_acc: 0.8633, loss_cls: 1.2832, loss: 1.2832, grad_norm: 5.0745 2020-08-14 21:14:36,080 - mmaction - INFO - Epoch [81][600/1253] lr: 3.000e-04, eta: 9:55:34, time: 0.747, data_time: 0.005, memory: 4947, top1_acc: 0.7005, top5_acc: 0.8729, loss_cls: 1.2467, loss: 1.2467, grad_norm: 5.0248 2020-08-14 21:14:50,458 - mmaction - INFO - Epoch [81][620/1253] lr: 3.000e-04, eta: 9:55:01, time: 0.721, data_time: 0.006, memory: 4947, top1_acc: 0.7052, top5_acc: 0.8776, loss_cls: 1.2084, loss: 1.2084, grad_norm: 5.0466 2020-08-14 21:15:03,825 - mmaction - INFO - Epoch [81][640/1253] lr: 3.000e-04, eta: 9:54:28, time: 0.667, data_time: 0.006, memory: 4947, top1_acc: 0.6969, top5_acc: 0.8784, loss_cls: 1.2168, loss: 1.2168, grad_norm: 5.0899 2020-08-14 21:15:18,590 - mmaction - INFO - Epoch [81][660/1253] lr: 3.000e-04, eta: 9:53:55, time: 0.738, data_time: 0.003, memory: 4947, top1_acc: 0.6935, top5_acc: 0.8734, loss_cls: 1.2598, loss: 1.2598, grad_norm: 5.0369 2020-08-14 21:15:32,436 - mmaction - INFO - Epoch [81][680/1253] lr: 3.000e-04, eta: 9:53:22, time: 0.692, data_time: 0.006, memory: 4947, top1_acc: 0.7039, top5_acc: 0.8802, loss_cls: 1.2000, loss: 1.2000, grad_norm: 4.9838 2020-08-14 21:15:47,484 - mmaction - INFO - Epoch [81][700/1253] lr: 3.000e-04, eta: 9:52:50, time: 0.751, data_time: 0.007, memory: 4947, top1_acc: 0.6982, top5_acc: 0.8771, loss_cls: 1.2307, loss: 1.2307, grad_norm: 4.9996 2020-08-14 21:16:01,221 - mmaction - INFO - Epoch [81][720/1253] lr: 3.000e-04, eta: 9:52:17, time: 0.689, data_time: 0.006, memory: 4947, top1_acc: 0.6961, top5_acc: 0.8677, loss_cls: 1.2575, loss: 1.2575, grad_norm: 5.0763 2020-08-14 21:16:14,739 - mmaction - INFO - Epoch [81][740/1253] lr: 3.000e-04, eta: 9:51:44, time: 0.673, data_time: 0.008, memory: 4947, top1_acc: 0.7000, top5_acc: 0.8776, loss_cls: 1.2118, loss: 1.2118, grad_norm: 5.0132 2020-08-14 21:16:29,388 - mmaction - INFO - Epoch [81][760/1253] lr: 3.000e-04, eta: 9:51:11, time: 0.735, data_time: 0.007, memory: 4947, top1_acc: 0.7005, top5_acc: 0.8779, loss_cls: 1.2322, loss: 1.2322, grad_norm: 5.0845 2020-08-14 21:16:43,640 - mmaction - INFO - Epoch [81][780/1253] lr: 3.000e-04, eta: 9:50:38, time: 0.710, data_time: 0.005, memory: 4947, top1_acc: 0.6794, top5_acc: 0.8609, loss_cls: 1.3248, loss: 1.3248, grad_norm: 5.1466 2020-08-14 21:16:57,896 - mmaction - INFO - Epoch [81][800/1253] lr: 3.000e-04, eta: 9:50:06, time: 0.715, data_time: 0.007, memory: 4947, top1_acc: 0.6875, top5_acc: 0.8729, loss_cls: 1.2692, loss: 1.2692, grad_norm: 5.1152 2020-08-14 21:17:12,749 - mmaction - INFO - Epoch [81][820/1253] lr: 3.000e-04, eta: 9:49:33, time: 0.740, data_time: 0.010, memory: 4947, top1_acc: 0.6852, top5_acc: 0.8646, loss_cls: 1.2934, loss: 1.2934, grad_norm: 5.1296 2020-08-14 21:17:28,628 - mmaction - INFO - Epoch [81][840/1253] lr: 3.000e-04, eta: 9:49:01, time: 0.797, data_time: 0.007, memory: 4947, top1_acc: 0.7008, top5_acc: 0.8773, loss_cls: 1.2273, loss: 1.2273, grad_norm: 5.0896 2020-08-14 21:17:43,781 - mmaction - INFO - Epoch [81][860/1253] lr: 3.000e-04, eta: 9:48:28, time: 0.757, data_time: 0.006, memory: 4947, top1_acc: 0.7091, top5_acc: 0.8693, loss_cls: 1.2432, loss: 1.2432, grad_norm: 4.9194 2020-08-14 21:17:57,258 - mmaction - INFO - Epoch [81][880/1253] lr: 3.000e-04, eta: 9:47:55, time: 0.672, data_time: 0.008, memory: 4947, top1_acc: 0.6901, top5_acc: 0.8664, loss_cls: 1.2856, loss: 1.2856, grad_norm: 5.1610 2020-08-14 21:18:12,894 - mmaction - INFO - Epoch [81][900/1253] lr: 3.000e-04, eta: 9:47:23, time: 0.785, data_time: 0.007, memory: 4947, top1_acc: 0.6896, top5_acc: 0.8638, loss_cls: 1.2793, loss: 1.2793, grad_norm: 4.9851 2020-08-14 21:18:26,708 - mmaction - INFO - Epoch [81][920/1253] lr: 3.000e-04, eta: 9:46:50, time: 0.689, data_time: 0.005, memory: 4947, top1_acc: 0.6961, top5_acc: 0.8690, loss_cls: 1.2673, loss: 1.2673, grad_norm: 5.0135 2020-08-14 21:18:41,267 - mmaction - INFO - Epoch [81][940/1253] lr: 3.000e-04, eta: 9:46:17, time: 0.729, data_time: 0.006, memory: 4947, top1_acc: 0.6982, top5_acc: 0.8716, loss_cls: 1.2369, loss: 1.2369, grad_norm: 5.0314 2020-08-14 21:18:57,018 - mmaction - INFO - Epoch [81][960/1253] lr: 3.000e-04, eta: 9:45:45, time: 0.788, data_time: 0.006, memory: 4947, top1_acc: 0.7036, top5_acc: 0.8865, loss_cls: 1.2105, loss: 1.2105, grad_norm: 5.0651 2020-08-14 21:19:10,949 - mmaction - INFO - Epoch [81][980/1253] lr: 3.000e-04, eta: 9:45:12, time: 0.694, data_time: 0.008, memory: 4947, top1_acc: 0.7055, top5_acc: 0.8794, loss_cls: 1.2044, loss: 1.2044, grad_norm: 5.0040 2020-08-14 21:19:24,457 - mmaction - INFO - Epoch [81][1000/1253] lr: 3.000e-04, eta: 9:44:39, time: 0.676, data_time: 0.006, memory: 4947, top1_acc: 0.6958, top5_acc: 0.8760, loss_cls: 1.2411, loss: 1.2411, grad_norm: 5.0700 2020-08-14 21:19:39,821 - mmaction - INFO - Epoch [81][1020/1253] lr: 3.000e-04, eta: 9:44:07, time: 0.768, data_time: 0.009, memory: 4947, top1_acc: 0.7049, top5_acc: 0.8758, loss_cls: 1.2241, loss: 1.2241, grad_norm: 5.0302 2020-08-14 21:19:54,533 - mmaction - INFO - Epoch [81][1040/1253] lr: 3.000e-04, eta: 9:43:34, time: 0.738, data_time: 0.007, memory: 4947, top1_acc: 0.6997, top5_acc: 0.8773, loss_cls: 1.2235, loss: 1.2235, grad_norm: 5.0437 2020-08-14 21:20:08,026 - mmaction - INFO - Epoch [81][1060/1253] lr: 3.000e-04, eta: 9:43:01, time: 0.675, data_time: 0.002, memory: 4947, top1_acc: 0.6987, top5_acc: 0.8742, loss_cls: 1.2530, loss: 1.2530, grad_norm: 5.0845 2020-08-14 21:20:22,984 - mmaction - INFO - Epoch [81][1080/1253] lr: 3.000e-04, eta: 9:42:29, time: 0.748, data_time: 0.002, memory: 4947, top1_acc: 0.6896, top5_acc: 0.8841, loss_cls: 1.2296, loss: 1.2296, grad_norm: 5.0124 2020-08-14 21:20:36,921 - mmaction - INFO - Epoch [81][1100/1253] lr: 3.000e-04, eta: 9:41:56, time: 0.697, data_time: 0.002, memory: 4947, top1_acc: 0.7128, top5_acc: 0.8810, loss_cls: 1.1836, loss: 1.1836, grad_norm: 4.9379 2020-08-14 21:20:51,527 - mmaction - INFO - Epoch [81][1120/1253] lr: 3.000e-04, eta: 9:41:23, time: 0.730, data_time: 0.002, memory: 4947, top1_acc: 0.7091, top5_acc: 0.8797, loss_cls: 1.2038, loss: 1.2038, grad_norm: 4.9901 2020-08-14 21:27:34,999 - mmaction - INFO - Epoch [81][1140/1253] lr: 3.000e-04, eta: 9:42:23, time: 20.169, data_time: 10.011, memory: 4947, top1_acc: 0.6956, top5_acc: 0.8724, loss_cls: 1.2508, loss: 1.2508, grad_norm: 5.1079 2020-08-14 21:27:47,177 - mmaction - INFO - Epoch [81][1160/1253] lr: 3.000e-04, eta: 9:41:49, time: 0.612, data_time: 0.007, memory: 4947, top1_acc: 0.6870, top5_acc: 0.8732, loss_cls: 1.2575, loss: 1.2575, grad_norm: 5.1282 2020-08-14 21:27:59,603 - mmaction - INFO - Epoch [81][1180/1253] lr: 3.000e-04, eta: 9:41:16, time: 0.618, data_time: 0.009, memory: 4947, top1_acc: 0.7083, top5_acc: 0.8906, loss_cls: 1.1621, loss: 1.1621, grad_norm: 4.9330 2020-08-14 21:28:11,864 - mmaction - INFO - Epoch [81][1200/1253] lr: 3.000e-04, eta: 9:40:43, time: 0.617, data_time: 0.007, memory: 4947, top1_acc: 0.6930, top5_acc: 0.8797, loss_cls: 1.2270, loss: 1.2270, grad_norm: 5.0717 2020-08-14 21:28:24,155 - mmaction - INFO - Epoch [81][1220/1253] lr: 3.000e-04, eta: 9:40:10, time: 0.612, data_time: 0.005, memory: 4947, top1_acc: 0.6969, top5_acc: 0.8724, loss_cls: 1.2422, loss: 1.2422, grad_norm: 5.0951 2020-08-14 21:28:36,733 - mmaction - INFO - Epoch [81][1240/1253] lr: 3.000e-04, eta: 9:39:37, time: 0.631, data_time: 0.008, memory: 4947, top1_acc: 0.6958, top5_acc: 0.8685, loss_cls: 1.2659, loss: 1.2659, grad_norm: 5.1338 2020-08-14 21:28:45,340 - mmaction - INFO - Saving checkpoint at 81 epochs 2020-08-14 21:32:28,678 - mmaction - INFO - Epoch [82][20/1253] lr: 3.000e-04, eta: 9:39:30, time: 11.141, data_time: 10.531, memory: 4947, top1_acc: 0.7005, top5_acc: 0.8849, loss_cls: 1.2253, loss: 1.2253, grad_norm: 5.0038 2020-08-14 21:32:41,101 - mmaction - INFO - Epoch [82][40/1253] lr: 3.000e-04, eta: 9:38:56, time: 0.621, data_time: 0.009, memory: 4947, top1_acc: 0.7036, top5_acc: 0.8737, loss_cls: 1.2325, loss: 1.2325, grad_norm: 5.0489 2020-08-14 21:32:53,565 - mmaction - INFO - Epoch [82][60/1253] lr: 3.000e-04, eta: 9:38:23, time: 0.620, data_time: 0.008, memory: 4947, top1_acc: 0.7068, top5_acc: 0.8844, loss_cls: 1.1887, loss: 1.1887, grad_norm: 5.0655 2020-08-14 21:33:06,016 - mmaction - INFO - Epoch [82][80/1253] lr: 3.000e-04, eta: 9:37:50, time: 0.623, data_time: 0.007, memory: 4947, top1_acc: 0.7057, top5_acc: 0.8794, loss_cls: 1.2032, loss: 1.2032, grad_norm: 4.9899 2020-08-14 21:33:18,986 - mmaction - INFO - Epoch [82][100/1253] lr: 3.000e-04, eta: 9:37:17, time: 0.652, data_time: 0.008, memory: 4947, top1_acc: 0.6997, top5_acc: 0.8776, loss_cls: 1.2287, loss: 1.2287, grad_norm: 5.1796 2020-08-14 21:33:31,346 - mmaction - INFO - Epoch [82][120/1253] lr: 3.000e-04, eta: 9:36:44, time: 0.616, data_time: 0.005, memory: 4947, top1_acc: 0.6945, top5_acc: 0.8737, loss_cls: 1.2354, loss: 1.2354, grad_norm: 5.0856 2020-08-14 21:33:44,263 - mmaction - INFO - Epoch [82][140/1253] lr: 3.000e-04, eta: 9:36:11, time: 0.648, data_time: 0.009, memory: 4947, top1_acc: 0.6956, top5_acc: 0.8721, loss_cls: 1.2513, loss: 1.2513, grad_norm: 5.0923 2020-08-14 21:33:58,309 - mmaction - INFO - Epoch [82][160/1253] lr: 3.000e-04, eta: 9:35:38, time: 0.701, data_time: 0.008, memory: 4947, top1_acc: 0.7003, top5_acc: 0.8734, loss_cls: 1.2361, loss: 1.2361, grad_norm: 5.0765 2020-08-14 21:34:11,156 - mmaction - INFO - Epoch [82][180/1253] lr: 3.000e-04, eta: 9:35:05, time: 0.642, data_time: 0.005, memory: 4947, top1_acc: 0.7047, top5_acc: 0.8784, loss_cls: 1.2130, loss: 1.2130, grad_norm: 5.0553 2020-08-14 21:34:24,059 - mmaction - INFO - Epoch [82][200/1253] lr: 3.000e-04, eta: 9:34:32, time: 0.646, data_time: 0.009, memory: 4947, top1_acc: 0.7044, top5_acc: 0.8818, loss_cls: 1.2140, loss: 1.2140, grad_norm: 5.0239 2020-08-14 21:34:37,528 - mmaction - INFO - Epoch [82][220/1253] lr: 3.000e-04, eta: 9:33:59, time: 0.671, data_time: 0.003, memory: 4947, top1_acc: 0.7130, top5_acc: 0.8818, loss_cls: 1.1865, loss: 1.1865, grad_norm: 4.9355 2020-08-14 21:34:51,038 - mmaction - INFO - Epoch [82][240/1253] lr: 3.000e-04, eta: 9:33:26, time: 0.679, data_time: 0.009, memory: 4947, top1_acc: 0.7023, top5_acc: 0.8760, loss_cls: 1.2435, loss: 1.2435, grad_norm: 5.1236 2020-08-14 21:35:05,122 - mmaction - INFO - Epoch [82][260/1253] lr: 3.000e-04, eta: 9:32:54, time: 0.704, data_time: 0.004, memory: 4947, top1_acc: 0.6982, top5_acc: 0.8724, loss_cls: 1.2404, loss: 1.2404, grad_norm: 5.0274 2020-08-14 21:35:19,892 - mmaction - INFO - Epoch [82][280/1253] lr: 3.000e-04, eta: 9:32:21, time: 0.738, data_time: 0.002, memory: 4947, top1_acc: 0.6987, top5_acc: 0.8786, loss_cls: 1.2202, loss: 1.2202, grad_norm: 5.0423 2020-08-14 21:35:33,504 - mmaction - INFO - Epoch [82][300/1253] lr: 3.000e-04, eta: 9:31:48, time: 0.677, data_time: 0.007, memory: 4947, top1_acc: 0.7000, top5_acc: 0.8805, loss_cls: 1.2188, loss: 1.2188, grad_norm: 5.0350 2020-08-14 21:35:47,667 - mmaction - INFO - Epoch [82][320/1253] lr: 3.000e-04, eta: 9:31:16, time: 0.710, data_time: 0.007, memory: 4947, top1_acc: 0.7107, top5_acc: 0.8839, loss_cls: 1.1889, loss: 1.1889, grad_norm: 4.9488 2020-08-14 21:36:02,028 - mmaction - INFO - Epoch [82][340/1253] lr: 3.000e-04, eta: 9:30:43, time: 0.719, data_time: 0.007, memory: 4947, top1_acc: 0.6984, top5_acc: 0.8659, loss_cls: 1.2677, loss: 1.2677, grad_norm: 5.1619 2020-08-14 21:36:17,336 - mmaction - INFO - Epoch [82][360/1253] lr: 3.000e-04, eta: 9:30:11, time: 0.767, data_time: 0.005, memory: 4947, top1_acc: 0.6883, top5_acc: 0.8708, loss_cls: 1.2715, loss: 1.2715, grad_norm: 5.0594 2020-08-14 21:36:30,553 - mmaction - INFO - Epoch [82][380/1253] lr: 3.000e-04, eta: 9:29:38, time: 0.657, data_time: 0.005, memory: 4947, top1_acc: 0.6922, top5_acc: 0.8732, loss_cls: 1.2370, loss: 1.2370, grad_norm: 5.1506 2020-08-14 21:36:44,084 - mmaction - INFO - Epoch [82][400/1253] lr: 3.000e-04, eta: 9:29:05, time: 0.680, data_time: 0.007, memory: 4947, top1_acc: 0.6979, top5_acc: 0.8729, loss_cls: 1.2539, loss: 1.2539, grad_norm: 5.0818 2020-08-14 21:37:00,016 - mmaction - INFO - Epoch [82][420/1253] lr: 3.000e-04, eta: 9:28:33, time: 0.795, data_time: 0.008, memory: 4947, top1_acc: 0.7060, top5_acc: 0.8859, loss_cls: 1.1966, loss: 1.1966, grad_norm: 5.0553 2020-08-14 21:37:13,506 - mmaction - INFO - Epoch [82][440/1253] lr: 3.000e-04, eta: 9:28:00, time: 0.677, data_time: 0.006, memory: 4947, top1_acc: 0.6924, top5_acc: 0.8776, loss_cls: 1.2191, loss: 1.2191, grad_norm: 5.1555 2020-08-14 21:37:29,646 - mmaction - INFO - Epoch [82][460/1253] lr: 3.000e-04, eta: 9:27:28, time: 0.805, data_time: 0.007, memory: 4947, top1_acc: 0.6977, top5_acc: 0.8706, loss_cls: 1.2459, loss: 1.2459, grad_norm: 5.0828 2020-08-14 21:37:44,445 - mmaction - INFO - Epoch [82][480/1253] lr: 3.000e-04, eta: 9:26:56, time: 0.742, data_time: 0.006, memory: 4947, top1_acc: 0.7000, top5_acc: 0.8701, loss_cls: 1.2328, loss: 1.2328, grad_norm: 5.0126 2020-08-14 21:37:58,620 - mmaction - INFO - Epoch [82][500/1253] lr: 3.000e-04, eta: 9:26:23, time: 0.707, data_time: 0.006, memory: 4947, top1_acc: 0.6974, top5_acc: 0.8669, loss_cls: 1.2653, loss: 1.2653, grad_norm: 5.1564 2020-08-14 21:38:13,000 - mmaction - INFO - Epoch [82][520/1253] lr: 3.000e-04, eta: 9:25:50, time: 0.720, data_time: 0.005, memory: 4947, top1_acc: 0.7049, top5_acc: 0.8690, loss_cls: 1.2255, loss: 1.2255, grad_norm: 4.9594 2020-08-14 21:38:27,694 - mmaction - INFO - Epoch [82][540/1253] lr: 3.000e-04, eta: 9:25:18, time: 0.733, data_time: 0.006, memory: 4947, top1_acc: 0.6984, top5_acc: 0.8805, loss_cls: 1.2412, loss: 1.2412, grad_norm: 5.2067 2020-08-14 21:38:42,208 - mmaction - INFO - Epoch [82][560/1253] lr: 3.000e-04, eta: 9:24:45, time: 0.726, data_time: 0.005, memory: 4947, top1_acc: 0.6958, top5_acc: 0.8677, loss_cls: 1.2750, loss: 1.2750, grad_norm: 5.0497 2020-08-14 21:38:57,487 - mmaction - INFO - Epoch [82][580/1253] lr: 3.000e-04, eta: 9:24:13, time: 0.763, data_time: 0.009, memory: 4947, top1_acc: 0.6979, top5_acc: 0.8719, loss_cls: 1.2434, loss: 1.2434, grad_norm: 5.1281 2020-08-14 21:39:12,361 - mmaction - INFO - Epoch [82][600/1253] lr: 3.000e-04, eta: 9:23:41, time: 0.744, data_time: 0.008, memory: 4947, top1_acc: 0.7120, top5_acc: 0.8820, loss_cls: 1.1843, loss: 1.1843, grad_norm: 4.9622 2020-08-14 21:39:26,211 - mmaction - INFO - Epoch [82][620/1253] lr: 3.000e-04, eta: 9:23:08, time: 0.692, data_time: 0.008, memory: 4947, top1_acc: 0.6990, top5_acc: 0.8708, loss_cls: 1.2577, loss: 1.2577, grad_norm: 5.1957 2020-08-14 21:39:41,550 - mmaction - INFO - Epoch [82][640/1253] lr: 3.000e-04, eta: 9:22:36, time: 0.768, data_time: 0.006, memory: 4947, top1_acc: 0.7036, top5_acc: 0.8802, loss_cls: 1.2193, loss: 1.2193, grad_norm: 5.0779 2020-08-14 21:39:55,604 - mmaction - INFO - Epoch [82][660/1253] lr: 3.000e-04, eta: 9:22:03, time: 0.699, data_time: 0.007, memory: 4947, top1_acc: 0.6924, top5_acc: 0.8711, loss_cls: 1.2835, loss: 1.2835, grad_norm: 5.1638 2020-08-14 21:40:10,575 - mmaction - INFO - Epoch [82][680/1253] lr: 3.000e-04, eta: 9:21:31, time: 0.751, data_time: 0.008, memory: 4947, top1_acc: 0.6961, top5_acc: 0.8729, loss_cls: 1.2598, loss: 1.2598, grad_norm: 5.0426 2020-08-14 21:40:23,900 - mmaction - INFO - Epoch [82][700/1253] lr: 3.000e-04, eta: 9:20:58, time: 0.669, data_time: 0.004, memory: 4947, top1_acc: 0.7021, top5_acc: 0.8729, loss_cls: 1.2341, loss: 1.2341, grad_norm: 5.1507 2020-08-14 21:40:39,068 - mmaction - INFO - Epoch [82][720/1253] lr: 3.000e-04, eta: 9:20:26, time: 0.756, data_time: 0.006, memory: 4947, top1_acc: 0.6901, top5_acc: 0.8766, loss_cls: 1.2491, loss: 1.2491, grad_norm: 5.1874 2020-08-14 21:40:54,161 - mmaction - INFO - Epoch [82][740/1253] lr: 3.000e-04, eta: 9:19:54, time: 0.755, data_time: 0.007, memory: 4947, top1_acc: 0.6919, top5_acc: 0.8706, loss_cls: 1.2442, loss: 1.2442, grad_norm: 5.1254 2020-08-14 21:41:08,869 - mmaction - INFO - Epoch [82][760/1253] lr: 3.000e-04, eta: 9:19:21, time: 0.735, data_time: 0.007, memory: 4947, top1_acc: 0.7068, top5_acc: 0.8766, loss_cls: 1.2093, loss: 1.2093, grad_norm: 4.9931 2020-08-14 21:41:22,061 - mmaction - INFO - Epoch [82][780/1253] lr: 3.000e-04, eta: 9:18:49, time: 0.662, data_time: 0.006, memory: 4947, top1_acc: 0.6961, top5_acc: 0.8758, loss_cls: 1.2413, loss: 1.2413, grad_norm: 5.0873 2020-08-14 21:41:37,138 - mmaction - INFO - Epoch [82][800/1253] lr: 3.000e-04, eta: 9:18:16, time: 0.754, data_time: 0.006, memory: 4947, top1_acc: 0.6951, top5_acc: 0.8810, loss_cls: 1.2155, loss: 1.2155, grad_norm: 5.0863 2020-08-14 21:41:51,538 - mmaction - INFO - Epoch [82][820/1253] lr: 3.000e-04, eta: 9:17:44, time: 0.719, data_time: 0.002, memory: 4947, top1_acc: 0.6919, top5_acc: 0.8737, loss_cls: 1.2547, loss: 1.2547, grad_norm: 5.1317 2020-08-14 21:42:05,698 - mmaction - INFO - Epoch [82][840/1253] lr: 3.000e-04, eta: 9:17:11, time: 0.709, data_time: 0.006, memory: 4947, top1_acc: 0.7023, top5_acc: 0.8867, loss_cls: 1.1925, loss: 1.1925, grad_norm: 5.1029 2020-08-14 21:42:21,765 - mmaction - INFO - Epoch [82][860/1253] lr: 3.000e-04, eta: 9:16:39, time: 0.798, data_time: 0.006, memory: 4947, top1_acc: 0.6997, top5_acc: 0.8771, loss_cls: 1.2293, loss: 1.2293, grad_norm: 5.0234 2020-08-14 21:42:36,413 - mmaction - INFO - Epoch [82][880/1253] lr: 3.000e-04, eta: 9:16:07, time: 0.736, data_time: 0.008, memory: 4947, top1_acc: 0.7076, top5_acc: 0.8727, loss_cls: 1.2000, loss: 1.2000, grad_norm: 5.0743 2020-08-14 21:42:51,258 - mmaction - INFO - Epoch [82][900/1253] lr: 3.000e-04, eta: 9:15:35, time: 0.741, data_time: 0.007, memory: 4947, top1_acc: 0.7060, top5_acc: 0.8826, loss_cls: 1.1838, loss: 1.1838, grad_norm: 5.1124 2020-08-14 21:43:05,512 - mmaction - INFO - Epoch [82][920/1253] lr: 3.000e-04, eta: 9:15:02, time: 0.715, data_time: 0.007, memory: 4947, top1_acc: 0.7052, top5_acc: 0.8776, loss_cls: 1.2088, loss: 1.2088, grad_norm: 5.1311 2020-08-14 21:43:19,425 - mmaction - INFO - Epoch [82][940/1253] lr: 3.000e-04, eta: 9:14:30, time: 0.696, data_time: 0.008, memory: 4947, top1_acc: 0.6935, top5_acc: 0.8799, loss_cls: 1.2441, loss: 1.2441, grad_norm: 5.1807 2020-08-14 21:43:34,085 - mmaction - INFO - Epoch [82][960/1253] lr: 3.000e-04, eta: 9:13:57, time: 0.730, data_time: 0.006, memory: 4947, top1_acc: 0.7141, top5_acc: 0.8786, loss_cls: 1.2017, loss: 1.2017, grad_norm: 4.9393 2020-08-14 21:43:48,769 - mmaction - INFO - Epoch [82][980/1253] lr: 3.000e-04, eta: 9:13:25, time: 0.736, data_time: 0.007, memory: 4947, top1_acc: 0.7068, top5_acc: 0.8878, loss_cls: 1.1752, loss: 1.1752, grad_norm: 4.9785 2020-08-14 21:44:02,260 - mmaction - INFO - Epoch [82][1000/1253] lr: 3.000e-04, eta: 9:12:53, time: 0.673, data_time: 0.006, memory: 4947, top1_acc: 0.7068, top5_acc: 0.8799, loss_cls: 1.1947, loss: 1.1947, grad_norm: 4.9454 2020-08-14 21:44:17,328 - mmaction - INFO - Epoch [82][1020/1253] lr: 3.000e-04, eta: 9:12:20, time: 0.755, data_time: 0.007, memory: 4947, top1_acc: 0.7099, top5_acc: 0.8799, loss_cls: 1.2068, loss: 1.2068, grad_norm: 5.0138 2020-08-14 21:44:32,960 - mmaction - INFO - Epoch [82][1040/1253] lr: 3.000e-04, eta: 9:11:48, time: 0.783, data_time: 0.007, memory: 4947, top1_acc: 0.6826, top5_acc: 0.8659, loss_cls: 1.2930, loss: 1.2930, grad_norm: 5.2571 2020-08-14 21:44:46,991 - mmaction - INFO - Epoch [82][1060/1253] lr: 3.000e-04, eta: 9:11:16, time: 0.698, data_time: 0.006, memory: 4947, top1_acc: 0.7076, top5_acc: 0.8810, loss_cls: 1.2045, loss: 1.2045, grad_norm: 5.0998 2020-08-14 21:45:01,504 - mmaction - INFO - Epoch [82][1080/1253] lr: 3.000e-04, eta: 9:10:44, time: 0.728, data_time: 0.007, memory: 4947, top1_acc: 0.6948, top5_acc: 0.8693, loss_cls: 1.2425, loss: 1.2425, grad_norm: 5.1681 2020-08-14 21:45:16,622 - mmaction - INFO - Epoch [82][1100/1253] lr: 3.000e-04, eta: 9:10:11, time: 0.758, data_time: 0.008, memory: 4947, top1_acc: 0.6922, top5_acc: 0.8698, loss_cls: 1.2921, loss: 1.2921, grad_norm: 5.2310 2020-08-14 21:45:31,149 - mmaction - INFO - Epoch [82][1120/1253] lr: 3.000e-04, eta: 9:09:39, time: 0.723, data_time: 0.005, memory: 4947, top1_acc: 0.6919, top5_acc: 0.8583, loss_cls: 1.2850, loss: 1.2850, grad_norm: 5.1380 2020-08-14 21:45:44,725 - mmaction - INFO - Epoch [82][1140/1253] lr: 3.000e-04, eta: 9:09:07, time: 0.681, data_time: 0.006, memory: 4947, top1_acc: 0.7107, top5_acc: 0.8852, loss_cls: 1.1791, loss: 1.1791, grad_norm: 5.0499 2020-08-14 21:45:59,909 - mmaction - INFO - Epoch [82][1160/1253] lr: 3.000e-04, eta: 9:08:34, time: 0.756, data_time: 0.008, memory: 4947, top1_acc: 0.7094, top5_acc: 0.8773, loss_cls: 1.1712, loss: 1.1712, grad_norm: 4.9343 2020-08-14 21:46:14,152 - mmaction - INFO - Epoch [82][1180/1253] lr: 3.000e-04, eta: 9:08:02, time: 0.716, data_time: 0.008, memory: 4947, top1_acc: 0.6990, top5_acc: 0.8758, loss_cls: 1.2340, loss: 1.2340, grad_norm: 5.1989 2020-08-14 21:46:28,210 - mmaction - INFO - Epoch [82][1200/1253] lr: 3.000e-04, eta: 9:07:30, time: 0.699, data_time: 0.006, memory: 4947, top1_acc: 0.7089, top5_acc: 0.8875, loss_cls: 1.1747, loss: 1.1747, grad_norm: 4.9961 2020-08-14 21:46:43,700 - mmaction - INFO - Epoch [82][1220/1253] lr: 3.000e-04, eta: 9:06:58, time: 0.779, data_time: 0.007, memory: 4947, top1_acc: 0.6977, top5_acc: 0.8690, loss_cls: 1.2474, loss: 1.2474, grad_norm: 5.0741 2020-08-14 21:46:57,737 - mmaction - INFO - Epoch [82][1240/1253] lr: 3.000e-04, eta: 9:06:25, time: 0.698, data_time: 0.005, memory: 4947, top1_acc: 0.6987, top5_acc: 0.8865, loss_cls: 1.2014, loss: 1.2014, grad_norm: 5.0981 2020-08-14 21:47:53,742 - mmaction - INFO - Saving checkpoint at 82 epochs 2020-08-14 21:51:24,472 - mmaction - INFO - Epoch [83][20/1253] lr: 3.000e-04, eta: 9:06:13, time: 10.507, data_time: 1.118, memory: 4947, top1_acc: 0.7008, top5_acc: 0.8799, loss_cls: 1.2103, loss: 1.2103, grad_norm: 5.0740 2020-08-14 21:51:36,881 - mmaction - INFO - Epoch [83][40/1253] lr: 3.000e-04, eta: 9:05:40, time: 0.622, data_time: 0.010, memory: 4947, top1_acc: 0.7023, top5_acc: 0.8698, loss_cls: 1.2492, loss: 1.2492, grad_norm: 5.0214 2020-08-14 21:51:49,213 - mmaction - INFO - Epoch [83][60/1253] lr: 3.000e-04, eta: 9:05:08, time: 0.619, data_time: 0.008, memory: 4947, top1_acc: 0.6935, top5_acc: 0.8753, loss_cls: 1.2352, loss: 1.2352, grad_norm: 5.1836 2020-08-14 21:52:01,752 - mmaction - INFO - Epoch [83][80/1253] lr: 3.000e-04, eta: 9:04:35, time: 0.626, data_time: 0.007, memory: 4947, top1_acc: 0.7068, top5_acc: 0.8862, loss_cls: 1.1946, loss: 1.1946, grad_norm: 5.0381 2020-08-14 21:52:14,189 - mmaction - INFO - Epoch [83][100/1253] lr: 3.000e-04, eta: 9:04:02, time: 0.621, data_time: 0.003, memory: 4947, top1_acc: 0.7086, top5_acc: 0.8820, loss_cls: 1.1917, loss: 1.1917, grad_norm: 5.0171 2020-08-14 21:52:26,716 - mmaction - INFO - Epoch [83][120/1253] lr: 3.000e-04, eta: 9:03:29, time: 0.624, data_time: 0.003, memory: 4947, top1_acc: 0.7182, top5_acc: 0.8885, loss_cls: 1.1702, loss: 1.1702, grad_norm: 5.0553 2020-08-14 21:52:40,012 - mmaction - INFO - Epoch [83][140/1253] lr: 3.000e-04, eta: 9:02:57, time: 0.668, data_time: 0.010, memory: 4947, top1_acc: 0.7143, top5_acc: 0.8813, loss_cls: 1.1848, loss: 1.1848, grad_norm: 4.9471 2020-08-14 21:52:53,879 - mmaction - INFO - Epoch [83][160/1253] lr: 3.000e-04, eta: 9:02:25, time: 0.690, data_time: 0.007, memory: 4947, top1_acc: 0.6917, top5_acc: 0.8698, loss_cls: 1.2498, loss: 1.2498, grad_norm: 5.0777 2020-08-14 21:53:07,874 - mmaction - INFO - Epoch [83][180/1253] lr: 3.000e-04, eta: 9:01:52, time: 0.703, data_time: 0.007, memory: 4947, top1_acc: 0.7052, top5_acc: 0.8805, loss_cls: 1.2232, loss: 1.2232, grad_norm: 5.1272 2020-08-14 21:53:21,181 - mmaction - INFO - Epoch [83][200/1253] lr: 3.000e-04, eta: 9:01:20, time: 0.663, data_time: 0.008, memory: 4947, top1_acc: 0.7083, top5_acc: 0.8836, loss_cls: 1.1926, loss: 1.1926, grad_norm: 5.1022 2020-08-14 21:53:37,091 - mmaction - INFO - Epoch [83][220/1253] lr: 3.000e-04, eta: 9:00:48, time: 0.798, data_time: 0.006, memory: 4947, top1_acc: 0.6953, top5_acc: 0.8773, loss_cls: 1.2350, loss: 1.2350, grad_norm: 5.0811 2020-08-14 21:53:50,592 - mmaction - INFO - Epoch [83][240/1253] lr: 3.000e-04, eta: 9:00:15, time: 0.672, data_time: 0.006, memory: 4947, top1_acc: 0.6945, top5_acc: 0.8708, loss_cls: 1.2384, loss: 1.2384, grad_norm: 5.2009 2020-08-14 21:54:04,971 - mmaction - INFO - Epoch [83][260/1253] lr: 3.000e-04, eta: 8:59:43, time: 0.721, data_time: 0.007, memory: 4947, top1_acc: 0.6924, top5_acc: 0.8755, loss_cls: 1.2666, loss: 1.2666, grad_norm: 5.2217 2020-08-14 21:54:19,575 - mmaction - INFO - Epoch [83][280/1253] lr: 3.000e-04, eta: 8:59:11, time: 0.728, data_time: 0.006, memory: 4947, top1_acc: 0.7083, top5_acc: 0.8833, loss_cls: 1.2004, loss: 1.2004, grad_norm: 5.1242 2020-08-14 21:54:33,479 - mmaction - INFO - Epoch [83][300/1253] lr: 3.000e-04, eta: 8:58:39, time: 0.697, data_time: 0.006, memory: 4947, top1_acc: 0.7091, top5_acc: 0.8706, loss_cls: 1.1976, loss: 1.1976, grad_norm: 5.0138 2020-08-14 21:54:47,940 - mmaction - INFO - Epoch [83][320/1253] lr: 3.000e-04, eta: 8:58:06, time: 0.722, data_time: 0.008, memory: 4947, top1_acc: 0.6948, top5_acc: 0.8792, loss_cls: 1.2010, loss: 1.2010, grad_norm: 5.1442 2020-08-14 21:55:00,998 - mmaction - INFO - Epoch [83][340/1253] lr: 3.000e-04, eta: 8:57:34, time: 0.652, data_time: 0.005, memory: 4947, top1_acc: 0.7089, top5_acc: 0.8773, loss_cls: 1.2000, loss: 1.2000, grad_norm: 5.0223 2020-08-14 21:55:16,519 - mmaction - INFO - Epoch [83][360/1253] lr: 3.000e-04, eta: 8:57:02, time: 0.776, data_time: 0.004, memory: 4947, top1_acc: 0.6958, top5_acc: 0.8768, loss_cls: 1.2263, loss: 1.2263, grad_norm: 5.1251 2020-08-14 21:55:30,346 - mmaction - INFO - Epoch [83][380/1253] lr: 3.000e-04, eta: 8:56:30, time: 0.689, data_time: 0.007, memory: 4947, top1_acc: 0.6977, top5_acc: 0.8771, loss_cls: 1.2395, loss: 1.2395, grad_norm: 5.1457 2020-08-14 21:55:44,161 - mmaction - INFO - Epoch [83][400/1253] lr: 3.000e-04, eta: 8:55:57, time: 0.696, data_time: 0.007, memory: 4947, top1_acc: 0.7063, top5_acc: 0.8810, loss_cls: 1.1969, loss: 1.1969, grad_norm: 5.0621 2020-08-14 21:55:59,010 - mmaction - INFO - Epoch [83][420/1253] lr: 3.000e-04, eta: 8:55:25, time: 0.742, data_time: 0.006, memory: 4947, top1_acc: 0.6969, top5_acc: 0.8781, loss_cls: 1.2312, loss: 1.2312, grad_norm: 5.1952 2020-08-14 21:56:13,555 - mmaction - INFO - Epoch [83][440/1253] lr: 3.000e-04, eta: 8:54:53, time: 0.727, data_time: 0.002, memory: 4947, top1_acc: 0.6966, top5_acc: 0.8789, loss_cls: 1.2272, loss: 1.2272, grad_norm: 5.1385 2020-08-14 21:56:28,098 - mmaction - INFO - Epoch [83][460/1253] lr: 3.000e-04, eta: 8:54:21, time: 0.724, data_time: 0.005, memory: 4947, top1_acc: 0.7013, top5_acc: 0.8776, loss_cls: 1.2063, loss: 1.2063, grad_norm: 5.0951 2020-08-14 21:56:42,454 - mmaction - INFO - Epoch [83][480/1253] lr: 3.000e-04, eta: 8:53:49, time: 0.719, data_time: 0.007, memory: 4947, top1_acc: 0.6974, top5_acc: 0.8740, loss_cls: 1.2501, loss: 1.2501, grad_norm: 5.1096 2020-08-14 21:56:56,537 - mmaction - INFO - Epoch [83][500/1253] lr: 3.000e-04, eta: 8:53:17, time: 0.706, data_time: 0.006, memory: 4947, top1_acc: 0.7008, top5_acc: 0.8760, loss_cls: 1.2277, loss: 1.2277, grad_norm: 5.1890 2020-08-14 21:57:09,783 - mmaction - INFO - Epoch [83][520/1253] lr: 3.000e-04, eta: 8:52:44, time: 0.659, data_time: 0.006, memory: 4947, top1_acc: 0.6977, top5_acc: 0.8711, loss_cls: 1.2590, loss: 1.2590, grad_norm: 5.2389 2020-08-14 21:57:24,496 - mmaction - INFO - Epoch [83][540/1253] lr: 3.000e-04, eta: 8:52:12, time: 0.738, data_time: 0.007, memory: 4947, top1_acc: 0.6862, top5_acc: 0.8719, loss_cls: 1.2861, loss: 1.2861, grad_norm: 5.2535 2020-08-14 21:57:38,835 - mmaction - INFO - Epoch [83][560/1253] lr: 3.000e-04, eta: 8:51:40, time: 0.716, data_time: 0.008, memory: 4947, top1_acc: 0.7010, top5_acc: 0.8781, loss_cls: 1.2192, loss: 1.2192, grad_norm: 5.1190 2020-08-14 21:57:54,149 - mmaction - INFO - Epoch [83][580/1253] lr: 3.000e-04, eta: 8:51:08, time: 0.768, data_time: 0.009, memory: 4947, top1_acc: 0.7083, top5_acc: 0.8789, loss_cls: 1.2006, loss: 1.2006, grad_norm: 5.1684 2020-08-14 21:58:08,767 - mmaction - INFO - Epoch [83][600/1253] lr: 3.000e-04, eta: 8:50:36, time: 0.731, data_time: 0.005, memory: 4947, top1_acc: 0.7047, top5_acc: 0.8807, loss_cls: 1.1645, loss: 1.1645, grad_norm: 5.1468 2020-08-14 21:58:23,316 - mmaction - INFO - Epoch [83][620/1253] lr: 3.000e-04, eta: 8:50:04, time: 0.728, data_time: 0.002, memory: 4947, top1_acc: 0.7195, top5_acc: 0.8781, loss_cls: 1.1732, loss: 1.1732, grad_norm: 4.9678 2020-08-14 21:58:38,176 - mmaction - INFO - Epoch [83][640/1253] lr: 3.000e-04, eta: 8:49:32, time: 0.738, data_time: 0.005, memory: 4947, top1_acc: 0.7065, top5_acc: 0.8833, loss_cls: 1.1942, loss: 1.1942, grad_norm: 5.1287 2020-08-14 21:58:52,236 - mmaction - INFO - Epoch [83][660/1253] lr: 3.000e-04, eta: 8:49:00, time: 0.707, data_time: 0.007, memory: 4947, top1_acc: 0.7128, top5_acc: 0.8781, loss_cls: 1.1853, loss: 1.1853, grad_norm: 5.0441 2020-08-14 21:59:06,972 - mmaction - INFO - Epoch [83][680/1253] lr: 3.000e-04, eta: 8:48:28, time: 0.736, data_time: 0.008, memory: 4947, top1_acc: 0.7031, top5_acc: 0.8818, loss_cls: 1.2125, loss: 1.2125, grad_norm: 5.1019 2020-08-14 22:08:28,469 - mmaction - INFO - Epoch [83][700/1253] lr: 3.000e-04, eta: 8:49:51, time: 28.066, data_time: 9.258, memory: 4947, top1_acc: 0.7039, top5_acc: 0.8820, loss_cls: 1.1925, loss: 1.1925, grad_norm: 5.0638 2020-08-14 22:23:06,317 - mmaction - INFO - Epoch [83][720/1253] lr: 3.000e-04, eta: 8:52:21, time: 43.902, data_time: 0.024, memory: 4947, top1_acc: 0.7089, top5_acc: 0.8799, loss_cls: 1.2142, loss: 1.2142, grad_norm: 5.0455 2020-08-14 22:23:18,773 - mmaction - INFO - Epoch [83][740/1253] lr: 3.000e-04, eta: 8:51:49, time: 0.623, data_time: 0.004, memory: 4947, top1_acc: 0.6779, top5_acc: 0.8674, loss_cls: 1.3287, loss: 1.3287, grad_norm: 5.3170 2020-08-14 22:34:47,328 - mmaction - INFO - Epoch [83][760/1253] lr: 3.000e-04, eta: 8:53:38, time: 34.426, data_time: 0.007, memory: 4947, top1_acc: 0.6966, top5_acc: 0.8714, loss_cls: 1.2322, loss: 1.2322, grad_norm: 5.1094 2020-08-14 22:34:59,723 - mmaction - INFO - Epoch [83][780/1253] lr: 3.000e-04, eta: 8:53:05, time: 0.622, data_time: 0.007, memory: 4947, top1_acc: 0.7044, top5_acc: 0.8828, loss_cls: 1.1911, loss: 1.1911, grad_norm: 4.9900 2020-08-14 22:35:12,440 - mmaction - INFO - Epoch [83][800/1253] lr: 3.000e-04, eta: 8:52:32, time: 0.635, data_time: 0.005, memory: 4947, top1_acc: 0.6987, top5_acc: 0.8810, loss_cls: 1.2015, loss: 1.2015, grad_norm: 5.1138 2020-08-14 22:35:24,775 - mmaction - INFO - Epoch [83][820/1253] lr: 3.000e-04, eta: 8:51:59, time: 0.617, data_time: 0.005, memory: 4947, top1_acc: 0.7263, top5_acc: 0.8898, loss_cls: 1.1447, loss: 1.1447, grad_norm: 4.9653 2020-08-14 22:35:37,240 - mmaction - INFO - Epoch [83][840/1253] lr: 3.000e-04, eta: 8:51:26, time: 0.623, data_time: 0.007, memory: 4947, top1_acc: 0.6948, top5_acc: 0.8745, loss_cls: 1.2401, loss: 1.2401, grad_norm: 5.1407 2020-08-14 22:35:50,470 - mmaction - INFO - Epoch [83][860/1253] lr: 3.000e-04, eta: 8:50:54, time: 0.662, data_time: 0.009, memory: 4947, top1_acc: 0.7044, top5_acc: 0.8784, loss_cls: 1.2125, loss: 1.2125, grad_norm: 5.1100 2020-08-14 22:36:03,409 - mmaction - INFO - Epoch [83][880/1253] lr: 3.000e-04, eta: 8:50:21, time: 0.646, data_time: 0.006, memory: 4947, top1_acc: 0.6945, top5_acc: 0.8703, loss_cls: 1.2572, loss: 1.2572, grad_norm: 5.1908 2020-08-14 22:36:17,408 - mmaction - INFO - Epoch [83][900/1253] lr: 3.000e-04, eta: 8:49:48, time: 0.701, data_time: 0.007, memory: 4947, top1_acc: 0.7034, top5_acc: 0.8688, loss_cls: 1.2583, loss: 1.2583, grad_norm: 5.1115 2020-08-14 22:36:31,936 - mmaction - INFO - Epoch [83][920/1253] lr: 3.000e-04, eta: 8:49:16, time: 0.727, data_time: 0.007, memory: 4947, top1_acc: 0.7081, top5_acc: 0.8768, loss_cls: 1.2057, loss: 1.2057, grad_norm: 5.0377 2020-08-14 22:36:47,779 - mmaction - INFO - Epoch [83][940/1253] lr: 3.000e-04, eta: 8:48:44, time: 0.792, data_time: 0.007, memory: 4947, top1_acc: 0.6997, top5_acc: 0.8727, loss_cls: 1.2372, loss: 1.2372, grad_norm: 5.1229 2020-08-14 22:37:01,187 - mmaction - INFO - Epoch [83][960/1253] lr: 3.000e-04, eta: 8:48:11, time: 0.671, data_time: 0.005, memory: 4947, top1_acc: 0.7159, top5_acc: 0.8833, loss_cls: 1.1905, loss: 1.1905, grad_norm: 5.0643 2020-08-14 22:37:16,343 - mmaction - INFO - Epoch [83][980/1253] lr: 3.000e-04, eta: 8:47:39, time: 0.757, data_time: 0.005, memory: 4947, top1_acc: 0.6961, top5_acc: 0.8737, loss_cls: 1.2186, loss: 1.2186, grad_norm: 5.1688 2020-08-14 22:37:31,261 - mmaction - INFO - Epoch [83][1000/1253] lr: 3.000e-04, eta: 8:47:06, time: 0.747, data_time: 0.008, memory: 4947, top1_acc: 0.7026, top5_acc: 0.8818, loss_cls: 1.2093, loss: 1.2093, grad_norm: 5.0323 2020-08-14 22:37:47,644 - mmaction - INFO - Epoch [83][1020/1253] lr: 3.000e-04, eta: 8:46:34, time: 0.819, data_time: 0.006, memory: 4947, top1_acc: 0.6917, top5_acc: 0.8680, loss_cls: 1.2692, loss: 1.2692, grad_norm: 5.1129 2020-08-14 22:38:02,339 - mmaction - INFO - Epoch [83][1040/1253] lr: 3.000e-04, eta: 8:46:02, time: 0.735, data_time: 0.005, memory: 4947, top1_acc: 0.7102, top5_acc: 0.8826, loss_cls: 1.1853, loss: 1.1853, grad_norm: 5.0958 2020-08-14 22:38:17,291 - mmaction - INFO - Epoch [83][1060/1253] lr: 3.000e-04, eta: 8:45:30, time: 0.746, data_time: 0.006, memory: 4947, top1_acc: 0.7047, top5_acc: 0.8810, loss_cls: 1.2232, loss: 1.2232, grad_norm: 5.1317 2020-08-14 22:38:32,645 - mmaction - INFO - Epoch [83][1080/1253] lr: 3.000e-04, eta: 8:44:57, time: 0.770, data_time: 0.004, memory: 4947, top1_acc: 0.7115, top5_acc: 0.8888, loss_cls: 1.1757, loss: 1.1757, grad_norm: 5.0344 2020-08-14 22:38:47,814 - mmaction - INFO - Epoch [83][1100/1253] lr: 3.000e-04, eta: 8:44:25, time: 0.758, data_time: 0.005, memory: 4947, top1_acc: 0.6958, top5_acc: 0.8745, loss_cls: 1.2368, loss: 1.2368, grad_norm: 5.1484 2020-08-14 22:39:03,512 - mmaction - INFO - Epoch [83][1120/1253] lr: 3.000e-04, eta: 8:43:53, time: 0.785, data_time: 0.002, memory: 4947, top1_acc: 0.7042, top5_acc: 0.8708, loss_cls: 1.2254, loss: 1.2254, grad_norm: 5.1723 2020-08-14 22:39:18,835 - mmaction - INFO - Epoch [83][1140/1253] lr: 3.000e-04, eta: 8:43:21, time: 0.762, data_time: 0.004, memory: 4947, top1_acc: 0.7065, top5_acc: 0.8815, loss_cls: 1.1711, loss: 1.1711, grad_norm: 5.0833 2020-08-14 22:39:32,777 - mmaction - INFO - Epoch [83][1160/1253] lr: 3.000e-04, eta: 8:42:48, time: 0.700, data_time: 0.007, memory: 4947, top1_acc: 0.7130, top5_acc: 0.8766, loss_cls: 1.1947, loss: 1.1947, grad_norm: 5.0630 2020-08-14 22:39:48,757 - mmaction - INFO - Epoch [83][1180/1253] lr: 3.000e-04, eta: 8:42:16, time: 0.798, data_time: 0.005, memory: 4947, top1_acc: 0.7005, top5_acc: 0.8781, loss_cls: 1.2226, loss: 1.2226, grad_norm: 5.1752 2020-08-14 22:40:03,114 - mmaction - INFO - Epoch [83][1200/1253] lr: 3.000e-04, eta: 8:41:44, time: 0.717, data_time: 0.005, memory: 4947, top1_acc: 0.6995, top5_acc: 0.8768, loss_cls: 1.2309, loss: 1.2309, grad_norm: 5.1632 2020-08-14 22:40:18,858 - mmaction - INFO - Epoch [83][1220/1253] lr: 3.000e-04, eta: 8:41:12, time: 0.789, data_time: 0.004, memory: 4947, top1_acc: 0.7161, top5_acc: 0.8875, loss_cls: 1.1643, loss: 1.1643, grad_norm: 5.1646 2020-08-14 22:40:33,881 - mmaction - INFO - Epoch [83][1240/1253] lr: 3.000e-04, eta: 8:40:39, time: 0.751, data_time: 0.005, memory: 4947, top1_acc: 0.7120, top5_acc: 0.8779, loss_cls: 1.1960, loss: 1.1960, grad_norm: 5.0486 2020-08-14 22:42:36,485 - mmaction - INFO - Saving checkpoint at 83 epochs 2020-08-14 22:52:52,137 - mmaction - INFO - Epoch [84][20/1253] lr: 3.000e-04, eta: 8:41:47, time: 30.748, data_time: 16.433, memory: 4947, top1_acc: 0.7055, top5_acc: 0.8818, loss_cls: 1.2045, loss: 1.2045, grad_norm: 5.0413 2020-08-14 22:53:04,513 - mmaction - INFO - Epoch [84][40/1253] lr: 3.000e-04, eta: 8:41:14, time: 0.622, data_time: 0.008, memory: 4947, top1_acc: 0.6992, top5_acc: 0.8763, loss_cls: 1.2292, loss: 1.2292, grad_norm: 5.2502 2020-08-14 22:53:17,033 - mmaction - INFO - Epoch [84][60/1253] lr: 3.000e-04, eta: 8:40:41, time: 0.626, data_time: 0.006, memory: 4947, top1_acc: 0.6995, top5_acc: 0.8818, loss_cls: 1.2004, loss: 1.2004, grad_norm: 5.1287 2020-08-14 22:53:29,475 - mmaction - INFO - Epoch [84][80/1253] lr: 3.000e-04, eta: 8:40:08, time: 0.622, data_time: 0.004, memory: 4947, top1_acc: 0.7047, top5_acc: 0.8833, loss_cls: 1.1964, loss: 1.1964, grad_norm: 5.1029 2020-08-14 22:53:42,066 - mmaction - INFO - Epoch [84][100/1253] lr: 3.000e-04, eta: 8:39:36, time: 0.627, data_time: 0.005, memory: 4947, top1_acc: 0.7018, top5_acc: 0.8812, loss_cls: 1.2009, loss: 1.2009, grad_norm: 5.1166 2020-08-14 22:53:54,906 - mmaction - INFO - Epoch [84][120/1253] lr: 3.000e-04, eta: 8:39:03, time: 0.643, data_time: 0.006, memory: 4947, top1_acc: 0.6987, top5_acc: 0.8773, loss_cls: 1.2431, loss: 1.2431, grad_norm: 5.2438 2020-08-14 22:54:07,661 - mmaction - INFO - Epoch [84][140/1253] lr: 3.000e-04, eta: 8:38:30, time: 0.638, data_time: 0.008, memory: 4947, top1_acc: 0.7039, top5_acc: 0.8760, loss_cls: 1.2196, loss: 1.2196, grad_norm: 5.1379 2020-08-14 22:54:21,146 - mmaction - INFO - Epoch [84][160/1253] lr: 3.000e-04, eta: 8:37:57, time: 0.673, data_time: 0.008, memory: 4947, top1_acc: 0.6893, top5_acc: 0.8688, loss_cls: 1.2579, loss: 1.2579, grad_norm: 5.2095 2020-08-14 22:54:34,190 - mmaction - INFO - Epoch [84][180/1253] lr: 3.000e-04, eta: 8:37:25, time: 0.653, data_time: 0.007, memory: 4947, top1_acc: 0.7250, top5_acc: 0.8901, loss_cls: 1.1180, loss: 1.1180, grad_norm: 4.8759 2020-08-14 22:54:48,645 - mmaction - INFO - Epoch [84][200/1253] lr: 3.000e-04, eta: 8:36:52, time: 0.721, data_time: 0.008, memory: 4947, top1_acc: 0.7078, top5_acc: 0.8836, loss_cls: 1.1946, loss: 1.1946, grad_norm: 5.1038 2020-08-14 22:55:02,272 - mmaction - INFO - Epoch [84][220/1253] lr: 3.000e-04, eta: 8:36:20, time: 0.681, data_time: 0.007, memory: 4947, top1_acc: 0.6951, top5_acc: 0.8740, loss_cls: 1.2324, loss: 1.2324, grad_norm: 5.1456 2020-08-14 22:55:16,519 - mmaction - INFO - Epoch [84][240/1253] lr: 3.000e-04, eta: 8:35:47, time: 0.715, data_time: 0.005, memory: 4947, top1_acc: 0.7000, top5_acc: 0.8784, loss_cls: 1.2344, loss: 1.2344, grad_norm: 5.2167 2020-08-14 22:55:29,748 - mmaction - INFO - Epoch [84][260/1253] lr: 3.000e-04, eta: 8:35:15, time: 0.658, data_time: 0.007, memory: 4947, top1_acc: 0.7018, top5_acc: 0.8813, loss_cls: 1.2070, loss: 1.2070, grad_norm: 5.0638 2020-08-14 22:55:43,908 - mmaction - INFO - Epoch [84][280/1253] lr: 3.000e-04, eta: 8:34:42, time: 0.711, data_time: 0.008, memory: 4947, top1_acc: 0.7049, top5_acc: 0.8740, loss_cls: 1.2206, loss: 1.2206, grad_norm: 5.1100 2020-08-14 22:55:57,293 - mmaction - INFO - Epoch [84][300/1253] lr: 3.000e-04, eta: 8:34:09, time: 0.669, data_time: 0.007, memory: 4947, top1_acc: 0.7120, top5_acc: 0.8870, loss_cls: 1.1546, loss: 1.1546, grad_norm: 5.0246 2020-08-14 22:56:11,477 - mmaction - INFO - Epoch [84][320/1253] lr: 3.000e-04, eta: 8:33:37, time: 0.710, data_time: 0.004, memory: 4947, top1_acc: 0.6992, top5_acc: 0.8786, loss_cls: 1.2146, loss: 1.2146, grad_norm: 5.1339 2020-08-14 22:56:26,536 - mmaction - INFO - Epoch [84][340/1253] lr: 3.000e-04, eta: 8:33:05, time: 0.748, data_time: 0.006, memory: 4947, top1_acc: 0.7013, top5_acc: 0.8758, loss_cls: 1.2213, loss: 1.2213, grad_norm: 5.1836 2020-08-14 22:56:40,091 - mmaction - INFO - Epoch [84][360/1253] lr: 3.000e-04, eta: 8:32:32, time: 0.681, data_time: 0.009, memory: 4947, top1_acc: 0.6971, top5_acc: 0.8669, loss_cls: 1.2526, loss: 1.2526, grad_norm: 5.1420 2020-08-14 22:56:54,942 - mmaction - INFO - Epoch [84][380/1253] lr: 3.000e-04, eta: 8:32:00, time: 0.743, data_time: 0.007, memory: 4947, top1_acc: 0.7003, top5_acc: 0.8714, loss_cls: 1.2461, loss: 1.2461, grad_norm: 5.0959 2020-08-14 22:57:09,784 - mmaction - INFO - Epoch [84][400/1253] lr: 3.000e-04, eta: 8:31:28, time: 0.744, data_time: 0.005, memory: 4947, top1_acc: 0.7013, top5_acc: 0.8758, loss_cls: 1.2425, loss: 1.2425, grad_norm: 5.1861 2020-08-14 22:57:24,859 - mmaction - INFO - Epoch [84][420/1253] lr: 3.000e-04, eta: 8:30:55, time: 0.752, data_time: 0.005, memory: 4947, top1_acc: 0.7000, top5_acc: 0.8758, loss_cls: 1.2266, loss: 1.2266, grad_norm: 5.1379 2020-08-14 22:57:40,252 - mmaction - INFO - Epoch [84][440/1253] lr: 3.000e-04, eta: 8:30:23, time: 0.771, data_time: 0.006, memory: 4947, top1_acc: 0.7104, top5_acc: 0.8779, loss_cls: 1.2121, loss: 1.2121, grad_norm: 5.1150 2020-08-14 22:57:54,252 - mmaction - INFO - Epoch [84][460/1253] lr: 3.000e-04, eta: 8:29:51, time: 0.698, data_time: 0.005, memory: 4947, top1_acc: 0.6997, top5_acc: 0.8763, loss_cls: 1.2347, loss: 1.2347, grad_norm: 5.2642 2020-08-14 22:58:08,852 - mmaction - INFO - Epoch [84][480/1253] lr: 3.000e-04, eta: 8:29:19, time: 0.732, data_time: 0.006, memory: 4947, top1_acc: 0.6971, top5_acc: 0.8784, loss_cls: 1.2144, loss: 1.2144, grad_norm: 5.1202 2020-08-14 22:58:23,862 - mmaction - INFO - Epoch [84][500/1253] lr: 3.000e-04, eta: 8:28:46, time: 0.748, data_time: 0.006, memory: 4947, top1_acc: 0.6930, top5_acc: 0.8773, loss_cls: 1.2277, loss: 1.2277, grad_norm: 5.1778 2020-08-14 22:58:39,415 - mmaction - INFO - Epoch [84][520/1253] lr: 3.000e-04, eta: 8:28:14, time: 0.780, data_time: 0.007, memory: 4947, top1_acc: 0.7107, top5_acc: 0.8813, loss_cls: 1.1978, loss: 1.1978, grad_norm: 5.1062 2020-08-14 22:58:52,858 - mmaction - INFO - Epoch [84][540/1253] lr: 3.000e-04, eta: 8:27:42, time: 0.669, data_time: 0.005, memory: 4947, top1_acc: 0.7068, top5_acc: 0.8701, loss_cls: 1.2504, loss: 1.2504, grad_norm: 5.2040 2020-08-14 22:59:08,671 - mmaction - INFO - Epoch [84][560/1253] lr: 3.000e-04, eta: 8:27:10, time: 0.794, data_time: 0.007, memory: 4947, top1_acc: 0.7109, top5_acc: 0.8805, loss_cls: 1.1872, loss: 1.1872, grad_norm: 4.9944 2020-08-14 22:59:21,930 - mmaction - INFO - Epoch [84][580/1253] lr: 3.000e-04, eta: 8:26:37, time: 0.661, data_time: 0.006, memory: 4947, top1_acc: 0.7070, top5_acc: 0.8839, loss_cls: 1.1938, loss: 1.1938, grad_norm: 5.1625 2020-08-14 22:59:37,906 - mmaction - INFO - Epoch [84][600/1253] lr: 3.000e-04, eta: 8:26:05, time: 0.801, data_time: 0.007, memory: 4947, top1_acc: 0.7044, top5_acc: 0.8773, loss_cls: 1.2068, loss: 1.2068, grad_norm: 5.1058 2020-08-14 22:59:51,799 - mmaction - INFO - Epoch [84][620/1253] lr: 3.000e-04, eta: 8:25:33, time: 0.690, data_time: 0.007, memory: 4947, top1_acc: 0.7068, top5_acc: 0.8823, loss_cls: 1.1824, loss: 1.1824, grad_norm: 5.1506 2020-08-14 23:00:11,133 - mmaction - INFO - Epoch [84][640/1253] lr: 3.000e-04, eta: 8:25:02, time: 0.968, data_time: 0.007, memory: 4947, top1_acc: 0.7055, top5_acc: 0.8870, loss_cls: 1.1838, loss: 1.1838, grad_norm: 5.1701 2020-08-14 23:07:26,055 - mmaction - INFO - Epoch [84][660/1253] lr: 3.000e-04, eta: 8:25:52, time: 21.746, data_time: 11.709, memory: 4947, top1_acc: 0.6953, top5_acc: 0.8760, loss_cls: 1.2186, loss: 1.2186, grad_norm: 5.1251 2020-08-14 23:07:38,507 - mmaction - INFO - Epoch [84][680/1253] lr: 3.000e-04, eta: 8:25:19, time: 0.623, data_time: 0.007, memory: 4947, top1_acc: 0.7089, top5_acc: 0.8797, loss_cls: 1.1881, loss: 1.1881, grad_norm: 5.1082 2020-08-14 23:07:50,965 - mmaction - INFO - Epoch [84][700/1253] lr: 3.000e-04, eta: 8:24:47, time: 0.622, data_time: 0.008, memory: 4947, top1_acc: 0.7010, top5_acc: 0.8706, loss_cls: 1.2395, loss: 1.2395, grad_norm: 5.1391 2020-08-14 23:08:03,421 - mmaction - INFO - Epoch [84][720/1253] lr: 3.000e-04, eta: 8:24:14, time: 0.625, data_time: 0.007, memory: 4947, top1_acc: 0.7023, top5_acc: 0.8695, loss_cls: 1.2435, loss: 1.2435, grad_norm: 5.1848 2020-08-14 23:08:16,020 - mmaction - INFO - Epoch [84][740/1253] lr: 3.000e-04, eta: 8:23:41, time: 0.631, data_time: 0.008, memory: 4947, top1_acc: 0.7062, top5_acc: 0.8750, loss_cls: 1.2140, loss: 1.2140, grad_norm: 5.1531 2020-08-14 23:08:28,766 - mmaction - INFO - Epoch [84][760/1253] lr: 3.000e-04, eta: 8:23:09, time: 0.636, data_time: 0.007, memory: 4947, top1_acc: 0.6974, top5_acc: 0.8776, loss_cls: 1.2463, loss: 1.2463, grad_norm: 5.1850 2020-08-14 23:08:42,344 - mmaction - INFO - Epoch [84][780/1253] lr: 3.000e-04, eta: 8:22:36, time: 0.681, data_time: 0.007, memory: 4947, top1_acc: 0.6909, top5_acc: 0.8734, loss_cls: 1.2460, loss: 1.2460, grad_norm: 5.3178 2020-08-14 23:08:56,211 - mmaction - INFO - Epoch [84][800/1253] lr: 3.000e-04, eta: 8:22:04, time: 0.690, data_time: 0.005, memory: 4947, top1_acc: 0.7021, top5_acc: 0.8807, loss_cls: 1.2049, loss: 1.2049, grad_norm: 5.2342 2020-08-14 23:09:09,829 - mmaction - INFO - Epoch [84][820/1253] lr: 3.000e-04, eta: 8:21:31, time: 0.684, data_time: 0.008, memory: 4947, top1_acc: 0.6924, top5_acc: 0.8672, loss_cls: 1.2868, loss: 1.2868, grad_norm: 5.2255 2020-08-14 23:09:24,016 - mmaction - INFO - Epoch [84][840/1253] lr: 3.000e-04, eta: 8:20:59, time: 0.707, data_time: 0.005, memory: 4947, top1_acc: 0.7047, top5_acc: 0.8784, loss_cls: 1.2159, loss: 1.2159, grad_norm: 5.2131 2020-08-14 23:23:58,609 - mmaction - INFO - Epoch [84][860/1253] lr: 3.000e-04, eta: 8:23:14, time: 43.723, data_time: 31.221, memory: 4947, top1_acc: 0.6984, top5_acc: 0.8779, loss_cls: 1.2407, loss: 1.2407, grad_norm: 5.2318 2020-08-14 23:43:21,695 - mmaction - INFO - Epoch [84][880/1253] lr: 3.000e-04, eta: 8:26:25, time: 58.163, data_time: 17.208, memory: 4947, top1_acc: 0.7094, top5_acc: 0.8862, loss_cls: 1.1736, loss: 1.1736, grad_norm: 5.1950 2020-08-15 00:04:40,620 - mmaction - INFO - Epoch [84][900/1253] lr: 3.000e-04, eta: 8:29:59, time: 63.932, data_time: 20.606, memory: 4947, top1_acc: 0.7102, top5_acc: 0.8828, loss_cls: 1.2021, loss: 1.2021, grad_norm: 5.1208 2020-08-15 00:18:58,918 - mmaction - INFO - Epoch [84][920/1253] lr: 3.000e-04, eta: 8:32:09, time: 42.928, data_time: 16.309, memory: 4947, top1_acc: 0.7026, top5_acc: 0.8813, loss_cls: 1.2010, loss: 1.2010, grad_norm: 5.0819 2020-08-15 00:46:37,300 - mmaction - INFO - Epoch [84][940/1253] lr: 3.000e-04, eta: 8:36:55, time: 82.920, data_time: 52.537, memory: 4947, top1_acc: 0.6971, top5_acc: 0.8805, loss_cls: 1.2274, loss: 1.2274, grad_norm: 5.1686 2020-08-15 00:56:01,799 - mmaction - INFO - Epoch [84][960/1253] lr: 3.000e-04, eta: 8:38:08, time: 28.224, data_time: 0.002, memory: 4947, top1_acc: 0.6990, top5_acc: 0.8763, loss_cls: 1.2201, loss: 1.2201, grad_norm: 5.1542 2020-08-15 01:08:36,164 - mmaction - INFO - Epoch [84][980/1253] lr: 3.000e-04, eta: 8:39:58, time: 37.704, data_time: 0.003, memory: 4947, top1_acc: 0.7042, top5_acc: 0.8734, loss_cls: 1.2023, loss: 1.2023, grad_norm: 5.1641 2020-08-15 01:17:33,702 - mmaction - INFO - Epoch [84][1000/1253] lr: 3.000e-04, eta: 8:41:05, time: 26.890, data_time: 7.939, memory: 4947, top1_acc: 0.7052, top5_acc: 0.8789, loss_cls: 1.1970, loss: 1.1970, grad_norm: 5.1680 2020-08-15 01:25:33,007 - mmaction - INFO - Epoch [84][1020/1253] lr: 3.000e-04, eta: 8:42:01, time: 23.965, data_time: 0.006, memory: 4947, top1_acc: 0.6971, top5_acc: 0.8664, loss_cls: 1.2786, loss: 1.2786, grad_norm: 5.2742 2020-08-15 01:31:00,953 - mmaction - INFO - Epoch [84][1040/1253] lr: 3.000e-04, eta: 8:42:27, time: 16.399, data_time: 6.912, memory: 4947, top1_acc: 0.7003, top5_acc: 0.8831, loss_cls: 1.1938, loss: 1.1938, grad_norm: 5.1984 2020-08-15 01:55:00,933 - mmaction - INFO - Epoch [84][1060/1253] lr: 3.000e-04, eta: 8:46:28, time: 71.998, data_time: 63.819, memory: 4947, top1_acc: 0.7005, top5_acc: 0.8810, loss_cls: 1.2055, loss: 1.2055, grad_norm: 5.0727 2020-08-15 02:15:46,995 - mmaction - INFO - Epoch [84][1080/1253] lr: 3.000e-04, eta: 8:49:50, time: 62.296, data_time: 28.978, memory: 4947, top1_acc: 0.7099, top5_acc: 0.8807, loss_cls: 1.1939, loss: 1.1939, grad_norm: 5.0438 2020-08-15 02:37:38,347 - mmaction - INFO - Epoch [84][1100/1253] lr: 3.000e-04, eta: 8:53:25, time: 65.573, data_time: 14.714, memory: 4947, top1_acc: 0.7049, top5_acc: 0.8823, loss_cls: 1.1890, loss: 1.1890, grad_norm: 5.1606 2020-08-15 02:51:55,371 - mmaction - INFO - Epoch [84][1120/1253] lr: 3.000e-04, eta: 8:55:32, time: 42.853, data_time: 22.405, memory: 4947, top1_acc: 0.7135, top5_acc: 0.8813, loss_cls: 1.1778, loss: 1.1778, grad_norm: 5.1247 2020-08-15 03:09:27,090 - mmaction - INFO - Epoch [84][1140/1253] lr: 3.000e-04, eta: 8:58:15, time: 52.581, data_time: 28.681, memory: 4947, top1_acc: 0.6979, top5_acc: 0.8786, loss_cls: 1.2041, loss: 1.2041, grad_norm: 5.2607 2020-08-15 03:09:39,420 - mmaction - INFO - Epoch [84][1160/1253] lr: 3.000e-04, eta: 8:57:40, time: 0.620, data_time: 0.016, memory: 4947, top1_acc: 0.7036, top5_acc: 0.8779, loss_cls: 1.2114, loss: 1.2114, grad_norm: 5.1161 2020-08-15 03:16:39,315 - mmaction - INFO - Epoch [84][1180/1253] lr: 3.000e-04, eta: 8:58:22, time: 20.995, data_time: 8.105, memory: 4947, top1_acc: 0.7060, top5_acc: 0.8745, loss_cls: 1.2324, loss: 1.2324, grad_norm: 5.1153 2020-08-15 03:27:57,047 - mmaction - INFO - Epoch [84][1200/1253] lr: 3.000e-04, eta: 8:59:53, time: 33.884, data_time: 17.068, memory: 4947, top1_acc: 0.6919, top5_acc: 0.8792, loss_cls: 1.2419, loss: 1.2419, grad_norm: 5.1552 2020-08-15 03:28:09,354 - mmaction - INFO - Epoch [84][1220/1253] lr: 3.000e-04, eta: 8:59:17, time: 0.615, data_time: 0.007, memory: 4947, top1_acc: 0.6992, top5_acc: 0.8781, loss_cls: 1.2419, loss: 1.2419, grad_norm: 5.2674 2020-08-15 03:30:15,666 - mmaction - INFO - Epoch [84][1240/1253] lr: 3.000e-04, eta: 8:59:03, time: 6.318, data_time: 0.009, memory: 4947, top1_acc: 0.7068, top5_acc: 0.8792, loss_cls: 1.1971, loss: 1.1971, grad_norm: 5.0795 2020-08-15 03:34:39,295 - mmaction - INFO - Saving checkpoint at 84 epochs 2020-08-15 03:48:52,253 - mmaction - INFO - Epoch [85][20/1253] lr: 3.000e-04, eta: 9:00:42, time: 42.608, data_time: 12.528, memory: 4947, top1_acc: 0.7143, top5_acc: 0.8786, loss_cls: 1.1762, loss: 1.1762, grad_norm: 5.0915 2020-08-15 03:49:04,615 - mmaction - INFO - Epoch [85][40/1253] lr: 3.000e-04, eta: 9:00:05, time: 0.622, data_time: 0.007, memory: 4947, top1_acc: 0.7055, top5_acc: 0.8820, loss_cls: 1.1961, loss: 1.1961, grad_norm: 5.1003 2020-08-15 03:49:17,070 - mmaction - INFO - Epoch [85][60/1253] lr: 3.000e-04, eta: 8:59:29, time: 0.621, data_time: 0.006, memory: 4947, top1_acc: 0.7010, top5_acc: 0.8755, loss_cls: 1.2429, loss: 1.2429, grad_norm: 5.2771 2020-08-15 03:49:29,464 - mmaction - INFO - Epoch [85][80/1253] lr: 3.000e-04, eta: 8:58:53, time: 0.617, data_time: 0.009, memory: 4947, top1_acc: 0.7049, top5_acc: 0.8852, loss_cls: 1.1952, loss: 1.1952, grad_norm: 5.1863 2020-08-15 03:49:41,693 - mmaction - INFO - Epoch [85][100/1253] lr: 3.000e-04, eta: 8:58:17, time: 0.615, data_time: 0.008, memory: 4947, top1_acc: 0.7010, top5_acc: 0.8721, loss_cls: 1.2231, loss: 1.2231, grad_norm: 5.1854 2020-08-15 03:49:54,360 - mmaction - INFO - Epoch [85][120/1253] lr: 3.000e-04, eta: 8:57:41, time: 0.631, data_time: 0.008, memory: 4947, top1_acc: 0.6865, top5_acc: 0.8753, loss_cls: 1.2412, loss: 1.2412, grad_norm: 5.2347 2020-08-15 03:50:06,922 - mmaction - INFO - Epoch [85][140/1253] lr: 3.000e-04, eta: 8:57:05, time: 0.629, data_time: 0.007, memory: 4947, top1_acc: 0.7003, top5_acc: 0.8742, loss_cls: 1.2244, loss: 1.2244, grad_norm: 5.0888 2020-08-15 03:50:20,425 - mmaction - INFO - Epoch [85][160/1253] lr: 3.000e-04, eta: 8:56:29, time: 0.676, data_time: 0.009, memory: 4947, top1_acc: 0.7003, top5_acc: 0.8711, loss_cls: 1.2468, loss: 1.2468, grad_norm: 5.2384 2020-08-15 03:50:33,860 - mmaction - INFO - Epoch [85][180/1253] lr: 3.000e-04, eta: 8:55:53, time: 0.668, data_time: 0.006, memory: 4947, top1_acc: 0.7115, top5_acc: 0.8820, loss_cls: 1.1830, loss: 1.1830, grad_norm: 5.0638 2020-08-15 03:50:47,159 - mmaction - INFO - Epoch [85][200/1253] lr: 3.000e-04, eta: 8:55:17, time: 0.663, data_time: 0.007, memory: 4947, top1_acc: 0.6896, top5_acc: 0.8766, loss_cls: 1.2472, loss: 1.2472, grad_norm: 5.3223 2020-08-15 03:50:59,928 - mmaction - INFO - Epoch [85][220/1253] lr: 3.000e-04, eta: 8:54:41, time: 0.643, data_time: 0.009, memory: 4947, top1_acc: 0.6919, top5_acc: 0.8669, loss_cls: 1.2678, loss: 1.2678, grad_norm: 5.2196 2020-08-15 03:51:14,777 - mmaction - INFO - Epoch [85][240/1253] lr: 3.000e-04, eta: 8:54:05, time: 0.745, data_time: 0.008, memory: 4947, top1_acc: 0.7089, top5_acc: 0.8844, loss_cls: 1.2020, loss: 1.2020, grad_norm: 5.1148 2020-08-15 03:51:28,150 - mmaction - INFO - Epoch [85][260/1253] lr: 3.000e-04, eta: 8:53:29, time: 0.668, data_time: 0.006, memory: 4947, top1_acc: 0.7115, top5_acc: 0.8875, loss_cls: 1.1829, loss: 1.1829, grad_norm: 5.0942 2020-08-15 03:51:42,291 - mmaction - INFO - Epoch [85][280/1253] lr: 3.000e-04, eta: 8:52:53, time: 0.707, data_time: 0.003, memory: 4947, top1_acc: 0.7044, top5_acc: 0.8836, loss_cls: 1.1905, loss: 1.1905, grad_norm: 5.0449 2020-08-15 03:51:57,710 - mmaction - INFO - Epoch [85][300/1253] lr: 3.000e-04, eta: 8:52:18, time: 0.768, data_time: 0.007, memory: 4947, top1_acc: 0.7039, top5_acc: 0.8716, loss_cls: 1.2223, loss: 1.2223, grad_norm: 5.2222 2020-08-15 03:52:11,534 - mmaction - INFO - Epoch [85][320/1253] lr: 3.000e-04, eta: 8:51:42, time: 0.691, data_time: 0.006, memory: 4947, top1_acc: 0.6943, top5_acc: 0.8815, loss_cls: 1.2244, loss: 1.2244, grad_norm: 5.2064 2020-08-15 03:52:26,000 - mmaction - INFO - Epoch [85][340/1253] lr: 3.000e-04, eta: 8:51:06, time: 0.727, data_time: 0.005, memory: 4947, top1_acc: 0.6974, top5_acc: 0.8747, loss_cls: 1.2171, loss: 1.2171, grad_norm: 5.1311 2020-08-15 03:52:41,394 - mmaction - INFO - Epoch [85][360/1253] lr: 3.000e-04, eta: 8:50:31, time: 0.770, data_time: 0.001, memory: 4947, top1_acc: 0.7099, top5_acc: 0.8768, loss_cls: 1.1968, loss: 1.1968, grad_norm: 5.1344 2020-08-15 03:52:55,284 - mmaction - INFO - Epoch [85][380/1253] lr: 3.000e-04, eta: 8:49:55, time: 0.694, data_time: 0.002, memory: 4947, top1_acc: 0.7036, top5_acc: 0.8818, loss_cls: 1.2092, loss: 1.2092, grad_norm: 5.2385 2020-08-15 03:53:10,904 - mmaction - INFO - Epoch [85][400/1253] lr: 3.000e-04, eta: 8:49:20, time: 0.777, data_time: 0.004, memory: 4947, top1_acc: 0.7005, top5_acc: 0.8773, loss_cls: 1.2216, loss: 1.2216, grad_norm: 5.1393 2020-08-15 03:53:25,304 - mmaction - INFO - Epoch [85][420/1253] lr: 3.000e-04, eta: 8:48:44, time: 0.724, data_time: 0.007, memory: 4947, top1_acc: 0.7031, top5_acc: 0.8820, loss_cls: 1.2181, loss: 1.2181, grad_norm: 5.3377 2020-08-15 03:53:40,465 - mmaction - INFO - Epoch [85][440/1253] lr: 3.000e-04, eta: 8:48:08, time: 0.758, data_time: 0.005, memory: 4947, top1_acc: 0.7065, top5_acc: 0.8758, loss_cls: 1.2465, loss: 1.2465, grad_norm: 5.2492 2020-08-15 03:53:55,589 - mmaction - INFO - Epoch [85][460/1253] lr: 3.000e-04, eta: 8:47:33, time: 0.755, data_time: 0.005, memory: 4947, top1_acc: 0.6990, top5_acc: 0.8789, loss_cls: 1.2413, loss: 1.2413, grad_norm: 5.4079 2020-08-15 03:54:09,772 - mmaction - INFO - Epoch [85][480/1253] lr: 3.000e-04, eta: 8:46:57, time: 0.711, data_time: 0.005, memory: 4947, top1_acc: 0.7018, top5_acc: 0.8776, loss_cls: 1.2264, loss: 1.2264, grad_norm: 5.2026 2020-08-15 03:54:24,422 - mmaction - INFO - Epoch [85][500/1253] lr: 3.000e-04, eta: 8:46:22, time: 0.732, data_time: 0.007, memory: 4947, top1_acc: 0.7000, top5_acc: 0.8807, loss_cls: 1.2177, loss: 1.2177, grad_norm: 5.1914 2020-08-15 03:54:39,600 - mmaction - INFO - Epoch [85][520/1253] lr: 3.000e-04, eta: 8:45:46, time: 0.757, data_time: 0.004, memory: 4947, top1_acc: 0.7151, top5_acc: 0.8826, loss_cls: 1.1876, loss: 1.1876, grad_norm: 5.0793 2020-08-15 03:54:55,915 - mmaction - INFO - Epoch [85][540/1253] lr: 3.000e-04, eta: 8:45:11, time: 0.814, data_time: 0.008, memory: 4947, top1_acc: 0.7036, top5_acc: 0.8807, loss_cls: 1.2324, loss: 1.2324, grad_norm: 5.2353 2020-08-15 03:55:08,899 - mmaction - INFO - Epoch [85][560/1253] lr: 3.000e-04, eta: 8:44:35, time: 0.649, data_time: 0.007, memory: 4947, top1_acc: 0.7068, top5_acc: 0.8885, loss_cls: 1.1883, loss: 1.1883, grad_norm: 5.1599 2020-08-15 03:55:24,659 - mmaction - INFO - Epoch [85][580/1253] lr: 3.000e-04, eta: 8:44:00, time: 0.791, data_time: 0.008, memory: 4947, top1_acc: 0.7099, top5_acc: 0.8867, loss_cls: 1.1909, loss: 1.1909, grad_norm: 5.1345 2020-08-15 03:55:39,582 - mmaction - INFO - Epoch [85][600/1253] lr: 3.000e-04, eta: 8:43:24, time: 0.743, data_time: 0.007, memory: 4947, top1_acc: 0.6984, top5_acc: 0.8805, loss_cls: 1.2034, loss: 1.2034, grad_norm: 5.2510 2020-08-15 03:55:53,116 - mmaction - INFO - Epoch [85][620/1253] lr: 3.000e-04, eta: 8:42:49, time: 0.680, data_time: 0.007, memory: 4947, top1_acc: 0.7013, top5_acc: 0.8737, loss_cls: 1.2205, loss: 1.2205, grad_norm: 5.2359 2020-08-15 03:56:09,103 - mmaction - INFO - Epoch [85][640/1253] lr: 3.000e-04, eta: 8:42:13, time: 0.799, data_time: 0.006, memory: 4947, top1_acc: 0.7013, top5_acc: 0.8745, loss_cls: 1.2332, loss: 1.2332, grad_norm: 5.0820 2020-08-15 03:56:23,093 - mmaction - INFO - Epoch [85][660/1253] lr: 3.000e-04, eta: 8:41:38, time: 0.700, data_time: 0.004, memory: 4947, top1_acc: 0.7070, top5_acc: 0.8820, loss_cls: 1.1843, loss: 1.1843, grad_norm: 5.2075 2020-08-15 03:56:37,901 - mmaction - INFO - Epoch [85][680/1253] lr: 3.000e-04, eta: 8:41:02, time: 0.738, data_time: 0.007, memory: 4947, top1_acc: 0.7013, top5_acc: 0.8797, loss_cls: 1.2056, loss: 1.2056, grad_norm: 5.1222 2020-08-15 03:56:53,231 - mmaction - INFO - Epoch [85][700/1253] lr: 3.000e-04, eta: 8:40:27, time: 0.767, data_time: 0.009, memory: 4947, top1_acc: 0.7000, top5_acc: 0.8734, loss_cls: 1.2136, loss: 1.2136, grad_norm: 5.1147 2020-08-15 03:57:08,011 - mmaction - INFO - Epoch [85][720/1253] lr: 3.000e-04, eta: 8:39:51, time: 0.740, data_time: 0.006, memory: 4947, top1_acc: 0.7021, top5_acc: 0.8826, loss_cls: 1.2127, loss: 1.2127, grad_norm: 5.3065 2020-08-15 03:57:23,869 - mmaction - INFO - Epoch [85][740/1253] lr: 3.000e-04, eta: 8:39:16, time: 0.794, data_time: 0.008, memory: 4947, top1_acc: 0.7047, top5_acc: 0.8802, loss_cls: 1.1790, loss: 1.1790, grad_norm: 5.0822 2020-08-15 03:57:39,001 - mmaction - INFO - Epoch [85][760/1253] lr: 3.000e-04, eta: 8:38:41, time: 0.753, data_time: 0.005, memory: 4947, top1_acc: 0.7083, top5_acc: 0.8839, loss_cls: 1.1910, loss: 1.1910, grad_norm: 5.0971 2020-08-15 03:57:54,905 - mmaction - INFO - Epoch [85][780/1253] lr: 3.000e-04, eta: 8:38:05, time: 0.799, data_time: 0.007, memory: 4947, top1_acc: 0.7034, top5_acc: 0.8828, loss_cls: 1.1956, loss: 1.1956, grad_norm: 5.1783 2020-08-15 03:58:09,501 - mmaction - INFO - Epoch [85][800/1253] lr: 3.000e-04, eta: 8:37:30, time: 0.726, data_time: 0.005, memory: 4947, top1_acc: 0.7023, top5_acc: 0.8747, loss_cls: 1.1940, loss: 1.1940, grad_norm: 5.0469 2020-08-15 03:58:24,849 - mmaction - INFO - Epoch [85][820/1253] lr: 3.000e-04, eta: 8:36:55, time: 0.771, data_time: 0.007, memory: 4947, top1_acc: 0.6987, top5_acc: 0.8836, loss_cls: 1.2111, loss: 1.2111, grad_norm: 5.2209 2020-08-15 03:58:39,177 - mmaction - INFO - Epoch [85][840/1253] lr: 3.000e-04, eta: 8:36:19, time: 0.713, data_time: 0.007, memory: 4947, top1_acc: 0.6922, top5_acc: 0.8674, loss_cls: 1.2696, loss: 1.2696, grad_norm: 5.3092 2020-08-15 03:58:55,628 - mmaction - INFO - Epoch [85][860/1253] lr: 3.000e-04, eta: 8:35:44, time: 0.823, data_time: 0.007, memory: 4947, top1_acc: 0.7135, top5_acc: 0.8854, loss_cls: 1.1861, loss: 1.1861, grad_norm: 5.0982 2020-08-15 03:59:10,094 - mmaction - INFO - Epoch [85][880/1253] lr: 3.000e-04, eta: 8:35:08, time: 0.721, data_time: 0.009, memory: 4947, top1_acc: 0.6898, top5_acc: 0.8747, loss_cls: 1.2409, loss: 1.2409, grad_norm: 5.2179 2020-08-15 03:59:25,685 - mmaction - INFO - Epoch [85][900/1253] lr: 3.000e-04, eta: 8:34:33, time: 0.785, data_time: 0.007, memory: 4947, top1_acc: 0.7016, top5_acc: 0.8836, loss_cls: 1.2182, loss: 1.2182, grad_norm: 5.3204 2020-08-15 03:59:39,477 - mmaction - INFO - Epoch [85][920/1253] lr: 3.000e-04, eta: 8:33:58, time: 0.685, data_time: 0.009, memory: 4947, top1_acc: 0.7146, top5_acc: 0.8924, loss_cls: 1.1257, loss: 1.1257, grad_norm: 4.9707 2020-08-15 03:59:56,634 - mmaction - INFO - Epoch [85][940/1253] lr: 3.000e-04, eta: 8:33:23, time: 0.862, data_time: 0.008, memory: 4947, top1_acc: 0.7099, top5_acc: 0.8828, loss_cls: 1.2056, loss: 1.2056, grad_norm: 5.2236 2020-08-15 04:00:12,927 - mmaction - INFO - Epoch [85][960/1253] lr: 3.000e-04, eta: 8:32:48, time: 0.806, data_time: 0.009, memory: 4947, top1_acc: 0.7031, top5_acc: 0.8815, loss_cls: 1.2150, loss: 1.2150, grad_norm: 5.2190 2020-08-15 04:00:28,135 - mmaction - INFO - Epoch [85][980/1253] lr: 3.000e-04, eta: 8:32:12, time: 0.766, data_time: 0.020, memory: 4947, top1_acc: 0.7143, top5_acc: 0.8771, loss_cls: 1.1859, loss: 1.1859, grad_norm: 5.1130 2020-08-15 04:00:43,217 - mmaction - INFO - Epoch [85][1000/1253] lr: 3.000e-04, eta: 8:31:37, time: 0.754, data_time: 0.008, memory: 4947, top1_acc: 0.7083, top5_acc: 0.8807, loss_cls: 1.2170, loss: 1.2170, grad_norm: 5.2399 2020-08-15 04:00:58,186 - mmaction - INFO - Epoch [85][1020/1253] lr: 3.000e-04, eta: 8:31:02, time: 0.750, data_time: 0.009, memory: 4947, top1_acc: 0.7060, top5_acc: 0.8810, loss_cls: 1.2055, loss: 1.2055, grad_norm: 5.1942 2020-08-15 04:01:13,275 - mmaction - INFO - Epoch [85][1040/1253] lr: 3.000e-04, eta: 8:30:26, time: 0.756, data_time: 0.007, memory: 4947, top1_acc: 0.6992, top5_acc: 0.8844, loss_cls: 1.1914, loss: 1.1914, grad_norm: 5.1852 2020-08-15 04:01:28,214 - mmaction - INFO - Epoch [85][1060/1253] lr: 3.000e-04, eta: 8:29:51, time: 0.742, data_time: 0.009, memory: 4947, top1_acc: 0.7146, top5_acc: 0.8802, loss_cls: 1.1832, loss: 1.1832, grad_norm: 5.1340 2020-08-15 04:01:42,623 - mmaction - INFO - Epoch [85][1080/1253] lr: 3.000e-04, eta: 8:29:16, time: 0.726, data_time: 0.008, memory: 4947, top1_acc: 0.7130, top5_acc: 0.8854, loss_cls: 1.1691, loss: 1.1691, grad_norm: 5.1121 2020-08-15 04:01:58,711 - mmaction - INFO - Epoch [85][1100/1253] lr: 3.000e-04, eta: 8:28:41, time: 0.800, data_time: 0.008, memory: 4947, top1_acc: 0.6987, top5_acc: 0.8729, loss_cls: 1.2434, loss: 1.2434, grad_norm: 5.1976 2020-08-15 04:02:13,287 - mmaction - INFO - Epoch [85][1120/1253] lr: 3.000e-04, eta: 8:28:05, time: 0.731, data_time: 0.006, memory: 4947, top1_acc: 0.7115, top5_acc: 0.8810, loss_cls: 1.1910, loss: 1.1910, grad_norm: 5.1648 2020-08-15 04:02:29,143 - mmaction - INFO - Epoch [85][1140/1253] lr: 3.000e-04, eta: 8:27:30, time: 0.793, data_time: 0.004, memory: 4947, top1_acc: 0.6943, top5_acc: 0.8727, loss_cls: 1.2162, loss: 1.2162, grad_norm: 5.2009 2020-08-15 04:02:43,499 - mmaction - INFO - Epoch [85][1160/1253] lr: 3.000e-04, eta: 8:26:55, time: 0.720, data_time: 0.007, memory: 4947, top1_acc: 0.7016, top5_acc: 0.8745, loss_cls: 1.2069, loss: 1.2069, grad_norm: 5.1459 2020-08-15 04:02:58,655 - mmaction - INFO - Epoch [85][1180/1253] lr: 3.000e-04, eta: 8:26:19, time: 0.754, data_time: 0.008, memory: 4947, top1_acc: 0.7125, top5_acc: 0.8799, loss_cls: 1.1881, loss: 1.1881, grad_norm: 5.1694 2020-08-15 04:03:13,953 - mmaction - INFO - Epoch [85][1200/1253] lr: 3.000e-04, eta: 8:25:44, time: 0.763, data_time: 0.008, memory: 4947, top1_acc: 0.7070, top5_acc: 0.8792, loss_cls: 1.1939, loss: 1.1939, grad_norm: 5.0748 2020-08-15 04:03:27,773 - mmaction - INFO - Epoch [85][1220/1253] lr: 3.000e-04, eta: 8:25:09, time: 0.694, data_time: 0.009, memory: 4947, top1_acc: 0.7065, top5_acc: 0.8885, loss_cls: 1.1738, loss: 1.1738, grad_norm: 5.1052 2020-08-15 04:08:31,383 - mmaction - INFO - Epoch [85][1240/1253] lr: 3.000e-04, eta: 8:25:25, time: 15.181, data_time: 5.784, memory: 4947, top1_acc: 0.7096, top5_acc: 0.8789, loss_cls: 1.2097, loss: 1.2097, grad_norm: 5.1452 2020-08-15 04:12:27,802 - mmaction - INFO - Saving checkpoint at 85 epochs 2020-08-15 04:19:11,103 - mmaction - INFO - Epoch [86][20/1253] lr: 3.000e-04, eta: 8:25:33, time: 20.125, data_time: 19.505, memory: 4947, top1_acc: 0.7201, top5_acc: 0.8859, loss_cls: 1.1494, loss: 1.1494, grad_norm: 4.9724 2020-08-15 04:19:23,410 - mmaction - INFO - Epoch [86][40/1253] lr: 3.000e-04, eta: 8:24:57, time: 0.621, data_time: 0.009, memory: 4947, top1_acc: 0.7036, top5_acc: 0.8807, loss_cls: 1.2020, loss: 1.2020, grad_norm: 5.1020 2020-08-15 04:19:35,938 - mmaction - INFO - Epoch [86][60/1253] lr: 3.000e-04, eta: 8:24:21, time: 0.625, data_time: 0.008, memory: 4947, top1_acc: 0.7047, top5_acc: 0.8789, loss_cls: 1.1910, loss: 1.1910, grad_norm: 5.1544 2020-08-15 04:19:48,443 - mmaction - INFO - Epoch [86][80/1253] lr: 3.000e-04, eta: 8:23:46, time: 0.625, data_time: 0.007, memory: 4947, top1_acc: 0.7062, top5_acc: 0.8815, loss_cls: 1.1753, loss: 1.1753, grad_norm: 5.1102 2020-08-15 04:20:00,909 - mmaction - INFO - Epoch [86][100/1253] lr: 3.000e-04, eta: 8:23:10, time: 0.624, data_time: 0.010, memory: 4947, top1_acc: 0.7070, top5_acc: 0.8818, loss_cls: 1.1976, loss: 1.1976, grad_norm: 5.2175 2020-08-15 04:20:13,384 - mmaction - INFO - Epoch [86][120/1253] lr: 3.000e-04, eta: 8:22:34, time: 0.624, data_time: 0.006, memory: 4947, top1_acc: 0.7065, top5_acc: 0.8844, loss_cls: 1.2167, loss: 1.2167, grad_norm: 5.1915 2020-08-15 04:20:25,881 - mmaction - INFO - Epoch [86][140/1253] lr: 3.000e-04, eta: 8:21:58, time: 0.626, data_time: 0.009, memory: 4947, top1_acc: 0.7003, top5_acc: 0.8763, loss_cls: 1.2202, loss: 1.2202, grad_norm: 5.2160 2020-08-15 04:20:40,761 - mmaction - INFO - Epoch [86][160/1253] lr: 3.000e-04, eta: 8:21:23, time: 0.744, data_time: 0.008, memory: 4947, top1_acc: 0.7133, top5_acc: 0.8773, loss_cls: 1.2091, loss: 1.2091, grad_norm: 5.1236 2020-08-15 04:20:54,484 - mmaction - INFO - Epoch [86][180/1253] lr: 3.000e-04, eta: 8:20:47, time: 0.686, data_time: 0.007, memory: 4947, top1_acc: 0.7010, top5_acc: 0.8727, loss_cls: 1.2454, loss: 1.2454, grad_norm: 5.2009 2020-08-15 04:21:08,492 - mmaction - INFO - Epoch [86][200/1253] lr: 3.000e-04, eta: 8:20:12, time: 0.701, data_time: 0.002, memory: 4947, top1_acc: 0.7008, top5_acc: 0.8807, loss_cls: 1.2024, loss: 1.2024, grad_norm: 5.1622 2020-08-15 04:21:23,514 - mmaction - INFO - Epoch [86][220/1253] lr: 3.000e-04, eta: 8:19:37, time: 0.751, data_time: 0.004, memory: 4947, top1_acc: 0.7060, top5_acc: 0.8755, loss_cls: 1.2185, loss: 1.2185, grad_norm: 5.2487 2020-08-15 04:21:37,593 - mmaction - INFO - Epoch [86][240/1253] lr: 3.000e-04, eta: 8:19:01, time: 0.701, data_time: 0.007, memory: 4947, top1_acc: 0.7021, top5_acc: 0.8826, loss_cls: 1.1995, loss: 1.1995, grad_norm: 5.2312 2020-08-15 04:21:53,806 - mmaction - INFO - Epoch [86][260/1253] lr: 3.000e-04, eta: 8:18:26, time: 0.812, data_time: 0.007, memory: 4947, top1_acc: 0.6932, top5_acc: 0.8734, loss_cls: 1.2472, loss: 1.2472, grad_norm: 5.2259 2020-08-15 04:22:09,471 - mmaction - INFO - Epoch [86][280/1253] lr: 3.000e-04, eta: 8:17:51, time: 0.783, data_time: 0.009, memory: 4947, top1_acc: 0.7096, top5_acc: 0.8805, loss_cls: 1.1743, loss: 1.1743, grad_norm: 5.1385 2020-08-15 04:22:24,255 - mmaction - INFO - Epoch [86][300/1253] lr: 3.000e-04, eta: 8:17:16, time: 0.739, data_time: 0.007, memory: 4947, top1_acc: 0.7052, top5_acc: 0.8742, loss_cls: 1.2134, loss: 1.2134, grad_norm: 5.2421 2020-08-15 04:22:41,136 - mmaction - INFO - Epoch [86][320/1253] lr: 3.000e-04, eta: 8:16:41, time: 0.846, data_time: 0.008, memory: 4947, top1_acc: 0.7010, top5_acc: 0.8745, loss_cls: 1.2343, loss: 1.2343, grad_norm: 5.1624 2020-08-15 04:22:55,962 - mmaction - INFO - Epoch [86][340/1253] lr: 3.000e-04, eta: 8:16:06, time: 0.741, data_time: 0.003, memory: 4947, top1_acc: 0.7109, top5_acc: 0.8807, loss_cls: 1.1957, loss: 1.1957, grad_norm: 5.1849 2020-08-15 04:23:11,620 - mmaction - INFO - Epoch [86][360/1253] lr: 3.000e-04, eta: 8:15:30, time: 0.783, data_time: 0.003, memory: 4947, top1_acc: 0.6974, top5_acc: 0.8810, loss_cls: 1.2123, loss: 1.2123, grad_norm: 5.3171 2020-08-15 04:23:25,960 - mmaction - INFO - Epoch [86][380/1253] lr: 3.000e-04, eta: 8:14:55, time: 0.717, data_time: 0.005, memory: 4947, top1_acc: 0.7021, top5_acc: 0.8768, loss_cls: 1.2299, loss: 1.2299, grad_norm: 5.2492 2020-08-15 04:23:41,505 - mmaction - INFO - Epoch [86][400/1253] lr: 3.000e-04, eta: 8:14:20, time: 0.777, data_time: 0.003, memory: 4947, top1_acc: 0.7010, top5_acc: 0.8859, loss_cls: 1.1912, loss: 1.1912, grad_norm: 5.2326 2020-08-15 04:29:23,714 - mmaction - INFO - Epoch [86][420/1253] lr: 3.000e-04, eta: 8:14:41, time: 17.106, data_time: 4.953, memory: 4947, top1_acc: 0.7102, top5_acc: 0.8807, loss_cls: 1.1836, loss: 1.1836, grad_norm: 5.0933 2020-08-15 04:29:36,002 - mmaction - INFO - Epoch [86][440/1253] lr: 3.000e-04, eta: 8:14:05, time: 0.618, data_time: 0.007, memory: 4947, top1_acc: 0.7068, top5_acc: 0.8779, loss_cls: 1.2040, loss: 1.2040, grad_norm: 5.2642 2020-08-15 04:29:48,337 - mmaction - INFO - Epoch [86][460/1253] lr: 3.000e-04, eta: 8:13:29, time: 0.617, data_time: 0.007, memory: 4947, top1_acc: 0.7159, top5_acc: 0.8844, loss_cls: 1.1629, loss: 1.1629, grad_norm: 5.1393 2020-08-15 04:30:00,773 - mmaction - INFO - Epoch [86][480/1253] lr: 3.000e-04, eta: 8:12:54, time: 0.620, data_time: 0.008, memory: 4947, top1_acc: 0.7102, top5_acc: 0.8823, loss_cls: 1.1879, loss: 1.1879, grad_norm: 5.1095 2020-08-15 04:30:13,473 - mmaction - INFO - Epoch [86][500/1253] lr: 3.000e-04, eta: 8:12:18, time: 0.633, data_time: 0.007, memory: 4947, top1_acc: 0.7036, top5_acc: 0.8805, loss_cls: 1.2019, loss: 1.2019, grad_norm: 5.1927 2020-08-15 04:30:26,730 - mmaction - INFO - Epoch [86][520/1253] lr: 3.000e-04, eta: 8:11:43, time: 0.666, data_time: 0.007, memory: 4947, top1_acc: 0.7122, top5_acc: 0.8810, loss_cls: 1.1814, loss: 1.1814, grad_norm: 5.1339 2020-08-15 04:30:40,751 - mmaction - INFO - Epoch [86][540/1253] lr: 3.000e-04, eta: 8:11:07, time: 0.703, data_time: 0.004, memory: 4947, top1_acc: 0.7008, top5_acc: 0.8789, loss_cls: 1.2196, loss: 1.2196, grad_norm: 5.2320 2020-08-15 04:30:54,374 - mmaction - INFO - Epoch [86][560/1253] lr: 3.000e-04, eta: 8:10:32, time: 0.678, data_time: 0.006, memory: 4947, top1_acc: 0.7057, top5_acc: 0.8797, loss_cls: 1.2023, loss: 1.2023, grad_norm: 5.2472 2020-08-15 04:31:08,074 - mmaction - INFO - Epoch [86][580/1253] lr: 3.000e-04, eta: 8:09:56, time: 0.686, data_time: 0.007, memory: 4947, top1_acc: 0.7018, top5_acc: 0.8797, loss_cls: 1.2036, loss: 1.2036, grad_norm: 5.1724 2020-08-15 04:39:54,799 - mmaction - INFO - Epoch [86][600/1253] lr: 3.000e-04, eta: 8:10:48, time: 26.338, data_time: 11.498, memory: 4947, top1_acc: 0.7057, top5_acc: 0.8839, loss_cls: 1.2115, loss: 1.2115, grad_norm: 5.2822 2020-08-15 04:40:07,134 - mmaction - INFO - Epoch [86][620/1253] lr: 3.000e-04, eta: 8:10:12, time: 0.616, data_time: 0.002, memory: 4947, top1_acc: 0.7068, top5_acc: 0.8818, loss_cls: 1.1993, loss: 1.1993, grad_norm: 5.2501 2020-08-15 04:40:19,573 - mmaction - INFO - Epoch [86][640/1253] lr: 3.000e-04, eta: 8:09:36, time: 0.623, data_time: 0.002, memory: 4947, top1_acc: 0.7039, top5_acc: 0.8820, loss_cls: 1.1983, loss: 1.1983, grad_norm: 5.2169 2020-08-15 04:40:31,843 - mmaction - INFO - Epoch [86][660/1253] lr: 3.000e-04, eta: 8:09:01, time: 0.613, data_time: 0.002, memory: 4947, top1_acc: 0.7008, top5_acc: 0.8805, loss_cls: 1.2102, loss: 1.2102, grad_norm: 5.2787 2020-08-15 04:40:44,300 - mmaction - INFO - Epoch [86][680/1253] lr: 3.000e-04, eta: 8:08:25, time: 0.622, data_time: 0.006, memory: 4947, top1_acc: 0.7112, top5_acc: 0.8844, loss_cls: 1.1823, loss: 1.1823, grad_norm: 5.2154 2020-08-15 04:40:58,020 - mmaction - INFO - Epoch [86][700/1253] lr: 3.000e-04, eta: 8:07:49, time: 0.685, data_time: 0.005, memory: 4947, top1_acc: 0.7044, top5_acc: 0.8747, loss_cls: 1.2202, loss: 1.2202, grad_norm: 5.1554 2020-08-15 04:41:11,626 - mmaction - INFO - Epoch [86][720/1253] lr: 3.000e-04, eta: 8:07:14, time: 0.677, data_time: 0.008, memory: 4947, top1_acc: 0.7120, top5_acc: 0.8810, loss_cls: 1.1834, loss: 1.1834, grad_norm: 5.2253 2020-08-15 04:41:24,182 - mmaction - INFO - Epoch [86][740/1253] lr: 3.000e-04, eta: 8:06:38, time: 0.630, data_time: 0.008, memory: 4947, top1_acc: 0.7237, top5_acc: 0.8792, loss_cls: 1.1685, loss: 1.1685, grad_norm: 5.0470 2020-08-15 04:41:36,743 - mmaction - INFO - Epoch [86][760/1253] lr: 3.000e-04, eta: 8:06:03, time: 0.629, data_time: 0.008, memory: 4947, top1_acc: 0.7042, top5_acc: 0.8677, loss_cls: 1.2531, loss: 1.2531, grad_norm: 5.2742 2020-08-15 04:41:50,405 - mmaction - INFO - Epoch [86][780/1253] lr: 3.000e-04, eta: 8:05:27, time: 0.683, data_time: 0.006, memory: 4947, top1_acc: 0.7128, top5_acc: 0.8870, loss_cls: 1.1909, loss: 1.1909, grad_norm: 5.2035 2020-08-15 04:42:04,444 - mmaction - INFO - Epoch [86][800/1253] lr: 3.000e-04, eta: 8:04:52, time: 0.701, data_time: 0.008, memory: 4947, top1_acc: 0.7076, top5_acc: 0.8932, loss_cls: 1.1573, loss: 1.1573, grad_norm: 5.2251 2020-08-15 04:42:19,839 - mmaction - INFO - Epoch [86][820/1253] lr: 3.000e-04, eta: 8:04:17, time: 0.767, data_time: 0.009, memory: 4947, top1_acc: 0.6982, top5_acc: 0.8823, loss_cls: 1.2081, loss: 1.2081, grad_norm: 5.2507 2020-08-15 04:42:34,467 - mmaction - INFO - Epoch [86][840/1253] lr: 3.000e-04, eta: 8:03:41, time: 0.737, data_time: 0.007, memory: 4947, top1_acc: 0.7081, top5_acc: 0.8810, loss_cls: 1.2275, loss: 1.2275, grad_norm: 5.2790 2020-08-15 04:42:48,371 - mmaction - INFO - Epoch [86][860/1253] lr: 3.000e-04, eta: 8:03:06, time: 0.693, data_time: 0.004, memory: 4947, top1_acc: 0.7013, top5_acc: 0.8779, loss_cls: 1.2142, loss: 1.2142, grad_norm: 5.3666 2020-08-15 04:43:02,419 - mmaction - INFO - Epoch [86][880/1253] lr: 3.000e-04, eta: 8:02:31, time: 0.702, data_time: 0.007, memory: 4947, top1_acc: 0.7057, top5_acc: 0.8753, loss_cls: 1.2053, loss: 1.2053, grad_norm: 5.1802 2020-08-15 04:43:17,625 - mmaction - INFO - Epoch [86][900/1253] lr: 3.000e-04, eta: 8:01:55, time: 0.761, data_time: 0.008, memory: 4947, top1_acc: 0.7076, top5_acc: 0.8841, loss_cls: 1.2025, loss: 1.2025, grad_norm: 5.2265 2020-08-15 04:43:31,902 - mmaction - INFO - Epoch [86][920/1253] lr: 3.000e-04, eta: 8:01:20, time: 0.711, data_time: 0.009, memory: 4947, top1_acc: 0.7143, top5_acc: 0.8833, loss_cls: 1.1680, loss: 1.1680, grad_norm: 5.0466 2020-08-15 04:43:46,656 - mmaction - INFO - Epoch [86][940/1253] lr: 3.000e-04, eta: 8:00:45, time: 0.740, data_time: 0.007, memory: 4947, top1_acc: 0.7141, top5_acc: 0.8878, loss_cls: 1.1547, loss: 1.1547, grad_norm: 5.0627 2020-08-15 04:44:01,298 - mmaction - INFO - Epoch [86][960/1253] lr: 3.000e-04, eta: 8:00:10, time: 0.731, data_time: 0.006, memory: 4947, top1_acc: 0.6995, top5_acc: 0.8802, loss_cls: 1.2057, loss: 1.2057, grad_norm: 5.2324 2020-08-15 04:44:16,798 - mmaction - INFO - Epoch [86][980/1253] lr: 3.000e-04, eta: 7:59:34, time: 0.776, data_time: 0.007, memory: 4947, top1_acc: 0.7055, top5_acc: 0.8781, loss_cls: 1.2082, loss: 1.2082, grad_norm: 5.1874 2020-08-15 04:44:33,076 - mmaction - INFO - Epoch [86][1000/1253] lr: 3.000e-04, eta: 7:58:59, time: 0.813, data_time: 0.008, memory: 4947, top1_acc: 0.6990, top5_acc: 0.8719, loss_cls: 1.2145, loss: 1.2145, grad_norm: 5.3024 2020-08-15 04:44:48,152 - mmaction - INFO - Epoch [86][1020/1253] lr: 3.000e-04, eta: 7:58:24, time: 0.754, data_time: 0.009, memory: 4947, top1_acc: 0.7013, top5_acc: 0.8742, loss_cls: 1.2145, loss: 1.2145, grad_norm: 5.2020 2020-08-15 04:45:03,077 - mmaction - INFO - Epoch [86][1040/1253] lr: 3.000e-04, eta: 7:57:49, time: 0.748, data_time: 0.006, memory: 4947, top1_acc: 0.7263, top5_acc: 0.8885, loss_cls: 1.1665, loss: 1.1665, grad_norm: 5.1471 2020-08-15 04:45:19,180 - mmaction - INFO - Epoch [86][1060/1253] lr: 3.000e-04, eta: 7:57:14, time: 0.804, data_time: 0.002, memory: 4947, top1_acc: 0.7016, top5_acc: 0.8841, loss_cls: 1.2226, loss: 1.2226, grad_norm: 5.3121 2020-08-15 04:45:33,610 - mmaction - INFO - Epoch [86][1080/1253] lr: 3.000e-04, eta: 7:56:39, time: 0.719, data_time: 0.007, memory: 4947, top1_acc: 0.7068, top5_acc: 0.8755, loss_cls: 1.1972, loss: 1.1972, grad_norm: 5.2121 2020-08-15 04:45:49,489 - mmaction - INFO - Epoch [86][1100/1253] lr: 3.000e-04, eta: 7:56:04, time: 0.798, data_time: 0.007, memory: 4947, top1_acc: 0.6982, top5_acc: 0.8768, loss_cls: 1.2083, loss: 1.2083, grad_norm: 5.2252 2020-08-15 04:46:03,874 - mmaction - INFO - Epoch [86][1120/1253] lr: 3.000e-04, eta: 7:55:29, time: 0.715, data_time: 0.008, memory: 4947, top1_acc: 0.7052, top5_acc: 0.8716, loss_cls: 1.1930, loss: 1.1930, grad_norm: 5.2506 2020-08-15 04:46:18,971 - mmaction - INFO - Epoch [86][1140/1253] lr: 3.000e-04, eta: 7:54:54, time: 0.757, data_time: 0.007, memory: 4947, top1_acc: 0.6930, top5_acc: 0.8768, loss_cls: 1.2231, loss: 1.2231, grad_norm: 5.2675 2020-08-15 04:46:33,367 - mmaction - INFO - Epoch [86][1160/1253] lr: 3.000e-04, eta: 7:54:18, time: 0.720, data_time: 0.007, memory: 4947, top1_acc: 0.7146, top5_acc: 0.8758, loss_cls: 1.2043, loss: 1.2043, grad_norm: 5.1334 2020-08-15 04:46:47,284 - mmaction - INFO - Epoch [86][1180/1253] lr: 3.000e-04, eta: 7:53:43, time: 0.698, data_time: 0.007, memory: 4947, top1_acc: 0.7115, top5_acc: 0.8750, loss_cls: 1.2198, loss: 1.2198, grad_norm: 5.2399 2020-08-15 04:47:03,055 - mmaction - INFO - Epoch [86][1200/1253] lr: 3.000e-04, eta: 7:53:08, time: 0.787, data_time: 0.004, memory: 4947, top1_acc: 0.7125, top5_acc: 0.8799, loss_cls: 1.1809, loss: 1.1809, grad_norm: 5.1725 2020-08-15 04:47:18,209 - mmaction - INFO - Epoch [86][1220/1253] lr: 3.000e-04, eta: 7:52:33, time: 0.759, data_time: 0.005, memory: 4947, top1_acc: 0.7076, top5_acc: 0.8815, loss_cls: 1.1849, loss: 1.1849, grad_norm: 5.2639 2020-08-15 04:47:33,861 - mmaction - INFO - Epoch [86][1240/1253] lr: 3.000e-04, eta: 7:51:58, time: 0.780, data_time: 0.007, memory: 4947, top1_acc: 0.7154, top5_acc: 0.8885, loss_cls: 1.1546, loss: 1.1546, grad_norm: 5.1796 2020-08-15 04:47:43,664 - mmaction - INFO - Saving checkpoint at 86 epochs 2020-08-15 04:53:10,208 - mmaction - INFO - Epoch [87][20/1253] lr: 3.000e-04, eta: 7:51:49, time: 16.295, data_time: 15.686, memory: 4947, top1_acc: 0.7229, top5_acc: 0.8818, loss_cls: 1.1534, loss: 1.1534, grad_norm: 5.1413 2020-08-15 04:53:22,741 - mmaction - INFO - Epoch [87][40/1253] lr: 3.000e-04, eta: 7:51:14, time: 0.632, data_time: 0.010, memory: 4947, top1_acc: 0.6997, top5_acc: 0.8846, loss_cls: 1.1961, loss: 1.1961, grad_norm: 5.2829 2020-08-15 04:53:35,155 - mmaction - INFO - Epoch [87][60/1253] lr: 3.000e-04, eta: 7:50:38, time: 0.621, data_time: 0.007, memory: 4947, top1_acc: 0.7049, top5_acc: 0.8779, loss_cls: 1.2006, loss: 1.2006, grad_norm: 5.2803 2020-08-15 04:53:47,623 - mmaction - INFO - Epoch [87][80/1253] lr: 3.000e-04, eta: 7:50:03, time: 0.624, data_time: 0.008, memory: 4947, top1_acc: 0.6961, top5_acc: 0.8766, loss_cls: 1.2262, loss: 1.2262, grad_norm: 5.3432 2020-08-15 04:54:01,048 - mmaction - INFO - Epoch [87][100/1253] lr: 3.000e-04, eta: 7:49:27, time: 0.670, data_time: 0.006, memory: 4947, top1_acc: 0.6945, top5_acc: 0.8654, loss_cls: 1.2542, loss: 1.2542, grad_norm: 5.3866 2020-08-15 04:54:13,876 - mmaction - INFO - Epoch [87][120/1253] lr: 3.000e-04, eta: 7:48:52, time: 0.643, data_time: 0.006, memory: 4947, top1_acc: 0.7258, top5_acc: 0.8901, loss_cls: 1.1305, loss: 1.1305, grad_norm: 5.0683 2020-08-15 04:54:29,443 - mmaction - INFO - Epoch [87][140/1253] lr: 3.000e-04, eta: 7:48:17, time: 0.778, data_time: 0.008, memory: 4947, top1_acc: 0.7076, top5_acc: 0.8802, loss_cls: 1.1968, loss: 1.1968, grad_norm: 5.1994 2020-08-15 04:54:44,034 - mmaction - INFO - Epoch [87][160/1253] lr: 3.000e-04, eta: 7:47:42, time: 0.729, data_time: 0.004, memory: 4947, top1_acc: 0.7094, top5_acc: 0.8786, loss_cls: 1.2111, loss: 1.2111, grad_norm: 5.2161 2020-08-15 04:54:59,749 - mmaction - INFO - Epoch [87][180/1253] lr: 3.000e-04, eta: 7:47:07, time: 0.785, data_time: 0.008, memory: 4947, top1_acc: 0.7122, top5_acc: 0.8818, loss_cls: 1.1750, loss: 1.1750, grad_norm: 5.2163 2020-08-15 04:59:54,457 - mmaction - INFO - Epoch [87][200/1253] lr: 3.000e-04, eta: 7:47:17, time: 14.735, data_time: 0.010, memory: 4947, top1_acc: 0.6966, top5_acc: 0.8789, loss_cls: 1.2275, loss: 1.2275, grad_norm: 5.3003 2020-08-15 05:00:08,921 - mmaction - INFO - Epoch [87][220/1253] lr: 3.000e-04, eta: 7:46:41, time: 0.724, data_time: 0.006, memory: 4947, top1_acc: 0.6956, top5_acc: 0.8737, loss_cls: 1.2545, loss: 1.2545, grad_norm: 5.3527 2020-08-15 05:00:21,457 - mmaction - INFO - Epoch [87][240/1253] lr: 3.000e-04, eta: 7:46:06, time: 0.629, data_time: 0.008, memory: 4947, top1_acc: 0.7044, top5_acc: 0.8797, loss_cls: 1.1901, loss: 1.1901, grad_norm: 5.2169 2020-08-15 05:00:33,956 - mmaction - INFO - Epoch [87][260/1253] lr: 3.000e-04, eta: 7:45:30, time: 0.623, data_time: 0.003, memory: 4947, top1_acc: 0.7211, top5_acc: 0.8878, loss_cls: 1.1494, loss: 1.1494, grad_norm: 5.1067 2020-08-15 05:00:46,640 - mmaction - INFO - Epoch [87][280/1253] lr: 3.000e-04, eta: 7:44:55, time: 0.633, data_time: 0.008, memory: 4947, top1_acc: 0.6992, top5_acc: 0.8750, loss_cls: 1.2425, loss: 1.2425, grad_norm: 5.3663 2020-08-15 05:01:00,399 - mmaction - INFO - Epoch [87][300/1253] lr: 3.000e-04, eta: 7:44:20, time: 0.690, data_time: 0.009, memory: 4947, top1_acc: 0.7026, top5_acc: 0.8815, loss_cls: 1.1889, loss: 1.1889, grad_norm: 5.2211 2020-08-15 05:01:14,172 - mmaction - INFO - Epoch [87][320/1253] lr: 3.000e-04, eta: 7:43:44, time: 0.690, data_time: 0.004, memory: 4947, top1_acc: 0.7180, top5_acc: 0.8862, loss_cls: 1.1446, loss: 1.1446, grad_norm: 5.1435 2020-08-15 05:01:29,197 - mmaction - INFO - Epoch [87][340/1253] lr: 3.000e-04, eta: 7:43:09, time: 0.750, data_time: 0.004, memory: 4947, top1_acc: 0.7172, top5_acc: 0.8836, loss_cls: 1.1639, loss: 1.1639, grad_norm: 5.2526 2020-08-15 05:01:44,503 - mmaction - INFO - Epoch [87][360/1253] lr: 3.000e-04, eta: 7:42:34, time: 0.761, data_time: 0.006, memory: 4947, top1_acc: 0.6958, top5_acc: 0.8789, loss_cls: 1.2154, loss: 1.2154, grad_norm: 5.2498 2020-08-15 05:01:59,095 - mmaction - INFO - Epoch [87][380/1253] lr: 3.000e-04, eta: 7:41:59, time: 0.734, data_time: 0.008, memory: 4947, top1_acc: 0.7052, top5_acc: 0.8870, loss_cls: 1.1874, loss: 1.1874, grad_norm: 5.2343 2020-08-15 05:02:13,951 - mmaction - INFO - Epoch [87][400/1253] lr: 3.000e-04, eta: 7:41:24, time: 0.739, data_time: 0.006, memory: 4947, top1_acc: 0.7174, top5_acc: 0.8805, loss_cls: 1.1705, loss: 1.1705, grad_norm: 5.2752 2020-08-15 05:02:29,493 - mmaction - INFO - Epoch [87][420/1253] lr: 3.000e-04, eta: 7:40:49, time: 0.781, data_time: 0.008, memory: 4947, top1_acc: 0.7016, top5_acc: 0.8706, loss_cls: 1.2347, loss: 1.2347, grad_norm: 5.3185 2020-08-15 05:02:44,980 - mmaction - INFO - Epoch [87][440/1253] lr: 3.000e-04, eta: 7:40:14, time: 0.774, data_time: 0.005, memory: 4947, top1_acc: 0.7070, top5_acc: 0.8810, loss_cls: 1.1934, loss: 1.1934, grad_norm: 5.1218 2020-08-15 05:03:00,485 - mmaction - INFO - Epoch [87][460/1253] lr: 3.000e-04, eta: 7:39:39, time: 0.774, data_time: 0.007, memory: 4947, top1_acc: 0.7125, top5_acc: 0.8815, loss_cls: 1.1954, loss: 1.1954, grad_norm: 5.1237 2020-08-15 05:03:16,020 - mmaction - INFO - Epoch [87][480/1253] lr: 3.000e-04, eta: 7:39:04, time: 0.777, data_time: 0.005, memory: 4947, top1_acc: 0.7089, top5_acc: 0.8802, loss_cls: 1.2062, loss: 1.2062, grad_norm: 5.1343 2020-08-15 05:03:31,713 - mmaction - INFO - Epoch [87][500/1253] lr: 3.000e-04, eta: 7:38:30, time: 0.786, data_time: 0.007, memory: 4947, top1_acc: 0.6964, top5_acc: 0.8797, loss_cls: 1.2509, loss: 1.2509, grad_norm: 5.3194 2020-08-15 05:15:06,607 - mmaction - INFO - Epoch [87][520/1253] lr: 3.000e-04, eta: 7:39:41, time: 34.741, data_time: 8.673, memory: 4947, top1_acc: 0.7174, top5_acc: 0.8859, loss_cls: 1.1542, loss: 1.1542, grad_norm: 5.1473 2020-08-15 05:15:18,932 - mmaction - INFO - Epoch [87][540/1253] lr: 3.000e-04, eta: 7:39:06, time: 0.618, data_time: 0.005, memory: 4947, top1_acc: 0.7167, top5_acc: 0.8875, loss_cls: 1.1462, loss: 1.1462, grad_norm: 5.1849 2020-08-15 05:15:31,323 - mmaction - INFO - Epoch [87][560/1253] lr: 3.000e-04, eta: 7:38:30, time: 0.619, data_time: 0.008, memory: 4947, top1_acc: 0.7068, top5_acc: 0.8784, loss_cls: 1.1813, loss: 1.1813, grad_norm: 5.1845 2020-08-15 05:15:43,759 - mmaction - INFO - Epoch [87][580/1253] lr: 3.000e-04, eta: 7:37:55, time: 0.620, data_time: 0.009, memory: 4947, top1_acc: 0.7031, top5_acc: 0.8885, loss_cls: 1.1788, loss: 1.1788, grad_norm: 5.3592 2020-08-15 05:22:36,636 - mmaction - INFO - Epoch [87][600/1253] lr: 3.000e-04, eta: 7:38:22, time: 20.645, data_time: 12.990, memory: 4947, top1_acc: 0.7164, top5_acc: 0.8786, loss_cls: 1.1909, loss: 1.1909, grad_norm: 5.1429 2020-08-15 05:46:00,244 - mmaction - INFO - Epoch [87][620/1253] lr: 3.000e-04, eta: 7:41:23, time: 70.179, data_time: 0.007, memory: 4947, top1_acc: 0.6992, top5_acc: 0.8732, loss_cls: 1.2297, loss: 1.2297, grad_norm: 5.2864 2020-08-15 05:46:12,654 - mmaction - INFO - Epoch [87][640/1253] lr: 3.000e-04, eta: 7:40:48, time: 0.624, data_time: 0.007, memory: 4947, top1_acc: 0.7174, top5_acc: 0.8854, loss_cls: 1.1664, loss: 1.1664, grad_norm: 5.1538 2020-08-15 05:46:24,920 - mmaction - INFO - Epoch [87][660/1253] lr: 3.000e-04, eta: 7:40:12, time: 0.610, data_time: 0.006, memory: 4947, top1_acc: 0.7122, top5_acc: 0.8870, loss_cls: 1.1752, loss: 1.1752, grad_norm: 5.1840 2020-08-15 05:46:37,353 - mmaction - INFO - Epoch [87][680/1253] lr: 3.000e-04, eta: 7:39:36, time: 0.621, data_time: 0.010, memory: 4947, top1_acc: 0.7052, top5_acc: 0.8810, loss_cls: 1.1909, loss: 1.1909, grad_norm: 5.2128 2020-08-15 05:46:50,024 - mmaction - INFO - Epoch [87][700/1253] lr: 3.000e-04, eta: 7:39:00, time: 0.638, data_time: 0.007, memory: 4947, top1_acc: 0.7000, top5_acc: 0.8773, loss_cls: 1.1971, loss: 1.1971, grad_norm: 5.3035 2020-08-15 05:47:02,414 - mmaction - INFO - Epoch [87][720/1253] lr: 3.000e-04, eta: 7:38:24, time: 0.617, data_time: 0.005, memory: 4947, top1_acc: 0.7070, top5_acc: 0.8734, loss_cls: 1.2050, loss: 1.2050, grad_norm: 5.2556 2020-08-15 05:47:15,585 - mmaction - INFO - Epoch [87][740/1253] lr: 3.000e-04, eta: 7:37:48, time: 0.660, data_time: 0.005, memory: 4947, top1_acc: 0.7010, top5_acc: 0.8784, loss_cls: 1.2154, loss: 1.2154, grad_norm: 5.2838 2020-08-15 05:47:29,904 - mmaction - INFO - Epoch [87][760/1253] lr: 3.000e-04, eta: 7:37:13, time: 0.714, data_time: 0.005, memory: 4947, top1_acc: 0.6997, top5_acc: 0.8768, loss_cls: 1.2418, loss: 1.2418, grad_norm: 5.3009 2020-08-15 05:47:44,998 - mmaction - INFO - Epoch [87][780/1253] lr: 3.000e-04, eta: 7:36:37, time: 0.757, data_time: 0.009, memory: 4947, top1_acc: 0.7000, top5_acc: 0.8745, loss_cls: 1.2094, loss: 1.2094, grad_norm: 5.2554 2020-08-15 05:48:00,102 - mmaction - INFO - Epoch [87][800/1253] lr: 3.000e-04, eta: 7:36:02, time: 0.753, data_time: 0.006, memory: 4947, top1_acc: 0.6948, top5_acc: 0.8766, loss_cls: 1.2180, loss: 1.2180, grad_norm: 5.2601 2020-08-15 05:48:15,459 - mmaction - INFO - Epoch [87][820/1253] lr: 3.000e-04, eta: 7:35:27, time: 0.770, data_time: 0.006, memory: 4947, top1_acc: 0.7078, top5_acc: 0.8833, loss_cls: 1.2052, loss: 1.2052, grad_norm: 5.1778 2020-08-15 05:48:30,142 - mmaction - INFO - Epoch [87][840/1253] lr: 3.000e-04, eta: 7:34:51, time: 0.732, data_time: 0.009, memory: 4947, top1_acc: 0.7036, top5_acc: 0.8849, loss_cls: 1.1912, loss: 1.1912, grad_norm: 5.2003 2020-08-15 05:48:45,238 - mmaction - INFO - Epoch [87][860/1253] lr: 3.000e-04, eta: 7:34:16, time: 0.754, data_time: 0.006, memory: 4947, top1_acc: 0.7122, top5_acc: 0.8766, loss_cls: 1.2290, loss: 1.2290, grad_norm: 5.2040 2020-08-15 05:49:00,317 - mmaction - INFO - Epoch [87][880/1253] lr: 3.000e-04, eta: 7:33:41, time: 0.754, data_time: 0.008, memory: 4947, top1_acc: 0.7060, top5_acc: 0.8872, loss_cls: 1.1659, loss: 1.1659, grad_norm: 5.3294 2020-08-15 05:49:15,692 - mmaction - INFO - Epoch [87][900/1253] lr: 3.000e-04, eta: 7:33:05, time: 0.771, data_time: 0.007, memory: 4947, top1_acc: 0.7034, top5_acc: 0.8760, loss_cls: 1.2147, loss: 1.2147, grad_norm: 5.2267 2020-08-15 05:49:31,430 - mmaction - INFO - Epoch [87][920/1253] lr: 3.000e-04, eta: 7:32:30, time: 0.782, data_time: 0.005, memory: 4947, top1_acc: 0.7117, top5_acc: 0.8750, loss_cls: 1.1989, loss: 1.1989, grad_norm: 5.1916 2020-08-15 05:49:45,881 - mmaction - INFO - Epoch [87][940/1253] lr: 3.000e-04, eta: 7:31:54, time: 0.726, data_time: 0.009, memory: 4947, top1_acc: 0.6987, top5_acc: 0.8828, loss_cls: 1.2042, loss: 1.2042, grad_norm: 5.3120 2020-08-15 05:50:00,712 - mmaction - INFO - Epoch [87][960/1253] lr: 3.000e-04, eta: 7:31:19, time: 0.742, data_time: 0.007, memory: 4947, top1_acc: 0.7008, top5_acc: 0.8768, loss_cls: 1.2079, loss: 1.2079, grad_norm: 5.2397 2020-08-15 05:50:14,949 - mmaction - INFO - Epoch [87][980/1253] lr: 3.000e-04, eta: 7:30:44, time: 0.709, data_time: 0.007, memory: 4947, top1_acc: 0.7086, top5_acc: 0.8740, loss_cls: 1.1914, loss: 1.1914, grad_norm: 5.1767 2020-08-15 05:50:32,166 - mmaction - INFO - Epoch [87][1000/1253] lr: 3.000e-04, eta: 7:30:09, time: 0.864, data_time: 0.007, memory: 4947, top1_acc: 0.7073, top5_acc: 0.8818, loss_cls: 1.2073, loss: 1.2073, grad_norm: 5.2265 2020-08-15 05:50:47,270 - mmaction - INFO - Epoch [87][1020/1253] lr: 3.000e-04, eta: 7:29:33, time: 0.754, data_time: 0.005, memory: 4947, top1_acc: 0.7143, top5_acc: 0.8805, loss_cls: 1.1756, loss: 1.1756, grad_norm: 5.1952 2020-08-15 05:51:02,362 - mmaction - INFO - Epoch [87][1040/1253] lr: 3.000e-04, eta: 7:28:58, time: 0.754, data_time: 0.006, memory: 4947, top1_acc: 0.6977, top5_acc: 0.8737, loss_cls: 1.2358, loss: 1.2358, grad_norm: 5.3599 2020-08-15 05:51:18,833 - mmaction - INFO - Epoch [87][1060/1253] lr: 3.000e-04, eta: 7:28:23, time: 0.822, data_time: 0.007, memory: 4947, top1_acc: 0.6979, top5_acc: 0.8786, loss_cls: 1.2048, loss: 1.2048, grad_norm: 5.2381 2020-08-15 06:00:34,672 - mmaction - INFO - Epoch [87][1080/1253] lr: 3.000e-04, eta: 7:29:09, time: 27.791, data_time: 17.660, memory: 4947, top1_acc: 0.7117, top5_acc: 0.8872, loss_cls: 1.1687, loss: 1.1687, grad_norm: 5.1538 2020-08-15 06:18:04,889 - mmaction - INFO - Epoch [87][1100/1253] lr: 3.000e-04, eta: 7:31:10, time: 52.513, data_time: 6.422, memory: 4947, top1_acc: 0.7076, top5_acc: 0.8844, loss_cls: 1.1745, loss: 1.1745, grad_norm: 5.1773 2020-08-15 06:18:17,096 - mmaction - INFO - Epoch [87][1120/1253] lr: 3.000e-04, eta: 7:30:34, time: 0.611, data_time: 0.007, memory: 4947, top1_acc: 0.7096, top5_acc: 0.8786, loss_cls: 1.1919, loss: 1.1919, grad_norm: 5.2946 2020-08-15 06:18:29,476 - mmaction - INFO - Epoch [87][1140/1253] lr: 3.000e-04, eta: 7:29:58, time: 0.621, data_time: 0.008, memory: 4947, top1_acc: 0.7141, top5_acc: 0.8870, loss_cls: 1.1665, loss: 1.1665, grad_norm: 5.1734 2020-08-15 06:18:41,869 - mmaction - INFO - Epoch [87][1160/1253] lr: 3.000e-04, eta: 7:29:22, time: 0.617, data_time: 0.005, memory: 4947, top1_acc: 0.7047, top5_acc: 0.8810, loss_cls: 1.2110, loss: 1.2110, grad_norm: 5.2339 2020-08-15 06:19:24,861 - mmaction - INFO - Epoch [87][1180/1253] lr: 3.000e-04, eta: 7:28:51, time: 2.144, data_time: 1.483, memory: 4947, top1_acc: 0.7031, top5_acc: 0.8784, loss_cls: 1.2266, loss: 1.2266, grad_norm: 5.2511 2020-08-15 06:23:31,010 - mmaction - INFO - Epoch [87][1200/1253] lr: 3.000e-04, eta: 7:28:50, time: 12.309, data_time: 0.010, memory: 4947, top1_acc: 0.7063, top5_acc: 0.8763, loss_cls: 1.2293, loss: 1.2293, grad_norm: 5.2734 2020-08-15 06:23:43,379 - mmaction - INFO - Epoch [87][1220/1253] lr: 3.000e-04, eta: 7:28:14, time: 0.622, data_time: 0.008, memory: 4947, top1_acc: 0.7164, top5_acc: 0.8826, loss_cls: 1.1658, loss: 1.1658, grad_norm: 5.1166 2020-08-15 06:23:55,710 - mmaction - INFO - Epoch [87][1240/1253] lr: 3.000e-04, eta: 7:27:38, time: 0.618, data_time: 0.008, memory: 4947, top1_acc: 0.7094, top5_acc: 0.8721, loss_cls: 1.2257, loss: 1.2257, grad_norm: 5.3410 2020-08-15 06:24:03,984 - mmaction - INFO - Saving checkpoint at 87 epochs 2020-08-15 06:31:05,750 - mmaction - INFO - Epoch [88][20/1253] lr: 3.000e-04, eta: 7:27:38, time: 21.052, data_time: 0.508, memory: 4947, top1_acc: 0.7036, top5_acc: 0.8753, loss_cls: 1.2178, loss: 1.2178, grad_norm: 5.2469 2020-08-15 06:31:18,028 - mmaction - INFO - Epoch [88][40/1253] lr: 3.000e-04, eta: 7:27:02, time: 0.617, data_time: 0.007, memory: 4947, top1_acc: 0.7042, top5_acc: 0.8820, loss_cls: 1.1995, loss: 1.1995, grad_norm: 5.1853 2020-08-15 06:31:30,430 - mmaction - INFO - Epoch [88][60/1253] lr: 3.000e-04, eta: 7:26:26, time: 0.622, data_time: 0.010, memory: 4947, top1_acc: 0.7026, top5_acc: 0.8745, loss_cls: 1.2240, loss: 1.2240, grad_norm: 5.2647 2020-08-15 06:31:42,779 - mmaction - INFO - Epoch [88][80/1253] lr: 3.000e-04, eta: 7:25:50, time: 0.617, data_time: 0.002, memory: 4947, top1_acc: 0.7115, top5_acc: 0.8831, loss_cls: 1.1866, loss: 1.1866, grad_norm: 5.1994 2020-08-15 06:31:55,242 - mmaction - INFO - Epoch [88][100/1253] lr: 3.000e-04, eta: 7:25:14, time: 0.622, data_time: 0.007, memory: 4947, top1_acc: 0.7107, top5_acc: 0.8740, loss_cls: 1.2144, loss: 1.2144, grad_norm: 5.2199 2020-08-15 06:32:07,650 - mmaction - INFO - Epoch [88][120/1253] lr: 3.000e-04, eta: 7:24:38, time: 0.622, data_time: 0.009, memory: 4947, top1_acc: 0.7065, top5_acc: 0.8794, loss_cls: 1.1863, loss: 1.1863, grad_norm: 5.2024 2020-08-15 06:32:21,447 - mmaction - INFO - Epoch [88][140/1253] lr: 3.000e-04, eta: 7:24:02, time: 0.690, data_time: 0.003, memory: 4947, top1_acc: 0.7086, top5_acc: 0.8797, loss_cls: 1.2027, loss: 1.2027, grad_norm: 5.2509 2020-08-15 06:32:36,193 - mmaction - INFO - Epoch [88][160/1253] lr: 3.000e-04, eta: 7:23:26, time: 0.738, data_time: 0.007, memory: 4947, top1_acc: 0.7034, top5_acc: 0.8776, loss_cls: 1.2209, loss: 1.2209, grad_norm: 5.2761 2020-08-15 06:32:50,382 - mmaction - INFO - Epoch [88][180/1253] lr: 3.000e-04, eta: 7:22:50, time: 0.707, data_time: 0.004, memory: 4947, top1_acc: 0.6969, top5_acc: 0.8784, loss_cls: 1.2155, loss: 1.2155, grad_norm: 5.3452 2020-08-15 06:33:05,514 - mmaction - INFO - Epoch [88][200/1253] lr: 3.000e-04, eta: 7:22:15, time: 0.756, data_time: 0.005, memory: 4947, top1_acc: 0.7089, top5_acc: 0.8789, loss_cls: 1.1909, loss: 1.1909, grad_norm: 5.3118 2020-08-15 06:33:19,189 - mmaction - INFO - Epoch [88][220/1253] lr: 3.000e-04, eta: 7:21:39, time: 0.683, data_time: 0.009, memory: 4947, top1_acc: 0.7034, top5_acc: 0.8706, loss_cls: 1.2289, loss: 1.2289, grad_norm: 5.2457 2020-08-15 06:33:34,854 - mmaction - INFO - Epoch [88][240/1253] lr: 3.000e-04, eta: 7:21:04, time: 0.788, data_time: 0.007, memory: 4947, top1_acc: 0.7159, top5_acc: 0.8859, loss_cls: 1.1511, loss: 1.1511, grad_norm: 5.1108 2020-08-15 06:33:50,481 - mmaction - INFO - Epoch [88][260/1253] lr: 3.000e-04, eta: 7:20:28, time: 0.778, data_time: 0.005, memory: 4947, top1_acc: 0.7047, top5_acc: 0.8740, loss_cls: 1.2214, loss: 1.2214, grad_norm: 5.2809 2020-08-15 06:34:04,970 - mmaction - INFO - Epoch [88][280/1253] lr: 3.000e-04, eta: 7:19:52, time: 0.728, data_time: 0.006, memory: 4947, top1_acc: 0.7130, top5_acc: 0.8818, loss_cls: 1.1828, loss: 1.1828, grad_norm: 5.2253 2020-08-15 06:34:19,100 - mmaction - INFO - Epoch [88][300/1253] lr: 3.000e-04, eta: 7:19:17, time: 0.706, data_time: 0.006, memory: 4947, top1_acc: 0.7018, top5_acc: 0.8810, loss_cls: 1.2062, loss: 1.2062, grad_norm: 5.2066 2020-08-15 06:34:34,100 - mmaction - INFO - Epoch [88][320/1253] lr: 3.000e-04, eta: 7:18:41, time: 0.750, data_time: 0.003, memory: 4947, top1_acc: 0.7060, top5_acc: 0.8755, loss_cls: 1.2124, loss: 1.2124, grad_norm: 5.2488 2020-08-15 06:34:50,855 - mmaction - INFO - Epoch [88][340/1253] lr: 3.000e-04, eta: 7:18:06, time: 0.833, data_time: 0.008, memory: 4947, top1_acc: 0.7120, top5_acc: 0.8781, loss_cls: 1.2016, loss: 1.2016, grad_norm: 5.2916 2020-08-15 06:35:05,041 - mmaction - INFO - Epoch [88][360/1253] lr: 3.000e-04, eta: 7:17:30, time: 0.712, data_time: 0.007, memory: 4947, top1_acc: 0.7117, top5_acc: 0.8807, loss_cls: 1.1800, loss: 1.1800, grad_norm: 5.3265 2020-08-15 06:35:19,767 - mmaction - INFO - Epoch [88][380/1253] lr: 3.000e-04, eta: 7:16:54, time: 0.738, data_time: 0.004, memory: 4947, top1_acc: 0.6969, top5_acc: 0.8724, loss_cls: 1.2375, loss: 1.2375, grad_norm: 5.3132 2020-08-15 06:35:35,235 - mmaction - INFO - Epoch [88][400/1253] lr: 3.000e-04, eta: 7:16:19, time: 0.771, data_time: 0.005, memory: 4947, top1_acc: 0.7023, top5_acc: 0.8813, loss_cls: 1.1981, loss: 1.1981, grad_norm: 5.2768 2020-08-15 06:35:49,983 - mmaction - INFO - Epoch [88][420/1253] lr: 3.000e-04, eta: 7:15:43, time: 0.737, data_time: 0.008, memory: 4947, top1_acc: 0.7117, top5_acc: 0.8831, loss_cls: 1.1984, loss: 1.1984, grad_norm: 5.2205 2020-08-15 06:36:05,561 - mmaction - INFO - Epoch [88][440/1253] lr: 3.000e-04, eta: 7:15:08, time: 0.781, data_time: 0.007, memory: 4947, top1_acc: 0.7047, top5_acc: 0.8799, loss_cls: 1.2168, loss: 1.2168, grad_norm: 5.3011 2020-08-15 06:36:19,431 - mmaction - INFO - Epoch [88][460/1253] lr: 3.000e-04, eta: 7:14:32, time: 0.694, data_time: 0.003, memory: 4947, top1_acc: 0.7112, top5_acc: 0.8823, loss_cls: 1.1750, loss: 1.1750, grad_norm: 5.2191 2020-08-15 06:36:34,029 - mmaction - INFO - Epoch [88][480/1253] lr: 3.000e-04, eta: 7:13:56, time: 0.727, data_time: 0.006, memory: 4947, top1_acc: 0.7029, top5_acc: 0.8812, loss_cls: 1.1899, loss: 1.1899, grad_norm: 5.2119 2020-08-15 06:36:49,830 - mmaction - INFO - Epoch [88][500/1253] lr: 3.000e-04, eta: 7:13:21, time: 0.792, data_time: 0.007, memory: 4947, top1_acc: 0.7128, top5_acc: 0.8852, loss_cls: 1.1859, loss: 1.1859, grad_norm: 5.2784 2020-08-15 06:37:04,455 - mmaction - INFO - Epoch [88][520/1253] lr: 3.000e-04, eta: 7:12:46, time: 0.730, data_time: 0.006, memory: 4947, top1_acc: 0.7023, top5_acc: 0.8768, loss_cls: 1.2103, loss: 1.2103, grad_norm: 5.3446 2020-08-15 06:37:19,809 - mmaction - INFO - Epoch [88][540/1253] lr: 3.000e-04, eta: 7:12:10, time: 0.769, data_time: 0.006, memory: 4947, top1_acc: 0.7083, top5_acc: 0.8875, loss_cls: 1.1819, loss: 1.1819, grad_norm: 5.2456 2020-08-15 06:37:34,501 - mmaction - INFO - Epoch [88][560/1253] lr: 3.000e-04, eta: 7:11:34, time: 0.731, data_time: 0.007, memory: 4947, top1_acc: 0.6987, top5_acc: 0.8750, loss_cls: 1.2167, loss: 1.2167, grad_norm: 5.2583 2020-08-15 06:37:50,508 - mmaction - INFO - Epoch [88][580/1253] lr: 3.000e-04, eta: 7:10:59, time: 0.802, data_time: 0.007, memory: 4947, top1_acc: 0.7161, top5_acc: 0.8836, loss_cls: 1.1588, loss: 1.1588, grad_norm: 5.1263 2020-08-15 06:38:06,055 - mmaction - INFO - Epoch [88][600/1253] lr: 3.000e-04, eta: 7:10:24, time: 0.776, data_time: 0.009, memory: 4947, top1_acc: 0.6966, top5_acc: 0.8734, loss_cls: 1.2250, loss: 1.2250, grad_norm: 5.2382 2020-08-15 06:38:21,637 - mmaction - INFO - Epoch [88][620/1253] lr: 3.000e-04, eta: 7:09:48, time: 0.784, data_time: 0.008, memory: 4947, top1_acc: 0.7081, top5_acc: 0.8776, loss_cls: 1.2085, loss: 1.2085, grad_norm: 5.2754 2020-08-15 06:38:35,710 - mmaction - INFO - Epoch [88][640/1253] lr: 3.000e-04, eta: 7:09:13, time: 0.704, data_time: 0.006, memory: 4947, top1_acc: 0.7172, top5_acc: 0.8823, loss_cls: 1.1515, loss: 1.1515, grad_norm: 5.0795 2020-08-15 06:38:51,926 - mmaction - INFO - Epoch [88][660/1253] lr: 3.000e-04, eta: 7:08:37, time: 0.811, data_time: 0.003, memory: 4947, top1_acc: 0.7042, top5_acc: 0.8802, loss_cls: 1.2207, loss: 1.2207, grad_norm: 5.2116 2020-08-15 06:39:07,521 - mmaction - INFO - Epoch [88][680/1253] lr: 3.000e-04, eta: 7:08:02, time: 0.780, data_time: 0.002, memory: 4947, top1_acc: 0.7078, top5_acc: 0.8773, loss_cls: 1.2354, loss: 1.2354, grad_norm: 5.3056 2020-08-15 06:39:22,401 - mmaction - INFO - Epoch [88][700/1253] lr: 3.000e-04, eta: 7:07:27, time: 0.742, data_time: 0.008, memory: 4947, top1_acc: 0.7159, top5_acc: 0.8750, loss_cls: 1.1918, loss: 1.1918, grad_norm: 5.1694 2020-08-15 06:39:37,776 - mmaction - INFO - Epoch [88][720/1253] lr: 3.000e-04, eta: 7:06:51, time: 0.770, data_time: 0.006, memory: 4947, top1_acc: 0.7068, top5_acc: 0.8836, loss_cls: 1.1738, loss: 1.1738, grad_norm: 5.2504 2020-08-15 06:39:54,136 - mmaction - INFO - Epoch [88][740/1253] lr: 3.000e-04, eta: 7:06:16, time: 0.817, data_time: 0.007, memory: 4947, top1_acc: 0.6987, top5_acc: 0.8852, loss_cls: 1.2050, loss: 1.2050, grad_norm: 5.2772 2020-08-15 06:40:09,656 - mmaction - INFO - Epoch [88][760/1253] lr: 3.000e-04, eta: 7:05:41, time: 0.776, data_time: 0.005, memory: 4947, top1_acc: 0.7182, top5_acc: 0.8792, loss_cls: 1.1836, loss: 1.1836, grad_norm: 5.1934 2020-08-15 06:40:24,698 - mmaction - INFO - Epoch [88][780/1253] lr: 3.000e-04, eta: 7:05:05, time: 0.749, data_time: 0.005, memory: 4947, top1_acc: 0.7008, top5_acc: 0.8745, loss_cls: 1.2192, loss: 1.2192, grad_norm: 5.2851 2020-08-15 06:40:40,776 - mmaction - INFO - Epoch [88][800/1253] lr: 3.000e-04, eta: 7:04:30, time: 0.806, data_time: 0.007, memory: 4947, top1_acc: 0.7128, top5_acc: 0.8833, loss_cls: 1.1626, loss: 1.1626, grad_norm: 5.1746 2020-08-15 06:40:55,608 - mmaction - INFO - Epoch [88][820/1253] lr: 3.000e-04, eta: 7:03:54, time: 0.742, data_time: 0.008, memory: 4947, top1_acc: 0.7078, top5_acc: 0.8747, loss_cls: 1.1960, loss: 1.1960, grad_norm: 5.1731 2020-08-15 06:41:10,954 - mmaction - INFO - Epoch [88][840/1253] lr: 3.000e-04, eta: 7:03:19, time: 0.766, data_time: 0.008, memory: 4947, top1_acc: 0.6935, top5_acc: 0.8698, loss_cls: 1.2717, loss: 1.2717, grad_norm: 5.4274 2020-08-15 06:41:26,012 - mmaction - INFO - Epoch [88][860/1253] lr: 3.000e-04, eta: 7:02:44, time: 0.755, data_time: 0.007, memory: 4947, top1_acc: 0.7057, top5_acc: 0.8719, loss_cls: 1.2203, loss: 1.2203, grad_norm: 5.2196 2020-08-15 06:41:41,386 - mmaction - INFO - Epoch [88][880/1253] lr: 3.000e-04, eta: 7:02:08, time: 0.767, data_time: 0.008, memory: 4947, top1_acc: 0.7055, top5_acc: 0.8742, loss_cls: 1.2258, loss: 1.2258, grad_norm: 5.2233 2020-08-15 06:41:56,028 - mmaction - INFO - Epoch [88][900/1253] lr: 3.000e-04, eta: 7:01:33, time: 0.735, data_time: 0.007, memory: 4947, top1_acc: 0.7083, top5_acc: 0.8792, loss_cls: 1.1924, loss: 1.1924, grad_norm: 5.1533 2020-08-15 06:42:11,583 - mmaction - INFO - Epoch [88][920/1253] lr: 3.000e-04, eta: 7:00:58, time: 0.773, data_time: 0.005, memory: 4947, top1_acc: 0.7044, top5_acc: 0.8755, loss_cls: 1.2342, loss: 1.2342, grad_norm: 5.3157 2020-08-15 06:48:30,775 - mmaction - INFO - Epoch [88][940/1253] lr: 3.000e-04, eta: 7:01:13, time: 18.962, data_time: 9.618, memory: 4947, top1_acc: 0.7083, top5_acc: 0.8792, loss_cls: 1.1795, loss: 1.1795, grad_norm: 5.2198 2020-08-15 06:48:42,946 - mmaction - INFO - Epoch [88][960/1253] lr: 3.000e-04, eta: 7:00:37, time: 0.608, data_time: 0.006, memory: 4947, top1_acc: 0.7154, top5_acc: 0.8880, loss_cls: 1.1461, loss: 1.1461, grad_norm: 5.2628 2020-08-15 06:48:55,315 - mmaction - INFO - Epoch [88][980/1253] lr: 3.000e-04, eta: 7:00:02, time: 0.621, data_time: 0.008, memory: 4947, top1_acc: 0.7193, top5_acc: 0.8854, loss_cls: 1.1463, loss: 1.1463, grad_norm: 5.1788 2020-08-15 06:49:07,698 - mmaction - INFO - Epoch [88][1000/1253] lr: 3.000e-04, eta: 6:59:26, time: 0.617, data_time: 0.003, memory: 4947, top1_acc: 0.7167, top5_acc: 0.8828, loss_cls: 1.1600, loss: 1.1600, grad_norm: 5.1948 2020-08-15 06:49:20,036 - mmaction - INFO - Epoch [88][1020/1253] lr: 3.000e-04, eta: 6:58:50, time: 0.615, data_time: 0.008, memory: 4947, top1_acc: 0.6971, top5_acc: 0.8805, loss_cls: 1.2088, loss: 1.2088, grad_norm: 5.3723 2020-08-15 06:49:33,007 - mmaction - INFO - Epoch [88][1040/1253] lr: 3.000e-04, eta: 6:58:14, time: 0.652, data_time: 0.008, memory: 4947, top1_acc: 0.7076, top5_acc: 0.8823, loss_cls: 1.1851, loss: 1.1851, grad_norm: 5.2933 2020-08-15 06:49:46,191 - mmaction - INFO - Epoch [88][1060/1253] lr: 3.000e-04, eta: 6:57:39, time: 0.657, data_time: 0.006, memory: 4947, top1_acc: 0.7169, top5_acc: 0.8875, loss_cls: 1.1447, loss: 1.1447, grad_norm: 5.2452 2020-08-15 06:50:01,108 - mmaction - INFO - Epoch [88][1080/1253] lr: 3.000e-04, eta: 6:57:03, time: 0.747, data_time: 0.007, memory: 4947, top1_acc: 0.7086, top5_acc: 0.8878, loss_cls: 1.1885, loss: 1.1885, grad_norm: 5.3688 2020-08-15 06:50:15,864 - mmaction - INFO - Epoch [88][1100/1253] lr: 3.000e-04, eta: 6:56:28, time: 0.740, data_time: 0.008, memory: 4947, top1_acc: 0.7141, top5_acc: 0.8841, loss_cls: 1.1684, loss: 1.1684, grad_norm: 5.2741 2020-08-15 06:50:30,511 - mmaction - INFO - Epoch [88][1120/1253] lr: 3.000e-04, eta: 6:55:52, time: 0.732, data_time: 0.005, memory: 4947, top1_acc: 0.7052, top5_acc: 0.8826, loss_cls: 1.1939, loss: 1.1939, grad_norm: 5.3217 2020-08-15 06:59:29,590 - mmaction - INFO - Epoch [88][1140/1253] lr: 3.000e-04, eta: 6:56:29, time: 26.947, data_time: 0.003, memory: 4947, top1_acc: 0.7112, top5_acc: 0.8812, loss_cls: 1.1707, loss: 1.1707, grad_norm: 5.2427 2020-08-15 07:08:30,846 - mmaction - INFO - Epoch [88][1160/1253] lr: 3.000e-04, eta: 6:57:06, time: 27.063, data_time: 17.351, memory: 4947, top1_acc: 0.7125, top5_acc: 0.8870, loss_cls: 1.1586, loss: 1.1586, grad_norm: 5.2084 2020-08-15 07:08:43,184 - mmaction - INFO - Epoch [88][1180/1253] lr: 3.000e-04, eta: 6:56:30, time: 0.621, data_time: 0.019, memory: 4947, top1_acc: 0.7016, top5_acc: 0.8815, loss_cls: 1.1961, loss: 1.1961, grad_norm: 5.2582 2020-08-15 07:08:55,687 - mmaction - INFO - Epoch [88][1200/1253] lr: 3.000e-04, eta: 6:55:54, time: 0.623, data_time: 0.007, memory: 4947, top1_acc: 0.7146, top5_acc: 0.8828, loss_cls: 1.1635, loss: 1.1635, grad_norm: 5.2146 2020-08-15 07:09:07,965 - mmaction - INFO - Epoch [88][1220/1253] lr: 3.000e-04, eta: 6:55:18, time: 0.616, data_time: 0.007, memory: 4947, top1_acc: 0.7021, top5_acc: 0.8760, loss_cls: 1.2308, loss: 1.2308, grad_norm: 5.3587 2020-08-15 07:09:20,347 - mmaction - INFO - Epoch [88][1240/1253] lr: 3.000e-04, eta: 6:54:42, time: 0.619, data_time: 0.007, memory: 4947, top1_acc: 0.7125, top5_acc: 0.8818, loss_cls: 1.1746, loss: 1.1746, grad_norm: 5.2451 2020-08-15 07:09:27,647 - mmaction - INFO - Saving checkpoint at 88 epochs 2020-08-15 07:25:41,756 - mmaction - INFO - Epoch [89][20/1253] lr: 3.000e-04, eta: 6:55:53, time: 48.664, data_time: 0.602, memory: 4947, top1_acc: 0.7070, top5_acc: 0.8826, loss_cls: 1.1938, loss: 1.1938, grad_norm: 5.3595 2020-08-15 07:25:53,997 - mmaction - INFO - Epoch [89][40/1253] lr: 3.000e-04, eta: 6:55:17, time: 0.612, data_time: 0.007, memory: 4947, top1_acc: 0.7026, top5_acc: 0.8797, loss_cls: 1.2275, loss: 1.2275, grad_norm: 5.3379 2020-08-15 07:26:06,333 - mmaction - INFO - Epoch [89][60/1253] lr: 3.000e-04, eta: 6:54:41, time: 0.616, data_time: 0.008, memory: 4947, top1_acc: 0.7060, top5_acc: 0.8833, loss_cls: 1.1949, loss: 1.1949, grad_norm: 5.3009 2020-08-15 07:26:19,547 - mmaction - INFO - Epoch [89][80/1253] lr: 3.000e-04, eta: 6:54:05, time: 0.663, data_time: 0.008, memory: 4947, top1_acc: 0.7021, top5_acc: 0.8685, loss_cls: 1.2276, loss: 1.2276, grad_norm: 5.3706 2020-08-15 07:26:32,060 - mmaction - INFO - Epoch [89][100/1253] lr: 3.000e-04, eta: 6:53:29, time: 0.626, data_time: 0.004, memory: 4947, top1_acc: 0.7102, top5_acc: 0.8773, loss_cls: 1.1989, loss: 1.1989, grad_norm: 5.2872 2020-08-15 07:26:46,235 - mmaction - INFO - Epoch [89][120/1253] lr: 3.000e-04, eta: 6:52:53, time: 0.708, data_time: 0.004, memory: 4947, top1_acc: 0.7031, top5_acc: 0.8779, loss_cls: 1.2146, loss: 1.2146, grad_norm: 5.3872 2020-08-15 07:27:00,940 - mmaction - INFO - Epoch [89][140/1253] lr: 3.000e-04, eta: 6:52:17, time: 0.732, data_time: 0.006, memory: 4947, top1_acc: 0.7076, top5_acc: 0.8802, loss_cls: 1.1997, loss: 1.1997, grad_norm: 5.2994 2020-08-15 07:27:16,227 - mmaction - INFO - Epoch [89][160/1253] lr: 3.000e-04, eta: 6:51:42, time: 0.769, data_time: 0.007, memory: 4947, top1_acc: 0.7112, top5_acc: 0.8849, loss_cls: 1.1812, loss: 1.1812, grad_norm: 5.3236 2020-08-15 07:27:29,544 - mmaction - INFO - Epoch [89][180/1253] lr: 3.000e-04, eta: 6:51:06, time: 0.665, data_time: 0.002, memory: 4947, top1_acc: 0.7013, top5_acc: 0.8799, loss_cls: 1.2001, loss: 1.2001, grad_norm: 5.2890 2020-08-15 07:27:43,494 - mmaction - INFO - Epoch [89][200/1253] lr: 3.000e-04, eta: 6:50:30, time: 0.695, data_time: 0.006, memory: 4947, top1_acc: 0.7044, top5_acc: 0.8734, loss_cls: 1.2376, loss: 1.2376, grad_norm: 5.3142 2020-08-15 07:27:58,480 - mmaction - INFO - Epoch [89][220/1253] lr: 3.000e-04, eta: 6:49:54, time: 0.752, data_time: 0.008, memory: 4947, top1_acc: 0.7117, top5_acc: 0.8909, loss_cls: 1.1651, loss: 1.1651, grad_norm: 5.3108 2020-08-15 07:28:14,188 - mmaction - INFO - Epoch [89][240/1253] lr: 3.000e-04, eta: 6:49:19, time: 0.784, data_time: 0.005, memory: 4947, top1_acc: 0.7065, top5_acc: 0.8802, loss_cls: 1.1837, loss: 1.1837, grad_norm: 5.2315 2020-08-15 07:28:29,015 - mmaction - INFO - Epoch [89][260/1253] lr: 3.000e-04, eta: 6:48:43, time: 0.743, data_time: 0.005, memory: 4947, top1_acc: 0.7102, top5_acc: 0.8815, loss_cls: 1.1788, loss: 1.1788, grad_norm: 5.2520 2020-08-15 07:28:43,245 - mmaction - INFO - Epoch [89][280/1253] lr: 3.000e-04, eta: 6:48:07, time: 0.709, data_time: 0.004, memory: 4947, top1_acc: 0.7083, top5_acc: 0.8727, loss_cls: 1.1970, loss: 1.1970, grad_norm: 5.1753 2020-08-15 07:28:59,024 - mmaction - INFO - Epoch [89][300/1253] lr: 3.000e-04, eta: 6:47:32, time: 0.791, data_time: 0.007, memory: 4947, top1_acc: 0.7026, top5_acc: 0.8833, loss_cls: 1.1893, loss: 1.1893, grad_norm: 5.2983 2020-08-15 07:29:14,768 - mmaction - INFO - Epoch [89][320/1253] lr: 3.000e-04, eta: 6:46:56, time: 0.785, data_time: 0.005, memory: 4947, top1_acc: 0.7099, top5_acc: 0.8784, loss_cls: 1.2100, loss: 1.2100, grad_norm: 5.3295 2020-08-15 07:29:30,150 - mmaction - INFO - Epoch [89][340/1253] lr: 3.000e-04, eta: 6:46:21, time: 0.771, data_time: 0.007, memory: 4947, top1_acc: 0.6984, top5_acc: 0.8734, loss_cls: 1.2479, loss: 1.2479, grad_norm: 5.3650 2020-08-15 07:29:45,383 - mmaction - INFO - Epoch [89][360/1253] lr: 3.000e-04, eta: 6:45:45, time: 0.763, data_time: 0.008, memory: 4947, top1_acc: 0.7026, top5_acc: 0.8755, loss_cls: 1.2200, loss: 1.2200, grad_norm: 5.2557 2020-08-15 07:30:00,857 - mmaction - INFO - Epoch [89][380/1253] lr: 3.000e-04, eta: 6:45:10, time: 0.772, data_time: 0.003, memory: 4947, top1_acc: 0.7060, top5_acc: 0.8802, loss_cls: 1.1985, loss: 1.1985, grad_norm: 5.3156 2020-08-15 07:30:17,083 - mmaction - INFO - Epoch [89][400/1253] lr: 3.000e-04, eta: 6:44:34, time: 0.811, data_time: 0.005, memory: 4947, top1_acc: 0.6992, top5_acc: 0.8737, loss_cls: 1.2327, loss: 1.2327, grad_norm: 5.3304 2020-08-15 07:30:32,166 - mmaction - INFO - Epoch [89][420/1253] lr: 3.000e-04, eta: 6:43:59, time: 0.756, data_time: 0.004, memory: 4947, top1_acc: 0.7029, top5_acc: 0.8815, loss_cls: 1.1758, loss: 1.1758, grad_norm: 5.2206 2020-08-15 07:30:49,018 - mmaction - INFO - Epoch [89][440/1253] lr: 3.000e-04, eta: 6:43:23, time: 0.840, data_time: 0.008, memory: 4947, top1_acc: 0.7135, top5_acc: 0.8771, loss_cls: 1.1981, loss: 1.1981, grad_norm: 5.1923 2020-08-15 07:31:05,137 - mmaction - INFO - Epoch [89][460/1253] lr: 3.000e-04, eta: 6:42:48, time: 0.808, data_time: 0.008, memory: 4947, top1_acc: 0.7135, top5_acc: 0.8893, loss_cls: 1.1267, loss: 1.1267, grad_norm: 5.0518 2020-08-15 07:31:20,989 - mmaction - INFO - Epoch [89][480/1253] lr: 3.000e-04, eta: 6:42:13, time: 0.789, data_time: 0.007, memory: 4947, top1_acc: 0.7039, top5_acc: 0.8810, loss_cls: 1.1841, loss: 1.1841, grad_norm: 5.3263 2020-08-15 07:31:35,140 - mmaction - INFO - Epoch [89][500/1253] lr: 3.000e-04, eta: 6:41:37, time: 0.712, data_time: 0.006, memory: 4947, top1_acc: 0.7104, top5_acc: 0.8797, loss_cls: 1.1921, loss: 1.1921, grad_norm: 5.2245 2020-08-15 07:31:50,708 - mmaction - INFO - Epoch [89][520/1253] lr: 3.000e-04, eta: 6:41:01, time: 0.774, data_time: 0.006, memory: 4947, top1_acc: 0.6953, top5_acc: 0.8706, loss_cls: 1.2587, loss: 1.2587, grad_norm: 5.3075 2020-08-15 07:32:06,730 - mmaction - INFO - Epoch [89][540/1253] lr: 3.000e-04, eta: 6:40:26, time: 0.801, data_time: 0.009, memory: 4947, top1_acc: 0.6990, top5_acc: 0.8732, loss_cls: 1.2454, loss: 1.2454, grad_norm: 5.3123 2020-08-15 07:32:23,064 - mmaction - INFO - Epoch [89][560/1253] lr: 3.000e-04, eta: 6:39:51, time: 0.817, data_time: 0.008, memory: 4947, top1_acc: 0.7154, top5_acc: 0.8891, loss_cls: 1.1500, loss: 1.1500, grad_norm: 5.1996 2020-08-15 07:32:39,654 - mmaction - INFO - Epoch [89][580/1253] lr: 3.000e-04, eta: 6:39:15, time: 0.832, data_time: 0.008, memory: 4947, top1_acc: 0.6958, top5_acc: 0.8760, loss_cls: 1.2360, loss: 1.2360, grad_norm: 5.3630 2020-08-15 07:32:55,692 - mmaction - INFO - Epoch [89][600/1253] lr: 3.000e-04, eta: 6:38:40, time: 0.801, data_time: 0.004, memory: 4947, top1_acc: 0.7000, top5_acc: 0.8841, loss_cls: 1.2017, loss: 1.2017, grad_norm: 5.3456 2020-08-15 07:33:10,736 - mmaction - INFO - Epoch [89][620/1253] lr: 3.000e-04, eta: 6:38:05, time: 0.752, data_time: 0.007, memory: 4947, top1_acc: 0.7083, top5_acc: 0.8831, loss_cls: 1.1771, loss: 1.1771, grad_norm: 5.1956 2020-08-15 07:33:26,133 - mmaction - INFO - Epoch [89][640/1253] lr: 3.000e-04, eta: 6:37:29, time: 0.770, data_time: 0.008, memory: 4947, top1_acc: 0.7036, top5_acc: 0.8734, loss_cls: 1.2403, loss: 1.2403, grad_norm: 5.3292 2020-08-15 07:33:42,444 - mmaction - INFO - Epoch [89][660/1253] lr: 3.000e-04, eta: 6:36:54, time: 0.816, data_time: 0.006, memory: 4947, top1_acc: 0.7042, top5_acc: 0.8784, loss_cls: 1.2129, loss: 1.2129, grad_norm: 5.2897 2020-08-15 07:33:58,754 - mmaction - INFO - Epoch [89][680/1253] lr: 3.000e-04, eta: 6:36:18, time: 0.817, data_time: 0.007, memory: 4947, top1_acc: 0.7096, top5_acc: 0.8745, loss_cls: 1.1785, loss: 1.1785, grad_norm: 5.2295 2020-08-15 07:34:14,713 - mmaction - INFO - Epoch [89][700/1253] lr: 3.000e-04, eta: 6:35:43, time: 0.796, data_time: 0.006, memory: 4947, top1_acc: 0.6948, top5_acc: 0.8776, loss_cls: 1.2381, loss: 1.2381, grad_norm: 5.3403 2020-08-15 07:34:29,923 - mmaction - INFO - Epoch [89][720/1253] lr: 3.000e-04, eta: 6:35:08, time: 0.762, data_time: 0.007, memory: 4947, top1_acc: 0.6951, top5_acc: 0.8682, loss_cls: 1.2433, loss: 1.2433, grad_norm: 5.2903 2020-08-15 07:34:46,930 - mmaction - INFO - Epoch [89][740/1253] lr: 3.000e-04, eta: 6:34:32, time: 0.848, data_time: 0.006, memory: 4947, top1_acc: 0.7232, top5_acc: 0.8893, loss_cls: 1.1355, loss: 1.1355, grad_norm: 5.1071 2020-08-15 07:35:01,193 - mmaction - INFO - Epoch [89][760/1253] lr: 3.000e-04, eta: 6:33:57, time: 0.716, data_time: 0.007, memory: 4947, top1_acc: 0.7000, top5_acc: 0.8792, loss_cls: 1.2049, loss: 1.2049, grad_norm: 5.2644 2020-08-15 07:35:17,027 - mmaction - INFO - Epoch [89][780/1253] lr: 3.000e-04, eta: 6:33:22, time: 0.791, data_time: 0.005, memory: 4947, top1_acc: 0.7073, top5_acc: 0.8799, loss_cls: 1.1892, loss: 1.1892, grad_norm: 5.2887 2020-08-15 07:35:32,324 - mmaction - INFO - Epoch [89][800/1253] lr: 3.000e-04, eta: 6:32:46, time: 0.766, data_time: 0.005, memory: 4947, top1_acc: 0.7049, top5_acc: 0.8841, loss_cls: 1.1972, loss: 1.1972, grad_norm: 5.3049 2020-08-15 07:35:47,055 - mmaction - INFO - Epoch [89][820/1253] lr: 3.000e-04, eta: 6:32:11, time: 0.734, data_time: 0.004, memory: 4947, top1_acc: 0.6997, top5_acc: 0.8760, loss_cls: 1.2310, loss: 1.2310, grad_norm: 5.3250 2020-08-15 07:36:02,578 - mmaction - INFO - Epoch [89][840/1253] lr: 3.000e-04, eta: 6:31:35, time: 0.779, data_time: 0.006, memory: 4947, top1_acc: 0.6971, top5_acc: 0.8859, loss_cls: 1.2215, loss: 1.2215, grad_norm: 5.3568 2020-08-15 07:36:18,186 - mmaction - INFO - Epoch [89][860/1253] lr: 3.000e-04, eta: 6:31:00, time: 0.780, data_time: 0.009, memory: 4947, top1_acc: 0.7099, top5_acc: 0.8802, loss_cls: 1.1834, loss: 1.1834, grad_norm: 5.3167 2020-08-15 07:36:33,672 - mmaction - INFO - Epoch [89][880/1253] lr: 3.000e-04, eta: 6:30:25, time: 0.774, data_time: 0.003, memory: 4947, top1_acc: 0.7000, top5_acc: 0.8625, loss_cls: 1.2761, loss: 1.2761, grad_norm: 5.3247 2020-08-15 07:36:48,528 - mmaction - INFO - Epoch [89][900/1253] lr: 3.000e-04, eta: 6:29:49, time: 0.741, data_time: 0.005, memory: 4947, top1_acc: 0.7023, top5_acc: 0.8732, loss_cls: 1.2349, loss: 1.2349, grad_norm: 5.3265 2020-08-15 07:37:04,452 - mmaction - INFO - Epoch [89][920/1253] lr: 3.000e-04, eta: 6:29:14, time: 0.797, data_time: 0.005, memory: 4947, top1_acc: 0.7154, top5_acc: 0.8849, loss_cls: 1.1482, loss: 1.1482, grad_norm: 5.1820 2020-08-15 07:37:19,016 - mmaction - INFO - Epoch [89][940/1253] lr: 3.000e-04, eta: 6:28:39, time: 0.728, data_time: 0.006, memory: 4947, top1_acc: 0.7042, top5_acc: 0.8727, loss_cls: 1.2446, loss: 1.2446, grad_norm: 5.3420 2020-08-15 07:37:33,388 - mmaction - INFO - Epoch [89][960/1253] lr: 3.000e-04, eta: 6:28:03, time: 0.719, data_time: 0.007, memory: 4947, top1_acc: 0.7099, top5_acc: 0.8753, loss_cls: 1.2036, loss: 1.2036, grad_norm: 5.1348 2020-08-15 07:37:48,178 - mmaction - INFO - Epoch [89][980/1253] lr: 3.000e-04, eta: 6:27:28, time: 0.739, data_time: 0.002, memory: 4947, top1_acc: 0.7044, top5_acc: 0.8810, loss_cls: 1.1967, loss: 1.1967, grad_norm: 5.2614 2020-08-15 07:38:04,740 - mmaction - INFO - Epoch [89][1000/1253] lr: 3.000e-04, eta: 6:26:53, time: 0.825, data_time: 0.005, memory: 4947, top1_acc: 0.7000, top5_acc: 0.8828, loss_cls: 1.2106, loss: 1.2106, grad_norm: 5.3291 2020-08-15 07:38:20,668 - mmaction - INFO - Epoch [89][1020/1253] lr: 3.000e-04, eta: 6:26:17, time: 0.799, data_time: 0.006, memory: 4947, top1_acc: 0.7109, top5_acc: 0.8776, loss_cls: 1.1911, loss: 1.1911, grad_norm: 5.2742 2020-08-15 07:38:37,374 - mmaction - INFO - Epoch [89][1040/1253] lr: 3.000e-04, eta: 6:25:42, time: 0.835, data_time: 0.007, memory: 4947, top1_acc: 0.7224, top5_acc: 0.8867, loss_cls: 1.1493, loss: 1.1493, grad_norm: 5.1427 2020-08-15 07:38:52,414 - mmaction - INFO - Epoch [89][1060/1253] lr: 3.000e-04, eta: 6:25:07, time: 0.753, data_time: 0.004, memory: 4947, top1_acc: 0.7141, top5_acc: 0.8823, loss_cls: 1.1836, loss: 1.1836, grad_norm: 5.3175 2020-08-15 07:39:07,747 - mmaction - INFO - Epoch [89][1080/1253] lr: 3.000e-04, eta: 6:24:32, time: 0.763, data_time: 0.005, memory: 4947, top1_acc: 0.7086, top5_acc: 0.8818, loss_cls: 1.1958, loss: 1.1958, grad_norm: 5.2970 2020-08-15 07:39:23,712 - mmaction - INFO - Epoch [89][1100/1253] lr: 3.000e-04, eta: 6:23:56, time: 0.802, data_time: 0.007, memory: 4947, top1_acc: 0.7122, top5_acc: 0.8794, loss_cls: 1.1767, loss: 1.1767, grad_norm: 5.2110 2020-08-15 07:39:38,844 - mmaction - INFO - Epoch [89][1120/1253] lr: 3.000e-04, eta: 6:23:21, time: 0.754, data_time: 0.007, memory: 4947, top1_acc: 0.7065, top5_acc: 0.8888, loss_cls: 1.1758, loss: 1.1758, grad_norm: 5.3273 2020-08-15 07:39:52,910 - mmaction - INFO - Epoch [89][1140/1253] lr: 3.000e-04, eta: 6:22:46, time: 0.706, data_time: 0.008, memory: 4947, top1_acc: 0.7224, top5_acc: 0.8896, loss_cls: 1.1346, loss: 1.1346, grad_norm: 5.2563 2020-08-15 07:40:09,736 - mmaction - INFO - Epoch [89][1160/1253] lr: 3.000e-04, eta: 6:22:11, time: 0.841, data_time: 0.007, memory: 4947, top1_acc: 0.7094, top5_acc: 0.8807, loss_cls: 1.1849, loss: 1.1849, grad_norm: 5.2215 2020-08-15 07:40:25,509 - mmaction - INFO - Epoch [89][1180/1253] lr: 3.000e-04, eta: 6:21:35, time: 0.789, data_time: 0.003, memory: 4947, top1_acc: 0.7036, top5_acc: 0.8721, loss_cls: 1.2455, loss: 1.2455, grad_norm: 5.3514 2020-08-15 07:40:40,927 - mmaction - INFO - Epoch [89][1200/1253] lr: 3.000e-04, eta: 6:21:00, time: 0.767, data_time: 0.005, memory: 4947, top1_acc: 0.7057, top5_acc: 0.8857, loss_cls: 1.1813, loss: 1.1813, grad_norm: 5.2742 2020-08-15 07:40:55,033 - mmaction - INFO - Epoch [89][1220/1253] lr: 3.000e-04, eta: 6:20:25, time: 0.708, data_time: 0.007, memory: 4947, top1_acc: 0.7128, top5_acc: 0.8758, loss_cls: 1.1921, loss: 1.1921, grad_norm: 5.2463 2020-08-15 07:41:11,353 - mmaction - INFO - Epoch [89][1240/1253] lr: 3.000e-04, eta: 6:19:50, time: 0.815, data_time: 0.006, memory: 4947, top1_acc: 0.7065, top5_acc: 0.8740, loss_cls: 1.1942, loss: 1.1942, grad_norm: 5.2504 2020-08-15 07:41:21,339 - mmaction - INFO - Saving checkpoint at 89 epochs 2020-08-15 07:47:37,469 - mmaction - INFO - Epoch [90][20/1253] lr: 3.000e-04, eta: 6:19:35, time: 18.779, data_time: 11.265, memory: 4947, top1_acc: 0.6982, top5_acc: 0.8760, loss_cls: 1.2008, loss: 1.2008, grad_norm: 5.2884 2020-08-15 07:52:16,464 - mmaction - INFO - Epoch [90][40/1253] lr: 3.000e-04, eta: 6:19:32, time: 13.949, data_time: 13.314, memory: 4947, top1_acc: 0.7089, top5_acc: 0.8773, loss_cls: 1.2012, loss: 1.2012, grad_norm: 5.2396 2020-08-15 07:52:28,684 - mmaction - INFO - Epoch [90][60/1253] lr: 3.000e-04, eta: 6:18:56, time: 0.613, data_time: 0.005, memory: 4947, top1_acc: 0.7008, top5_acc: 0.8784, loss_cls: 1.1866, loss: 1.1866, grad_norm: 5.2370 2020-08-15 07:52:41,272 - mmaction - INFO - Epoch [90][80/1253] lr: 3.000e-04, eta: 6:18:21, time: 0.626, data_time: 0.006, memory: 4947, top1_acc: 0.7188, top5_acc: 0.8870, loss_cls: 1.1519, loss: 1.1519, grad_norm: 5.1713 2020-08-15 07:52:53,694 - mmaction - INFO - Epoch [90][100/1253] lr: 3.000e-04, eta: 6:17:45, time: 0.624, data_time: 0.008, memory: 4947, top1_acc: 0.7065, top5_acc: 0.8844, loss_cls: 1.1917, loss: 1.1917, grad_norm: 5.2269 2020-08-15 07:53:06,177 - mmaction - INFO - Epoch [90][120/1253] lr: 3.000e-04, eta: 6:17:09, time: 0.626, data_time: 0.009, memory: 4947, top1_acc: 0.7086, top5_acc: 0.8857, loss_cls: 1.1731, loss: 1.1731, grad_norm: 5.2083 2020-08-15 07:53:18,932 - mmaction - INFO - Epoch [90][140/1253] lr: 3.000e-04, eta: 6:16:34, time: 0.635, data_time: 0.006, memory: 4947, top1_acc: 0.7029, top5_acc: 0.8818, loss_cls: 1.2058, loss: 1.2058, grad_norm: 5.3396 2020-08-15 07:53:32,027 - mmaction - INFO - Epoch [90][160/1253] lr: 3.000e-04, eta: 6:15:58, time: 0.656, data_time: 0.007, memory: 4947, top1_acc: 0.7172, top5_acc: 0.8885, loss_cls: 1.1399, loss: 1.1399, grad_norm: 5.2218 2020-08-15 07:53:47,503 - mmaction - INFO - Epoch [90][180/1253] lr: 3.000e-04, eta: 6:15:23, time: 0.775, data_time: 0.007, memory: 4947, top1_acc: 0.7201, top5_acc: 0.8818, loss_cls: 1.1704, loss: 1.1704, grad_norm: 5.2200 2020-08-15 07:54:01,687 - mmaction - INFO - Epoch [90][200/1253] lr: 3.000e-04, eta: 6:14:47, time: 0.707, data_time: 0.007, memory: 4947, top1_acc: 0.7070, top5_acc: 0.8807, loss_cls: 1.2048, loss: 1.2048, grad_norm: 5.3662 2020-08-15 07:54:16,001 - mmaction - INFO - Epoch [90][220/1253] lr: 3.000e-04, eta: 6:14:12, time: 0.718, data_time: 0.007, memory: 4947, top1_acc: 0.7078, top5_acc: 0.8745, loss_cls: 1.2279, loss: 1.2279, grad_norm: 5.3143 2020-08-15 07:54:31,519 - mmaction - INFO - Epoch [90][240/1253] lr: 3.000e-04, eta: 6:13:37, time: 0.773, data_time: 0.009, memory: 4947, top1_acc: 0.7086, top5_acc: 0.8854, loss_cls: 1.1754, loss: 1.1754, grad_norm: 5.2540 2020-08-15 07:54:46,457 - mmaction - INFO - Epoch [90][260/1253] lr: 3.000e-04, eta: 6:13:01, time: 0.750, data_time: 0.007, memory: 4947, top1_acc: 0.7177, top5_acc: 0.8909, loss_cls: 1.1448, loss: 1.1448, grad_norm: 5.1181 2020-08-15 07:55:01,099 - mmaction - INFO - Epoch [90][280/1253] lr: 3.000e-04, eta: 6:12:26, time: 0.727, data_time: 0.008, memory: 4947, top1_acc: 0.7068, top5_acc: 0.8773, loss_cls: 1.1734, loss: 1.1734, grad_norm: 5.2254 2020-08-15 07:55:15,049 - mmaction - INFO - Epoch [90][300/1253] lr: 3.000e-04, eta: 6:11:51, time: 0.703, data_time: 0.007, memory: 4947, top1_acc: 0.7102, top5_acc: 0.8852, loss_cls: 1.1601, loss: 1.1601, grad_norm: 5.2268 2020-08-15 07:55:29,515 - mmaction - INFO - Epoch [90][320/1253] lr: 3.000e-04, eta: 6:11:15, time: 0.722, data_time: 0.006, memory: 4947, top1_acc: 0.6992, top5_acc: 0.8807, loss_cls: 1.1975, loss: 1.1975, grad_norm: 5.2814 2020-08-15 07:55:44,220 - mmaction - INFO - Epoch [90][340/1253] lr: 3.000e-04, eta: 6:10:40, time: 0.737, data_time: 0.006, memory: 4947, top1_acc: 0.7044, top5_acc: 0.8698, loss_cls: 1.2379, loss: 1.2379, grad_norm: 5.2740 2020-08-15 07:55:58,462 - mmaction - INFO - Epoch [90][360/1253] lr: 3.000e-04, eta: 6:10:05, time: 0.710, data_time: 0.007, memory: 4947, top1_acc: 0.7094, top5_acc: 0.8789, loss_cls: 1.2042, loss: 1.2042, grad_norm: 5.2494 2020-08-15 07:56:13,267 - mmaction - INFO - Epoch [90][380/1253] lr: 3.000e-04, eta: 6:09:29, time: 0.739, data_time: 0.007, memory: 4947, top1_acc: 0.7169, top5_acc: 0.8802, loss_cls: 1.1805, loss: 1.1805, grad_norm: 5.2085 2020-08-15 07:56:27,961 - mmaction - INFO - Epoch [90][400/1253] lr: 3.000e-04, eta: 6:08:54, time: 0.737, data_time: 0.008, memory: 4947, top1_acc: 0.7167, top5_acc: 0.8818, loss_cls: 1.1804, loss: 1.1804, grad_norm: 5.2506 2020-08-15 07:56:43,424 - mmaction - INFO - Epoch [90][420/1253] lr: 3.000e-04, eta: 6:08:19, time: 0.772, data_time: 0.010, memory: 4947, top1_acc: 0.7042, top5_acc: 0.8792, loss_cls: 1.2054, loss: 1.2054, grad_norm: 5.4109 2020-08-15 07:56:57,961 - mmaction - INFO - Epoch [90][440/1253] lr: 3.000e-04, eta: 6:07:44, time: 0.729, data_time: 0.006, memory: 4947, top1_acc: 0.7148, top5_acc: 0.8789, loss_cls: 1.1672, loss: 1.1672, grad_norm: 5.2014 2020-08-15 07:57:13,139 - mmaction - INFO - Epoch [90][460/1253] lr: 3.000e-04, eta: 6:07:08, time: 0.756, data_time: 0.006, memory: 4947, top1_acc: 0.7034, top5_acc: 0.8833, loss_cls: 1.2036, loss: 1.2036, grad_norm: 5.3594 2020-08-15 07:57:27,576 - mmaction - INFO - Epoch [90][480/1253] lr: 3.000e-04, eta: 6:06:33, time: 0.722, data_time: 0.007, memory: 4947, top1_acc: 0.7177, top5_acc: 0.8857, loss_cls: 1.1488, loss: 1.1488, grad_norm: 5.2073 2020-08-15 07:57:42,506 - mmaction - INFO - Epoch [90][500/1253] lr: 3.000e-04, eta: 6:05:58, time: 0.747, data_time: 0.007, memory: 4947, top1_acc: 0.7109, top5_acc: 0.8844, loss_cls: 1.1810, loss: 1.1810, grad_norm: 5.2222 2020-08-15 07:57:57,467 - mmaction - INFO - Epoch [90][520/1253] lr: 3.000e-04, eta: 6:05:23, time: 0.747, data_time: 0.009, memory: 4947, top1_acc: 0.7081, top5_acc: 0.8794, loss_cls: 1.2123, loss: 1.2123, grad_norm: 5.3566 2020-08-15 07:58:12,960 - mmaction - INFO - Epoch [90][540/1253] lr: 3.000e-04, eta: 6:04:48, time: 0.775, data_time: 0.007, memory: 4947, top1_acc: 0.7115, top5_acc: 0.8883, loss_cls: 1.1853, loss: 1.1853, grad_norm: 5.2604 2020-08-15 07:58:27,518 - mmaction - INFO - Epoch [90][560/1253] lr: 3.000e-04, eta: 6:04:12, time: 0.731, data_time: 0.008, memory: 4947, top1_acc: 0.7174, top5_acc: 0.8846, loss_cls: 1.1578, loss: 1.1578, grad_norm: 5.1204 2020-08-15 07:58:41,187 - mmaction - INFO - Epoch [90][580/1253] lr: 3.000e-04, eta: 6:03:37, time: 0.683, data_time: 0.004, memory: 4947, top1_acc: 0.7070, top5_acc: 0.8805, loss_cls: 1.2141, loss: 1.2141, grad_norm: 5.2469 2020-08-15 07:58:56,039 - mmaction - INFO - Epoch [90][600/1253] lr: 3.000e-04, eta: 6:03:02, time: 0.740, data_time: 0.007, memory: 4947, top1_acc: 0.7195, top5_acc: 0.8867, loss_cls: 1.1550, loss: 1.1550, grad_norm: 5.2428 2020-08-15 07:59:11,000 - mmaction - INFO - Epoch [90][620/1253] lr: 3.000e-04, eta: 6:02:27, time: 0.749, data_time: 0.007, memory: 4947, top1_acc: 0.7112, top5_acc: 0.8789, loss_cls: 1.1721, loss: 1.1721, grad_norm: 5.1549 2020-08-15 07:59:26,588 - mmaction - INFO - Epoch [90][640/1253] lr: 3.000e-04, eta: 6:01:52, time: 0.779, data_time: 0.007, memory: 4947, top1_acc: 0.7112, top5_acc: 0.8802, loss_cls: 1.1746, loss: 1.1746, grad_norm: 5.2164 2020-08-15 07:59:43,097 - mmaction - INFO - Epoch [90][660/1253] lr: 3.000e-04, eta: 6:01:17, time: 0.828, data_time: 0.007, memory: 4947, top1_acc: 0.7057, top5_acc: 0.8784, loss_cls: 1.1869, loss: 1.1869, grad_norm: 5.3346 2020-08-15 08:08:08,208 - mmaction - INFO - Epoch [90][680/1253] lr: 3.000e-04, eta: 6:01:39, time: 25.250, data_time: 0.005, memory: 4947, top1_acc: 0.6971, top5_acc: 0.8667, loss_cls: 1.2674, loss: 1.2674, grad_norm: 5.3299 2020-08-15 08:30:10,614 - mmaction - INFO - Epoch [90][700/1253] lr: 3.000e-04, eta: 6:03:36, time: 66.122, data_time: 0.015, memory: 4947, top1_acc: 0.7008, top5_acc: 0.8760, loss_cls: 1.2189, loss: 1.2189, grad_norm: 5.3169 2020-08-15 08:43:54,920 - mmaction - INFO - Epoch [90][720/1253] lr: 3.000e-04, eta: 6:04:35, time: 41.218, data_time: 0.006, memory: 4947, top1_acc: 0.7039, top5_acc: 0.8760, loss_cls: 1.2230, loss: 1.2230, grad_norm: 5.3332 2020-08-15 08:44:07,188 - mmaction - INFO - Epoch [90][740/1253] lr: 3.000e-04, eta: 6:03:59, time: 0.613, data_time: 0.004, memory: 4947, top1_acc: 0.7091, top5_acc: 0.8826, loss_cls: 1.1728, loss: 1.1728, grad_norm: 5.2524 2020-08-15 08:44:19,597 - mmaction - INFO - Epoch [90][760/1253] lr: 3.000e-04, eta: 6:03:23, time: 0.619, data_time: 0.008, memory: 4947, top1_acc: 0.7023, top5_acc: 0.8799, loss_cls: 1.2114, loss: 1.2114, grad_norm: 5.2882 2020-08-15 08:44:31,978 - mmaction - INFO - Epoch [90][780/1253] lr: 3.000e-04, eta: 6:02:47, time: 0.620, data_time: 0.007, memory: 4947, top1_acc: 0.7177, top5_acc: 0.8839, loss_cls: 1.1710, loss: 1.1710, grad_norm: 5.2454 2020-08-15 08:44:44,368 - mmaction - INFO - Epoch [90][800/1253] lr: 3.000e-04, eta: 6:02:11, time: 0.617, data_time: 0.008, memory: 4947, top1_acc: 0.7143, top5_acc: 0.8815, loss_cls: 1.1766, loss: 1.1766, grad_norm: 5.2752 2020-08-15 08:44:57,385 - mmaction - INFO - Epoch [90][820/1253] lr: 3.000e-04, eta: 6:01:35, time: 0.656, data_time: 0.008, memory: 4947, top1_acc: 0.7057, top5_acc: 0.8802, loss_cls: 1.1992, loss: 1.1992, grad_norm: 5.2221 2020-08-15 08:45:10,457 - mmaction - INFO - Epoch [90][840/1253] lr: 3.000e-04, eta: 6:00:59, time: 0.651, data_time: 0.008, memory: 4947, top1_acc: 0.7062, top5_acc: 0.8771, loss_cls: 1.2123, loss: 1.2123, grad_norm: 5.2405 2020-08-15 08:45:26,091 - mmaction - INFO - Epoch [90][860/1253] lr: 3.000e-04, eta: 6:00:24, time: 0.784, data_time: 0.006, memory: 4947, top1_acc: 0.7115, top5_acc: 0.8852, loss_cls: 1.1564, loss: 1.1564, grad_norm: 5.1503 2020-08-15 08:45:39,145 - mmaction - INFO - Epoch [90][880/1253] lr: 3.000e-04, eta: 5:59:48, time: 0.649, data_time: 0.005, memory: 4947, top1_acc: 0.7008, top5_acc: 0.8755, loss_cls: 1.2271, loss: 1.2271, grad_norm: 5.3371 2020-08-15 08:45:53,503 - mmaction - INFO - Epoch [90][900/1253] lr: 3.000e-04, eta: 5:59:12, time: 0.719, data_time: 0.005, memory: 4947, top1_acc: 0.7107, top5_acc: 0.8792, loss_cls: 1.2097, loss: 1.2097, grad_norm: 5.3086 2020-08-15 08:46:09,356 - mmaction - INFO - Epoch [90][920/1253] lr: 3.000e-04, eta: 5:58:37, time: 0.792, data_time: 0.006, memory: 4947, top1_acc: 0.7068, top5_acc: 0.8755, loss_cls: 1.2144, loss: 1.2144, grad_norm: 5.2541 2020-08-15 08:46:24,161 - mmaction - INFO - Epoch [90][940/1253] lr: 3.000e-04, eta: 5:58:01, time: 0.743, data_time: 0.006, memory: 4947, top1_acc: 0.7081, top5_acc: 0.8805, loss_cls: 1.2026, loss: 1.2026, grad_norm: 5.4070 2020-08-15 08:46:39,720 - mmaction - INFO - Epoch [90][960/1253] lr: 3.000e-04, eta: 5:57:26, time: 0.776, data_time: 0.006, memory: 4947, top1_acc: 0.7214, top5_acc: 0.8896, loss_cls: 1.1251, loss: 1.1251, grad_norm: 5.1776 2020-08-15 08:46:54,899 - mmaction - INFO - Epoch [90][980/1253] lr: 3.000e-04, eta: 5:56:50, time: 0.760, data_time: 0.005, memory: 4947, top1_acc: 0.6977, top5_acc: 0.8708, loss_cls: 1.2643, loss: 1.2643, grad_norm: 5.4414 2020-08-15 08:47:10,988 - mmaction - INFO - Epoch [90][1000/1253] lr: 3.000e-04, eta: 5:56:15, time: 0.805, data_time: 0.009, memory: 4947, top1_acc: 0.7122, top5_acc: 0.8813, loss_cls: 1.1846, loss: 1.1846, grad_norm: 5.3366 2020-08-15 08:47:26,332 - mmaction - INFO - Epoch [90][1020/1253] lr: 3.000e-04, eta: 5:55:39, time: 0.767, data_time: 0.003, memory: 4947, top1_acc: 0.7068, top5_acc: 0.8794, loss_cls: 1.1776, loss: 1.1776, grad_norm: 5.2449 2020-08-15 08:47:41,307 - mmaction - INFO - Epoch [90][1040/1253] lr: 3.000e-04, eta: 5:55:04, time: 0.749, data_time: 0.002, memory: 4947, top1_acc: 0.7109, top5_acc: 0.8747, loss_cls: 1.1856, loss: 1.1856, grad_norm: 5.2093 2020-08-15 08:47:57,099 - mmaction - INFO - Epoch [90][1060/1253] lr: 3.000e-04, eta: 5:54:28, time: 0.789, data_time: 0.004, memory: 4947, top1_acc: 0.7109, top5_acc: 0.8721, loss_cls: 1.1951, loss: 1.1951, grad_norm: 5.2292 2020-08-15 08:48:11,519 - mmaction - INFO - Epoch [90][1080/1253] lr: 3.000e-04, eta: 5:53:53, time: 0.721, data_time: 0.002, memory: 4947, top1_acc: 0.7214, top5_acc: 0.8904, loss_cls: 1.1469, loss: 1.1469, grad_norm: 5.3419 2020-08-15 08:48:27,021 - mmaction - INFO - Epoch [90][1100/1253] lr: 3.000e-04, eta: 5:53:17, time: 0.774, data_time: 0.006, memory: 4947, top1_acc: 0.7164, top5_acc: 0.8862, loss_cls: 1.1537, loss: 1.1537, grad_norm: 5.1926 2020-08-15 08:48:43,123 - mmaction - INFO - Epoch [90][1120/1253] lr: 3.000e-04, eta: 5:52:42, time: 0.803, data_time: 0.008, memory: 4947, top1_acc: 0.7018, top5_acc: 0.8823, loss_cls: 1.2112, loss: 1.2112, grad_norm: 5.3062 2020-08-15 08:48:58,097 - mmaction - INFO - Epoch [90][1140/1253] lr: 3.000e-04, eta: 5:52:06, time: 0.752, data_time: 0.007, memory: 4947, top1_acc: 0.7029, top5_acc: 0.8747, loss_cls: 1.2232, loss: 1.2232, grad_norm: 5.3953 2020-08-15 08:49:12,801 - mmaction - INFO - Epoch [90][1160/1253] lr: 3.000e-04, eta: 5:51:31, time: 0.733, data_time: 0.005, memory: 4947, top1_acc: 0.7117, top5_acc: 0.8846, loss_cls: 1.1653, loss: 1.1653, grad_norm: 5.3443 2020-08-15 08:49:28,073 - mmaction - INFO - Epoch [90][1180/1253] lr: 3.000e-04, eta: 5:50:55, time: 0.765, data_time: 0.009, memory: 4947, top1_acc: 0.7049, top5_acc: 0.8781, loss_cls: 1.1993, loss: 1.1993, grad_norm: 5.2980 2020-08-15 08:49:43,880 - mmaction - INFO - Epoch [90][1200/1253] lr: 3.000e-04, eta: 5:50:20, time: 0.788, data_time: 0.007, memory: 4947, top1_acc: 0.6979, top5_acc: 0.8768, loss_cls: 1.2073, loss: 1.2073, grad_norm: 5.3209 2020-08-15 08:49:59,764 - mmaction - INFO - Epoch [90][1220/1253] lr: 3.000e-04, eta: 5:49:45, time: 0.797, data_time: 0.006, memory: 4947, top1_acc: 0.7083, top5_acc: 0.8810, loss_cls: 1.1851, loss: 1.1851, grad_norm: 5.2959 2020-08-15 08:50:15,541 - mmaction - INFO - Epoch [90][1240/1253] lr: 3.000e-04, eta: 5:49:09, time: 0.784, data_time: 0.004, memory: 4947, top1_acc: 0.7099, top5_acc: 0.8893, loss_cls: 1.1628, loss: 1.1628, grad_norm: 5.1925 2020-08-15 08:50:26,082 - mmaction - INFO - Saving checkpoint at 90 epochs 2020-08-15 09:00:32,285 - mmaction - INFO - Epoch [91][20/1253] lr: 3.000e-04, eta: 5:49:15, time: 30.264, data_time: 29.524, memory: 4947, top1_acc: 0.6984, top5_acc: 0.8768, loss_cls: 1.2219, loss: 1.2219, grad_norm: 5.3001 2020-08-15 09:00:44,817 - mmaction - INFO - Epoch [91][40/1253] lr: 3.000e-04, eta: 5:48:39, time: 0.637, data_time: 0.033, memory: 4947, top1_acc: 0.7052, top5_acc: 0.8768, loss_cls: 1.1947, loss: 1.1947, grad_norm: 5.3245 2020-08-15 09:00:57,389 - mmaction - INFO - Epoch [91][60/1253] lr: 3.000e-04, eta: 5:48:04, time: 0.630, data_time: 0.008, memory: 4947, top1_acc: 0.7255, top5_acc: 0.8930, loss_cls: 1.1197, loss: 1.1197, grad_norm: 5.1843 2020-08-15 09:01:09,895 - mmaction - INFO - Epoch [91][80/1253] lr: 3.000e-04, eta: 5:47:28, time: 0.623, data_time: 0.006, memory: 4947, top1_acc: 0.7341, top5_acc: 0.8885, loss_cls: 1.1260, loss: 1.1260, grad_norm: 5.1341 2020-08-15 09:01:22,376 - mmaction - INFO - Epoch [91][100/1253] lr: 3.000e-04, eta: 5:46:52, time: 0.625, data_time: 0.007, memory: 4947, top1_acc: 0.7122, top5_acc: 0.8810, loss_cls: 1.1759, loss: 1.1759, grad_norm: 5.3070 2020-08-15 09:01:35,833 - mmaction - INFO - Epoch [91][120/1253] lr: 3.000e-04, eta: 5:46:16, time: 0.674, data_time: 0.008, memory: 4947, top1_acc: 0.7161, top5_acc: 0.8823, loss_cls: 1.1566, loss: 1.1566, grad_norm: 5.2133 2020-08-15 09:01:50,248 - mmaction - INFO - Epoch [91][140/1253] lr: 3.000e-04, eta: 5:45:41, time: 0.720, data_time: 0.006, memory: 4947, top1_acc: 0.7044, top5_acc: 0.8823, loss_cls: 1.1729, loss: 1.1729, grad_norm: 5.3099 2020-08-15 09:02:04,696 - mmaction - INFO - Epoch [91][160/1253] lr: 3.000e-04, eta: 5:45:05, time: 0.721, data_time: 0.003, memory: 4947, top1_acc: 0.7096, top5_acc: 0.8862, loss_cls: 1.1644, loss: 1.1644, grad_norm: 5.2366 2020-08-15 09:02:19,122 - mmaction - INFO - Epoch [91][180/1253] lr: 3.000e-04, eta: 5:44:30, time: 0.722, data_time: 0.008, memory: 4947, top1_acc: 0.7156, top5_acc: 0.8862, loss_cls: 1.1650, loss: 1.1650, grad_norm: 5.2963 2020-08-15 09:02:33,877 - mmaction - INFO - Epoch [91][200/1253] lr: 3.000e-04, eta: 5:43:54, time: 0.738, data_time: 0.003, memory: 4947, top1_acc: 0.7133, top5_acc: 0.8849, loss_cls: 1.1557, loss: 1.1557, grad_norm: 5.1454 2020-08-15 09:02:48,566 - mmaction - INFO - Epoch [91][220/1253] lr: 3.000e-04, eta: 5:43:19, time: 0.733, data_time: 0.008, memory: 4947, top1_acc: 0.7122, top5_acc: 0.8784, loss_cls: 1.1714, loss: 1.1714, grad_norm: 5.2836 2020-08-15 09:03:03,619 - mmaction - INFO - Epoch [91][240/1253] lr: 3.000e-04, eta: 5:42:43, time: 0.752, data_time: 0.007, memory: 4947, top1_acc: 0.7023, top5_acc: 0.8763, loss_cls: 1.2314, loss: 1.2314, grad_norm: 5.4019 2020-08-15 09:03:17,535 - mmaction - INFO - Epoch [91][260/1253] lr: 3.000e-04, eta: 5:42:08, time: 0.699, data_time: 0.005, memory: 4947, top1_acc: 0.6945, top5_acc: 0.8674, loss_cls: 1.2646, loss: 1.2646, grad_norm: 5.4050 2020-08-15 09:03:31,975 - mmaction - INFO - Epoch [91][280/1253] lr: 3.000e-04, eta: 5:41:32, time: 0.719, data_time: 0.005, memory: 4947, top1_acc: 0.7208, top5_acc: 0.8823, loss_cls: 1.1634, loss: 1.1634, grad_norm: 5.2235 2020-08-15 09:03:47,788 - mmaction - INFO - Epoch [91][300/1253] lr: 3.000e-04, eta: 5:40:57, time: 0.792, data_time: 0.007, memory: 4947, top1_acc: 0.7099, top5_acc: 0.8857, loss_cls: 1.2018, loss: 1.2018, grad_norm: 5.3354 2020-08-15 09:04:03,033 - mmaction - INFO - Epoch [91][320/1253] lr: 3.000e-04, eta: 5:40:21, time: 0.763, data_time: 0.007, memory: 4947, top1_acc: 0.7266, top5_acc: 0.8948, loss_cls: 1.1205, loss: 1.1205, grad_norm: 5.2000 2020-08-15 09:04:18,485 - mmaction - INFO - Epoch [91][340/1253] lr: 3.000e-04, eta: 5:39:46, time: 0.771, data_time: 0.003, memory: 4947, top1_acc: 0.6961, top5_acc: 0.8734, loss_cls: 1.2429, loss: 1.2429, grad_norm: 5.3948 2020-08-15 09:04:33,568 - mmaction - INFO - Epoch [91][360/1253] lr: 3.000e-04, eta: 5:39:10, time: 0.754, data_time: 0.007, memory: 4947, top1_acc: 0.7039, top5_acc: 0.8833, loss_cls: 1.1960, loss: 1.1960, grad_norm: 5.3586 2020-08-15 09:04:48,277 - mmaction - INFO - Epoch [91][380/1253] lr: 3.000e-04, eta: 5:38:35, time: 0.732, data_time: 0.010, memory: 4947, top1_acc: 0.7138, top5_acc: 0.8755, loss_cls: 1.2104, loss: 1.2104, grad_norm: 5.3239 2020-08-15 09:05:04,039 - mmaction - INFO - Epoch [91][400/1253] lr: 3.000e-04, eta: 5:38:00, time: 0.792, data_time: 0.007, memory: 4947, top1_acc: 0.7096, top5_acc: 0.8857, loss_cls: 1.1541, loss: 1.1541, grad_norm: 5.1677 2020-08-15 09:05:18,187 - mmaction - INFO - Epoch [91][420/1253] lr: 3.000e-04, eta: 5:37:24, time: 0.707, data_time: 0.002, memory: 4947, top1_acc: 0.7063, top5_acc: 0.8794, loss_cls: 1.2149, loss: 1.2149, grad_norm: 5.3965 2020-08-15 09:05:34,276 - mmaction - INFO - Epoch [91][440/1253] lr: 3.000e-04, eta: 5:36:49, time: 0.803, data_time: 0.008, memory: 4947, top1_acc: 0.7128, top5_acc: 0.8867, loss_cls: 1.1494, loss: 1.1494, grad_norm: 5.2122 2020-08-15 09:05:48,668 - mmaction - INFO - Epoch [91][460/1253] lr: 3.000e-04, eta: 5:36:13, time: 0.721, data_time: 0.008, memory: 4947, top1_acc: 0.6927, top5_acc: 0.8773, loss_cls: 1.2249, loss: 1.2249, grad_norm: 5.3636 2020-08-15 09:06:04,053 - mmaction - INFO - Epoch [91][480/1253] lr: 3.000e-04, eta: 5:35:38, time: 0.767, data_time: 0.006, memory: 4947, top1_acc: 0.7029, top5_acc: 0.8766, loss_cls: 1.2111, loss: 1.2111, grad_norm: 5.3004 2020-08-15 09:06:18,917 - mmaction - INFO - Epoch [91][500/1253] lr: 3.000e-04, eta: 5:35:03, time: 0.746, data_time: 0.007, memory: 4947, top1_acc: 0.7049, top5_acc: 0.8737, loss_cls: 1.2015, loss: 1.2015, grad_norm: 5.2919 2020-08-15 09:06:33,556 - mmaction - INFO - Epoch [91][520/1253] lr: 3.000e-04, eta: 5:34:27, time: 0.732, data_time: 0.005, memory: 4947, top1_acc: 0.7034, top5_acc: 0.8693, loss_cls: 1.2249, loss: 1.2249, grad_norm: 5.3487 2020-08-15 09:06:48,858 - mmaction - INFO - Epoch [91][540/1253] lr: 3.000e-04, eta: 5:33:52, time: 0.763, data_time: 0.007, memory: 4947, top1_acc: 0.7146, top5_acc: 0.8841, loss_cls: 1.1724, loss: 1.1724, grad_norm: 5.3468 2020-08-15 09:07:05,024 - mmaction - INFO - Epoch [91][560/1253] lr: 3.000e-04, eta: 5:33:17, time: 0.809, data_time: 0.008, memory: 4947, top1_acc: 0.7008, top5_acc: 0.8831, loss_cls: 1.2044, loss: 1.2044, grad_norm: 5.4130 2020-08-15 09:07:20,202 - mmaction - INFO - Epoch [91][580/1253] lr: 3.000e-04, eta: 5:32:41, time: 0.760, data_time: 0.007, memory: 4947, top1_acc: 0.7104, top5_acc: 0.8776, loss_cls: 1.1874, loss: 1.1874, grad_norm: 5.2069 2020-08-15 09:07:34,884 - mmaction - INFO - Epoch [91][600/1253] lr: 3.000e-04, eta: 5:32:06, time: 0.732, data_time: 0.006, memory: 4947, top1_acc: 0.7081, top5_acc: 0.8807, loss_cls: 1.1809, loss: 1.1809, grad_norm: 5.2449 2020-08-15 09:07:50,271 - mmaction - INFO - Epoch [91][620/1253] lr: 3.000e-04, eta: 5:31:31, time: 0.769, data_time: 0.007, memory: 4947, top1_acc: 0.7216, top5_acc: 0.8831, loss_cls: 1.1564, loss: 1.1564, grad_norm: 5.0618 2020-08-15 09:08:06,275 - mmaction - INFO - Epoch [91][640/1253] lr: 3.000e-04, eta: 5:30:55, time: 0.801, data_time: 0.007, memory: 4947, top1_acc: 0.7049, top5_acc: 0.8826, loss_cls: 1.1598, loss: 1.1598, grad_norm: 5.1948 2020-08-15 09:08:20,811 - mmaction - INFO - Epoch [91][660/1253] lr: 3.000e-04, eta: 5:30:20, time: 0.728, data_time: 0.008, memory: 4947, top1_acc: 0.7070, top5_acc: 0.8841, loss_cls: 1.1712, loss: 1.1712, grad_norm: 5.3192 2020-08-15 09:08:35,135 - mmaction - INFO - Epoch [91][680/1253] lr: 3.000e-04, eta: 5:29:45, time: 0.710, data_time: 0.006, memory: 4947, top1_acc: 0.7109, top5_acc: 0.8802, loss_cls: 1.1838, loss: 1.1838, grad_norm: 5.2967 2020-08-15 09:08:50,019 - mmaction - INFO - Epoch [91][700/1253] lr: 3.000e-04, eta: 5:29:09, time: 0.749, data_time: 0.009, memory: 4947, top1_acc: 0.7083, top5_acc: 0.8844, loss_cls: 1.1818, loss: 1.1818, grad_norm: 5.2908 2020-08-15 09:09:05,825 - mmaction - INFO - Epoch [91][720/1253] lr: 3.000e-04, eta: 5:28:34, time: 0.792, data_time: 0.004, memory: 4947, top1_acc: 0.6987, top5_acc: 0.8833, loss_cls: 1.2074, loss: 1.2074, grad_norm: 5.3277 2020-08-15 09:09:20,918 - mmaction - INFO - Epoch [91][740/1253] lr: 3.000e-04, eta: 5:27:59, time: 0.755, data_time: 0.007, memory: 4947, top1_acc: 0.7214, top5_acc: 0.8880, loss_cls: 1.1377, loss: 1.1377, grad_norm: 5.1466 2020-08-15 09:09:36,227 - mmaction - INFO - Epoch [91][760/1253] lr: 3.000e-04, eta: 5:27:24, time: 0.766, data_time: 0.002, memory: 4947, top1_acc: 0.7096, top5_acc: 0.8878, loss_cls: 1.1818, loss: 1.1818, grad_norm: 5.2341 2020-08-15 09:09:50,708 - mmaction - INFO - Epoch [91][780/1253] lr: 3.000e-04, eta: 5:26:48, time: 0.722, data_time: 0.004, memory: 4947, top1_acc: 0.7081, top5_acc: 0.8815, loss_cls: 1.2162, loss: 1.2162, grad_norm: 5.3870 2020-08-15 09:10:05,926 - mmaction - INFO - Epoch [91][800/1253] lr: 3.000e-04, eta: 5:26:13, time: 0.764, data_time: 0.009, memory: 4947, top1_acc: 0.7107, top5_acc: 0.8836, loss_cls: 1.1766, loss: 1.1766, grad_norm: 5.2794 2020-08-15 09:10:22,206 - mmaction - INFO - Epoch [91][820/1253] lr: 3.000e-04, eta: 5:25:38, time: 0.814, data_time: 0.002, memory: 4947, top1_acc: 0.7104, top5_acc: 0.8799, loss_cls: 1.1914, loss: 1.1914, grad_norm: 5.3003 2020-08-15 09:10:36,619 - mmaction - INFO - Epoch [91][840/1253] lr: 3.000e-04, eta: 5:25:03, time: 0.720, data_time: 0.005, memory: 4947, top1_acc: 0.7018, top5_acc: 0.8823, loss_cls: 1.2015, loss: 1.2015, grad_norm: 5.3434 2020-08-15 09:10:52,490 - mmaction - INFO - Epoch [91][860/1253] lr: 3.000e-04, eta: 5:24:27, time: 0.792, data_time: 0.003, memory: 4947, top1_acc: 0.7125, top5_acc: 0.8839, loss_cls: 1.1569, loss: 1.1569, grad_norm: 5.2883 2020-08-15 09:11:06,375 - mmaction - INFO - Epoch [91][880/1253] lr: 3.000e-04, eta: 5:23:52, time: 0.692, data_time: 0.008, memory: 4947, top1_acc: 0.7055, top5_acc: 0.8794, loss_cls: 1.1832, loss: 1.1832, grad_norm: 5.3075 2020-08-15 09:11:20,801 - mmaction - INFO - Epoch [91][900/1253] lr: 3.000e-04, eta: 5:23:17, time: 0.726, data_time: 0.007, memory: 4947, top1_acc: 0.7143, top5_acc: 0.8901, loss_cls: 1.1584, loss: 1.1584, grad_norm: 5.2863 2020-08-15 09:11:36,043 - mmaction - INFO - Epoch [91][920/1253] lr: 3.000e-04, eta: 5:22:41, time: 0.760, data_time: 0.009, memory: 4947, top1_acc: 0.7073, top5_acc: 0.8854, loss_cls: 1.1741, loss: 1.1741, grad_norm: 5.3348 2020-08-15 09:11:51,686 - mmaction - INFO - Epoch [91][940/1253] lr: 3.000e-04, eta: 5:22:06, time: 0.783, data_time: 0.007, memory: 4947, top1_acc: 0.7089, top5_acc: 0.8807, loss_cls: 1.1627, loss: 1.1627, grad_norm: 5.2449 2020-08-15 09:12:07,290 - mmaction - INFO - Epoch [91][960/1253] lr: 3.000e-04, eta: 5:21:31, time: 0.782, data_time: 0.009, memory: 4947, top1_acc: 0.7013, top5_acc: 0.8758, loss_cls: 1.2103, loss: 1.2103, grad_norm: 5.3270 2020-08-15 09:12:22,180 - mmaction - INFO - Epoch [91][980/1253] lr: 3.000e-04, eta: 5:20:56, time: 0.742, data_time: 0.005, memory: 4947, top1_acc: 0.6990, top5_acc: 0.8779, loss_cls: 1.2181, loss: 1.2181, grad_norm: 5.4668 2020-08-15 09:12:36,615 - mmaction - INFO - Epoch [91][1000/1253] lr: 3.000e-04, eta: 5:20:21, time: 0.722, data_time: 0.007, memory: 4947, top1_acc: 0.6911, top5_acc: 0.8732, loss_cls: 1.2364, loss: 1.2364, grad_norm: 5.4204 2020-08-15 09:12:51,812 - mmaction - INFO - Epoch [91][1020/1253] lr: 3.000e-04, eta: 5:19:45, time: 0.759, data_time: 0.007, memory: 4947, top1_acc: 0.7185, top5_acc: 0.8852, loss_cls: 1.1682, loss: 1.1682, grad_norm: 5.3084 2020-08-15 09:18:19,485 - mmaction - INFO - Epoch [91][1040/1253] lr: 3.000e-04, eta: 5:19:42, time: 16.382, data_time: 0.007, memory: 4947, top1_acc: 0.7076, top5_acc: 0.8776, loss_cls: 1.2059, loss: 1.2059, grad_norm: 5.2965 2020-08-15 09:27:49,652 - mmaction - INFO - Epoch [91][1060/1253] lr: 3.000e-04, eta: 5:20:03, time: 28.513, data_time: 0.007, memory: 4947, top1_acc: 0.7138, top5_acc: 0.8737, loss_cls: 1.2192, loss: 1.2192, grad_norm: 5.2699 2020-08-15 09:28:02,084 - mmaction - INFO - Epoch [91][1080/1253] lr: 3.000e-04, eta: 5:19:27, time: 0.620, data_time: 0.002, memory: 4947, top1_acc: 0.7073, top5_acc: 0.8789, loss_cls: 1.1834, loss: 1.1834, grad_norm: 5.3661 2020-08-15 09:28:14,456 - mmaction - INFO - Epoch [91][1100/1253] lr: 3.000e-04, eta: 5:18:51, time: 0.618, data_time: 0.009, memory: 4947, top1_acc: 0.7143, top5_acc: 0.8813, loss_cls: 1.1735, loss: 1.1735, grad_norm: 5.3104 2020-08-15 09:28:27,226 - mmaction - INFO - Epoch [91][1120/1253] lr: 3.000e-04, eta: 5:18:16, time: 0.637, data_time: 0.009, memory: 4947, top1_acc: 0.7135, top5_acc: 0.8807, loss_cls: 1.1706, loss: 1.1706, grad_norm: 5.2871 2020-08-15 09:28:39,666 - mmaction - INFO - Epoch [91][1140/1253] lr: 3.000e-04, eta: 5:17:40, time: 0.622, data_time: 0.009, memory: 4947, top1_acc: 0.7029, top5_acc: 0.8865, loss_cls: 1.1914, loss: 1.1914, grad_norm: 5.4390 2020-08-15 09:28:52,035 - mmaction - INFO - Epoch [91][1160/1253] lr: 3.000e-04, eta: 5:17:05, time: 0.622, data_time: 0.008, memory: 4947, top1_acc: 0.7065, top5_acc: 0.8763, loss_cls: 1.1954, loss: 1.1954, grad_norm: 5.3158 2020-08-15 09:29:05,613 - mmaction - INFO - Epoch [91][1180/1253] lr: 3.000e-04, eta: 5:16:29, time: 0.678, data_time: 0.008, memory: 4947, top1_acc: 0.6995, top5_acc: 0.8813, loss_cls: 1.2150, loss: 1.2150, grad_norm: 5.3929 2020-08-15 09:29:18,877 - mmaction - INFO - Epoch [91][1200/1253] lr: 3.000e-04, eta: 5:15:54, time: 0.663, data_time: 0.007, memory: 4947, top1_acc: 0.7154, top5_acc: 0.8862, loss_cls: 1.1570, loss: 1.1570, grad_norm: 5.2587 2020-08-15 09:29:33,384 - mmaction - INFO - Epoch [91][1220/1253] lr: 3.000e-04, eta: 5:15:18, time: 0.727, data_time: 0.008, memory: 4947, top1_acc: 0.7078, top5_acc: 0.8766, loss_cls: 1.2101, loss: 1.2101, grad_norm: 5.4083 2020-08-15 09:29:48,078 - mmaction - INFO - Epoch [91][1240/1253] lr: 3.000e-04, eta: 5:14:43, time: 0.729, data_time: 0.008, memory: 4947, top1_acc: 0.7091, top5_acc: 0.8750, loss_cls: 1.1900, loss: 1.1900, grad_norm: 5.3456 2020-08-15 09:29:57,506 - mmaction - INFO - Saving checkpoint at 91 epochs 2020-08-15 09:44:28,045 - mmaction - INFO - Epoch [92][20/1253] lr: 3.000e-04, eta: 5:15:08, time: 43.491, data_time: 13.941, memory: 4947, top1_acc: 0.7174, top5_acc: 0.8805, loss_cls: 1.1447, loss: 1.1447, grad_norm: 5.2418 2020-08-15 09:44:40,247 - mmaction - INFO - Epoch [92][40/1253] lr: 3.000e-04, eta: 5:14:33, time: 0.612, data_time: 0.005, memory: 4947, top1_acc: 0.7120, top5_acc: 0.8805, loss_cls: 1.2012, loss: 1.2012, grad_norm: 5.2780 2020-08-15 09:44:52,599 - mmaction - INFO - Epoch [92][60/1253] lr: 3.000e-04, eta: 5:13:57, time: 0.615, data_time: 0.006, memory: 4947, top1_acc: 0.7122, top5_acc: 0.8841, loss_cls: 1.1787, loss: 1.1787, grad_norm: 5.2778 2020-08-15 09:45:04,837 - mmaction - INFO - Epoch [92][80/1253] lr: 3.000e-04, eta: 5:13:21, time: 0.614, data_time: 0.007, memory: 4947, top1_acc: 0.7169, top5_acc: 0.8766, loss_cls: 1.2049, loss: 1.2049, grad_norm: 5.3856 2020-08-15 09:45:17,778 - mmaction - INFO - Epoch [92][100/1253] lr: 3.000e-04, eta: 5:12:46, time: 0.643, data_time: 0.008, memory: 4947, top1_acc: 0.7117, top5_acc: 0.8771, loss_cls: 1.1996, loss: 1.1996, grad_norm: 5.2849 2020-08-15 09:45:30,132 - mmaction - INFO - Epoch [92][120/1253] lr: 3.000e-04, eta: 5:12:10, time: 0.620, data_time: 0.007, memory: 4947, top1_acc: 0.7193, top5_acc: 0.8901, loss_cls: 1.1421, loss: 1.1421, grad_norm: 5.2452 2020-08-15 09:45:44,423 - mmaction - INFO - Epoch [92][140/1253] lr: 3.000e-04, eta: 5:11:35, time: 0.716, data_time: 0.008, memory: 4947, top1_acc: 0.7138, top5_acc: 0.8786, loss_cls: 1.1772, loss: 1.1772, grad_norm: 5.3608 2020-08-15 09:45:57,641 - mmaction - INFO - Epoch [92][160/1253] lr: 3.000e-04, eta: 5:10:59, time: 0.661, data_time: 0.002, memory: 4947, top1_acc: 0.7169, top5_acc: 0.8859, loss_cls: 1.1769, loss: 1.1769, grad_norm: 5.2836 2020-08-15 09:46:12,686 - mmaction - INFO - Epoch [92][180/1253] lr: 3.000e-04, eta: 5:10:24, time: 0.752, data_time: 0.005, memory: 4947, top1_acc: 0.7117, top5_acc: 0.8854, loss_cls: 1.1700, loss: 1.1700, grad_norm: 5.2656 2020-08-15 09:46:27,075 - mmaction - INFO - Epoch [92][200/1253] lr: 3.000e-04, eta: 5:09:48, time: 0.719, data_time: 0.002, memory: 4947, top1_acc: 0.7057, top5_acc: 0.8747, loss_cls: 1.1993, loss: 1.1993, grad_norm: 5.2314 2020-08-15 09:46:42,607 - mmaction - INFO - Epoch [92][220/1253] lr: 3.000e-04, eta: 5:09:13, time: 0.775, data_time: 0.006, memory: 4947, top1_acc: 0.7073, top5_acc: 0.8833, loss_cls: 1.1789, loss: 1.1789, grad_norm: 5.3042 2020-08-15 09:46:58,090 - mmaction - INFO - Epoch [92][240/1253] lr: 3.000e-04, eta: 5:08:38, time: 0.776, data_time: 0.007, memory: 4947, top1_acc: 0.7146, top5_acc: 0.8828, loss_cls: 1.1567, loss: 1.1567, grad_norm: 5.2646 2020-08-15 09:47:13,224 - mmaction - INFO - Epoch [92][260/1253] lr: 3.000e-04, eta: 5:08:02, time: 0.756, data_time: 0.009, memory: 4947, top1_acc: 0.7208, top5_acc: 0.8906, loss_cls: 1.1459, loss: 1.1459, grad_norm: 5.1192 2020-08-15 09:47:27,090 - mmaction - INFO - Epoch [92][280/1253] lr: 3.000e-04, eta: 5:07:27, time: 0.694, data_time: 0.005, memory: 4947, top1_acc: 0.7055, top5_acc: 0.8797, loss_cls: 1.2256, loss: 1.2256, grad_norm: 5.4186 2020-08-15 09:47:43,557 - mmaction - INFO - Epoch [92][300/1253] lr: 3.000e-04, eta: 5:06:52, time: 0.824, data_time: 0.003, memory: 4947, top1_acc: 0.7138, top5_acc: 0.8763, loss_cls: 1.1940, loss: 1.1940, grad_norm: 5.3652 2020-08-15 09:47:57,017 - mmaction - INFO - Epoch [92][320/1253] lr: 3.000e-04, eta: 5:06:16, time: 0.670, data_time: 0.006, memory: 4947, top1_acc: 0.7115, top5_acc: 0.8784, loss_cls: 1.1849, loss: 1.1849, grad_norm: 5.3185 2020-08-15 09:48:12,610 - mmaction - INFO - Epoch [92][340/1253] lr: 3.000e-04, eta: 5:05:41, time: 0.783, data_time: 0.006, memory: 4947, top1_acc: 0.7104, top5_acc: 0.8807, loss_cls: 1.2011, loss: 1.2011, grad_norm: 5.3677 2020-08-15 09:48:27,548 - mmaction - INFO - Epoch [92][360/1253] lr: 3.000e-04, eta: 5:05:06, time: 0.745, data_time: 0.004, memory: 4947, top1_acc: 0.7148, top5_acc: 0.8841, loss_cls: 1.1650, loss: 1.1650, grad_norm: 5.3081 2020-08-15 09:48:42,852 - mmaction - INFO - Epoch [92][380/1253] lr: 3.000e-04, eta: 5:04:30, time: 0.765, data_time: 0.005, memory: 4947, top1_acc: 0.7099, top5_acc: 0.8760, loss_cls: 1.2064, loss: 1.2064, grad_norm: 5.4021 2020-08-15 09:48:58,311 - mmaction - INFO - Epoch [92][400/1253] lr: 3.000e-04, eta: 5:03:55, time: 0.774, data_time: 0.007, memory: 4947, top1_acc: 0.7081, top5_acc: 0.8870, loss_cls: 1.1759, loss: 1.1759, grad_norm: 5.3196 2020-08-15 09:49:12,621 - mmaction - INFO - Epoch [92][420/1253] lr: 3.000e-04, eta: 5:03:20, time: 0.715, data_time: 0.002, memory: 4947, top1_acc: 0.7047, top5_acc: 0.8844, loss_cls: 1.1958, loss: 1.1958, grad_norm: 5.4403 2020-08-15 09:49:27,577 - mmaction - INFO - Epoch [92][440/1253] lr: 3.000e-04, eta: 5:02:44, time: 0.747, data_time: 0.006, memory: 4947, top1_acc: 0.7138, top5_acc: 0.8862, loss_cls: 1.1700, loss: 1.1700, grad_norm: 5.3673 2020-08-15 09:49:42,354 - mmaction - INFO - Epoch [92][460/1253] lr: 3.000e-04, eta: 5:02:09, time: 0.739, data_time: 0.009, memory: 4947, top1_acc: 0.7185, top5_acc: 0.8904, loss_cls: 1.1245, loss: 1.1245, grad_norm: 5.2278 2020-08-15 09:49:58,881 - mmaction - INFO - Epoch [92][480/1253] lr: 3.000e-04, eta: 5:01:34, time: 0.827, data_time: 0.007, memory: 4947, top1_acc: 0.7128, top5_acc: 0.8896, loss_cls: 1.1610, loss: 1.1610, grad_norm: 5.3597 2020-08-15 09:50:15,008 - mmaction - INFO - Epoch [92][500/1253] lr: 3.000e-04, eta: 5:00:59, time: 0.802, data_time: 0.007, memory: 4947, top1_acc: 0.7135, top5_acc: 0.8784, loss_cls: 1.1790, loss: 1.1790, grad_norm: 5.2472 2020-08-15 09:50:30,707 - mmaction - INFO - Epoch [92][520/1253] lr: 3.000e-04, eta: 5:00:24, time: 0.790, data_time: 0.008, memory: 4947, top1_acc: 0.7193, top5_acc: 0.8875, loss_cls: 1.1589, loss: 1.1589, grad_norm: 5.2835 2020-08-15 09:50:46,213 - mmaction - INFO - Epoch [92][540/1253] lr: 3.000e-04, eta: 4:59:48, time: 0.774, data_time: 0.006, memory: 4947, top1_acc: 0.7016, top5_acc: 0.8794, loss_cls: 1.2316, loss: 1.2316, grad_norm: 5.4060 2020-08-15 09:51:01,384 - mmaction - INFO - Epoch [92][560/1253] lr: 3.000e-04, eta: 4:59:13, time: 0.760, data_time: 0.007, memory: 4947, top1_acc: 0.7031, top5_acc: 0.8789, loss_cls: 1.2043, loss: 1.2043, grad_norm: 5.3899 2020-08-15 09:51:17,218 - mmaction - INFO - Epoch [92][580/1253] lr: 3.000e-04, eta: 4:58:38, time: 0.793, data_time: 0.006, memory: 4947, top1_acc: 0.7172, top5_acc: 0.8758, loss_cls: 1.1589, loss: 1.1589, grad_norm: 5.2775 2020-08-15 09:53:43,158 - mmaction - INFO - Epoch [92][600/1253] lr: 3.000e-04, eta: 4:58:15, time: 7.293, data_time: 0.004, memory: 4947, top1_acc: 0.7172, top5_acc: 0.8922, loss_cls: 1.1533, loss: 1.1533, grad_norm: 5.3863 2020-08-15 09:53:55,422 - mmaction - INFO - Epoch [92][620/1253] lr: 3.000e-04, eta: 4:57:40, time: 0.615, data_time: 0.007, memory: 4947, top1_acc: 0.6914, top5_acc: 0.8745, loss_cls: 1.2401, loss: 1.2401, grad_norm: 5.5063 2020-08-15 09:54:07,736 - mmaction - INFO - Epoch [92][640/1253] lr: 3.000e-04, eta: 4:57:04, time: 0.617, data_time: 0.008, memory: 4947, top1_acc: 0.7133, top5_acc: 0.8901, loss_cls: 1.1365, loss: 1.1365, grad_norm: 5.3428 2020-08-15 09:54:20,223 - mmaction - INFO - Epoch [92][660/1253] lr: 3.000e-04, eta: 4:56:29, time: 0.626, data_time: 0.008, memory: 4947, top1_acc: 0.6990, top5_acc: 0.8841, loss_cls: 1.1871, loss: 1.1871, grad_norm: 5.2853 2020-08-15 09:54:33,744 - mmaction - INFO - Epoch [92][680/1253] lr: 3.000e-04, eta: 4:55:53, time: 0.675, data_time: 0.006, memory: 4947, top1_acc: 0.7128, top5_acc: 0.8909, loss_cls: 1.1659, loss: 1.1659, grad_norm: 5.3388 2020-08-15 09:54:48,668 - mmaction - INFO - Epoch [92][700/1253] lr: 3.000e-04, eta: 4:55:18, time: 0.743, data_time: 0.006, memory: 4947, top1_acc: 0.7031, top5_acc: 0.8763, loss_cls: 1.2095, loss: 1.2095, grad_norm: 5.3901 2020-08-15 09:55:02,814 - mmaction - INFO - Epoch [92][720/1253] lr: 3.000e-04, eta: 4:54:43, time: 0.710, data_time: 0.007, memory: 4947, top1_acc: 0.7021, top5_acc: 0.8776, loss_cls: 1.2102, loss: 1.2102, grad_norm: 5.3838 2020-08-15 09:55:16,886 - mmaction - INFO - Epoch [92][740/1253] lr: 3.000e-04, eta: 4:54:07, time: 0.705, data_time: 0.004, memory: 4947, top1_acc: 0.7089, top5_acc: 0.8828, loss_cls: 1.2071, loss: 1.2071, grad_norm: 5.3796 2020-08-15 09:55:31,783 - mmaction - INFO - Epoch [92][760/1253] lr: 3.000e-04, eta: 4:53:32, time: 0.745, data_time: 0.006, memory: 4947, top1_acc: 0.7060, top5_acc: 0.8810, loss_cls: 1.2034, loss: 1.2034, grad_norm: 5.3219 2020-08-15 09:55:47,579 - mmaction - INFO - Epoch [92][780/1253] lr: 3.000e-04, eta: 4:52:57, time: 0.788, data_time: 0.007, memory: 4947, top1_acc: 0.7120, top5_acc: 0.8878, loss_cls: 1.1327, loss: 1.1327, grad_norm: 5.2010 2020-08-15 09:56:03,457 - mmaction - INFO - Epoch [92][800/1253] lr: 3.000e-04, eta: 4:52:22, time: 0.796, data_time: 0.006, memory: 4947, top1_acc: 0.7125, top5_acc: 0.8857, loss_cls: 1.1692, loss: 1.1692, grad_norm: 5.2404 2020-08-15 09:57:12,285 - mmaction - INFO - Epoch [92][820/1253] lr: 3.000e-04, eta: 4:51:52, time: 3.436, data_time: 0.004, memory: 4947, top1_acc: 0.7008, top5_acc: 0.8841, loss_cls: 1.2006, loss: 1.2006, grad_norm: 5.5243 2020-08-15 09:57:24,634 - mmaction - INFO - Epoch [92][840/1253] lr: 3.000e-04, eta: 4:51:16, time: 0.622, data_time: 0.008, memory: 4947, top1_acc: 0.7133, top5_acc: 0.8784, loss_cls: 1.1833, loss: 1.1833, grad_norm: 5.3078 2020-08-15 09:57:36,904 - mmaction - INFO - Epoch [92][860/1253] lr: 3.000e-04, eta: 4:50:41, time: 0.613, data_time: 0.005, memory: 4947, top1_acc: 0.6969, top5_acc: 0.8812, loss_cls: 1.2269, loss: 1.2269, grad_norm: 5.4587 2020-08-15 09:57:49,503 - mmaction - INFO - Epoch [92][880/1253] lr: 3.000e-04, eta: 4:50:06, time: 0.630, data_time: 0.007, memory: 4947, top1_acc: 0.7081, top5_acc: 0.8818, loss_cls: 1.1835, loss: 1.1835, grad_norm: 5.3279 2020-08-15 09:58:03,230 - mmaction - INFO - Epoch [92][900/1253] lr: 3.000e-04, eta: 4:49:30, time: 0.685, data_time: 0.008, memory: 4947, top1_acc: 0.7026, top5_acc: 0.8786, loss_cls: 1.1846, loss: 1.1846, grad_norm: 5.4295 2020-08-15 09:58:18,978 - mmaction - INFO - Epoch [92][920/1253] lr: 3.000e-04, eta: 4:48:55, time: 0.789, data_time: 0.008, memory: 4947, top1_acc: 0.7021, top5_acc: 0.8779, loss_cls: 1.2126, loss: 1.2126, grad_norm: 5.4665 2020-08-15 09:58:35,047 - mmaction - INFO - Epoch [92][940/1253] lr: 3.000e-04, eta: 4:48:20, time: 0.799, data_time: 0.008, memory: 4947, top1_acc: 0.7122, top5_acc: 0.8878, loss_cls: 1.1857, loss: 1.1857, grad_norm: 5.4287 2020-08-15 09:58:50,502 - mmaction - INFO - Epoch [92][960/1253] lr: 3.000e-04, eta: 4:47:45, time: 0.776, data_time: 0.007, memory: 4947, top1_acc: 0.6974, top5_acc: 0.8706, loss_cls: 1.2371, loss: 1.2371, grad_norm: 5.3320 2020-08-15 09:59:05,382 - mmaction - INFO - Epoch [92][980/1253] lr: 3.000e-04, eta: 4:47:10, time: 0.742, data_time: 0.005, memory: 4947, top1_acc: 0.7227, top5_acc: 0.8839, loss_cls: 1.1586, loss: 1.1586, grad_norm: 5.1895 2020-08-15 09:59:20,994 - mmaction - INFO - Epoch [92][1000/1253] lr: 3.000e-04, eta: 4:46:35, time: 0.782, data_time: 0.009, memory: 4947, top1_acc: 0.7161, top5_acc: 0.8854, loss_cls: 1.1600, loss: 1.1600, grad_norm: 5.2925 2020-08-15 09:59:35,012 - mmaction - INFO - Epoch [92][1020/1253] lr: 3.000e-04, eta: 4:46:00, time: 0.703, data_time: 0.006, memory: 4947, top1_acc: 0.6971, top5_acc: 0.8792, loss_cls: 1.2281, loss: 1.2281, grad_norm: 5.4449 2020-08-15 09:59:51,101 - mmaction - INFO - Epoch [92][1040/1253] lr: 3.000e-04, eta: 4:45:25, time: 0.802, data_time: 0.004, memory: 4947, top1_acc: 0.7133, top5_acc: 0.8820, loss_cls: 1.1994, loss: 1.1994, grad_norm: 5.2763 2020-08-15 10:00:12,276 - mmaction - INFO - Epoch [92][1060/1253] lr: 3.000e-04, eta: 4:44:50, time: 1.052, data_time: 0.006, memory: 4947, top1_acc: 0.7052, top5_acc: 0.8674, loss_cls: 1.2244, loss: 1.2244, grad_norm: 5.3355 2020-08-15 10:00:26,282 - mmaction - INFO - Epoch [92][1080/1253] lr: 3.000e-04, eta: 4:44:15, time: 0.707, data_time: 0.019, memory: 4947, top1_acc: 0.7065, top5_acc: 0.8794, loss_cls: 1.1917, loss: 1.1917, grad_norm: 5.3707 2020-08-15 10:00:41,721 - mmaction - INFO - Epoch [92][1100/1253] lr: 3.000e-04, eta: 4:43:40, time: 0.774, data_time: 0.007, memory: 4947, top1_acc: 0.7013, top5_acc: 0.8833, loss_cls: 1.1968, loss: 1.1968, grad_norm: 5.4492 2020-08-15 10:00:56,664 - mmaction - INFO - Epoch [92][1120/1253] lr: 3.000e-04, eta: 4:43:05, time: 0.747, data_time: 0.008, memory: 4947, top1_acc: 0.7034, top5_acc: 0.8792, loss_cls: 1.1993, loss: 1.1993, grad_norm: 5.3862 2020-08-15 10:01:13,439 - mmaction - INFO - Epoch [92][1140/1253] lr: 3.000e-04, eta: 4:42:30, time: 0.839, data_time: 0.005, memory: 4947, top1_acc: 0.7003, top5_acc: 0.8786, loss_cls: 1.2351, loss: 1.2351, grad_norm: 5.4023 2020-08-15 10:01:27,935 - mmaction - INFO - Epoch [92][1160/1253] lr: 3.000e-04, eta: 4:41:55, time: 0.720, data_time: 0.004, memory: 4947, top1_acc: 0.7031, top5_acc: 0.8724, loss_cls: 1.2413, loss: 1.2413, grad_norm: 5.4275 2020-08-15 10:01:43,329 - mmaction - INFO - Epoch [92][1180/1253] lr: 3.000e-04, eta: 4:41:20, time: 0.775, data_time: 0.008, memory: 4947, top1_acc: 0.7049, top5_acc: 0.8878, loss_cls: 1.1738, loss: 1.1738, grad_norm: 5.3351 2020-08-15 10:01:58,347 - mmaction - INFO - Epoch [92][1200/1253] lr: 3.000e-04, eta: 4:40:45, time: 0.749, data_time: 0.006, memory: 4947, top1_acc: 0.7096, top5_acc: 0.8849, loss_cls: 1.1505, loss: 1.1505, grad_norm: 5.2227 2020-08-15 10:02:13,390 - mmaction - INFO - Epoch [92][1220/1253] lr: 3.000e-04, eta: 4:40:10, time: 0.754, data_time: 0.005, memory: 4947, top1_acc: 0.7122, top5_acc: 0.8888, loss_cls: 1.1393, loss: 1.1393, grad_norm: 5.2851 2020-08-15 10:02:29,419 - mmaction - INFO - Epoch [92][1240/1253] lr: 3.000e-04, eta: 4:39:35, time: 0.799, data_time: 0.007, memory: 4947, top1_acc: 0.7076, top5_acc: 0.8810, loss_cls: 1.1990, loss: 1.1990, grad_norm: 5.4153 2020-08-15 10:08:06,412 - mmaction - INFO - Saving checkpoint at 92 epochs 2020-08-15 10:19:50,146 - mmaction - INFO - Epoch [93][20/1253] lr: 3.000e-04, eta: 4:39:36, time: 35.149, data_time: 26.141, memory: 4947, top1_acc: 0.7057, top5_acc: 0.8911, loss_cls: 1.1760, loss: 1.1760, grad_norm: 5.4023 2020-08-15 10:20:02,592 - mmaction - INFO - Epoch [93][40/1253] lr: 3.000e-04, eta: 4:39:00, time: 0.624, data_time: 0.007, memory: 4947, top1_acc: 0.7125, top5_acc: 0.8805, loss_cls: 1.1953, loss: 1.1953, grad_norm: 5.3701 2020-08-15 10:20:14,885 - mmaction - INFO - Epoch [93][60/1253] lr: 3.000e-04, eta: 4:38:25, time: 0.616, data_time: 0.004, memory: 4947, top1_acc: 0.6956, top5_acc: 0.8789, loss_cls: 1.2230, loss: 1.2230, grad_norm: 5.4260 2020-08-15 10:20:27,302 - mmaction - INFO - Epoch [93][80/1253] lr: 3.000e-04, eta: 4:37:50, time: 0.622, data_time: 0.002, memory: 4947, top1_acc: 0.7180, top5_acc: 0.8849, loss_cls: 1.1622, loss: 1.1622, grad_norm: 5.3215 2020-08-15 10:20:40,040 - mmaction - INFO - Epoch [93][100/1253] lr: 3.000e-04, eta: 4:37:14, time: 0.635, data_time: 0.007, memory: 4947, top1_acc: 0.7112, top5_acc: 0.8865, loss_cls: 1.1521, loss: 1.1521, grad_norm: 5.2577 2020-08-15 10:20:53,421 - mmaction - INFO - Epoch [93][120/1253] lr: 3.000e-04, eta: 4:36:39, time: 0.668, data_time: 0.007, memory: 4947, top1_acc: 0.7057, top5_acc: 0.8826, loss_cls: 1.1812, loss: 1.1812, grad_norm: 5.3826 2020-08-15 10:21:07,097 - mmaction - INFO - Epoch [93][140/1253] lr: 3.000e-04, eta: 4:36:04, time: 0.687, data_time: 0.007, memory: 4947, top1_acc: 0.7060, top5_acc: 0.8776, loss_cls: 1.1772, loss: 1.1772, grad_norm: 5.3806 2020-08-15 10:21:21,050 - mmaction - INFO - Epoch [93][160/1253] lr: 3.000e-04, eta: 4:35:29, time: 0.696, data_time: 0.006, memory: 4947, top1_acc: 0.7117, top5_acc: 0.8836, loss_cls: 1.1613, loss: 1.1613, grad_norm: 5.2902 2020-08-15 10:21:35,006 - mmaction - INFO - Epoch [93][180/1253] lr: 3.000e-04, eta: 4:34:54, time: 0.697, data_time: 0.007, memory: 4947, top1_acc: 0.7135, top5_acc: 0.8846, loss_cls: 1.1754, loss: 1.1754, grad_norm: 5.3116 2020-08-15 10:21:49,937 - mmaction - INFO - Epoch [93][200/1253] lr: 3.000e-04, eta: 4:34:18, time: 0.748, data_time: 0.005, memory: 4947, top1_acc: 0.7078, top5_acc: 0.8828, loss_cls: 1.1830, loss: 1.1830, grad_norm: 5.3084 2020-08-15 10:22:05,910 - mmaction - INFO - Epoch [93][220/1253] lr: 3.000e-04, eta: 4:33:43, time: 0.800, data_time: 0.006, memory: 4947, top1_acc: 0.6990, top5_acc: 0.8786, loss_cls: 1.2067, loss: 1.2067, grad_norm: 5.3531 2020-08-15 10:22:20,201 - mmaction - INFO - Epoch [93][240/1253] lr: 3.000e-04, eta: 4:33:08, time: 0.712, data_time: 0.006, memory: 4947, top1_acc: 0.7185, top5_acc: 0.8849, loss_cls: 1.1793, loss: 1.1793, grad_norm: 5.2446 2020-08-15 10:22:36,167 - mmaction - INFO - Epoch [93][260/1253] lr: 3.000e-04, eta: 4:32:33, time: 0.800, data_time: 0.007, memory: 4947, top1_acc: 0.7026, top5_acc: 0.8742, loss_cls: 1.2250, loss: 1.2250, grad_norm: 5.3976 2020-08-15 10:22:51,646 - mmaction - INFO - Epoch [93][280/1253] lr: 3.000e-04, eta: 4:31:58, time: 0.774, data_time: 0.002, memory: 4947, top1_acc: 0.7021, top5_acc: 0.8771, loss_cls: 1.2113, loss: 1.2113, grad_norm: 5.4492 2020-08-15 10:23:05,246 - mmaction - INFO - Epoch [93][300/1253] lr: 3.000e-04, eta: 4:31:23, time: 0.676, data_time: 0.006, memory: 4947, top1_acc: 0.7174, top5_acc: 0.8849, loss_cls: 1.1605, loss: 1.1605, grad_norm: 5.2212 2020-08-15 10:23:20,580 - mmaction - INFO - Epoch [93][320/1253] lr: 3.000e-04, eta: 4:30:48, time: 0.770, data_time: 0.007, memory: 4947, top1_acc: 0.7081, top5_acc: 0.8826, loss_cls: 1.2081, loss: 1.2081, grad_norm: 5.4104 2020-08-15 10:23:35,309 - mmaction - INFO - Epoch [93][340/1253] lr: 3.000e-04, eta: 4:30:13, time: 0.734, data_time: 0.008, memory: 4947, top1_acc: 0.7073, top5_acc: 0.8826, loss_cls: 1.1904, loss: 1.1904, grad_norm: 5.3954 2020-08-15 10:23:50,948 - mmaction - INFO - Epoch [93][360/1253] lr: 3.000e-04, eta: 4:29:38, time: 0.784, data_time: 0.007, memory: 4947, top1_acc: 0.7206, top5_acc: 0.8872, loss_cls: 1.1384, loss: 1.1384, grad_norm: 5.2128 2020-08-15 10:24:06,483 - mmaction - INFO - Epoch [93][380/1253] lr: 3.000e-04, eta: 4:29:03, time: 0.778, data_time: 0.006, memory: 4947, top1_acc: 0.7109, top5_acc: 0.8904, loss_cls: 1.1804, loss: 1.1804, grad_norm: 5.3897 2020-08-15 10:24:22,750 - mmaction - INFO - Epoch [93][400/1253] lr: 3.000e-04, eta: 4:28:28, time: 0.814, data_time: 0.007, memory: 4947, top1_acc: 0.7070, top5_acc: 0.8802, loss_cls: 1.1829, loss: 1.1829, grad_norm: 5.3365 2020-08-15 10:24:38,142 - mmaction - INFO - Epoch [93][420/1253] lr: 3.000e-04, eta: 4:27:53, time: 0.765, data_time: 0.007, memory: 4947, top1_acc: 0.7000, top5_acc: 0.8711, loss_cls: 1.2433, loss: 1.2433, grad_norm: 5.3721 2020-08-15 10:24:52,516 - mmaction - INFO - Epoch [93][440/1253] lr: 3.000e-04, eta: 4:27:18, time: 0.721, data_time: 0.008, memory: 4947, top1_acc: 0.7047, top5_acc: 0.8815, loss_cls: 1.2116, loss: 1.2116, grad_norm: 5.3939 2020-08-15 10:25:07,432 - mmaction - INFO - Epoch [93][460/1253] lr: 3.000e-04, eta: 4:26:43, time: 0.745, data_time: 0.008, memory: 4947, top1_acc: 0.7120, top5_acc: 0.8828, loss_cls: 1.1742, loss: 1.1742, grad_norm: 5.3520 2020-08-15 10:25:22,743 - mmaction - INFO - Epoch [93][480/1253] lr: 3.000e-04, eta: 4:26:08, time: 0.766, data_time: 0.007, memory: 4947, top1_acc: 0.7169, top5_acc: 0.8865, loss_cls: 1.1381, loss: 1.1381, grad_norm: 5.2846 2020-08-15 10:25:38,789 - mmaction - INFO - Epoch [93][500/1253] lr: 3.000e-04, eta: 4:25:33, time: 0.804, data_time: 0.006, memory: 4947, top1_acc: 0.7107, top5_acc: 0.8826, loss_cls: 1.1638, loss: 1.1638, grad_norm: 5.3833 2020-08-15 10:25:54,511 - mmaction - INFO - Epoch [93][520/1253] lr: 3.000e-04, eta: 4:24:58, time: 0.784, data_time: 0.009, memory: 4947, top1_acc: 0.7211, top5_acc: 0.8893, loss_cls: 1.1449, loss: 1.1449, grad_norm: 5.3051 2020-08-15 10:26:09,142 - mmaction - INFO - Epoch [93][540/1253] lr: 3.000e-04, eta: 4:24:23, time: 0.734, data_time: 0.007, memory: 4947, top1_acc: 0.7208, top5_acc: 0.8872, loss_cls: 1.1689, loss: 1.1689, grad_norm: 5.2063 2020-08-15 10:26:23,432 - mmaction - INFO - Epoch [93][560/1253] lr: 3.000e-04, eta: 4:23:48, time: 0.713, data_time: 0.007, memory: 4947, top1_acc: 0.7128, top5_acc: 0.8828, loss_cls: 1.1659, loss: 1.1659, grad_norm: 5.2932 2020-08-15 10:26:40,060 - mmaction - INFO - Epoch [93][580/1253] lr: 3.000e-04, eta: 4:23:14, time: 0.833, data_time: 0.006, memory: 4947, top1_acc: 0.7076, top5_acc: 0.8823, loss_cls: 1.1968, loss: 1.1968, grad_norm: 5.4157 2020-08-15 10:26:53,981 - mmaction - INFO - Epoch [93][600/1253] lr: 3.000e-04, eta: 4:22:39, time: 0.695, data_time: 0.008, memory: 4947, top1_acc: 0.7044, top5_acc: 0.8799, loss_cls: 1.1905, loss: 1.1905, grad_norm: 5.4680 2020-08-15 10:27:09,825 - mmaction - INFO - Epoch [93][620/1253] lr: 3.000e-04, eta: 4:22:04, time: 0.789, data_time: 0.004, memory: 4947, top1_acc: 0.7065, top5_acc: 0.8813, loss_cls: 1.1896, loss: 1.1896, grad_norm: 5.3756 2020-08-15 10:27:26,490 - mmaction - INFO - Epoch [93][640/1253] lr: 3.000e-04, eta: 4:21:29, time: 0.836, data_time: 0.009, memory: 4947, top1_acc: 0.7060, top5_acc: 0.8841, loss_cls: 1.1783, loss: 1.1783, grad_norm: 5.3435 2020-08-15 10:27:41,641 - mmaction - INFO - Epoch [93][660/1253] lr: 3.000e-04, eta: 4:20:54, time: 0.758, data_time: 0.005, memory: 4947, top1_acc: 0.7229, top5_acc: 0.8833, loss_cls: 1.1329, loss: 1.1329, grad_norm: 5.2169 2020-08-15 10:27:56,225 - mmaction - INFO - Epoch [93][680/1253] lr: 3.000e-04, eta: 4:20:19, time: 0.727, data_time: 0.007, memory: 4947, top1_acc: 0.7120, top5_acc: 0.8826, loss_cls: 1.1808, loss: 1.1808, grad_norm: 5.3335 2020-08-15 10:28:11,326 - mmaction - INFO - Epoch [93][700/1253] lr: 3.000e-04, eta: 4:19:44, time: 0.757, data_time: 0.007, memory: 4947, top1_acc: 0.6984, top5_acc: 0.8823, loss_cls: 1.2210, loss: 1.2210, grad_norm: 5.4155 2020-08-15 10:28:25,881 - mmaction - INFO - Epoch [93][720/1253] lr: 3.000e-04, eta: 4:19:09, time: 0.727, data_time: 0.006, memory: 4947, top1_acc: 0.6930, top5_acc: 0.8602, loss_cls: 1.2636, loss: 1.2636, grad_norm: 5.4678 2020-08-15 10:28:41,000 - mmaction - INFO - Epoch [93][740/1253] lr: 3.000e-04, eta: 4:18:34, time: 0.756, data_time: 0.004, memory: 4947, top1_acc: 0.7081, top5_acc: 0.8784, loss_cls: 1.2026, loss: 1.2026, grad_norm: 5.3712 2020-08-15 10:28:55,697 - mmaction - INFO - Epoch [93][760/1253] lr: 3.000e-04, eta: 4:17:59, time: 0.735, data_time: 0.008, memory: 4947, top1_acc: 0.6992, top5_acc: 0.8789, loss_cls: 1.2140, loss: 1.2140, grad_norm: 5.4366 2020-08-15 10:29:11,629 - mmaction - INFO - Epoch [93][780/1253] lr: 3.000e-04, eta: 4:17:25, time: 0.796, data_time: 0.009, memory: 4947, top1_acc: 0.7076, top5_acc: 0.8802, loss_cls: 1.1913, loss: 1.1913, grad_norm: 5.3515 2020-08-15 10:29:26,705 - mmaction - INFO - Epoch [93][800/1253] lr: 3.000e-04, eta: 4:16:50, time: 0.755, data_time: 0.005, memory: 4947, top1_acc: 0.7070, top5_acc: 0.8836, loss_cls: 1.1938, loss: 1.1938, grad_norm: 5.4070 2020-08-15 10:29:41,444 - mmaction - INFO - Epoch [93][820/1253] lr: 3.000e-04, eta: 4:16:15, time: 0.734, data_time: 0.005, memory: 4947, top1_acc: 0.7117, top5_acc: 0.8799, loss_cls: 1.1852, loss: 1.1852, grad_norm: 5.3842 2020-08-15 10:29:56,547 - mmaction - INFO - Epoch [93][840/1253] lr: 3.000e-04, eta: 4:15:40, time: 0.759, data_time: 0.006, memory: 4947, top1_acc: 0.7089, top5_acc: 0.8737, loss_cls: 1.1755, loss: 1.1755, grad_norm: 5.2922 2020-08-15 10:30:12,786 - mmaction - INFO - Epoch [93][860/1253] lr: 3.000e-04, eta: 4:15:05, time: 0.809, data_time: 0.005, memory: 4947, top1_acc: 0.7003, top5_acc: 0.8786, loss_cls: 1.2245, loss: 1.2245, grad_norm: 5.5466 2020-08-15 10:30:27,895 - mmaction - INFO - Epoch [93][880/1253] lr: 3.000e-04, eta: 4:14:30, time: 0.758, data_time: 0.006, memory: 4947, top1_acc: 0.7133, top5_acc: 0.8815, loss_cls: 1.1681, loss: 1.1681, grad_norm: 5.3051 2020-08-15 10:30:43,002 - mmaction - INFO - Epoch [93][900/1253] lr: 3.000e-04, eta: 4:13:55, time: 0.753, data_time: 0.005, memory: 4947, top1_acc: 0.7159, top5_acc: 0.8852, loss_cls: 1.1613, loss: 1.1613, grad_norm: 5.3436 2020-08-15 10:30:56,586 - mmaction - INFO - Epoch [93][920/1253] lr: 3.000e-04, eta: 4:13:21, time: 0.681, data_time: 0.007, memory: 4947, top1_acc: 0.7125, top5_acc: 0.8836, loss_cls: 1.1777, loss: 1.1777, grad_norm: 5.3765 2020-08-15 10:31:11,773 - mmaction - INFO - Epoch [93][940/1253] lr: 3.000e-04, eta: 4:12:46, time: 0.758, data_time: 0.007, memory: 4947, top1_acc: 0.7216, top5_acc: 0.8857, loss_cls: 1.1531, loss: 1.1531, grad_norm: 5.2467 2020-08-15 10:31:26,341 - mmaction - INFO - Epoch [93][960/1253] lr: 3.000e-04, eta: 4:12:11, time: 0.730, data_time: 0.005, memory: 4947, top1_acc: 0.7031, top5_acc: 0.8763, loss_cls: 1.1796, loss: 1.1796, grad_norm: 5.3696 2020-08-15 10:31:42,466 - mmaction - INFO - Epoch [93][980/1253] lr: 3.000e-04, eta: 4:11:36, time: 0.804, data_time: 0.008, memory: 4947, top1_acc: 0.7055, top5_acc: 0.8836, loss_cls: 1.1917, loss: 1.1917, grad_norm: 5.4333 2020-08-15 10:31:57,115 - mmaction - INFO - Epoch [93][1000/1253] lr: 3.000e-04, eta: 4:11:01, time: 0.734, data_time: 0.007, memory: 4947, top1_acc: 0.7141, top5_acc: 0.8862, loss_cls: 1.1653, loss: 1.1653, grad_norm: 5.4165 2020-08-15 10:32:12,187 - mmaction - INFO - Epoch [93][1020/1253] lr: 3.000e-04, eta: 4:10:26, time: 0.752, data_time: 0.005, memory: 4947, top1_acc: 0.7029, top5_acc: 0.8813, loss_cls: 1.1891, loss: 1.1891, grad_norm: 5.3955 2020-08-15 10:32:26,680 - mmaction - INFO - Epoch [93][1040/1253] lr: 3.000e-04, eta: 4:09:52, time: 0.726, data_time: 0.007, memory: 4947, top1_acc: 0.7164, top5_acc: 0.8875, loss_cls: 1.1453, loss: 1.1453, grad_norm: 5.3248 2020-08-15 10:32:40,628 - mmaction - INFO - Epoch [93][1060/1253] lr: 3.000e-04, eta: 4:09:17, time: 0.698, data_time: 0.004, memory: 4947, top1_acc: 0.7086, top5_acc: 0.8859, loss_cls: 1.1750, loss: 1.1750, grad_norm: 5.2850 2020-08-15 10:32:57,411 - mmaction - INFO - Epoch [93][1080/1253] lr: 3.000e-04, eta: 4:08:42, time: 0.839, data_time: 0.007, memory: 4947, top1_acc: 0.7068, top5_acc: 0.8802, loss_cls: 1.1948, loss: 1.1948, grad_norm: 5.3954 2020-08-15 10:33:12,413 - mmaction - INFO - Epoch [93][1100/1253] lr: 3.000e-04, eta: 4:08:07, time: 0.749, data_time: 0.004, memory: 4947, top1_acc: 0.7052, top5_acc: 0.8779, loss_cls: 1.2175, loss: 1.2175, grad_norm: 5.4617 2020-08-15 10:33:28,171 - mmaction - INFO - Epoch [93][1120/1253] lr: 3.000e-04, eta: 4:07:33, time: 0.787, data_time: 0.008, memory: 4947, top1_acc: 0.7242, top5_acc: 0.8896, loss_cls: 1.1266, loss: 1.1266, grad_norm: 5.2920 2020-08-15 10:33:42,488 - mmaction - INFO - Epoch [93][1140/1253] lr: 3.000e-04, eta: 4:06:58, time: 0.715, data_time: 0.005, memory: 4947, top1_acc: 0.7057, top5_acc: 0.8862, loss_cls: 1.1965, loss: 1.1965, grad_norm: 5.4598 2020-08-15 10:33:58,686 - mmaction - INFO - Epoch [93][1160/1253] lr: 3.000e-04, eta: 4:06:23, time: 0.809, data_time: 0.008, memory: 4947, top1_acc: 0.7055, top5_acc: 0.8831, loss_cls: 1.2056, loss: 1.2056, grad_norm: 5.5086 2020-08-15 10:34:13,873 - mmaction - INFO - Epoch [93][1180/1253] lr: 3.000e-04, eta: 4:05:48, time: 0.763, data_time: 0.006, memory: 4947, top1_acc: 0.7052, top5_acc: 0.8802, loss_cls: 1.1965, loss: 1.1965, grad_norm: 5.3837 2020-08-15 10:34:29,270 - mmaction - INFO - Epoch [93][1200/1253] lr: 3.000e-04, eta: 4:05:14, time: 0.770, data_time: 0.005, memory: 4947, top1_acc: 0.7135, top5_acc: 0.8844, loss_cls: 1.1641, loss: 1.1641, grad_norm: 5.2775 2020-08-15 10:34:43,354 - mmaction - INFO - Epoch [93][1220/1253] lr: 3.000e-04, eta: 4:04:39, time: 0.704, data_time: 0.004, memory: 4947, top1_acc: 0.7115, top5_acc: 0.8859, loss_cls: 1.1588, loss: 1.1588, grad_norm: 5.2914 2020-08-15 10:34:59,786 - mmaction - INFO - Epoch [93][1240/1253] lr: 3.000e-04, eta: 4:04:04, time: 0.819, data_time: 0.005, memory: 4947, top1_acc: 0.7104, top5_acc: 0.8813, loss_cls: 1.1940, loss: 1.1940, grad_norm: 5.3686 2020-08-15 10:35:09,288 - mmaction - INFO - Saving checkpoint at 93 epochs 2020-08-15 10:39:34,195 - mmaction - INFO - Epoch [94][20/1253] lr: 3.000e-04, eta: 4:03:25, time: 13.216, data_time: 8.765, memory: 4947, top1_acc: 0.7151, top5_acc: 0.8828, loss_cls: 1.1729, loss: 1.1729, grad_norm: 5.2979 2020-08-15 10:39:46,723 - mmaction - INFO - Epoch [94][40/1253] lr: 3.000e-04, eta: 4:02:50, time: 0.627, data_time: 0.008, memory: 4947, top1_acc: 0.7010, top5_acc: 0.8750, loss_cls: 1.2317, loss: 1.2317, grad_norm: 5.4780 2020-08-15 10:39:59,392 - mmaction - INFO - Epoch [94][60/1253] lr: 3.000e-04, eta: 4:02:15, time: 0.633, data_time: 0.008, memory: 4947, top1_acc: 0.7214, top5_acc: 0.8826, loss_cls: 1.1546, loss: 1.1546, grad_norm: 5.2380 2020-08-15 10:40:11,969 - mmaction - INFO - Epoch [94][80/1253] lr: 3.000e-04, eta: 4:01:40, time: 0.630, data_time: 0.007, memory: 4947, top1_acc: 0.7133, top5_acc: 0.8927, loss_cls: 1.1269, loss: 1.1269, grad_norm: 5.3703 2020-08-15 10:40:24,744 - mmaction - INFO - Epoch [94][100/1253] lr: 3.000e-04, eta: 4:01:05, time: 0.640, data_time: 0.004, memory: 4947, top1_acc: 0.7161, top5_acc: 0.8857, loss_cls: 1.1573, loss: 1.1573, grad_norm: 5.3172 2020-08-15 10:40:37,157 - mmaction - INFO - Epoch [94][120/1253] lr: 3.000e-04, eta: 4:00:30, time: 0.620, data_time: 0.007, memory: 4947, top1_acc: 0.7089, top5_acc: 0.8807, loss_cls: 1.2113, loss: 1.2113, grad_norm: 5.4102 2020-08-15 10:40:50,710 - mmaction - INFO - Epoch [94][140/1253] lr: 3.000e-04, eta: 3:59:56, time: 0.679, data_time: 0.009, memory: 4947, top1_acc: 0.7159, top5_acc: 0.8911, loss_cls: 1.1544, loss: 1.1544, grad_norm: 5.3359 2020-08-15 10:41:03,959 - mmaction - INFO - Epoch [94][160/1253] lr: 3.000e-04, eta: 3:59:21, time: 0.663, data_time: 0.008, memory: 4947, top1_acc: 0.7122, top5_acc: 0.8760, loss_cls: 1.1820, loss: 1.1820, grad_norm: 5.3206 2020-08-15 10:41:17,917 - mmaction - INFO - Epoch [94][180/1253] lr: 3.000e-04, eta: 3:58:46, time: 0.696, data_time: 0.005, memory: 4947, top1_acc: 0.7164, top5_acc: 0.8820, loss_cls: 1.1634, loss: 1.1634, grad_norm: 5.2929 2020-08-15 10:41:31,851 - mmaction - INFO - Epoch [94][200/1253] lr: 3.000e-04, eta: 3:58:11, time: 0.697, data_time: 0.007, memory: 4947, top1_acc: 0.7102, top5_acc: 0.8815, loss_cls: 1.2019, loss: 1.2019, grad_norm: 5.4061 2020-08-15 10:41:46,129 - mmaction - INFO - Epoch [94][220/1253] lr: 3.000e-04, eta: 3:57:36, time: 0.715, data_time: 0.004, memory: 4947, top1_acc: 0.7057, top5_acc: 0.8906, loss_cls: 1.1593, loss: 1.1593, grad_norm: 5.4137 2020-08-15 10:42:01,317 - mmaction - INFO - Epoch [94][240/1253] lr: 3.000e-04, eta: 3:57:02, time: 0.755, data_time: 0.002, memory: 4947, top1_acc: 0.7089, top5_acc: 0.8815, loss_cls: 1.1704, loss: 1.1704, grad_norm: 5.3155 2020-08-15 10:42:16,761 - mmaction - INFO - Epoch [94][260/1253] lr: 3.000e-04, eta: 3:56:27, time: 0.775, data_time: 0.007, memory: 4947, top1_acc: 0.7107, top5_acc: 0.8784, loss_cls: 1.1872, loss: 1.1872, grad_norm: 5.4003 2020-08-15 10:42:31,553 - mmaction - INFO - Epoch [94][280/1253] lr: 3.000e-04, eta: 3:55:52, time: 0.741, data_time: 0.007, memory: 4947, top1_acc: 0.7102, top5_acc: 0.8854, loss_cls: 1.1833, loss: 1.1833, grad_norm: 5.2966 2020-08-15 10:42:46,623 - mmaction - INFO - Epoch [94][300/1253] lr: 3.000e-04, eta: 3:55:18, time: 0.750, data_time: 0.007, memory: 4947, top1_acc: 0.7148, top5_acc: 0.8820, loss_cls: 1.1765, loss: 1.1765, grad_norm: 5.2406 2020-08-15 10:43:02,264 - mmaction - INFO - Epoch [94][320/1253] lr: 3.000e-04, eta: 3:54:43, time: 0.785, data_time: 0.007, memory: 4947, top1_acc: 0.7070, top5_acc: 0.8844, loss_cls: 1.1929, loss: 1.1929, grad_norm: 5.4105 2020-08-15 10:43:18,525 - mmaction - INFO - Epoch [94][340/1253] lr: 3.000e-04, eta: 3:54:09, time: 0.812, data_time: 0.006, memory: 4947, top1_acc: 0.7104, top5_acc: 0.8768, loss_cls: 1.2210, loss: 1.2210, grad_norm: 5.4707 2020-08-15 10:43:33,087 - mmaction - INFO - Epoch [94][360/1253] lr: 3.000e-04, eta: 3:53:34, time: 0.728, data_time: 0.005, memory: 4947, top1_acc: 0.7065, top5_acc: 0.8823, loss_cls: 1.2096, loss: 1.2096, grad_norm: 5.4496 2020-08-15 10:43:49,212 - mmaction - INFO - Epoch [94][380/1253] lr: 3.000e-04, eta: 3:52:59, time: 0.808, data_time: 0.009, memory: 4947, top1_acc: 0.7227, top5_acc: 0.8833, loss_cls: 1.1739, loss: 1.1739, grad_norm: 5.3246 2020-08-15 10:44:04,647 - mmaction - INFO - Epoch [94][400/1253] lr: 3.000e-04, eta: 3:52:25, time: 0.771, data_time: 0.002, memory: 4947, top1_acc: 0.7224, top5_acc: 0.8898, loss_cls: 1.1402, loss: 1.1402, grad_norm: 5.3604 2020-08-15 10:44:19,614 - mmaction - INFO - Epoch [94][420/1253] lr: 3.000e-04, eta: 3:51:50, time: 0.747, data_time: 0.008, memory: 4947, top1_acc: 0.7029, top5_acc: 0.8794, loss_cls: 1.1842, loss: 1.1842, grad_norm: 5.3011 2020-08-15 10:44:35,058 - mmaction - INFO - Epoch [94][440/1253] lr: 3.000e-04, eta: 3:51:15, time: 0.773, data_time: 0.005, memory: 4947, top1_acc: 0.7112, top5_acc: 0.8862, loss_cls: 1.1835, loss: 1.1835, grad_norm: 5.4424 2020-08-15 10:44:51,382 - mmaction - INFO - Epoch [94][460/1253] lr: 3.000e-04, eta: 3:50:41, time: 0.815, data_time: 0.007, memory: 4947, top1_acc: 0.7044, top5_acc: 0.8859, loss_cls: 1.1705, loss: 1.1705, grad_norm: 5.4475 2020-08-15 10:45:07,277 - mmaction - INFO - Epoch [94][480/1253] lr: 3.000e-04, eta: 3:50:06, time: 0.796, data_time: 0.006, memory: 4947, top1_acc: 0.7292, top5_acc: 0.8914, loss_cls: 1.1215, loss: 1.1215, grad_norm: 5.2787 2020-08-15 10:45:22,220 - mmaction - INFO - Epoch [94][500/1253] lr: 3.000e-04, eta: 3:49:32, time: 0.746, data_time: 0.005, memory: 4947, top1_acc: 0.7042, top5_acc: 0.8846, loss_cls: 1.1950, loss: 1.1950, grad_norm: 5.4206 2020-08-15 10:45:38,236 - mmaction - INFO - Epoch [94][520/1253] lr: 3.000e-04, eta: 3:48:57, time: 0.803, data_time: 0.007, memory: 4947, top1_acc: 0.7016, top5_acc: 0.8826, loss_cls: 1.2205, loss: 1.2205, grad_norm: 5.4720 2020-08-15 10:45:53,426 - mmaction - INFO - Epoch [94][540/1253] lr: 3.000e-04, eta: 3:48:23, time: 0.757, data_time: 0.003, memory: 4947, top1_acc: 0.7117, top5_acc: 0.8826, loss_cls: 1.1877, loss: 1.1877, grad_norm: 5.3534 2020-08-15 10:46:08,717 - mmaction - INFO - Epoch [94][560/1253] lr: 3.000e-04, eta: 3:47:48, time: 0.764, data_time: 0.008, memory: 4947, top1_acc: 0.7029, top5_acc: 0.8729, loss_cls: 1.2418, loss: 1.2418, grad_norm: 5.4595 2020-08-15 10:46:24,497 - mmaction - INFO - Epoch [94][580/1253] lr: 3.000e-04, eta: 3:47:14, time: 0.790, data_time: 0.009, memory: 4947, top1_acc: 0.6992, top5_acc: 0.8740, loss_cls: 1.2131, loss: 1.2131, grad_norm: 5.3692 2020-08-15 10:46:40,088 - mmaction - INFO - Epoch [94][600/1253] lr: 3.000e-04, eta: 3:46:39, time: 0.778, data_time: 0.005, memory: 4947, top1_acc: 0.7156, top5_acc: 0.8826, loss_cls: 1.1823, loss: 1.1823, grad_norm: 5.3511 2020-08-15 10:46:55,311 - mmaction - INFO - Epoch [94][620/1253] lr: 3.000e-04, eta: 3:46:05, time: 0.760, data_time: 0.009, memory: 4947, top1_acc: 0.7109, top5_acc: 0.8880, loss_cls: 1.1853, loss: 1.1853, grad_norm: 5.3862 2020-08-15 10:47:10,950 - mmaction - INFO - Epoch [94][640/1253] lr: 3.000e-04, eta: 3:45:30, time: 0.784, data_time: 0.008, memory: 4947, top1_acc: 0.7065, top5_acc: 0.8826, loss_cls: 1.2021, loss: 1.2021, grad_norm: 5.5234 2020-08-15 10:47:26,047 - mmaction - INFO - Epoch [94][660/1253] lr: 3.000e-04, eta: 3:44:56, time: 0.755, data_time: 0.009, memory: 4947, top1_acc: 0.7107, top5_acc: 0.8732, loss_cls: 1.2108, loss: 1.2108, grad_norm: 5.4163 2020-08-15 10:47:41,463 - mmaction - INFO - Epoch [94][680/1253] lr: 3.000e-04, eta: 3:44:21, time: 0.772, data_time: 0.009, memory: 4947, top1_acc: 0.7086, top5_acc: 0.8826, loss_cls: 1.1715, loss: 1.1715, grad_norm: 5.3375 2020-08-15 10:47:56,633 - mmaction - INFO - Epoch [94][700/1253] lr: 3.000e-04, eta: 3:43:46, time: 0.759, data_time: 0.006, memory: 4947, top1_acc: 0.7146, top5_acc: 0.8865, loss_cls: 1.1691, loss: 1.1691, grad_norm: 5.3752 2020-08-15 10:48:12,047 - mmaction - INFO - Epoch [94][720/1253] lr: 3.000e-04, eta: 3:43:12, time: 0.769, data_time: 0.004, memory: 4947, top1_acc: 0.7219, top5_acc: 0.8867, loss_cls: 1.1351, loss: 1.1351, grad_norm: 5.2341 2020-08-15 10:48:28,017 - mmaction - INFO - Epoch [94][740/1253] lr: 3.000e-04, eta: 3:42:38, time: 0.800, data_time: 0.009, memory: 4947, top1_acc: 0.7154, top5_acc: 0.8891, loss_cls: 1.1585, loss: 1.1585, grad_norm: 5.2702 2020-08-15 10:48:43,455 - mmaction - INFO - Epoch [94][760/1253] lr: 3.000e-04, eta: 3:42:03, time: 0.771, data_time: 0.006, memory: 4947, top1_acc: 0.7070, top5_acc: 0.8789, loss_cls: 1.1820, loss: 1.1820, grad_norm: 5.4072 2020-08-15 10:48:59,035 - mmaction - INFO - Epoch [94][780/1253] lr: 3.000e-04, eta: 3:41:29, time: 0.777, data_time: 0.003, memory: 4947, top1_acc: 0.7089, top5_acc: 0.8914, loss_cls: 1.1625, loss: 1.1625, grad_norm: 5.3254 2020-08-15 10:49:14,779 - mmaction - INFO - Epoch [94][800/1253] lr: 3.000e-04, eta: 3:40:54, time: 0.789, data_time: 0.009, memory: 4947, top1_acc: 0.7182, top5_acc: 0.8854, loss_cls: 1.1655, loss: 1.1655, grad_norm: 5.4144 2020-08-15 10:49:30,554 - mmaction - INFO - Epoch [94][820/1253] lr: 3.000e-04, eta: 3:40:20, time: 0.784, data_time: 0.007, memory: 4947, top1_acc: 0.7081, top5_acc: 0.8792, loss_cls: 1.1963, loss: 1.1963, grad_norm: 5.4474 2020-08-15 10:49:45,256 - mmaction - INFO - Epoch [94][840/1253] lr: 3.000e-04, eta: 3:39:45, time: 0.737, data_time: 0.008, memory: 4947, top1_acc: 0.7055, top5_acc: 0.8841, loss_cls: 1.1956, loss: 1.1956, grad_norm: 5.3982 2020-08-15 10:50:00,092 - mmaction - INFO - Epoch [94][860/1253] lr: 3.000e-04, eta: 3:39:11, time: 0.741, data_time: 0.007, memory: 4947, top1_acc: 0.7109, top5_acc: 0.8909, loss_cls: 1.1547, loss: 1.1547, grad_norm: 5.3952 2020-08-15 10:52:29,707 - mmaction - INFO - Epoch [94][880/1253] lr: 3.000e-04, eta: 3:38:45, time: 7.477, data_time: 0.007, memory: 4947, top1_acc: 0.6997, top5_acc: 0.8773, loss_cls: 1.2028, loss: 1.2028, grad_norm: 5.3907 2020-08-15 10:56:58,617 - mmaction - INFO - Epoch [94][900/1253] lr: 3.000e-04, eta: 3:38:28, time: 13.450, data_time: 0.008, memory: 4947, top1_acc: 0.7076, top5_acc: 0.8846, loss_cls: 1.1902, loss: 1.1902, grad_norm: 5.4703 2020-08-15 10:57:10,841 - mmaction - INFO - Epoch [94][920/1253] lr: 3.000e-04, eta: 3:37:53, time: 0.611, data_time: 0.003, memory: 4947, top1_acc: 0.7182, top5_acc: 0.8786, loss_cls: 1.1781, loss: 1.1781, grad_norm: 5.2890 2020-08-15 11:03:56,788 - mmaction - INFO - Epoch [94][940/1253] lr: 3.000e-04, eta: 3:37:45, time: 20.290, data_time: 9.185, memory: 4947, top1_acc: 0.7107, top5_acc: 0.8799, loss_cls: 1.1714, loss: 1.1714, grad_norm: 5.2686 2020-08-15 11:04:09,102 - mmaction - INFO - Epoch [94][960/1253] lr: 3.000e-04, eta: 3:37:10, time: 0.622, data_time: 0.017, memory: 4947, top1_acc: 0.7081, top5_acc: 0.8844, loss_cls: 1.1858, loss: 1.1858, grad_norm: 5.3240 2020-08-15 11:04:21,391 - mmaction - INFO - Epoch [94][980/1253] lr: 3.000e-04, eta: 3:36:35, time: 0.617, data_time: 0.008, memory: 4947, top1_acc: 0.7076, top5_acc: 0.8828, loss_cls: 1.1829, loss: 1.1829, grad_norm: 5.3188 2020-08-15 11:04:34,134 - mmaction - INFO - Epoch [94][1000/1253] lr: 3.000e-04, eta: 3:36:00, time: 0.634, data_time: 0.004, memory: 4947, top1_acc: 0.7182, top5_acc: 0.8857, loss_cls: 1.1668, loss: 1.1668, grad_norm: 5.3030 2020-08-15 11:04:46,879 - mmaction - INFO - Epoch [94][1020/1253] lr: 3.000e-04, eta: 3:35:26, time: 0.636, data_time: 0.008, memory: 4947, top1_acc: 0.7073, top5_acc: 0.8818, loss_cls: 1.1917, loss: 1.1917, grad_norm: 5.3536 2020-08-15 11:04:59,909 - mmaction - INFO - Epoch [94][1040/1253] lr: 3.000e-04, eta: 3:34:51, time: 0.654, data_time: 0.007, memory: 4947, top1_acc: 0.7172, top5_acc: 0.8859, loss_cls: 1.1446, loss: 1.1446, grad_norm: 5.2646 2020-08-15 11:05:14,338 - mmaction - INFO - Epoch [94][1060/1253] lr: 3.000e-04, eta: 3:34:16, time: 0.720, data_time: 0.007, memory: 4947, top1_acc: 0.7063, top5_acc: 0.8805, loss_cls: 1.2188, loss: 1.2188, grad_norm: 5.4555 2020-08-15 11:05:28,195 - mmaction - INFO - Epoch [94][1080/1253] lr: 3.000e-04, eta: 3:33:42, time: 0.695, data_time: 0.010, memory: 4947, top1_acc: 0.7193, top5_acc: 0.8854, loss_cls: 1.1592, loss: 1.1592, grad_norm: 5.3516 2020-08-15 11:05:41,884 - mmaction - INFO - Epoch [94][1100/1253] lr: 3.000e-04, eta: 3:33:07, time: 0.684, data_time: 0.005, memory: 4947, top1_acc: 0.7018, top5_acc: 0.8750, loss_cls: 1.2205, loss: 1.2205, grad_norm: 5.4124 2020-08-15 11:05:57,713 - mmaction - INFO - Epoch [94][1120/1253] lr: 3.000e-04, eta: 3:32:33, time: 0.793, data_time: 0.008, memory: 4947, top1_acc: 0.7052, top5_acc: 0.8771, loss_cls: 1.2169, loss: 1.2169, grad_norm: 5.4355 2020-08-15 11:06:11,620 - mmaction - INFO - Epoch [94][1140/1253] lr: 3.000e-04, eta: 3:31:58, time: 0.692, data_time: 0.005, memory: 4947, top1_acc: 0.7099, top5_acc: 0.8872, loss_cls: 1.1645, loss: 1.1645, grad_norm: 5.2989 2020-08-15 11:06:25,735 - mmaction - INFO - Epoch [94][1160/1253] lr: 3.000e-04, eta: 3:31:23, time: 0.706, data_time: 0.008, memory: 4947, top1_acc: 0.7018, top5_acc: 0.8815, loss_cls: 1.2046, loss: 1.2046, grad_norm: 5.4557 2020-08-15 11:06:41,172 - mmaction - INFO - Epoch [94][1180/1253] lr: 3.000e-04, eta: 3:30:49, time: 0.770, data_time: 0.008, memory: 4947, top1_acc: 0.7109, top5_acc: 0.8828, loss_cls: 1.1868, loss: 1.1868, grad_norm: 5.4952 2020-08-15 11:06:57,075 - mmaction - INFO - Epoch [94][1200/1253] lr: 3.000e-04, eta: 3:30:15, time: 0.800, data_time: 0.007, memory: 4947, top1_acc: 0.7047, top5_acc: 0.8841, loss_cls: 1.1974, loss: 1.1974, grad_norm: 5.4382 2020-08-15 11:07:12,306 - mmaction - INFO - Epoch [94][1220/1253] lr: 3.000e-04, eta: 3:29:40, time: 0.756, data_time: 0.004, memory: 4947, top1_acc: 0.7016, top5_acc: 0.8820, loss_cls: 1.2124, loss: 1.2124, grad_norm: 5.4614 2020-08-15 11:07:25,884 - mmaction - INFO - Epoch [94][1240/1253] lr: 3.000e-04, eta: 3:29:05, time: 0.683, data_time: 0.009, memory: 4947, top1_acc: 0.7023, top5_acc: 0.8753, loss_cls: 1.2001, loss: 1.2001, grad_norm: 5.3694 2020-08-15 11:07:35,444 - mmaction - INFO - Saving checkpoint at 94 epochs 2020-08-15 11:15:19,009 - mmaction - INFO - Epoch [95][20/1253] lr: 3.000e-04, eta: 3:28:36, time: 23.139, data_time: 0.474, memory: 4947, top1_acc: 0.7115, top5_acc: 0.8784, loss_cls: 1.1878, loss: 1.1878, grad_norm: 5.3710 2020-08-15 11:15:31,305 - mmaction - INFO - Epoch [95][40/1253] lr: 3.000e-04, eta: 3:28:02, time: 0.617, data_time: 0.007, memory: 4947, top1_acc: 0.7156, top5_acc: 0.8810, loss_cls: 1.1921, loss: 1.1921, grad_norm: 5.3092 2020-08-15 11:15:43,721 - mmaction - INFO - Epoch [95][60/1253] lr: 3.000e-04, eta: 3:27:27, time: 0.619, data_time: 0.006, memory: 4947, top1_acc: 0.7109, top5_acc: 0.8802, loss_cls: 1.1963, loss: 1.1963, grad_norm: 5.3152 2020-08-15 11:15:56,110 - mmaction - INFO - Epoch [95][80/1253] lr: 3.000e-04, eta: 3:26:52, time: 0.621, data_time: 0.005, memory: 4947, top1_acc: 0.7159, top5_acc: 0.8810, loss_cls: 1.1793, loss: 1.1793, grad_norm: 5.3695 2020-08-15 11:16:08,787 - mmaction - INFO - Epoch [95][100/1253] lr: 3.000e-04, eta: 3:26:18, time: 0.632, data_time: 0.008, memory: 4947, top1_acc: 0.7029, top5_acc: 0.8737, loss_cls: 1.2074, loss: 1.2074, grad_norm: 5.4126 2020-08-15 11:16:22,358 - mmaction - INFO - Epoch [95][120/1253] lr: 3.000e-04, eta: 3:25:43, time: 0.678, data_time: 0.006, memory: 4947, top1_acc: 0.7148, top5_acc: 0.8885, loss_cls: 1.1678, loss: 1.1678, grad_norm: 5.4493 2020-08-15 11:16:34,846 - mmaction - INFO - Epoch [95][140/1253] lr: 3.000e-04, eta: 3:25:08, time: 0.624, data_time: 0.008, memory: 4947, top1_acc: 0.7247, top5_acc: 0.8930, loss_cls: 1.1232, loss: 1.1232, grad_norm: 5.3767 2020-08-15 11:16:48,303 - mmaction - INFO - Epoch [95][160/1253] lr: 3.000e-04, eta: 3:24:34, time: 0.675, data_time: 0.008, memory: 4947, top1_acc: 0.7156, top5_acc: 0.8833, loss_cls: 1.1553, loss: 1.1553, grad_norm: 5.3005 2020-08-15 11:17:02,058 - mmaction - INFO - Epoch [95][180/1253] lr: 3.000e-04, eta: 3:23:59, time: 0.685, data_time: 0.009, memory: 4947, top1_acc: 0.7076, top5_acc: 0.8768, loss_cls: 1.1905, loss: 1.1905, grad_norm: 5.3617 2020-08-15 11:17:14,924 - mmaction - INFO - Epoch [95][200/1253] lr: 3.000e-04, eta: 3:23:25, time: 0.647, data_time: 0.007, memory: 4947, top1_acc: 0.7229, top5_acc: 0.8924, loss_cls: 1.1248, loss: 1.1248, grad_norm: 5.1976 2020-08-15 11:17:30,155 - mmaction - INFO - Epoch [95][220/1253] lr: 3.000e-04, eta: 3:22:50, time: 0.760, data_time: 0.008, memory: 4947, top1_acc: 0.7237, top5_acc: 0.8828, loss_cls: 1.1510, loss: 1.1510, grad_norm: 5.3018 2020-08-15 11:17:44,102 - mmaction - INFO - Epoch [95][240/1253] lr: 3.000e-04, eta: 3:22:15, time: 0.699, data_time: 0.007, memory: 4947, top1_acc: 0.7182, top5_acc: 0.8862, loss_cls: 1.1408, loss: 1.1408, grad_norm: 5.2744 2020-08-15 11:17:58,590 - mmaction - INFO - Epoch [95][260/1253] lr: 3.000e-04, eta: 3:21:41, time: 0.722, data_time: 0.006, memory: 4947, top1_acc: 0.7128, top5_acc: 0.8768, loss_cls: 1.1713, loss: 1.1713, grad_norm: 5.3219 2020-08-15 11:18:12,792 - mmaction - INFO - Epoch [95][280/1253] lr: 3.000e-04, eta: 3:21:06, time: 0.712, data_time: 0.007, memory: 4947, top1_acc: 0.7068, top5_acc: 0.8875, loss_cls: 1.1618, loss: 1.1618, grad_norm: 5.4410 2020-08-15 11:18:26,494 - mmaction - INFO - Epoch [95][300/1253] lr: 3.000e-04, eta: 3:20:32, time: 0.687, data_time: 0.004, memory: 4947, top1_acc: 0.7169, top5_acc: 0.8852, loss_cls: 1.1629, loss: 1.1629, grad_norm: 5.3187 2020-08-15 11:18:42,773 - mmaction - INFO - Epoch [95][320/1253] lr: 3.000e-04, eta: 3:19:58, time: 0.814, data_time: 0.008, memory: 4947, top1_acc: 0.7148, top5_acc: 0.8870, loss_cls: 1.1780, loss: 1.1780, grad_norm: 5.4609 2020-08-15 11:18:56,186 - mmaction - INFO - Epoch [95][340/1253] lr: 3.000e-04, eta: 3:19:23, time: 0.667, data_time: 0.006, memory: 4947, top1_acc: 0.6935, top5_acc: 0.8768, loss_cls: 1.2308, loss: 1.2308, grad_norm: 5.4230 2020-08-15 11:19:12,153 - mmaction - INFO - Epoch [95][360/1253] lr: 3.000e-04, eta: 3:18:49, time: 0.799, data_time: 0.006, memory: 4947, top1_acc: 0.7104, top5_acc: 0.8883, loss_cls: 1.1575, loss: 1.1575, grad_norm: 5.3869 2020-08-15 11:19:27,001 - mmaction - INFO - Epoch [95][380/1253] lr: 3.000e-04, eta: 3:18:14, time: 0.745, data_time: 0.006, memory: 4947, top1_acc: 0.7253, top5_acc: 0.8904, loss_cls: 1.1236, loss: 1.1236, grad_norm: 5.2958 2020-08-15 11:19:41,268 - mmaction - INFO - Epoch [95][400/1253] lr: 3.000e-04, eta: 3:17:40, time: 0.711, data_time: 0.006, memory: 4947, top1_acc: 0.7169, top5_acc: 0.8826, loss_cls: 1.1669, loss: 1.1669, grad_norm: 5.3459 2020-08-15 11:19:55,151 - mmaction - INFO - Epoch [95][420/1253] lr: 3.000e-04, eta: 3:17:05, time: 0.695, data_time: 0.006, memory: 4947, top1_acc: 0.7135, top5_acc: 0.8865, loss_cls: 1.1638, loss: 1.1638, grad_norm: 5.2576 2020-08-15 11:20:09,671 - mmaction - INFO - Epoch [95][440/1253] lr: 3.000e-04, eta: 3:16:31, time: 0.726, data_time: 0.007, memory: 4947, top1_acc: 0.7224, top5_acc: 0.8901, loss_cls: 1.1332, loss: 1.1332, grad_norm: 5.2902 2020-08-15 11:20:24,937 - mmaction - INFO - Epoch [95][460/1253] lr: 3.000e-04, eta: 3:15:56, time: 0.765, data_time: 0.009, memory: 4947, top1_acc: 0.7148, top5_acc: 0.8760, loss_cls: 1.1815, loss: 1.1815, grad_norm: 5.2930 2020-08-15 11:20:39,419 - mmaction - INFO - Epoch [95][480/1253] lr: 3.000e-04, eta: 3:15:22, time: 0.721, data_time: 0.006, memory: 4947, top1_acc: 0.7120, top5_acc: 0.8854, loss_cls: 1.1604, loss: 1.1604, grad_norm: 5.3083 2020-08-15 11:20:54,597 - mmaction - INFO - Epoch [95][500/1253] lr: 3.000e-04, eta: 3:14:48, time: 0.761, data_time: 0.007, memory: 4947, top1_acc: 0.7130, top5_acc: 0.8906, loss_cls: 1.1557, loss: 1.1557, grad_norm: 5.3068 2020-08-15 11:21:09,169 - mmaction - INFO - Epoch [95][520/1253] lr: 3.000e-04, eta: 3:14:13, time: 0.728, data_time: 0.007, memory: 4947, top1_acc: 0.7042, top5_acc: 0.8833, loss_cls: 1.2123, loss: 1.2123, grad_norm: 5.4929 2020-08-15 11:21:23,600 - mmaction - INFO - Epoch [95][540/1253] lr: 3.000e-04, eta: 3:13:39, time: 0.722, data_time: 0.009, memory: 4947, top1_acc: 0.7174, top5_acc: 0.8867, loss_cls: 1.1486, loss: 1.1486, grad_norm: 5.3769 2020-08-15 11:21:39,471 - mmaction - INFO - Epoch [95][560/1253] lr: 3.000e-04, eta: 3:13:04, time: 0.796, data_time: 0.008, memory: 4947, top1_acc: 0.7091, top5_acc: 0.8810, loss_cls: 1.1860, loss: 1.1860, grad_norm: 5.3655 2020-08-15 11:21:54,048 - mmaction - INFO - Epoch [95][580/1253] lr: 3.000e-04, eta: 3:12:30, time: 0.728, data_time: 0.006, memory: 4947, top1_acc: 0.7167, top5_acc: 0.8839, loss_cls: 1.1583, loss: 1.1583, grad_norm: 5.2767 2020-08-15 11:22:09,921 - mmaction - INFO - Epoch [95][600/1253] lr: 3.000e-04, eta: 3:11:56, time: 0.792, data_time: 0.007, memory: 4947, top1_acc: 0.7081, top5_acc: 0.8818, loss_cls: 1.1834, loss: 1.1834, grad_norm: 5.4380 2020-08-15 11:22:24,226 - mmaction - INFO - Epoch [95][620/1253] lr: 3.000e-04, eta: 3:11:21, time: 0.716, data_time: 0.005, memory: 4947, top1_acc: 0.7117, top5_acc: 0.8891, loss_cls: 1.1768, loss: 1.1768, grad_norm: 5.3614 2020-08-15 11:22:39,727 - mmaction - INFO - Epoch [95][640/1253] lr: 3.000e-04, eta: 3:10:47, time: 0.776, data_time: 0.003, memory: 4947, top1_acc: 0.7154, top5_acc: 0.8794, loss_cls: 1.1793, loss: 1.1793, grad_norm: 5.4314 2020-08-15 11:22:54,738 - mmaction - INFO - Epoch [95][660/1253] lr: 3.000e-04, eta: 3:10:13, time: 0.747, data_time: 0.006, memory: 4947, top1_acc: 0.7258, top5_acc: 0.8922, loss_cls: 1.1242, loss: 1.1242, grad_norm: 5.2683 2020-08-15 11:23:10,035 - mmaction - INFO - Epoch [95][680/1253] lr: 3.000e-04, eta: 3:09:38, time: 0.767, data_time: 0.007, memory: 4947, top1_acc: 0.7148, top5_acc: 0.8872, loss_cls: 1.1457, loss: 1.1457, grad_norm: 5.2904 2020-08-15 11:23:25,464 - mmaction - INFO - Epoch [95][700/1253] lr: 3.000e-04, eta: 3:09:04, time: 0.773, data_time: 0.008, memory: 4947, top1_acc: 0.7081, top5_acc: 0.8844, loss_cls: 1.1697, loss: 1.1697, grad_norm: 5.3938 2020-08-15 11:23:40,933 - mmaction - INFO - Epoch [95][720/1253] lr: 3.000e-04, eta: 3:08:30, time: 0.771, data_time: 0.005, memory: 4947, top1_acc: 0.7141, top5_acc: 0.8875, loss_cls: 1.1510, loss: 1.1510, grad_norm: 5.4388 2020-08-15 11:23:55,137 - mmaction - INFO - Epoch [95][740/1253] lr: 3.000e-04, eta: 3:07:55, time: 0.709, data_time: 0.007, memory: 4947, top1_acc: 0.7138, top5_acc: 0.8818, loss_cls: 1.1639, loss: 1.1639, grad_norm: 5.4061 2020-08-15 11:24:09,808 - mmaction - INFO - Epoch [95][760/1253] lr: 3.000e-04, eta: 3:07:21, time: 0.737, data_time: 0.009, memory: 4947, top1_acc: 0.7013, top5_acc: 0.8797, loss_cls: 1.1971, loss: 1.1971, grad_norm: 5.3921 2020-08-15 11:24:25,377 - mmaction - INFO - Epoch [95][780/1253] lr: 3.000e-04, eta: 3:06:47, time: 0.778, data_time: 0.006, memory: 4947, top1_acc: 0.7122, top5_acc: 0.8833, loss_cls: 1.1700, loss: 1.1700, grad_norm: 5.4315 2020-08-15 11:24:41,203 - mmaction - INFO - Epoch [95][800/1253] lr: 3.000e-04, eta: 3:06:12, time: 0.792, data_time: 0.005, memory: 4947, top1_acc: 0.7049, top5_acc: 0.8786, loss_cls: 1.1845, loss: 1.1845, grad_norm: 5.4930 2020-08-15 11:24:55,469 - mmaction - INFO - Epoch [95][820/1253] lr: 3.000e-04, eta: 3:05:38, time: 0.711, data_time: 0.004, memory: 4947, top1_acc: 0.7052, top5_acc: 0.8779, loss_cls: 1.2049, loss: 1.2049, grad_norm: 5.3330 2020-08-15 11:25:11,023 - mmaction - INFO - Epoch [95][840/1253] lr: 3.000e-04, eta: 3:05:04, time: 0.778, data_time: 0.006, memory: 4947, top1_acc: 0.6987, top5_acc: 0.8711, loss_cls: 1.2556, loss: 1.2556, grad_norm: 5.3993 2020-08-15 11:25:25,815 - mmaction - INFO - Epoch [95][860/1253] lr: 3.000e-04, eta: 3:04:30, time: 0.741, data_time: 0.010, memory: 4947, top1_acc: 0.7091, top5_acc: 0.8888, loss_cls: 1.1736, loss: 1.1736, grad_norm: 5.3324 2020-08-15 11:25:41,741 - mmaction - INFO - Epoch [95][880/1253] lr: 3.000e-04, eta: 3:03:55, time: 0.797, data_time: 0.008, memory: 4947, top1_acc: 0.7096, top5_acc: 0.8805, loss_cls: 1.1882, loss: 1.1882, grad_norm: 5.4066 2020-08-15 11:25:56,408 - mmaction - INFO - Epoch [95][900/1253] lr: 3.000e-04, eta: 3:03:21, time: 0.731, data_time: 0.006, memory: 4947, top1_acc: 0.7049, top5_acc: 0.8849, loss_cls: 1.1877, loss: 1.1877, grad_norm: 5.4236 2020-08-15 11:26:11,549 - mmaction - INFO - Epoch [95][920/1253] lr: 3.000e-04, eta: 3:02:47, time: 0.759, data_time: 0.006, memory: 4947, top1_acc: 0.7203, top5_acc: 0.8857, loss_cls: 1.1607, loss: 1.1607, grad_norm: 5.3546 2020-08-15 11:26:26,692 - mmaction - INFO - Epoch [95][940/1253] lr: 3.000e-04, eta: 3:02:13, time: 0.755, data_time: 0.008, memory: 4947, top1_acc: 0.7130, top5_acc: 0.8818, loss_cls: 1.1759, loss: 1.1759, grad_norm: 5.4819 2020-08-15 11:26:41,241 - mmaction - INFO - Epoch [95][960/1253] lr: 3.000e-04, eta: 3:01:38, time: 0.730, data_time: 0.007, memory: 4947, top1_acc: 0.7156, top5_acc: 0.8867, loss_cls: 1.1675, loss: 1.1675, grad_norm: 5.3375 2020-08-15 11:26:55,776 - mmaction - INFO - Epoch [95][980/1253] lr: 3.000e-04, eta: 3:01:04, time: 0.724, data_time: 0.007, memory: 4947, top1_acc: 0.7047, top5_acc: 0.8766, loss_cls: 1.2094, loss: 1.2094, grad_norm: 5.5051 2020-08-15 11:27:10,545 - mmaction - INFO - Epoch [95][1000/1253] lr: 3.000e-04, eta: 3:00:30, time: 0.740, data_time: 0.007, memory: 4947, top1_acc: 0.7026, top5_acc: 0.8818, loss_cls: 1.1856, loss: 1.1856, grad_norm: 5.5408 2020-08-15 11:27:24,646 - mmaction - INFO - Epoch [95][1020/1253] lr: 3.000e-04, eta: 2:59:55, time: 0.703, data_time: 0.007, memory: 4947, top1_acc: 0.6982, top5_acc: 0.8766, loss_cls: 1.2199, loss: 1.2199, grad_norm: 5.4231 2020-08-15 11:27:39,835 - mmaction - INFO - Epoch [95][1040/1253] lr: 3.000e-04, eta: 2:59:21, time: 0.762, data_time: 0.008, memory: 4947, top1_acc: 0.7060, top5_acc: 0.8917, loss_cls: 1.1678, loss: 1.1678, grad_norm: 5.3825 2020-08-15 11:27:53,806 - mmaction - INFO - Epoch [95][1060/1253] lr: 3.000e-04, eta: 2:58:47, time: 0.699, data_time: 0.005, memory: 4947, top1_acc: 0.7135, top5_acc: 0.8872, loss_cls: 1.1495, loss: 1.1495, grad_norm: 5.2304 2020-08-15 11:28:08,934 - mmaction - INFO - Epoch [95][1080/1253] lr: 3.000e-04, eta: 2:58:13, time: 0.753, data_time: 0.002, memory: 4947, top1_acc: 0.7018, top5_acc: 0.8810, loss_cls: 1.2134, loss: 1.2134, grad_norm: 5.4917 2020-08-15 11:28:24,268 - mmaction - INFO - Epoch [95][1100/1253] lr: 3.000e-04, eta: 2:57:39, time: 0.768, data_time: 0.008, memory: 4947, top1_acc: 0.7195, top5_acc: 0.8964, loss_cls: 1.1133, loss: 1.1133, grad_norm: 5.3688 2020-08-15 11:28:39,011 - mmaction - INFO - Epoch [95][1120/1253] lr: 3.000e-04, eta: 2:57:04, time: 0.737, data_time: 0.005, memory: 4947, top1_acc: 0.7185, top5_acc: 0.8852, loss_cls: 1.1580, loss: 1.1580, grad_norm: 5.3077 2020-08-15 11:28:52,817 - mmaction - INFO - Epoch [95][1140/1253] lr: 3.000e-04, eta: 2:56:30, time: 0.690, data_time: 0.006, memory: 4947, top1_acc: 0.7099, top5_acc: 0.8836, loss_cls: 1.1529, loss: 1.1529, grad_norm: 5.2355 2020-08-15 11:29:08,529 - mmaction - INFO - Epoch [95][1160/1253] lr: 3.000e-04, eta: 2:55:56, time: 0.786, data_time: 0.008, memory: 4947, top1_acc: 0.7031, top5_acc: 0.8750, loss_cls: 1.2103, loss: 1.2103, grad_norm: 5.4656 2020-08-15 11:29:23,393 - mmaction - INFO - Epoch [95][1180/1253] lr: 3.000e-04, eta: 2:55:22, time: 0.745, data_time: 0.003, memory: 4947, top1_acc: 0.7052, top5_acc: 0.8823, loss_cls: 1.1937, loss: 1.1937, grad_norm: 5.3495 2020-08-15 11:29:37,973 - mmaction - INFO - Epoch [95][1200/1253] lr: 3.000e-04, eta: 2:54:48, time: 0.726, data_time: 0.006, memory: 4947, top1_acc: 0.7174, top5_acc: 0.8833, loss_cls: 1.1593, loss: 1.1593, grad_norm: 5.3082 2020-08-15 11:29:53,258 - mmaction - INFO - Epoch [95][1220/1253] lr: 3.000e-04, eta: 2:54:13, time: 0.767, data_time: 0.007, memory: 4947, top1_acc: 0.7182, top5_acc: 0.8841, loss_cls: 1.1679, loss: 1.1679, grad_norm: 5.4871 2020-08-15 11:30:08,226 - mmaction - INFO - Epoch [95][1240/1253] lr: 3.000e-04, eta: 2:53:39, time: 0.749, data_time: 0.007, memory: 4947, top1_acc: 0.7065, top5_acc: 0.8727, loss_cls: 1.2231, loss: 1.2231, grad_norm: 5.4405 2020-08-15 11:30:16,989 - mmaction - INFO - Saving checkpoint at 95 epochs 2020-08-15 11:34:09,785 - mmaction - INFO - Epoch [96][20/1253] lr: 3.000e-04, eta: 2:52:54, time: 11.595, data_time: 10.951, memory: 4947, top1_acc: 0.7047, top5_acc: 0.8766, loss_cls: 1.1969, loss: 1.1969, grad_norm: 5.4527 2020-08-15 11:34:22,233 - mmaction - INFO - Epoch [96][40/1253] lr: 3.000e-04, eta: 2:52:20, time: 0.627, data_time: 0.008, memory: 4947, top1_acc: 0.7138, top5_acc: 0.8846, loss_cls: 1.1621, loss: 1.1621, grad_norm: 5.4020 2020-08-15 11:39:32,640 - mmaction - INFO - Epoch [96][60/1253] lr: 3.000e-04, eta: 2:52:01, time: 15.517, data_time: 0.015, memory: 4947, top1_acc: 0.7216, top5_acc: 0.8911, loss_cls: 1.1406, loss: 1.1406, grad_norm: 5.2788 2020-08-15 11:39:44,892 - mmaction - INFO - Epoch [96][80/1253] lr: 3.000e-04, eta: 2:51:26, time: 0.617, data_time: 0.008, memory: 4947, top1_acc: 0.7070, top5_acc: 0.8781, loss_cls: 1.1924, loss: 1.1924, grad_norm: 5.4788 2020-08-15 11:39:57,358 - mmaction - INFO - Epoch [96][100/1253] lr: 3.000e-04, eta: 2:50:52, time: 0.620, data_time: 0.006, memory: 4947, top1_acc: 0.7156, top5_acc: 0.8815, loss_cls: 1.1875, loss: 1.1875, grad_norm: 5.4005 2020-08-15 11:40:09,746 - mmaction - INFO - Epoch [96][120/1253] lr: 3.000e-04, eta: 2:50:18, time: 0.622, data_time: 0.007, memory: 4947, top1_acc: 0.7227, top5_acc: 0.8906, loss_cls: 1.1285, loss: 1.1285, grad_norm: 5.3041 2020-08-15 11:40:22,191 - mmaction - INFO - Epoch [96][140/1253] lr: 3.000e-04, eta: 2:49:43, time: 0.620, data_time: 0.008, memory: 4947, top1_acc: 0.7034, top5_acc: 0.8792, loss_cls: 1.2049, loss: 1.2049, grad_norm: 5.3907 2020-08-15 11:40:35,264 - mmaction - INFO - Epoch [96][160/1253] lr: 3.000e-04, eta: 2:49:09, time: 0.658, data_time: 0.007, memory: 4947, top1_acc: 0.7151, top5_acc: 0.8862, loss_cls: 1.1503, loss: 1.1503, grad_norm: 5.3956 2020-08-15 11:40:48,899 - mmaction - INFO - Epoch [96][180/1253] lr: 3.000e-04, eta: 2:48:35, time: 0.679, data_time: 0.005, memory: 4947, top1_acc: 0.7198, top5_acc: 0.8826, loss_cls: 1.1672, loss: 1.1672, grad_norm: 5.4847 2020-08-15 11:41:03,138 - mmaction - INFO - Epoch [96][200/1253] lr: 3.000e-04, eta: 2:48:01, time: 0.713, data_time: 0.009, memory: 4947, top1_acc: 0.7122, top5_acc: 0.8909, loss_cls: 1.1631, loss: 1.1631, grad_norm: 5.3782 2020-08-15 11:41:16,999 - mmaction - INFO - Epoch [96][220/1253] lr: 3.000e-04, eta: 2:47:26, time: 0.691, data_time: 0.006, memory: 4947, top1_acc: 0.7107, top5_acc: 0.8773, loss_cls: 1.1802, loss: 1.1802, grad_norm: 5.4208 2020-08-15 11:41:31,033 - mmaction - INFO - Epoch [96][240/1253] lr: 3.000e-04, eta: 2:46:52, time: 0.705, data_time: 0.007, memory: 4947, top1_acc: 0.7174, top5_acc: 0.8878, loss_cls: 1.1540, loss: 1.1540, grad_norm: 5.2931 2020-08-15 11:41:44,909 - mmaction - INFO - Epoch [96][260/1253] lr: 3.000e-04, eta: 2:46:18, time: 0.693, data_time: 0.008, memory: 4947, top1_acc: 0.7130, top5_acc: 0.8878, loss_cls: 1.1582, loss: 1.1582, grad_norm: 5.3576 2020-08-15 11:41:59,265 - mmaction - INFO - Epoch [96][280/1253] lr: 3.000e-04, eta: 2:45:44, time: 0.718, data_time: 0.008, memory: 4947, top1_acc: 0.7195, top5_acc: 0.8867, loss_cls: 1.1572, loss: 1.1572, grad_norm: 5.2635 2020-08-15 11:42:12,855 - mmaction - INFO - Epoch [96][300/1253] lr: 3.000e-04, eta: 2:45:10, time: 0.681, data_time: 0.005, memory: 4947, top1_acc: 0.7167, top5_acc: 0.8841, loss_cls: 1.1728, loss: 1.1728, grad_norm: 5.3526 2020-08-15 11:42:28,384 - mmaction - INFO - Epoch [96][320/1253] lr: 3.000e-04, eta: 2:44:35, time: 0.776, data_time: 0.008, memory: 4947, top1_acc: 0.7164, top5_acc: 0.8893, loss_cls: 1.1398, loss: 1.1398, grad_norm: 5.3279 2020-08-15 11:42:42,951 - mmaction - INFO - Epoch [96][340/1253] lr: 3.000e-04, eta: 2:44:01, time: 0.728, data_time: 0.002, memory: 4947, top1_acc: 0.7016, top5_acc: 0.8805, loss_cls: 1.1967, loss: 1.1967, grad_norm: 5.4945 2020-08-15 11:42:58,899 - mmaction - INFO - Epoch [96][360/1253] lr: 3.000e-04, eta: 2:43:27, time: 0.798, data_time: 0.002, memory: 4947, top1_acc: 0.7000, top5_acc: 0.8805, loss_cls: 1.2019, loss: 1.2019, grad_norm: 5.4459 2020-08-15 11:43:13,521 - mmaction - INFO - Epoch [96][380/1253] lr: 3.000e-04, eta: 2:42:53, time: 0.729, data_time: 0.009, memory: 4947, top1_acc: 0.7109, top5_acc: 0.8823, loss_cls: 1.1730, loss: 1.1730, grad_norm: 5.3658 2020-08-15 11:43:27,286 - mmaction - INFO - Epoch [96][400/1253] lr: 3.000e-04, eta: 2:42:19, time: 0.691, data_time: 0.005, memory: 4947, top1_acc: 0.7057, top5_acc: 0.8779, loss_cls: 1.1996, loss: 1.1996, grad_norm: 5.3864 2020-08-15 11:43:43,150 - mmaction - INFO - Epoch [96][420/1253] lr: 3.000e-04, eta: 2:41:45, time: 0.790, data_time: 0.005, memory: 4947, top1_acc: 0.7081, top5_acc: 0.8758, loss_cls: 1.2171, loss: 1.2171, grad_norm: 5.5167 2020-08-15 11:45:17,507 - mmaction - INFO - Epoch [96][440/1253] lr: 3.000e-04, eta: 2:41:15, time: 4.720, data_time: 0.007, memory: 4947, top1_acc: 0.7164, top5_acc: 0.8937, loss_cls: 1.1384, loss: 1.1384, grad_norm: 5.3151 2020-08-15 11:51:42,845 - mmaction - INFO - Epoch [96][460/1253] lr: 3.000e-04, eta: 2:40:59, time: 19.263, data_time: 9.249, memory: 4947, top1_acc: 0.7211, top5_acc: 0.8880, loss_cls: 1.1386, loss: 1.1386, grad_norm: 5.3368 2020-08-15 11:51:55,098 - mmaction - INFO - Epoch [96][480/1253] lr: 3.000e-04, eta: 2:40:24, time: 0.615, data_time: 0.007, memory: 4947, top1_acc: 0.7130, top5_acc: 0.8784, loss_cls: 1.1747, loss: 1.1747, grad_norm: 5.3715 2020-08-15 11:52:07,474 - mmaction - INFO - Epoch [96][500/1253] lr: 3.000e-04, eta: 2:39:50, time: 0.618, data_time: 0.008, memory: 4947, top1_acc: 0.7042, top5_acc: 0.8677, loss_cls: 1.2426, loss: 1.2426, grad_norm: 5.4491 2020-08-15 11:52:19,974 - mmaction - INFO - Epoch [96][520/1253] lr: 3.000e-04, eta: 2:39:16, time: 0.625, data_time: 0.009, memory: 4947, top1_acc: 0.7083, top5_acc: 0.8849, loss_cls: 1.1849, loss: 1.1849, grad_norm: 5.3807 2020-08-15 11:52:32,867 - mmaction - INFO - Epoch [96][540/1253] lr: 3.000e-04, eta: 2:38:41, time: 0.646, data_time: 0.007, memory: 4947, top1_acc: 0.7107, top5_acc: 0.8885, loss_cls: 1.1674, loss: 1.1674, grad_norm: 5.3746 2020-08-15 12:09:50,294 - mmaction - INFO - Epoch [96][560/1253] lr: 3.000e-04, eta: 2:38:56, time: 51.868, data_time: 0.003, memory: 4947, top1_acc: 0.7070, top5_acc: 0.8841, loss_cls: 1.2062, loss: 1.2062, grad_norm: 5.5403 2020-08-15 12:10:02,712 - mmaction - INFO - Epoch [96][580/1253] lr: 3.000e-04, eta: 2:38:22, time: 0.620, data_time: 0.015, memory: 4947, top1_acc: 0.7068, top5_acc: 0.8750, loss_cls: 1.2276, loss: 1.2276, grad_norm: 5.3832 2020-08-15 12:10:14,936 - mmaction - INFO - Epoch [96][600/1253] lr: 3.000e-04, eta: 2:37:47, time: 0.614, data_time: 0.006, memory: 4947, top1_acc: 0.7068, top5_acc: 0.8813, loss_cls: 1.1989, loss: 1.1989, grad_norm: 5.5099 2020-08-15 12:10:27,440 - mmaction - INFO - Epoch [96][620/1253] lr: 3.000e-04, eta: 2:37:13, time: 0.624, data_time: 0.008, memory: 4947, top1_acc: 0.7094, top5_acc: 0.8844, loss_cls: 1.1862, loss: 1.1862, grad_norm: 5.3861 2020-08-15 12:10:39,755 - mmaction - INFO - Epoch [96][640/1253] lr: 3.000e-04, eta: 2:36:38, time: 0.618, data_time: 0.007, memory: 4947, top1_acc: 0.7107, top5_acc: 0.8794, loss_cls: 1.1946, loss: 1.1946, grad_norm: 5.4348 2020-08-15 12:10:52,565 - mmaction - INFO - Epoch [96][660/1253] lr: 3.000e-04, eta: 2:36:04, time: 0.638, data_time: 0.005, memory: 4947, top1_acc: 0.7138, top5_acc: 0.8878, loss_cls: 1.1614, loss: 1.1614, grad_norm: 5.3483 2020-08-15 12:11:04,892 - mmaction - INFO - Epoch [96][680/1253] lr: 3.000e-04, eta: 2:35:30, time: 0.618, data_time: 0.006, memory: 4947, top1_acc: 0.7081, top5_acc: 0.8820, loss_cls: 1.1925, loss: 1.1925, grad_norm: 5.3278 2020-08-15 12:11:18,412 - mmaction - INFO - Epoch [96][700/1253] lr: 3.000e-04, eta: 2:34:55, time: 0.676, data_time: 0.006, memory: 4947, top1_acc: 0.7065, top5_acc: 0.8786, loss_cls: 1.2213, loss: 1.2213, grad_norm: 5.4019 2020-08-15 12:11:32,754 - mmaction - INFO - Epoch [96][720/1253] lr: 3.000e-04, eta: 2:34:21, time: 0.714, data_time: 0.002, memory: 4947, top1_acc: 0.7135, top5_acc: 0.8867, loss_cls: 1.1738, loss: 1.1738, grad_norm: 5.3966 2020-08-15 12:11:47,785 - mmaction - INFO - Epoch [96][740/1253] lr: 3.000e-04, eta: 2:33:47, time: 0.751, data_time: 0.008, memory: 4947, top1_acc: 0.7128, top5_acc: 0.8815, loss_cls: 1.1650, loss: 1.1650, grad_norm: 5.3592 2020-08-15 12:12:01,380 - mmaction - INFO - Epoch [96][760/1253] lr: 3.000e-04, eta: 2:33:12, time: 0.679, data_time: 0.010, memory: 4947, top1_acc: 0.6997, top5_acc: 0.8737, loss_cls: 1.2404, loss: 1.2404, grad_norm: 5.4541 2020-08-15 12:12:16,718 - mmaction - INFO - Epoch [96][780/1253] lr: 3.000e-04, eta: 2:32:38, time: 0.770, data_time: 0.010, memory: 4947, top1_acc: 0.7247, top5_acc: 0.8924, loss_cls: 1.1247, loss: 1.1247, grad_norm: 5.2310 2020-08-15 12:12:30,349 - mmaction - INFO - Epoch [96][800/1253] lr: 3.000e-04, eta: 2:32:04, time: 0.679, data_time: 0.005, memory: 4947, top1_acc: 0.7029, top5_acc: 0.8836, loss_cls: 1.1989, loss: 1.1989, grad_norm: 5.3762 2020-08-15 12:12:45,800 - mmaction - INFO - Epoch [96][820/1253] lr: 3.000e-04, eta: 2:31:30, time: 0.774, data_time: 0.007, memory: 4947, top1_acc: 0.7052, top5_acc: 0.8831, loss_cls: 1.2009, loss: 1.2009, grad_norm: 5.5038 2020-08-15 12:13:00,238 - mmaction - INFO - Epoch [96][840/1253] lr: 3.000e-04, eta: 2:30:55, time: 0.720, data_time: 0.006, memory: 4947, top1_acc: 0.7143, top5_acc: 0.8833, loss_cls: 1.1725, loss: 1.1725, grad_norm: 5.3097 2020-08-15 12:13:14,388 - mmaction - INFO - Epoch [96][860/1253] lr: 3.000e-04, eta: 2:30:21, time: 0.711, data_time: 0.009, memory: 4947, top1_acc: 0.7130, top5_acc: 0.8880, loss_cls: 1.1401, loss: 1.1401, grad_norm: 5.3387 2020-08-15 12:13:29,476 - mmaction - INFO - Epoch [96][880/1253] lr: 3.000e-04, eta: 2:29:47, time: 0.750, data_time: 0.006, memory: 4947, top1_acc: 0.7078, top5_acc: 0.8833, loss_cls: 1.1541, loss: 1.1541, grad_norm: 5.3994 2020-08-15 12:13:44,191 - mmaction - INFO - Epoch [96][900/1253] lr: 3.000e-04, eta: 2:29:13, time: 0.741, data_time: 0.008, memory: 4947, top1_acc: 0.7102, top5_acc: 0.8911, loss_cls: 1.1535, loss: 1.1535, grad_norm: 5.4005 2020-08-15 12:13:57,745 - mmaction - INFO - Epoch [96][920/1253] lr: 3.000e-04, eta: 2:28:38, time: 0.674, data_time: 0.004, memory: 4947, top1_acc: 0.7219, top5_acc: 0.8919, loss_cls: 1.1361, loss: 1.1361, grad_norm: 5.3341 2020-08-15 12:14:12,300 - mmaction - INFO - Epoch [96][940/1253] lr: 3.000e-04, eta: 2:28:04, time: 0.731, data_time: 0.006, memory: 4947, top1_acc: 0.7125, top5_acc: 0.8867, loss_cls: 1.1508, loss: 1.1508, grad_norm: 5.2623 2020-08-15 12:25:17,502 - mmaction - INFO - Epoch [96][960/1253] lr: 3.000e-04, eta: 2:27:59, time: 33.261, data_time: 8.756, memory: 4947, top1_acc: 0.7057, top5_acc: 0.8852, loss_cls: 1.1763, loss: 1.1763, grad_norm: 5.3953 2020-08-15 12:33:04,077 - mmaction - INFO - Epoch [96][980/1253] lr: 3.000e-04, eta: 2:27:44, time: 23.326, data_time: 0.062, memory: 4947, top1_acc: 0.7229, top5_acc: 0.8865, loss_cls: 1.1402, loss: 1.1402, grad_norm: 5.2823 2020-08-15 12:33:16,381 - mmaction - INFO - Epoch [96][1000/1253] lr: 3.000e-04, eta: 2:27:10, time: 0.617, data_time: 0.007, memory: 4947, top1_acc: 0.7214, top5_acc: 0.8810, loss_cls: 1.1611, loss: 1.1611, grad_norm: 5.3036 2020-08-15 12:33:28,633 - mmaction - INFO - Epoch [96][1020/1253] lr: 3.000e-04, eta: 2:26:35, time: 0.613, data_time: 0.006, memory: 4947, top1_acc: 0.7029, top5_acc: 0.8677, loss_cls: 1.2215, loss: 1.2215, grad_norm: 5.4617 2020-08-15 12:39:12,573 - mmaction - INFO - Epoch [96][1040/1253] lr: 3.000e-04, eta: 2:26:15, time: 17.199, data_time: 0.008, memory: 4947, top1_acc: 0.7276, top5_acc: 0.8849, loss_cls: 1.1408, loss: 1.1408, grad_norm: 5.2637 2020-08-15 12:45:08,780 - mmaction - INFO - Epoch [96][1060/1253] lr: 3.000e-04, eta: 2:25:56, time: 17.810, data_time: 0.002, memory: 4947, top1_acc: 0.7076, top5_acc: 0.8880, loss_cls: 1.1830, loss: 1.1830, grad_norm: 5.4351 2020-08-15 12:45:21,173 - mmaction - INFO - Epoch [96][1080/1253] lr: 3.000e-04, eta: 2:25:21, time: 0.619, data_time: 0.002, memory: 4947, top1_acc: 0.7065, top5_acc: 0.8828, loss_cls: 1.1911, loss: 1.1911, grad_norm: 5.4234 2020-08-15 12:58:47,125 - mmaction - INFO - Epoch [96][1100/1253] lr: 3.000e-04, eta: 2:25:21, time: 40.297, data_time: 16.091, memory: 4947, top1_acc: 0.7221, top5_acc: 0.8865, loss_cls: 1.1508, loss: 1.1508, grad_norm: 5.3331 2020-08-15 13:16:51,748 - mmaction - INFO - Epoch [96][1120/1253] lr: 3.000e-04, eta: 2:25:32, time: 54.225, data_time: 0.004, memory: 4947, top1_acc: 0.7036, top5_acc: 0.8760, loss_cls: 1.2088, loss: 1.2088, grad_norm: 5.4998 2020-08-15 13:17:04,076 - mmaction - INFO - Epoch [96][1140/1253] lr: 3.000e-04, eta: 2:24:57, time: 0.625, data_time: 0.021, memory: 4947, top1_acc: 0.7042, top5_acc: 0.8784, loss_cls: 1.2003, loss: 1.2003, grad_norm: 5.4052 2020-08-15 13:17:16,316 - mmaction - INFO - Epoch [96][1160/1253] lr: 3.000e-04, eta: 2:24:22, time: 0.611, data_time: 0.007, memory: 4947, top1_acc: 0.7187, top5_acc: 0.8828, loss_cls: 1.1659, loss: 1.1659, grad_norm: 5.3554 2020-08-15 13:17:28,562 - mmaction - INFO - Epoch [96][1180/1253] lr: 3.000e-04, eta: 2:23:47, time: 0.613, data_time: 0.004, memory: 4947, top1_acc: 0.7031, top5_acc: 0.8844, loss_cls: 1.1967, loss: 1.1967, grad_norm: 5.4957 2020-08-15 13:17:40,979 - mmaction - INFO - Epoch [96][1200/1253] lr: 3.000e-04, eta: 2:23:13, time: 0.619, data_time: 0.005, memory: 4947, top1_acc: 0.7128, top5_acc: 0.8875, loss_cls: 1.1638, loss: 1.1638, grad_norm: 5.4880 2020-08-15 13:17:54,011 - mmaction - INFO - Epoch [96][1220/1253] lr: 3.000e-04, eta: 2:22:38, time: 0.652, data_time: 0.009, memory: 4947, top1_acc: 0.7138, top5_acc: 0.8799, loss_cls: 1.1977, loss: 1.1977, grad_norm: 5.4537 2020-08-15 13:18:07,523 - mmaction - INFO - Epoch [96][1240/1253] lr: 3.000e-04, eta: 2:22:03, time: 0.676, data_time: 0.007, memory: 4947, top1_acc: 0.7148, top5_acc: 0.8841, loss_cls: 1.1583, loss: 1.1583, grad_norm: 5.2960 2020-08-15 13:18:15,573 - mmaction - INFO - Saving checkpoint at 96 epochs 2020-08-15 13:22:52,234 - mmaction - INFO - Epoch [97][20/1253] lr: 3.000e-04, eta: 2:21:16, time: 13.795, data_time: 0.589, memory: 4947, top1_acc: 0.7049, top5_acc: 0.8846, loss_cls: 1.1925, loss: 1.1925, grad_norm: 5.3453 2020-08-15 13:23:04,617 - mmaction - INFO - Epoch [97][40/1253] lr: 3.000e-04, eta: 2:20:41, time: 0.623, data_time: 0.008, memory: 4947, top1_acc: 0.7177, top5_acc: 0.8898, loss_cls: 1.1490, loss: 1.1490, grad_norm: 5.3237 2020-08-15 13:23:16,860 - mmaction - INFO - Epoch [97][60/1253] lr: 3.000e-04, eta: 2:20:07, time: 0.613, data_time: 0.007, memory: 4947, top1_acc: 0.7159, top5_acc: 0.8846, loss_cls: 1.1573, loss: 1.1573, grad_norm: 5.2596 2020-08-15 13:23:29,159 - mmaction - INFO - Epoch [97][80/1253] lr: 3.000e-04, eta: 2:19:32, time: 0.614, data_time: 0.008, memory: 4947, top1_acc: 0.7070, top5_acc: 0.8883, loss_cls: 1.1668, loss: 1.1668, grad_norm: 5.4401 2020-08-15 13:23:41,487 - mmaction - INFO - Epoch [97][100/1253] lr: 3.000e-04, eta: 2:18:57, time: 0.618, data_time: 0.006, memory: 4947, top1_acc: 0.7042, top5_acc: 0.8857, loss_cls: 1.1851, loss: 1.1851, grad_norm: 5.5154 2020-08-15 13:23:53,936 - mmaction - INFO - Epoch [97][120/1253] lr: 3.000e-04, eta: 2:18:22, time: 0.620, data_time: 0.007, memory: 4947, top1_acc: 0.7227, top5_acc: 0.8927, loss_cls: 1.1299, loss: 1.1299, grad_norm: 5.3341 2020-08-15 13:24:06,291 - mmaction - INFO - Epoch [97][140/1253] lr: 3.000e-04, eta: 2:17:47, time: 0.618, data_time: 0.005, memory: 4947, top1_acc: 0.7195, top5_acc: 0.8789, loss_cls: 1.1728, loss: 1.1728, grad_norm: 5.3875 2020-08-15 13:24:19,977 - mmaction - INFO - Epoch [97][160/1253] lr: 3.000e-04, eta: 2:17:12, time: 0.683, data_time: 0.009, memory: 4947, top1_acc: 0.7070, top5_acc: 0.8745, loss_cls: 1.2053, loss: 1.2053, grad_norm: 5.4224 2020-08-15 13:24:33,132 - mmaction - INFO - Epoch [97][180/1253] lr: 3.000e-04, eta: 2:16:38, time: 0.659, data_time: 0.010, memory: 4947, top1_acc: 0.7055, top5_acc: 0.8839, loss_cls: 1.1936, loss: 1.1936, grad_norm: 5.3919 2020-08-15 13:24:46,593 - mmaction - INFO - Epoch [97][200/1253] lr: 3.000e-04, eta: 2:16:03, time: 0.672, data_time: 0.009, memory: 4947, top1_acc: 0.7112, top5_acc: 0.8859, loss_cls: 1.1546, loss: 1.1546, grad_norm: 5.3660 2020-08-15 13:25:00,677 - mmaction - INFO - Epoch [97][220/1253] lr: 3.000e-04, eta: 2:15:28, time: 0.706, data_time: 0.007, memory: 4947, top1_acc: 0.7104, top5_acc: 0.8823, loss_cls: 1.1803, loss: 1.1803, grad_norm: 5.4723 2020-08-15 13:25:14,608 - mmaction - INFO - Epoch [97][240/1253] lr: 3.000e-04, eta: 2:14:53, time: 0.695, data_time: 0.007, memory: 4947, top1_acc: 0.7128, top5_acc: 0.8891, loss_cls: 1.1918, loss: 1.1918, grad_norm: 5.4489 2020-08-15 13:25:30,077 - mmaction - INFO - Epoch [97][260/1253] lr: 3.000e-04, eta: 2:14:19, time: 0.775, data_time: 0.007, memory: 4947, top1_acc: 0.7125, top5_acc: 0.8919, loss_cls: 1.1491, loss: 1.1491, grad_norm: 5.3005 2020-08-15 13:25:44,192 - mmaction - INFO - Epoch [97][280/1253] lr: 3.000e-04, eta: 2:13:44, time: 0.702, data_time: 0.008, memory: 4947, top1_acc: 0.7107, top5_acc: 0.8836, loss_cls: 1.1573, loss: 1.1573, grad_norm: 5.3934 2020-08-15 13:25:59,530 - mmaction - INFO - Epoch [97][300/1253] lr: 3.000e-04, eta: 2:13:09, time: 0.769, data_time: 0.007, memory: 4947, top1_acc: 0.7018, top5_acc: 0.8773, loss_cls: 1.2191, loss: 1.2191, grad_norm: 5.6067 2020-08-15 13:26:14,412 - mmaction - INFO - Epoch [97][320/1253] lr: 3.000e-04, eta: 2:12:35, time: 0.743, data_time: 0.007, memory: 4947, top1_acc: 0.7138, top5_acc: 0.8922, loss_cls: 1.1279, loss: 1.1279, grad_norm: 5.3937 2020-08-15 13:26:27,543 - mmaction - INFO - Epoch [97][340/1253] lr: 3.000e-04, eta: 2:12:00, time: 0.659, data_time: 0.007, memory: 4947, top1_acc: 0.7109, top5_acc: 0.8836, loss_cls: 1.1930, loss: 1.1930, grad_norm: 5.6183 2020-08-15 13:26:42,508 - mmaction - INFO - Epoch [97][360/1253] lr: 3.000e-04, eta: 2:11:25, time: 0.750, data_time: 0.007, memory: 4947, top1_acc: 0.6979, top5_acc: 0.8758, loss_cls: 1.2463, loss: 1.2463, grad_norm: 5.4670 2020-08-15 13:26:57,033 - mmaction - INFO - Epoch [97][380/1253] lr: 3.000e-04, eta: 2:10:51, time: 0.727, data_time: 0.002, memory: 4947, top1_acc: 0.7057, top5_acc: 0.8823, loss_cls: 1.1981, loss: 1.1981, grad_norm: 5.4253 2020-08-15 13:27:12,242 - mmaction - INFO - Epoch [97][400/1253] lr: 3.000e-04, eta: 2:10:16, time: 0.757, data_time: 0.005, memory: 4947, top1_acc: 0.7018, top5_acc: 0.8839, loss_cls: 1.1912, loss: 1.1912, grad_norm: 5.5995 2020-08-15 13:27:27,318 - mmaction - INFO - Epoch [97][420/1253] lr: 3.000e-04, eta: 2:09:42, time: 0.755, data_time: 0.008, memory: 4947, top1_acc: 0.7023, top5_acc: 0.8766, loss_cls: 1.1944, loss: 1.1944, grad_norm: 5.4082 2020-08-15 13:27:42,904 - mmaction - INFO - Epoch [97][440/1253] lr: 3.000e-04, eta: 2:09:07, time: 0.781, data_time: 0.007, memory: 4947, top1_acc: 0.7156, top5_acc: 0.8797, loss_cls: 1.1660, loss: 1.1660, grad_norm: 5.3920 2020-08-15 13:27:58,227 - mmaction - INFO - Epoch [97][460/1253] lr: 3.000e-04, eta: 2:08:32, time: 0.764, data_time: 0.002, memory: 4947, top1_acc: 0.7115, top5_acc: 0.8794, loss_cls: 1.1864, loss: 1.1864, grad_norm: 5.3971 2020-08-15 13:28:12,654 - mmaction - INFO - Epoch [97][480/1253] lr: 3.000e-04, eta: 2:07:58, time: 0.723, data_time: 0.007, memory: 4947, top1_acc: 0.7146, top5_acc: 0.8813, loss_cls: 1.1697, loss: 1.1697, grad_norm: 5.4607 2020-08-15 13:28:27,247 - mmaction - INFO - Epoch [97][500/1253] lr: 3.000e-04, eta: 2:07:23, time: 0.727, data_time: 0.008, memory: 4947, top1_acc: 0.7214, top5_acc: 0.8891, loss_cls: 1.1498, loss: 1.1498, grad_norm: 5.3405 2020-08-15 13:28:42,446 - mmaction - INFO - Epoch [97][520/1253] lr: 3.000e-04, eta: 2:06:49, time: 0.762, data_time: 0.008, memory: 4947, top1_acc: 0.7099, top5_acc: 0.8760, loss_cls: 1.2161, loss: 1.2161, grad_norm: 5.4879 2020-08-15 13:28:57,200 - mmaction - INFO - Epoch [97][540/1253] lr: 3.000e-04, eta: 2:06:14, time: 0.738, data_time: 0.008, memory: 4947, top1_acc: 0.7094, top5_acc: 0.8784, loss_cls: 1.1674, loss: 1.1674, grad_norm: 5.3418 2020-08-15 13:29:12,633 - mmaction - INFO - Epoch [97][560/1253] lr: 3.000e-04, eta: 2:05:39, time: 0.770, data_time: 0.007, memory: 4947, top1_acc: 0.7063, top5_acc: 0.8828, loss_cls: 1.1875, loss: 1.1875, grad_norm: 5.5380 2020-08-15 13:29:27,514 - mmaction - INFO - Epoch [97][580/1253] lr: 3.000e-04, eta: 2:05:05, time: 0.745, data_time: 0.005, memory: 4947, top1_acc: 0.7148, top5_acc: 0.8867, loss_cls: 1.1536, loss: 1.1536, grad_norm: 5.4265 2020-08-15 13:29:42,045 - mmaction - INFO - Epoch [97][600/1253] lr: 3.000e-04, eta: 2:04:30, time: 0.726, data_time: 0.009, memory: 4947, top1_acc: 0.7195, top5_acc: 0.8849, loss_cls: 1.1453, loss: 1.1453, grad_norm: 5.3681 2020-08-15 13:29:57,034 - mmaction - INFO - Epoch [97][620/1253] lr: 3.000e-04, eta: 2:03:56, time: 0.750, data_time: 0.005, memory: 4947, top1_acc: 0.7104, top5_acc: 0.8828, loss_cls: 1.1736, loss: 1.1736, grad_norm: 5.3823 2020-08-15 13:30:11,807 - mmaction - INFO - Epoch [97][640/1253] lr: 3.000e-04, eta: 2:03:21, time: 0.735, data_time: 0.008, memory: 4947, top1_acc: 0.7008, top5_acc: 0.8823, loss_cls: 1.1839, loss: 1.1839, grad_norm: 5.4961 2020-08-15 13:30:25,484 - mmaction - INFO - Epoch [97][660/1253] lr: 3.000e-04, eta: 2:02:47, time: 0.687, data_time: 0.007, memory: 4947, top1_acc: 0.7104, top5_acc: 0.8826, loss_cls: 1.1831, loss: 1.1831, grad_norm: 5.3731 2020-08-15 13:40:59,514 - mmaction - INFO - Epoch [97][680/1253] lr: 3.000e-04, eta: 2:02:34, time: 31.701, data_time: 7.060, memory: 4947, top1_acc: 0.7049, top5_acc: 0.8732, loss_cls: 1.2349, loss: 1.2349, grad_norm: 5.5616 2020-08-15 14:10:26,292 - mmaction - INFO - Epoch [97][700/1253] lr: 3.000e-04, eta: 2:03:02, time: 88.331, data_time: 16.420, memory: 4947, top1_acc: 0.7031, top5_acc: 0.8779, loss_cls: 1.2176, loss: 1.2176, grad_norm: 5.4706 2020-08-15 14:22:03,653 - mmaction - INFO - Epoch [97][720/1253] lr: 3.000e-04, eta: 2:02:51, time: 34.874, data_time: 0.018, memory: 4947, top1_acc: 0.7008, top5_acc: 0.8802, loss_cls: 1.2045, loss: 1.2045, grad_norm: 5.4627 2020-08-15 14:22:15,902 - mmaction - INFO - Epoch [97][740/1253] lr: 3.000e-04, eta: 2:02:16, time: 0.612, data_time: 0.004, memory: 4947, top1_acc: 0.7042, top5_acc: 0.8760, loss_cls: 1.2124, loss: 1.2124, grad_norm: 5.4831 2020-08-15 14:22:28,200 - mmaction - INFO - Epoch [97][760/1253] lr: 3.000e-04, eta: 2:01:41, time: 0.615, data_time: 0.004, memory: 4947, top1_acc: 0.7065, top5_acc: 0.8846, loss_cls: 1.1701, loss: 1.1701, grad_norm: 5.4030 2020-08-15 14:22:40,510 - mmaction - INFO - Epoch [97][780/1253] lr: 3.000e-04, eta: 2:01:06, time: 0.618, data_time: 0.004, memory: 4947, top1_acc: 0.7164, top5_acc: 0.8898, loss_cls: 1.1443, loss: 1.1443, grad_norm: 5.3118 2020-08-15 14:22:52,850 - mmaction - INFO - Epoch [97][800/1253] lr: 3.000e-04, eta: 2:00:31, time: 0.616, data_time: 0.004, memory: 4947, top1_acc: 0.7151, top5_acc: 0.8893, loss_cls: 1.1555, loss: 1.1555, grad_norm: 5.4926 2020-08-15 14:23:05,762 - mmaction - INFO - Epoch [97][820/1253] lr: 3.000e-04, eta: 1:59:56, time: 0.643, data_time: 0.009, memory: 4947, top1_acc: 0.7023, top5_acc: 0.8776, loss_cls: 1.2175, loss: 1.2175, grad_norm: 5.6530 2020-08-15 14:23:19,014 - mmaction - INFO - Epoch [97][840/1253] lr: 3.000e-04, eta: 1:59:21, time: 0.667, data_time: 0.007, memory: 4947, top1_acc: 0.7091, top5_acc: 0.8839, loss_cls: 1.1627, loss: 1.1627, grad_norm: 5.3600 2020-08-15 14:23:32,909 - mmaction - INFO - Epoch [97][860/1253] lr: 3.000e-04, eta: 1:58:46, time: 0.695, data_time: 0.006, memory: 4947, top1_acc: 0.6979, top5_acc: 0.8740, loss_cls: 1.2071, loss: 1.2071, grad_norm: 5.4618 2020-08-15 14:23:47,546 - mmaction - INFO - Epoch [97][880/1253] lr: 3.000e-04, eta: 1:58:11, time: 0.732, data_time: 0.004, memory: 4947, top1_acc: 0.7096, top5_acc: 0.8833, loss_cls: 1.1708, loss: 1.1708, grad_norm: 5.3185 2020-08-15 14:24:01,909 - mmaction - INFO - Epoch [97][900/1253] lr: 3.000e-04, eta: 1:57:36, time: 0.716, data_time: 0.005, memory: 4947, top1_acc: 0.7167, top5_acc: 0.8815, loss_cls: 1.1675, loss: 1.1675, grad_norm: 5.5029 2020-08-15 14:24:16,477 - mmaction - INFO - Epoch [97][920/1253] lr: 3.000e-04, eta: 1:57:01, time: 0.731, data_time: 0.007, memory: 4947, top1_acc: 0.7198, top5_acc: 0.8872, loss_cls: 1.1488, loss: 1.1488, grad_norm: 5.3125 2020-08-15 14:24:30,944 - mmaction - INFO - Epoch [97][940/1253] lr: 3.000e-04, eta: 1:56:26, time: 0.719, data_time: 0.005, memory: 4947, top1_acc: 0.7187, top5_acc: 0.8865, loss_cls: 1.1516, loss: 1.1516, grad_norm: 5.3437 2020-08-15 14:24:45,213 - mmaction - INFO - Epoch [97][960/1253] lr: 3.000e-04, eta: 1:55:51, time: 0.717, data_time: 0.007, memory: 4947, top1_acc: 0.7156, top5_acc: 0.8841, loss_cls: 1.1476, loss: 1.1476, grad_norm: 5.3484 2020-08-15 14:24:59,672 - mmaction - INFO - Epoch [97][980/1253] lr: 3.000e-04, eta: 1:55:16, time: 0.720, data_time: 0.006, memory: 4947, top1_acc: 0.7299, top5_acc: 0.8870, loss_cls: 1.1432, loss: 1.1432, grad_norm: 5.3209 2020-08-15 14:25:14,961 - mmaction - INFO - Epoch [97][1000/1253] lr: 3.000e-04, eta: 1:54:41, time: 0.764, data_time: 0.007, memory: 4947, top1_acc: 0.7141, top5_acc: 0.8880, loss_cls: 1.1546, loss: 1.1546, grad_norm: 5.2887 2020-08-15 14:25:29,786 - mmaction - INFO - Epoch [97][1020/1253] lr: 3.000e-04, eta: 1:54:06, time: 0.742, data_time: 0.009, memory: 4947, top1_acc: 0.7206, top5_acc: 0.8841, loss_cls: 1.1629, loss: 1.1629, grad_norm: 5.3863 2020-08-15 14:32:05,963 - mmaction - INFO - Epoch [97][1040/1253] lr: 3.000e-04, eta: 1:53:43, time: 19.812, data_time: 8.362, memory: 4947, top1_acc: 0.7122, top5_acc: 0.8828, loss_cls: 1.1753, loss: 1.1753, grad_norm: 5.4350 2020-08-15 14:32:18,234 - mmaction - INFO - Epoch [97][1060/1253] lr: 3.000e-04, eta: 1:53:08, time: 0.614, data_time: 0.004, memory: 4947, top1_acc: 0.7073, top5_acc: 0.8823, loss_cls: 1.1677, loss: 1.1677, grad_norm: 5.4597 2020-08-15 14:32:30,588 - mmaction - INFO - Epoch [97][1080/1253] lr: 3.000e-04, eta: 1:52:33, time: 0.613, data_time: 0.005, memory: 4947, top1_acc: 0.7117, top5_acc: 0.8797, loss_cls: 1.2011, loss: 1.2011, grad_norm: 5.4355 2020-08-15 14:32:42,921 - mmaction - INFO - Epoch [97][1100/1253] lr: 3.000e-04, eta: 1:51:58, time: 0.618, data_time: 0.011, memory: 4947, top1_acc: 0.7229, top5_acc: 0.8820, loss_cls: 1.1443, loss: 1.1443, grad_norm: 5.2918 2020-08-15 14:32:55,345 - mmaction - INFO - Epoch [97][1120/1253] lr: 3.000e-04, eta: 1:51:23, time: 0.622, data_time: 0.008, memory: 4947, top1_acc: 0.7047, top5_acc: 0.8794, loss_cls: 1.1813, loss: 1.1813, grad_norm: 5.5517 2020-08-15 14:33:08,458 - mmaction - INFO - Epoch [97][1140/1253] lr: 3.000e-04, eta: 1:50:48, time: 0.654, data_time: 0.008, memory: 4947, top1_acc: 0.7096, top5_acc: 0.8773, loss_cls: 1.2033, loss: 1.2033, grad_norm: 5.4948 2020-08-15 14:33:21,658 - mmaction - INFO - Epoch [97][1160/1253] lr: 3.000e-04, eta: 1:50:13, time: 0.658, data_time: 0.009, memory: 4947, top1_acc: 0.7146, top5_acc: 0.8872, loss_cls: 1.1814, loss: 1.1814, grad_norm: 5.4706 2020-08-15 14:33:35,667 - mmaction - INFO - Epoch [97][1180/1253] lr: 3.000e-04, eta: 1:49:38, time: 0.705, data_time: 0.008, memory: 4947, top1_acc: 0.7195, top5_acc: 0.8922, loss_cls: 1.1178, loss: 1.1178, grad_norm: 5.2942 2020-08-15 14:33:49,435 - mmaction - INFO - Epoch [97][1200/1253] lr: 3.000e-04, eta: 1:49:03, time: 0.686, data_time: 0.006, memory: 4947, top1_acc: 0.7021, top5_acc: 0.8792, loss_cls: 1.2154, loss: 1.2154, grad_norm: 5.5168 2020-08-15 14:34:03,988 - mmaction - INFO - Epoch [97][1220/1253] lr: 3.000e-04, eta: 1:48:28, time: 0.729, data_time: 0.007, memory: 4947, top1_acc: 0.6982, top5_acc: 0.8820, loss_cls: 1.2003, loss: 1.2003, grad_norm: 5.4876 2020-08-15 14:34:19,677 - mmaction - INFO - Epoch [97][1240/1253] lr: 3.000e-04, eta: 1:47:53, time: 0.784, data_time: 0.008, memory: 4947, top1_acc: 0.7107, top5_acc: 0.8745, loss_cls: 1.2252, loss: 1.2252, grad_norm: 5.5060 2020-08-15 14:34:27,800 - mmaction - INFO - Saving checkpoint at 97 epochs 2020-08-15 14:43:00,544 - mmaction - INFO - Epoch [98][20/1253] lr: 3.000e-04, eta: 1:47:11, time: 25.603, data_time: 2.964, memory: 4947, top1_acc: 0.7284, top5_acc: 0.8927, loss_cls: 1.0988, loss: 1.0988, grad_norm: 5.2487 2020-08-15 14:43:12,926 - mmaction - INFO - Epoch [98][40/1253] lr: 3.000e-04, eta: 1:46:36, time: 0.622, data_time: 0.007, memory: 4947, top1_acc: 0.7018, top5_acc: 0.8771, loss_cls: 1.2027, loss: 1.2027, grad_norm: 5.4163 2020-08-15 14:43:25,295 - mmaction - INFO - Epoch [98][60/1253] lr: 3.000e-04, eta: 1:46:01, time: 0.614, data_time: 0.005, memory: 4947, top1_acc: 0.7263, top5_acc: 0.8906, loss_cls: 1.1151, loss: 1.1151, grad_norm: 5.3003 2020-08-15 14:43:37,572 - mmaction - INFO - Epoch [98][80/1253] lr: 3.000e-04, eta: 1:45:26, time: 0.616, data_time: 0.007, memory: 4947, top1_acc: 0.7094, top5_acc: 0.8875, loss_cls: 1.1385, loss: 1.1385, grad_norm: 5.3785 2020-08-15 14:43:49,877 - mmaction - INFO - Epoch [98][100/1253] lr: 3.000e-04, eta: 1:44:50, time: 0.618, data_time: 0.008, memory: 4947, top1_acc: 0.7096, top5_acc: 0.8812, loss_cls: 1.1574, loss: 1.1574, grad_norm: 5.4716 2020-08-15 14:44:02,329 - mmaction - INFO - Epoch [98][120/1253] lr: 3.000e-04, eta: 1:44:15, time: 0.622, data_time: 0.007, memory: 4947, top1_acc: 0.7013, top5_acc: 0.8773, loss_cls: 1.2100, loss: 1.2100, grad_norm: 5.4569 2020-08-15 14:44:15,347 - mmaction - INFO - Epoch [98][140/1253] lr: 3.000e-04, eta: 1:43:40, time: 0.650, data_time: 0.003, memory: 4947, top1_acc: 0.7117, top5_acc: 0.8831, loss_cls: 1.1763, loss: 1.1763, grad_norm: 5.4873 2020-08-15 14:44:28,423 - mmaction - INFO - Epoch [98][160/1253] lr: 3.000e-04, eta: 1:43:05, time: 0.652, data_time: 0.009, memory: 4947, top1_acc: 0.7076, top5_acc: 0.8802, loss_cls: 1.2032, loss: 1.2032, grad_norm: 5.4851 2020-08-15 14:44:42,775 - mmaction - INFO - Epoch [98][180/1253] lr: 3.000e-04, eta: 1:42:30, time: 0.719, data_time: 0.007, memory: 4947, top1_acc: 0.7198, top5_acc: 0.8852, loss_cls: 1.1566, loss: 1.1566, grad_norm: 5.3052 2020-08-15 14:44:55,790 - mmaction - INFO - Epoch [98][200/1253] lr: 3.000e-04, eta: 1:41:55, time: 0.650, data_time: 0.010, memory: 4947, top1_acc: 0.7128, top5_acc: 0.8875, loss_cls: 1.1669, loss: 1.1669, grad_norm: 5.4263 2020-08-15 14:45:09,237 - mmaction - INFO - Epoch [98][220/1253] lr: 3.000e-04, eta: 1:41:20, time: 0.674, data_time: 0.010, memory: 4947, top1_acc: 0.7201, top5_acc: 0.8828, loss_cls: 1.1574, loss: 1.1574, grad_norm: 5.2958 2020-08-15 14:45:23,347 - mmaction - INFO - Epoch [98][240/1253] lr: 3.000e-04, eta: 1:40:46, time: 0.707, data_time: 0.005, memory: 4947, top1_acc: 0.7138, top5_acc: 0.8849, loss_cls: 1.1573, loss: 1.1573, grad_norm: 5.3358 2020-08-15 14:45:38,025 - mmaction - INFO - Epoch [98][260/1253] lr: 3.000e-04, eta: 1:40:11, time: 0.732, data_time: 0.007, memory: 4947, top1_acc: 0.7148, top5_acc: 0.8807, loss_cls: 1.1856, loss: 1.1856, grad_norm: 5.5089 2020-08-15 14:45:52,355 - mmaction - INFO - Epoch [98][280/1253] lr: 3.000e-04, eta: 1:39:36, time: 0.718, data_time: 0.007, memory: 4947, top1_acc: 0.7000, top5_acc: 0.8797, loss_cls: 1.2241, loss: 1.2241, grad_norm: 5.6804 2020-08-15 14:46:05,615 - mmaction - INFO - Epoch [98][300/1253] lr: 3.000e-04, eta: 1:39:01, time: 0.664, data_time: 0.007, memory: 4947, top1_acc: 0.7117, top5_acc: 0.8823, loss_cls: 1.1544, loss: 1.1544, grad_norm: 5.4236 2020-08-15 14:46:18,380 - mmaction - INFO - Epoch [98][320/1253] lr: 3.000e-04, eta: 1:38:26, time: 0.637, data_time: 0.003, memory: 4947, top1_acc: 0.6984, top5_acc: 0.8810, loss_cls: 1.2077, loss: 1.2077, grad_norm: 5.4948 2020-08-15 14:46:34,306 - mmaction - INFO - Epoch [98][340/1253] lr: 3.000e-04, eta: 1:37:51, time: 0.797, data_time: 0.007, memory: 4947, top1_acc: 0.6997, top5_acc: 0.8836, loss_cls: 1.1853, loss: 1.1853, grad_norm: 5.4501 2020-08-15 14:46:49,490 - mmaction - INFO - Epoch [98][360/1253] lr: 3.000e-04, eta: 1:37:16, time: 0.756, data_time: 0.008, memory: 4947, top1_acc: 0.7130, top5_acc: 0.8802, loss_cls: 1.1777, loss: 1.1777, grad_norm: 5.5113 2020-08-15 14:47:02,679 - mmaction - INFO - Epoch [98][380/1253] lr: 3.000e-04, eta: 1:36:41, time: 0.664, data_time: 0.007, memory: 4947, top1_acc: 0.7141, top5_acc: 0.8797, loss_cls: 1.1820, loss: 1.1820, grad_norm: 5.4470 2020-08-15 14:47:17,201 - mmaction - INFO - Epoch [98][400/1253] lr: 3.000e-04, eta: 1:36:06, time: 0.725, data_time: 0.005, memory: 4947, top1_acc: 0.7211, top5_acc: 0.8833, loss_cls: 1.1635, loss: 1.1635, grad_norm: 5.4917 2020-08-15 14:47:32,882 - mmaction - INFO - Epoch [98][420/1253] lr: 3.000e-04, eta: 1:35:31, time: 0.782, data_time: 0.007, memory: 4947, top1_acc: 0.6901, top5_acc: 0.8747, loss_cls: 1.2383, loss: 1.2383, grad_norm: 5.5335 2020-08-15 14:47:47,564 - mmaction - INFO - Epoch [98][440/1253] lr: 3.000e-04, eta: 1:34:56, time: 0.737, data_time: 0.007, memory: 4947, top1_acc: 0.7081, top5_acc: 0.8839, loss_cls: 1.1752, loss: 1.1752, grad_norm: 5.4744 2020-08-15 14:48:02,106 - mmaction - INFO - Epoch [98][460/1253] lr: 3.000e-04, eta: 1:34:22, time: 0.726, data_time: 0.008, memory: 4947, top1_acc: 0.7208, top5_acc: 0.8865, loss_cls: 1.1502, loss: 1.1502, grad_norm: 5.3086 2020-08-15 14:48:18,291 - mmaction - INFO - Epoch [98][480/1253] lr: 3.000e-04, eta: 1:33:47, time: 0.811, data_time: 0.005, memory: 4947, top1_acc: 0.7099, top5_acc: 0.8786, loss_cls: 1.1898, loss: 1.1898, grad_norm: 5.3905 2020-08-15 14:48:32,777 - mmaction - INFO - Epoch [98][500/1253] lr: 3.000e-04, eta: 1:33:12, time: 0.723, data_time: 0.005, memory: 4947, top1_acc: 0.7198, top5_acc: 0.8870, loss_cls: 1.1341, loss: 1.1341, grad_norm: 5.3206 2020-08-15 14:48:46,989 - mmaction - INFO - Epoch [98][520/1253] lr: 3.000e-04, eta: 1:32:37, time: 0.711, data_time: 0.004, memory: 4947, top1_acc: 0.7081, top5_acc: 0.8815, loss_cls: 1.1921, loss: 1.1921, grad_norm: 5.5390 2020-08-15 15:00:33,261 - mmaction - INFO - Epoch [98][540/1253] lr: 3.000e-04, eta: 1:32:20, time: 35.283, data_time: 0.003, memory: 4947, top1_acc: 0.7146, top5_acc: 0.8857, loss_cls: 1.1602, loss: 1.1602, grad_norm: 5.2987 2020-08-15 15:03:56,934 - mmaction - INFO - Epoch [98][560/1253] lr: 3.000e-04, eta: 1:31:50, time: 10.211, data_time: 0.043, memory: 4947, top1_acc: 0.7104, top5_acc: 0.8815, loss_cls: 1.1842, loss: 1.1842, grad_norm: 5.3420 2020-08-15 15:04:09,158 - mmaction - INFO - Epoch [98][580/1253] lr: 3.000e-04, eta: 1:31:15, time: 0.615, data_time: 0.008, memory: 4947, top1_acc: 0.7224, top5_acc: 0.8891, loss_cls: 1.1479, loss: 1.1479, grad_norm: 5.3830 2020-08-15 15:04:21,533 - mmaction - INFO - Epoch [98][600/1253] lr: 3.000e-04, eta: 1:30:40, time: 0.617, data_time: 0.006, memory: 4947, top1_acc: 0.7203, top5_acc: 0.8859, loss_cls: 1.1470, loss: 1.1470, grad_norm: 5.3128 2020-08-15 15:04:33,975 - mmaction - INFO - Epoch [98][620/1253] lr: 3.000e-04, eta: 1:30:05, time: 0.623, data_time: 0.004, memory: 4947, top1_acc: 0.7156, top5_acc: 0.8922, loss_cls: 1.1494, loss: 1.1494, grad_norm: 5.4628 2020-08-15 15:04:46,254 - mmaction - INFO - Epoch [98][640/1253] lr: 3.000e-04, eta: 1:29:30, time: 0.613, data_time: 0.005, memory: 4947, top1_acc: 0.7214, top5_acc: 0.8857, loss_cls: 1.1676, loss: 1.1676, grad_norm: 5.2979 2020-08-15 15:04:58,752 - mmaction - INFO - Epoch [98][660/1253] lr: 3.000e-04, eta: 1:28:55, time: 0.622, data_time: 0.009, memory: 4947, top1_acc: 0.7133, top5_acc: 0.8872, loss_cls: 1.1649, loss: 1.1649, grad_norm: 5.4294 2020-08-15 15:05:11,230 - mmaction - INFO - Epoch [98][680/1253] lr: 3.000e-04, eta: 1:28:20, time: 0.626, data_time: 0.007, memory: 4947, top1_acc: 0.7057, top5_acc: 0.8776, loss_cls: 1.1963, loss: 1.1963, grad_norm: 5.4677 2020-08-15 15:05:24,784 - mmaction - INFO - Epoch [98][700/1253] lr: 3.000e-04, eta: 1:27:45, time: 0.679, data_time: 0.009, memory: 4947, top1_acc: 0.7008, top5_acc: 0.8792, loss_cls: 1.2065, loss: 1.2065, grad_norm: 5.4883 2020-08-15 15:05:38,513 - mmaction - INFO - Epoch [98][720/1253] lr: 3.000e-04, eta: 1:27:11, time: 0.685, data_time: 0.008, memory: 4947, top1_acc: 0.7049, top5_acc: 0.8773, loss_cls: 1.2164, loss: 1.2164, grad_norm: 5.5370 2020-08-15 15:05:51,079 - mmaction - INFO - Epoch [98][740/1253] lr: 3.000e-04, eta: 1:26:36, time: 0.627, data_time: 0.008, memory: 4947, top1_acc: 0.7164, top5_acc: 0.8898, loss_cls: 1.1434, loss: 1.1434, grad_norm: 5.3294 2020-08-15 15:06:06,165 - mmaction - INFO - Epoch [98][760/1253] lr: 3.000e-04, eta: 1:26:01, time: 0.756, data_time: 0.007, memory: 4947, top1_acc: 0.7174, top5_acc: 0.8820, loss_cls: 1.1682, loss: 1.1682, grad_norm: 5.3820 2020-08-15 15:06:22,084 - mmaction - INFO - Epoch [98][780/1253] lr: 3.000e-04, eta: 1:25:26, time: 0.797, data_time: 0.007, memory: 4947, top1_acc: 0.7164, top5_acc: 0.8880, loss_cls: 1.1520, loss: 1.1520, grad_norm: 5.4308 2020-08-15 15:06:36,398 - mmaction - INFO - Epoch [98][800/1253] lr: 3.000e-04, eta: 1:24:51, time: 0.717, data_time: 0.005, memory: 4947, top1_acc: 0.7159, top5_acc: 0.8909, loss_cls: 1.1378, loss: 1.1378, grad_norm: 5.4561 2020-08-15 15:06:50,971 - mmaction - INFO - Epoch [98][820/1253] lr: 3.000e-04, eta: 1:24:16, time: 0.727, data_time: 0.005, memory: 4947, top1_acc: 0.7122, top5_acc: 0.8820, loss_cls: 1.1555, loss: 1.1555, grad_norm: 5.3295 2020-08-15 15:07:05,700 - mmaction - INFO - Epoch [98][840/1253] lr: 3.000e-04, eta: 1:23:41, time: 0.739, data_time: 0.005, memory: 4947, top1_acc: 0.7018, top5_acc: 0.8810, loss_cls: 1.2003, loss: 1.2003, grad_norm: 5.4130 2020-08-15 15:07:20,086 - mmaction - INFO - Epoch [98][860/1253] lr: 3.000e-04, eta: 1:23:06, time: 0.718, data_time: 0.006, memory: 4947, top1_acc: 0.7138, top5_acc: 0.8867, loss_cls: 1.1718, loss: 1.1718, grad_norm: 5.4464 2020-08-15 15:07:34,454 - mmaction - INFO - Epoch [98][880/1253] lr: 3.000e-04, eta: 1:22:31, time: 0.717, data_time: 0.005, memory: 4947, top1_acc: 0.7141, top5_acc: 0.8818, loss_cls: 1.1401, loss: 1.1401, grad_norm: 5.4110 2020-08-15 15:07:50,238 - mmaction - INFO - Epoch [98][900/1253] lr: 3.000e-04, eta: 1:21:57, time: 0.789, data_time: 0.008, memory: 4947, top1_acc: 0.7055, top5_acc: 0.8792, loss_cls: 1.1959, loss: 1.1959, grad_norm: 5.3944 2020-08-15 15:08:05,158 - mmaction - INFO - Epoch [98][920/1253] lr: 3.000e-04, eta: 1:21:22, time: 0.745, data_time: 0.008, memory: 4947, top1_acc: 0.7255, top5_acc: 0.8917, loss_cls: 1.1264, loss: 1.1264, grad_norm: 5.3520 2020-08-15 15:08:18,902 - mmaction - INFO - Epoch [98][940/1253] lr: 3.000e-04, eta: 1:20:47, time: 0.689, data_time: 0.006, memory: 4947, top1_acc: 0.7146, top5_acc: 0.8823, loss_cls: 1.1577, loss: 1.1577, grad_norm: 5.4741 2020-08-15 15:08:33,172 - mmaction - INFO - Epoch [98][960/1253] lr: 3.000e-04, eta: 1:20:12, time: 0.715, data_time: 0.007, memory: 4947, top1_acc: 0.7169, top5_acc: 0.8794, loss_cls: 1.1664, loss: 1.1664, grad_norm: 5.4017 2020-08-15 15:08:48,398 - mmaction - INFO - Epoch [98][980/1253] lr: 3.000e-04, eta: 1:19:37, time: 0.761, data_time: 0.008, memory: 4947, top1_acc: 0.7034, top5_acc: 0.8714, loss_cls: 1.2227, loss: 1.2227, grad_norm: 5.5093 2020-08-15 15:09:02,956 - mmaction - INFO - Epoch [98][1000/1253] lr: 3.000e-04, eta: 1:19:02, time: 0.727, data_time: 0.003, memory: 4947, top1_acc: 0.7102, top5_acc: 0.8789, loss_cls: 1.2038, loss: 1.2038, grad_norm: 5.4262 2020-08-15 15:09:17,191 - mmaction - INFO - Epoch [98][1020/1253] lr: 3.000e-04, eta: 1:18:27, time: 0.711, data_time: 0.006, memory: 4947, top1_acc: 0.7247, top5_acc: 0.8812, loss_cls: 1.1447, loss: 1.1447, grad_norm: 5.4003 2020-08-15 15:09:33,362 - mmaction - INFO - Epoch [98][1040/1253] lr: 3.000e-04, eta: 1:17:53, time: 0.810, data_time: 0.007, memory: 4947, top1_acc: 0.7143, top5_acc: 0.8852, loss_cls: 1.1735, loss: 1.1735, grad_norm: 5.4323 2020-08-15 15:09:48,134 - mmaction - INFO - Epoch [98][1060/1253] lr: 3.000e-04, eta: 1:17:18, time: 0.737, data_time: 0.005, memory: 4947, top1_acc: 0.7169, top5_acc: 0.8867, loss_cls: 1.1607, loss: 1.1607, grad_norm: 5.3549 2020-08-15 15:10:02,644 - mmaction - INFO - Epoch [98][1080/1253] lr: 3.000e-04, eta: 1:16:43, time: 0.727, data_time: 0.005, memory: 4947, top1_acc: 0.7081, top5_acc: 0.8846, loss_cls: 1.1664, loss: 1.1664, grad_norm: 5.5006 2020-08-15 15:10:18,476 - mmaction - INFO - Epoch [98][1100/1253] lr: 3.000e-04, eta: 1:16:08, time: 0.792, data_time: 0.002, memory: 4947, top1_acc: 0.7060, top5_acc: 0.8799, loss_cls: 1.1818, loss: 1.1818, grad_norm: 5.4697 2020-08-15 15:10:33,513 - mmaction - INFO - Epoch [98][1120/1253] lr: 3.000e-04, eta: 1:15:34, time: 0.751, data_time: 0.005, memory: 4947, top1_acc: 0.6966, top5_acc: 0.8818, loss_cls: 1.2156, loss: 1.2156, grad_norm: 5.5912 2020-08-15 15:10:48,300 - mmaction - INFO - Epoch [98][1140/1253] lr: 3.000e-04, eta: 1:14:59, time: 0.737, data_time: 0.004, memory: 4947, top1_acc: 0.7065, top5_acc: 0.8823, loss_cls: 1.1829, loss: 1.1829, grad_norm: 5.4393 2020-08-15 15:11:03,424 - mmaction - INFO - Epoch [98][1160/1253] lr: 3.000e-04, eta: 1:14:24, time: 0.757, data_time: 0.010, memory: 4947, top1_acc: 0.7135, top5_acc: 0.8883, loss_cls: 1.1291, loss: 1.1291, grad_norm: 5.3697 2020-08-15 15:11:17,754 - mmaction - INFO - Epoch [98][1180/1253] lr: 3.000e-04, eta: 1:13:49, time: 0.718, data_time: 0.005, memory: 4947, top1_acc: 0.7193, top5_acc: 0.8904, loss_cls: 1.1290, loss: 1.1290, grad_norm: 5.3765 2020-08-15 15:11:32,294 - mmaction - INFO - Epoch [98][1200/1253] lr: 3.000e-04, eta: 1:13:14, time: 0.727, data_time: 0.006, memory: 4947, top1_acc: 0.7094, top5_acc: 0.8849, loss_cls: 1.1562, loss: 1.1562, grad_norm: 5.3309 2020-08-15 15:11:46,217 - mmaction - INFO - Epoch [98][1220/1253] lr: 3.000e-04, eta: 1:12:40, time: 0.697, data_time: 0.004, memory: 4947, top1_acc: 0.7227, top5_acc: 0.8904, loss_cls: 1.1523, loss: 1.1523, grad_norm: 5.3516 2020-08-15 15:12:01,483 - mmaction - INFO - Epoch [98][1240/1253] lr: 3.000e-04, eta: 1:12:05, time: 0.759, data_time: 0.006, memory: 4947, top1_acc: 0.7031, top5_acc: 0.8815, loss_cls: 1.1848, loss: 1.1848, grad_norm: 5.4580 2020-08-15 15:12:12,419 - mmaction - INFO - Saving checkpoint at 98 epochs 2020-08-15 15:16:56,918 - mmaction - INFO - Epoch [99][20/1253] lr: 3.000e-04, eta: 1:11:13, time: 14.194, data_time: 10.548, memory: 4947, top1_acc: 0.7203, top5_acc: 0.8815, loss_cls: 1.1610, loss: 1.1610, grad_norm: 5.3708 2020-08-15 15:17:09,471 - mmaction - INFO - Epoch [99][40/1253] lr: 3.000e-04, eta: 1:10:38, time: 0.628, data_time: 0.007, memory: 4947, top1_acc: 0.7128, top5_acc: 0.8802, loss_cls: 1.1843, loss: 1.1843, grad_norm: 5.4700 2020-08-15 15:17:21,781 - mmaction - INFO - Epoch [99][60/1253] lr: 3.000e-04, eta: 1:10:03, time: 0.619, data_time: 0.009, memory: 4947, top1_acc: 0.7081, top5_acc: 0.8776, loss_cls: 1.1951, loss: 1.1951, grad_norm: 5.4663 2020-08-15 15:17:34,141 - mmaction - INFO - Epoch [99][80/1253] lr: 3.000e-04, eta: 1:09:28, time: 0.616, data_time: 0.004, memory: 4947, top1_acc: 0.7052, top5_acc: 0.8820, loss_cls: 1.1657, loss: 1.1657, grad_norm: 5.4531 2020-08-15 15:17:46,625 - mmaction - INFO - Epoch [99][100/1253] lr: 3.000e-04, eta: 1:08:54, time: 0.624, data_time: 0.003, memory: 4947, top1_acc: 0.7135, top5_acc: 0.8878, loss_cls: 1.1453, loss: 1.1453, grad_norm: 5.3187 2020-08-15 15:18:00,467 - mmaction - INFO - Epoch [99][120/1253] lr: 3.000e-04, eta: 1:08:19, time: 0.693, data_time: 0.008, memory: 4947, top1_acc: 0.7161, top5_acc: 0.8839, loss_cls: 1.1591, loss: 1.1591, grad_norm: 5.4086 2020-08-15 15:18:14,030 - mmaction - INFO - Epoch [99][140/1253] lr: 3.000e-04, eta: 1:07:44, time: 0.679, data_time: 0.003, memory: 4947, top1_acc: 0.7107, top5_acc: 0.8805, loss_cls: 1.1858, loss: 1.1858, grad_norm: 5.4359 2020-08-15 15:18:27,889 - mmaction - INFO - Epoch [99][160/1253] lr: 3.000e-04, eta: 1:07:09, time: 0.691, data_time: 0.005, memory: 4947, top1_acc: 0.7089, top5_acc: 0.8909, loss_cls: 1.1579, loss: 1.1579, grad_norm: 5.4115 2020-08-15 15:18:42,056 - mmaction - INFO - Epoch [99][180/1253] lr: 3.000e-04, eta: 1:06:35, time: 0.709, data_time: 0.003, memory: 4947, top1_acc: 0.7057, top5_acc: 0.8776, loss_cls: 1.2012, loss: 1.2012, grad_norm: 5.4646 2020-08-15 15:18:55,656 - mmaction - INFO - Epoch [99][200/1253] lr: 3.000e-04, eta: 1:06:00, time: 0.678, data_time: 0.008, memory: 4947, top1_acc: 0.7182, top5_acc: 0.8836, loss_cls: 1.1438, loss: 1.1438, grad_norm: 5.4001 2020-08-15 15:19:09,575 - mmaction - INFO - Epoch [99][220/1253] lr: 3.000e-04, eta: 1:05:25, time: 0.696, data_time: 0.006, memory: 4947, top1_acc: 0.7099, top5_acc: 0.8786, loss_cls: 1.1882, loss: 1.1882, grad_norm: 5.4068 2020-08-15 15:19:23,457 - mmaction - INFO - Epoch [99][240/1253] lr: 3.000e-04, eta: 1:04:50, time: 0.695, data_time: 0.008, memory: 4947, top1_acc: 0.7104, top5_acc: 0.8820, loss_cls: 1.1761, loss: 1.1761, grad_norm: 5.4512 2020-08-15 15:19:38,040 - mmaction - INFO - Epoch [99][260/1253] lr: 3.000e-04, eta: 1:04:16, time: 0.730, data_time: 0.006, memory: 4947, top1_acc: 0.7148, top5_acc: 0.8885, loss_cls: 1.1326, loss: 1.1326, grad_norm: 5.3662 2020-08-15 15:19:53,088 - mmaction - INFO - Epoch [99][280/1253] lr: 3.000e-04, eta: 1:03:41, time: 0.752, data_time: 0.003, memory: 4947, top1_acc: 0.7195, top5_acc: 0.8820, loss_cls: 1.1811, loss: 1.1811, grad_norm: 5.4039 2020-08-15 15:20:07,191 - mmaction - INFO - Epoch [99][300/1253] lr: 3.000e-04, eta: 1:03:06, time: 0.702, data_time: 0.002, memory: 4947, top1_acc: 0.7201, top5_acc: 0.8852, loss_cls: 1.1479, loss: 1.1479, grad_norm: 5.4801 2020-08-15 15:20:22,321 - mmaction - INFO - Epoch [99][320/1253] lr: 3.000e-04, eta: 1:02:32, time: 0.760, data_time: 0.006, memory: 4947, top1_acc: 0.7049, top5_acc: 0.8758, loss_cls: 1.2279, loss: 1.2279, grad_norm: 5.5147 2020-08-15 15:20:36,753 - mmaction - INFO - Epoch [99][340/1253] lr: 3.000e-04, eta: 1:01:57, time: 0.717, data_time: 0.008, memory: 4947, top1_acc: 0.7055, top5_acc: 0.8753, loss_cls: 1.2050, loss: 1.2050, grad_norm: 5.4326 2020-08-15 15:20:52,248 - mmaction - INFO - Epoch [99][360/1253] lr: 3.000e-04, eta: 1:01:22, time: 0.779, data_time: 0.007, memory: 4947, top1_acc: 0.7073, top5_acc: 0.8802, loss_cls: 1.1923, loss: 1.1923, grad_norm: 5.4695 2020-08-15 15:21:08,236 - mmaction - INFO - Epoch [99][380/1253] lr: 3.000e-04, eta: 1:00:48, time: 0.798, data_time: 0.005, memory: 4947, top1_acc: 0.7151, top5_acc: 0.8805, loss_cls: 1.1767, loss: 1.1767, grad_norm: 5.4435 2020-08-15 15:21:22,568 - mmaction - INFO - Epoch [99][400/1253] lr: 3.000e-04, eta: 1:00:13, time: 0.716, data_time: 0.005, memory: 4947, top1_acc: 0.7120, top5_acc: 0.8872, loss_cls: 1.1661, loss: 1.1661, grad_norm: 5.3948 2020-08-15 15:21:38,434 - mmaction - INFO - Epoch [99][420/1253] lr: 3.000e-04, eta: 0:59:38, time: 0.794, data_time: 0.007, memory: 4947, top1_acc: 0.7078, top5_acc: 0.8859, loss_cls: 1.1806, loss: 1.1806, grad_norm: 5.3937 2020-08-15 15:21:51,982 - mmaction - INFO - Epoch [99][440/1253] lr: 3.000e-04, eta: 0:59:04, time: 0.678, data_time: 0.007, memory: 4947, top1_acc: 0.7156, top5_acc: 0.8904, loss_cls: 1.1466, loss: 1.1466, grad_norm: 5.3785 2020-08-15 15:22:08,463 - mmaction - INFO - Epoch [99][460/1253] lr: 3.000e-04, eta: 0:58:29, time: 0.821, data_time: 0.008, memory: 4947, top1_acc: 0.7135, top5_acc: 0.8826, loss_cls: 1.1671, loss: 1.1671, grad_norm: 5.4170 2020-08-15 15:22:23,538 - mmaction - INFO - Epoch [99][480/1253] lr: 3.000e-04, eta: 0:57:55, time: 0.758, data_time: 0.007, memory: 4947, top1_acc: 0.7057, top5_acc: 0.8766, loss_cls: 1.2144, loss: 1.2144, grad_norm: 5.4558 2020-08-15 15:22:37,928 - mmaction - INFO - Epoch [99][500/1253] lr: 3.000e-04, eta: 0:57:20, time: 0.718, data_time: 0.006, memory: 4947, top1_acc: 0.7227, top5_acc: 0.8839, loss_cls: 1.1437, loss: 1.1437, grad_norm: 5.3434 2020-08-15 15:22:53,801 - mmaction - INFO - Epoch [99][520/1253] lr: 3.000e-04, eta: 0:56:45, time: 0.796, data_time: 0.005, memory: 4947, top1_acc: 0.7151, top5_acc: 0.8872, loss_cls: 1.1582, loss: 1.1582, grad_norm: 5.4257 2020-08-15 15:23:07,767 - mmaction - INFO - Epoch [99][540/1253] lr: 3.000e-04, eta: 0:56:11, time: 0.696, data_time: 0.006, memory: 4947, top1_acc: 0.7128, top5_acc: 0.8810, loss_cls: 1.1803, loss: 1.1803, grad_norm: 5.5418 2020-08-15 15:23:21,654 - mmaction - INFO - Epoch [99][560/1253] lr: 3.000e-04, eta: 0:55:36, time: 0.697, data_time: 0.005, memory: 4947, top1_acc: 0.7096, top5_acc: 0.8810, loss_cls: 1.1823, loss: 1.1823, grad_norm: 5.4842 2020-08-15 15:23:38,566 - mmaction - INFO - Epoch [99][580/1253] lr: 3.000e-04, eta: 0:55:01, time: 0.843, data_time: 0.005, memory: 4947, top1_acc: 0.7292, top5_acc: 0.8844, loss_cls: 1.1100, loss: 1.1100, grad_norm: 5.2534 2020-08-15 15:23:52,995 - mmaction - INFO - Epoch [99][600/1253] lr: 3.000e-04, eta: 0:54:27, time: 0.723, data_time: 0.008, memory: 4947, top1_acc: 0.7198, top5_acc: 0.8870, loss_cls: 1.1386, loss: 1.1386, grad_norm: 5.4638 2020-08-15 15:24:08,300 - mmaction - INFO - Epoch [99][620/1253] lr: 3.000e-04, eta: 0:53:52, time: 0.761, data_time: 0.008, memory: 4947, top1_acc: 0.7146, top5_acc: 0.8823, loss_cls: 1.1774, loss: 1.1774, grad_norm: 5.3914 2020-08-15 15:24:23,847 - mmaction - INFO - Epoch [99][640/1253] lr: 3.000e-04, eta: 0:53:18, time: 0.782, data_time: 0.007, memory: 4947, top1_acc: 0.7187, top5_acc: 0.8776, loss_cls: 1.1574, loss: 1.1574, grad_norm: 5.3728 2020-08-15 15:24:39,378 - mmaction - INFO - Epoch [99][660/1253] lr: 3.000e-04, eta: 0:52:43, time: 0.775, data_time: 0.009, memory: 4947, top1_acc: 0.7099, top5_acc: 0.8805, loss_cls: 1.1823, loss: 1.1823, grad_norm: 5.4157 2020-08-15 15:24:54,904 - mmaction - INFO - Epoch [99][680/1253] lr: 3.000e-04, eta: 0:52:09, time: 0.772, data_time: 0.005, memory: 4947, top1_acc: 0.7240, top5_acc: 0.8891, loss_cls: 1.1424, loss: 1.1424, grad_norm: 5.2847 2020-08-15 15:25:09,905 - mmaction - INFO - Epoch [99][700/1253] lr: 3.000e-04, eta: 0:51:34, time: 0.753, data_time: 0.011, memory: 4947, top1_acc: 0.7193, top5_acc: 0.8828, loss_cls: 1.1602, loss: 1.1602, grad_norm: 5.4039 2020-08-15 15:25:25,112 - mmaction - INFO - Epoch [99][720/1253] lr: 3.000e-04, eta: 0:51:00, time: 0.763, data_time: 0.006, memory: 4947, top1_acc: 0.7164, top5_acc: 0.8813, loss_cls: 1.1703, loss: 1.1703, grad_norm: 5.4854 2020-08-15 15:25:39,187 - mmaction - INFO - Epoch [99][740/1253] lr: 3.000e-04, eta: 0:50:25, time: 0.700, data_time: 0.008, memory: 4947, top1_acc: 0.7010, top5_acc: 0.8797, loss_cls: 1.2067, loss: 1.2067, grad_norm: 5.5003 2020-08-15 15:25:53,123 - mmaction - INFO - Epoch [99][760/1253] lr: 3.000e-04, eta: 0:49:50, time: 0.700, data_time: 0.008, memory: 4947, top1_acc: 0.7042, top5_acc: 0.8792, loss_cls: 1.1847, loss: 1.1847, grad_norm: 5.5160 2020-08-15 15:26:08,976 - mmaction - INFO - Epoch [99][780/1253] lr: 3.000e-04, eta: 0:49:16, time: 0.794, data_time: 0.006, memory: 4947, top1_acc: 0.7172, top5_acc: 0.8880, loss_cls: 1.1581, loss: 1.1581, grad_norm: 5.5135 2020-08-15 15:26:23,652 - mmaction - INFO - Epoch [99][800/1253] lr: 3.000e-04, eta: 0:48:41, time: 0.730, data_time: 0.005, memory: 4947, top1_acc: 0.7102, top5_acc: 0.8818, loss_cls: 1.1759, loss: 1.1759, grad_norm: 5.5623 2020-08-15 15:26:39,584 - mmaction - INFO - Epoch [99][820/1253] lr: 3.000e-04, eta: 0:48:07, time: 0.799, data_time: 0.007, memory: 4947, top1_acc: 0.7198, top5_acc: 0.8786, loss_cls: 1.1815, loss: 1.1815, grad_norm: 5.3466 2020-08-15 15:29:26,161 - mmaction - INFO - Epoch [99][840/1253] lr: 3.000e-04, eta: 0:47:34, time: 8.329, data_time: 6.046, memory: 4947, top1_acc: 0.7174, top5_acc: 0.8909, loss_cls: 1.1342, loss: 1.1342, grad_norm: 5.3266 2020-08-15 15:37:56,260 - mmaction - INFO - Epoch [99][860/1253] lr: 3.000e-04, eta: 0:47:06, time: 25.503, data_time: 21.699, memory: 4947, top1_acc: 0.7169, top5_acc: 0.8875, loss_cls: 1.1676, loss: 1.1676, grad_norm: 5.4041 2020-08-15 15:38:08,576 - mmaction - INFO - Epoch [99][880/1253] lr: 3.000e-04, eta: 0:46:32, time: 0.620, data_time: 0.008, memory: 4947, top1_acc: 0.7026, top5_acc: 0.8797, loss_cls: 1.1893, loss: 1.1893, grad_norm: 5.5177 2020-08-15 15:38:20,920 - mmaction - INFO - Epoch [99][900/1253] lr: 3.000e-04, eta: 0:45:57, time: 0.614, data_time: 0.004, memory: 4947, top1_acc: 0.7021, top5_acc: 0.8779, loss_cls: 1.1981, loss: 1.1981, grad_norm: 5.5387 2020-08-15 15:38:33,326 - mmaction - INFO - Epoch [99][920/1253] lr: 3.000e-04, eta: 0:45:23, time: 0.621, data_time: 0.010, memory: 4947, top1_acc: 0.7211, top5_acc: 0.8820, loss_cls: 1.1558, loss: 1.1558, grad_norm: 5.3724 2020-08-15 15:41:43,828 - mmaction - INFO - Epoch [99][940/1253] lr: 3.000e-04, eta: 0:44:50, time: 9.527, data_time: 0.007, memory: 4947, top1_acc: 0.7083, top5_acc: 0.8857, loss_cls: 1.1684, loss: 1.1684, grad_norm: 5.3979 2020-08-15 15:41:56,227 - mmaction - INFO - Epoch [99][960/1253] lr: 3.000e-04, eta: 0:44:16, time: 0.617, data_time: 0.004, memory: 4947, top1_acc: 0.7188, top5_acc: 0.8844, loss_cls: 1.1531, loss: 1.1531, grad_norm: 5.3757 2020-08-15 15:42:08,563 - mmaction - INFO - Epoch [99][980/1253] lr: 3.000e-04, eta: 0:43:41, time: 0.618, data_time: 0.008, memory: 4947, top1_acc: 0.7044, top5_acc: 0.8794, loss_cls: 1.1961, loss: 1.1961, grad_norm: 5.5581 2020-08-15 15:50:13,973 - mmaction - INFO - Epoch [99][1000/1253] lr: 3.000e-04, eta: 0:43:12, time: 24.269, data_time: 2.777, memory: 4947, top1_acc: 0.7021, top5_acc: 0.8760, loss_cls: 1.2217, loss: 1.2217, grad_norm: 5.4483 2020-08-15 15:50:26,302 - mmaction - INFO - Epoch [99][1020/1253] lr: 3.000e-04, eta: 0:42:37, time: 0.619, data_time: 0.006, memory: 4947, top1_acc: 0.7193, top5_acc: 0.8878, loss_cls: 1.1364, loss: 1.1364, grad_norm: 5.3907 2020-08-15 16:04:31,313 - mmaction - INFO - Epoch [99][1040/1253] lr: 3.000e-04, eta: 0:42:13, time: 42.243, data_time: 9.707, memory: 4947, top1_acc: 0.7083, top5_acc: 0.8807, loss_cls: 1.2065, loss: 1.2065, grad_norm: 5.4163 2020-08-15 16:04:43,715 - mmaction - INFO - Epoch [99][1060/1253] lr: 3.000e-04, eta: 0:41:38, time: 0.629, data_time: 0.019, memory: 4947, top1_acc: 0.7125, top5_acc: 0.8721, loss_cls: 1.1985, loss: 1.1985, grad_norm: 5.4728 2020-08-15 16:21:57,274 - mmaction - INFO - Epoch [99][1080/1253] lr: 3.000e-04, eta: 0:41:15, time: 51.676, data_time: 7.914, memory: 4947, top1_acc: 0.7081, top5_acc: 0.8865, loss_cls: 1.1748, loss: 1.1748, grad_norm: 5.5269 2020-08-15 16:22:09,963 - mmaction - INFO - Epoch [99][1100/1253] lr: 3.000e-04, eta: 0:40:40, time: 0.636, data_time: 0.005, memory: 4947, top1_acc: 0.7219, top5_acc: 0.8833, loss_cls: 1.1482, loss: 1.1482, grad_norm: 5.4532 2020-08-15 16:22:22,787 - mmaction - INFO - Epoch [99][1120/1253] lr: 3.000e-04, eta: 0:40:05, time: 0.639, data_time: 0.006, memory: 4947, top1_acc: 0.7211, top5_acc: 0.8849, loss_cls: 1.1395, loss: 1.1395, grad_norm: 5.3938 2020-08-15 16:22:35,345 - mmaction - INFO - Epoch [99][1140/1253] lr: 3.000e-04, eta: 0:39:30, time: 0.629, data_time: 0.007, memory: 4947, top1_acc: 0.7143, top5_acc: 0.8862, loss_cls: 1.1636, loss: 1.1636, grad_norm: 5.4815 2020-08-15 16:38:02,368 - mmaction - INFO - Epoch [99][1160/1253] lr: 3.000e-04, eta: 0:39:05, time: 46.350, data_time: 16.579, memory: 4947, top1_acc: 0.7086, top5_acc: 0.8779, loss_cls: 1.1930, loss: 1.1930, grad_norm: 5.5913 2020-08-15 16:38:15,007 - mmaction - INFO - Epoch [99][1180/1253] lr: 3.000e-04, eta: 0:38:30, time: 0.632, data_time: 0.004, memory: 4947, top1_acc: 0.7018, top5_acc: 0.8794, loss_cls: 1.2012, loss: 1.2012, grad_norm: 5.5495 2020-08-15 16:38:27,894 - mmaction - INFO - Epoch [99][1200/1253] lr: 3.000e-04, eta: 0:37:55, time: 0.642, data_time: 0.008, memory: 4947, top1_acc: 0.7003, top5_acc: 0.8737, loss_cls: 1.2267, loss: 1.2267, grad_norm: 5.5685 2020-08-15 16:38:40,358 - mmaction - INFO - Epoch [99][1220/1253] lr: 3.000e-04, eta: 0:37:20, time: 0.628, data_time: 0.008, memory: 4947, top1_acc: 0.7117, top5_acc: 0.8818, loss_cls: 1.1729, loss: 1.1729, grad_norm: 5.3789 2020-08-15 16:38:53,156 - mmaction - INFO - Epoch [99][1240/1253] lr: 3.000e-04, eta: 0:36:44, time: 0.637, data_time: 0.006, memory: 4947, top1_acc: 0.7151, top5_acc: 0.8813, loss_cls: 1.1834, loss: 1.1834, grad_norm: 5.5500 2020-08-15 16:39:00,763 - mmaction - INFO - Saving checkpoint at 99 epochs 2020-08-15 16:49:10,747 - mmaction - INFO - Epoch [100][20/1253] lr: 3.000e-04, eta: 0:35:53, time: 30.463, data_time: 20.426, memory: 4947, top1_acc: 0.7068, top5_acc: 0.8745, loss_cls: 1.2118, loss: 1.2118, grad_norm: 5.4617 2020-08-15 16:49:23,435 - mmaction - INFO - Epoch [100][40/1253] lr: 3.000e-04, eta: 0:35:17, time: 0.637, data_time: 0.007, memory: 4947, top1_acc: 0.7229, top5_acc: 0.8880, loss_cls: 1.1356, loss: 1.1356, grad_norm: 5.3867 2020-08-15 16:49:36,076 - mmaction - INFO - Epoch [100][60/1253] lr: 3.000e-04, eta: 0:34:42, time: 0.632, data_time: 0.007, memory: 4947, top1_acc: 0.7005, top5_acc: 0.8799, loss_cls: 1.2051, loss: 1.2051, grad_norm: 5.5875 2020-08-15 16:49:48,673 - mmaction - INFO - Epoch [100][80/1253] lr: 3.000e-04, eta: 0:34:07, time: 0.629, data_time: 0.009, memory: 4947, top1_acc: 0.7086, top5_acc: 0.8880, loss_cls: 1.1711, loss: 1.1711, grad_norm: 5.5378 2020-08-15 16:50:01,715 - mmaction - INFO - Epoch [100][100/1253] lr: 3.000e-04, eta: 0:33:32, time: 0.654, data_time: 0.007, memory: 4947, top1_acc: 0.7130, top5_acc: 0.8826, loss_cls: 1.1688, loss: 1.1688, grad_norm: 5.4502 2020-08-15 16:50:15,003 - mmaction - INFO - Epoch [100][120/1253] lr: 3.000e-04, eta: 0:32:57, time: 0.663, data_time: 0.002, memory: 4947, top1_acc: 0.7109, top5_acc: 0.8839, loss_cls: 1.1712, loss: 1.1712, grad_norm: 5.4401 2020-08-15 16:50:28,054 - mmaction - INFO - Epoch [100][140/1253] lr: 3.000e-04, eta: 0:32:22, time: 0.651, data_time: 0.007, memory: 4947, top1_acc: 0.7247, top5_acc: 0.8888, loss_cls: 1.1142, loss: 1.1142, grad_norm: 5.3885 2020-08-15 16:50:40,855 - mmaction - INFO - Epoch [100][160/1253] lr: 3.000e-04, eta: 0:31:47, time: 0.639, data_time: 0.009, memory: 4947, top1_acc: 0.7198, top5_acc: 0.8833, loss_cls: 1.1591, loss: 1.1591, grad_norm: 5.3711 2020-08-15 16:50:55,692 - mmaction - INFO - Epoch [100][180/1253] lr: 3.000e-04, eta: 0:31:12, time: 0.745, data_time: 0.008, memory: 4947, top1_acc: 0.7247, top5_acc: 0.8891, loss_cls: 1.1236, loss: 1.1236, grad_norm: 5.3029 2020-08-15 16:51:09,200 - mmaction - INFO - Epoch [100][200/1253] lr: 3.000e-04, eta: 0:30:37, time: 0.673, data_time: 0.007, memory: 4947, top1_acc: 0.7065, top5_acc: 0.8766, loss_cls: 1.2111, loss: 1.2111, grad_norm: 5.5218 2020-08-15 16:51:22,887 - mmaction - INFO - Epoch [100][220/1253] lr: 3.000e-04, eta: 0:30:01, time: 0.684, data_time: 0.006, memory: 4947, top1_acc: 0.7214, top5_acc: 0.8818, loss_cls: 1.1617, loss: 1.1617, grad_norm: 5.3950 2020-08-15 16:51:37,016 - mmaction - INFO - Epoch [100][240/1253] lr: 3.000e-04, eta: 0:29:26, time: 0.708, data_time: 0.010, memory: 4947, top1_acc: 0.7250, top5_acc: 0.8901, loss_cls: 1.1116, loss: 1.1116, grad_norm: 5.2401 2020-08-15 16:51:52,437 - mmaction - INFO - Epoch [100][260/1253] lr: 3.000e-04, eta: 0:28:51, time: 0.770, data_time: 0.008, memory: 4947, top1_acc: 0.7083, top5_acc: 0.8815, loss_cls: 1.1834, loss: 1.1834, grad_norm: 5.5111 2020-08-15 16:52:07,464 - mmaction - INFO - Epoch [100][280/1253] lr: 3.000e-04, eta: 0:28:16, time: 0.752, data_time: 0.006, memory: 4947, top1_acc: 0.7083, top5_acc: 0.8753, loss_cls: 1.2025, loss: 1.2025, grad_norm: 5.4941 2020-08-15 16:52:21,962 - mmaction - INFO - Epoch [100][300/1253] lr: 3.000e-04, eta: 0:27:41, time: 0.725, data_time: 0.006, memory: 4947, top1_acc: 0.7206, top5_acc: 0.8799, loss_cls: 1.1638, loss: 1.1638, grad_norm: 5.3283 2020-08-15 16:52:37,163 - mmaction - INFO - Epoch [100][320/1253] lr: 3.000e-04, eta: 0:27:06, time: 0.760, data_time: 0.003, memory: 4947, top1_acc: 0.7133, top5_acc: 0.8802, loss_cls: 1.1678, loss: 1.1678, grad_norm: 5.3951 2020-08-15 16:52:50,857 - mmaction - INFO - Epoch [100][340/1253] lr: 3.000e-04, eta: 0:26:31, time: 0.684, data_time: 0.005, memory: 4947, top1_acc: 0.7034, top5_acc: 0.8750, loss_cls: 1.2173, loss: 1.2173, grad_norm: 5.5839 2020-08-15 16:53:05,215 - mmaction - INFO - Epoch [100][360/1253] lr: 3.000e-04, eta: 0:25:56, time: 0.717, data_time: 0.004, memory: 4947, top1_acc: 0.7099, top5_acc: 0.8862, loss_cls: 1.1755, loss: 1.1755, grad_norm: 5.5077 2020-08-15 16:53:19,481 - mmaction - INFO - Epoch [100][380/1253] lr: 3.000e-04, eta: 0:25:21, time: 0.710, data_time: 0.009, memory: 4947, top1_acc: 0.7169, top5_acc: 0.8878, loss_cls: 1.1679, loss: 1.1679, grad_norm: 5.3543 2020-08-15 16:53:34,709 - mmaction - INFO - Epoch [100][400/1253] lr: 3.000e-04, eta: 0:24:46, time: 0.764, data_time: 0.007, memory: 4947, top1_acc: 0.7146, top5_acc: 0.8885, loss_cls: 1.1525, loss: 1.1525, grad_norm: 5.3879 2020-08-15 17:06:55,902 - mmaction - INFO - Epoch [100][420/1253] lr: 3.000e-04, eta: 0:24:16, time: 40.055, data_time: 9.091, memory: 4947, top1_acc: 0.7172, top5_acc: 0.8753, loss_cls: 1.1706, loss: 1.1706, grad_norm: 5.3818 2020-08-15 17:07:08,373 - mmaction - INFO - Epoch [100][440/1253] lr: 3.000e-04, eta: 0:23:41, time: 0.628, data_time: 0.015, memory: 4947, top1_acc: 0.7109, top5_acc: 0.8852, loss_cls: 1.1689, loss: 1.1689, grad_norm: 5.5071 2020-08-15 17:07:21,129 - mmaction - INFO - Epoch [100][460/1253] lr: 3.000e-04, eta: 0:23:06, time: 0.636, data_time: 0.008, memory: 4947, top1_acc: 0.7133, top5_acc: 0.8794, loss_cls: 1.1852, loss: 1.1852, grad_norm: 5.5189 2020-08-15 17:07:33,523 - mmaction - INFO - Epoch [100][480/1253] lr: 3.000e-04, eta: 0:22:31, time: 0.621, data_time: 0.007, memory: 4947, top1_acc: 0.7203, top5_acc: 0.8839, loss_cls: 1.1719, loss: 1.1719, grad_norm: 5.4778 2020-08-15 17:07:46,140 - mmaction - INFO - Epoch [100][500/1253] lr: 3.000e-04, eta: 0:21:56, time: 0.630, data_time: 0.009, memory: 4947, top1_acc: 0.7060, top5_acc: 0.8792, loss_cls: 1.1914, loss: 1.1914, grad_norm: 5.4931 2020-08-15 17:07:58,763 - mmaction - INFO - Epoch [100][520/1253] lr: 3.000e-04, eta: 0:21:21, time: 0.634, data_time: 0.006, memory: 4947, top1_acc: 0.7052, top5_acc: 0.8776, loss_cls: 1.2192, loss: 1.2192, grad_norm: 5.4601 2020-08-15 17:08:11,617 - mmaction - INFO - Epoch [100][540/1253] lr: 3.000e-04, eta: 0:20:46, time: 0.639, data_time: 0.005, memory: 4947, top1_acc: 0.7115, top5_acc: 0.8867, loss_cls: 1.1595, loss: 1.1595, grad_norm: 5.5071 2020-08-15 17:08:24,527 - mmaction - INFO - Epoch [100][560/1253] lr: 3.000e-04, eta: 0:20:11, time: 0.648, data_time: 0.007, memory: 4947, top1_acc: 0.7130, top5_acc: 0.8805, loss_cls: 1.1900, loss: 1.1900, grad_norm: 5.5001 2020-08-15 17:08:38,310 - mmaction - INFO - Epoch [100][580/1253] lr: 3.000e-04, eta: 0:19:36, time: 0.690, data_time: 0.003, memory: 4947, top1_acc: 0.7120, top5_acc: 0.8867, loss_cls: 1.1721, loss: 1.1721, grad_norm: 5.4776 2020-08-15 17:08:51,170 - mmaction - INFO - Epoch [100][600/1253] lr: 3.000e-04, eta: 0:19:01, time: 0.642, data_time: 0.005, memory: 4947, top1_acc: 0.7120, top5_acc: 0.8771, loss_cls: 1.1868, loss: 1.1868, grad_norm: 5.4019 2020-08-15 17:09:05,304 - mmaction - INFO - Epoch [100][620/1253] lr: 3.000e-04, eta: 0:18:26, time: 0.704, data_time: 0.009, memory: 4947, top1_acc: 0.7104, top5_acc: 0.8846, loss_cls: 1.1760, loss: 1.1760, grad_norm: 5.4718 2020-08-15 17:09:19,688 - mmaction - INFO - Epoch [100][640/1253] lr: 3.000e-04, eta: 0:17:51, time: 0.721, data_time: 0.007, memory: 4947, top1_acc: 0.7109, top5_acc: 0.8849, loss_cls: 1.1773, loss: 1.1773, grad_norm: 5.4564 2020-08-15 17:09:34,205 - mmaction - INFO - Epoch [100][660/1253] lr: 3.000e-04, eta: 0:17:15, time: 0.722, data_time: 0.007, memory: 4947, top1_acc: 0.7182, top5_acc: 0.8779, loss_cls: 1.1935, loss: 1.1935, grad_norm: 5.3841 2020-08-15 17:09:48,579 - mmaction - INFO - Epoch [100][680/1253] lr: 3.000e-04, eta: 0:16:40, time: 0.724, data_time: 0.008, memory: 4947, top1_acc: 0.7052, top5_acc: 0.8786, loss_cls: 1.1978, loss: 1.1978, grad_norm: 5.5393 2020-08-15 17:10:03,728 - mmaction - INFO - Epoch [100][700/1253] lr: 3.000e-04, eta: 0:16:05, time: 0.757, data_time: 0.005, memory: 4947, top1_acc: 0.7208, top5_acc: 0.8839, loss_cls: 1.1651, loss: 1.1651, grad_norm: 5.4382 2020-08-15 17:10:18,454 - mmaction - INFO - Epoch [100][720/1253] lr: 3.000e-04, eta: 0:15:30, time: 0.737, data_time: 0.002, memory: 4947, top1_acc: 0.7065, top5_acc: 0.8766, loss_cls: 1.1858, loss: 1.1858, grad_norm: 5.5038 2020-08-15 17:10:33,903 - mmaction - INFO - Epoch [100][740/1253] lr: 3.000e-04, eta: 0:14:55, time: 0.769, data_time: 0.006, memory: 4947, top1_acc: 0.6990, top5_acc: 0.8771, loss_cls: 1.2149, loss: 1.2149, grad_norm: 5.5676 2020-08-15 17:10:47,309 - mmaction - INFO - Epoch [100][760/1253] lr: 3.000e-04, eta: 0:14:20, time: 0.671, data_time: 0.008, memory: 4947, top1_acc: 0.7195, top5_acc: 0.8852, loss_cls: 1.1568, loss: 1.1568, grad_norm: 5.4877 2020-08-15 17:11:03,014 - mmaction - INFO - Epoch [100][780/1253] lr: 3.000e-04, eta: 0:13:45, time: 0.785, data_time: 0.008, memory: 4947, top1_acc: 0.7120, top5_acc: 0.8781, loss_cls: 1.1825, loss: 1.1825, grad_norm: 5.3807 2020-08-15 17:11:18,001 - mmaction - INFO - Epoch [100][800/1253] lr: 3.000e-04, eta: 0:13:10, time: 0.751, data_time: 0.007, memory: 4947, top1_acc: 0.7169, top5_acc: 0.8859, loss_cls: 1.1583, loss: 1.1583, grad_norm: 5.3956 2020-08-15 17:11:31,281 - mmaction - INFO - Epoch [100][820/1253] lr: 3.000e-04, eta: 0:12:35, time: 0.660, data_time: 0.006, memory: 4947, top1_acc: 0.7133, top5_acc: 0.8878, loss_cls: 1.1674, loss: 1.1674, grad_norm: 5.3814 2020-08-15 17:11:46,020 - mmaction - INFO - Epoch [100][840/1253] lr: 3.000e-04, eta: 0:12:00, time: 0.738, data_time: 0.008, memory: 4947, top1_acc: 0.7182, top5_acc: 0.8885, loss_cls: 1.1395, loss: 1.1395, grad_norm: 5.3586 2020-08-15 17:12:02,033 - mmaction - INFO - Epoch [100][860/1253] lr: 3.000e-04, eta: 0:11:25, time: 0.803, data_time: 0.005, memory: 4947, top1_acc: 0.7125, top5_acc: 0.8865, loss_cls: 1.1555, loss: 1.1555, grad_norm: 5.3598 2020-08-15 17:12:16,786 - mmaction - INFO - Epoch [100][880/1253] lr: 3.000e-04, eta: 0:10:50, time: 0.735, data_time: 0.003, memory: 4947, top1_acc: 0.7237, top5_acc: 0.8911, loss_cls: 1.1119, loss: 1.1119, grad_norm: 5.2939 2020-08-15 17:12:31,346 - mmaction - INFO - Epoch [100][900/1253] lr: 3.000e-04, eta: 0:10:16, time: 0.728, data_time: 0.008, memory: 4947, top1_acc: 0.7081, top5_acc: 0.8786, loss_cls: 1.1915, loss: 1.1915, grad_norm: 5.5012 2020-08-15 17:12:45,922 - mmaction - INFO - Epoch [100][920/1253] lr: 3.000e-04, eta: 0:09:41, time: 0.729, data_time: 0.007, memory: 4947, top1_acc: 0.7083, top5_acc: 0.8872, loss_cls: 1.1597, loss: 1.1597, grad_norm: 5.4412 2020-08-15 17:13:01,226 - mmaction - INFO - Epoch [100][940/1253] lr: 3.000e-04, eta: 0:09:06, time: 0.765, data_time: 0.010, memory: 4947, top1_acc: 0.7174, top5_acc: 0.8891, loss_cls: 1.1436, loss: 1.1436, grad_norm: 5.3621 2020-08-15 17:13:15,466 - mmaction - INFO - Epoch [100][960/1253] lr: 3.000e-04, eta: 0:08:31, time: 0.712, data_time: 0.006, memory: 4947, top1_acc: 0.7086, top5_acc: 0.8828, loss_cls: 1.1720, loss: 1.1720, grad_norm: 5.4840 2020-08-15 17:13:30,368 - mmaction - INFO - Epoch [100][980/1253] lr: 3.000e-04, eta: 0:07:56, time: 0.748, data_time: 0.008, memory: 4947, top1_acc: 0.7060, top5_acc: 0.8802, loss_cls: 1.1832, loss: 1.1832, grad_norm: 5.5254 2020-08-15 17:13:45,660 - mmaction - INFO - Epoch [100][1000/1253] lr: 3.000e-04, eta: 0:07:21, time: 0.764, data_time: 0.003, memory: 4947, top1_acc: 0.7154, top5_acc: 0.8810, loss_cls: 1.1747, loss: 1.1747, grad_norm: 5.4670 2020-08-15 17:14:01,674 - mmaction - INFO - Epoch [100][1020/1253] lr: 3.000e-04, eta: 0:06:46, time: 0.801, data_time: 0.008, memory: 4947, top1_acc: 0.7188, top5_acc: 0.8914, loss_cls: 1.1496, loss: 1.1496, grad_norm: 5.4176 2020-08-15 17:14:17,448 - mmaction - INFO - Epoch [100][1040/1253] lr: 3.000e-04, eta: 0:06:11, time: 0.788, data_time: 0.004, memory: 4947, top1_acc: 0.7086, top5_acc: 0.8820, loss_cls: 1.2054, loss: 1.2054, grad_norm: 5.5045 2020-08-15 17:14:31,952 - mmaction - INFO - Epoch [100][1060/1253] lr: 3.000e-04, eta: 0:05:36, time: 0.725, data_time: 0.008, memory: 4947, top1_acc: 0.7195, top5_acc: 0.8854, loss_cls: 1.1566, loss: 1.1566, grad_norm: 5.3930 2020-08-15 17:31:54,630 - mmaction - INFO - Epoch [100][1080/1253] lr: 3.000e-04, eta: 0:05:03, time: 52.135, data_time: 0.005, memory: 4947, top1_acc: 0.7057, top5_acc: 0.8807, loss_cls: 1.1812, loss: 1.1812, grad_norm: 5.6318 2020-08-15 17:32:07,475 - mmaction - INFO - Epoch [100][1100/1253] lr: 3.000e-04, eta: 0:04:28, time: 0.643, data_time: 0.002, memory: 4947, top1_acc: 0.7247, top5_acc: 0.8823, loss_cls: 1.1594, loss: 1.1594, grad_norm: 5.3982 2020-08-15 17:32:19,934 - mmaction - INFO - Epoch [100][1120/1253] lr: 3.000e-04, eta: 0:03:52, time: 0.620, data_time: 0.002, memory: 4947, top1_acc: 0.7096, top5_acc: 0.8815, loss_cls: 1.1978, loss: 1.1978, grad_norm: 5.4618 2020-08-15 17:32:32,570 - mmaction - INFO - Epoch [100][1140/1253] lr: 3.000e-04, eta: 0:03:17, time: 0.632, data_time: 0.007, memory: 4947, top1_acc: 0.7182, top5_acc: 0.8938, loss_cls: 1.1467, loss: 1.1467, grad_norm: 5.4160 2020-08-15 17:32:45,289 - mmaction - INFO - Epoch [100][1160/1253] lr: 3.000e-04, eta: 0:02:42, time: 0.635, data_time: 0.006, memory: 4947, top1_acc: 0.7159, top5_acc: 0.8784, loss_cls: 1.1958, loss: 1.1958, grad_norm: 5.5418 2020-08-15 17:32:57,968 - mmaction - INFO - Epoch [100][1180/1253] lr: 3.000e-04, eta: 0:02:07, time: 0.635, data_time: 0.010, memory: 4947, top1_acc: 0.7169, top5_acc: 0.8792, loss_cls: 1.1744, loss: 1.1744, grad_norm: 5.4616 2020-08-15 17:33:10,708 - mmaction - INFO - Epoch [100][1200/1253] lr: 3.000e-04, eta: 0:01:32, time: 0.638, data_time: 0.005, memory: 4947, top1_acc: 0.7091, top5_acc: 0.8844, loss_cls: 1.1785, loss: 1.1785, grad_norm: 5.4391 2020-08-15 17:33:25,145 - mmaction - INFO - Epoch [100][1220/1253] lr: 3.000e-04, eta: 0:00:57, time: 0.723, data_time: 0.008, memory: 4947, top1_acc: 0.7081, top5_acc: 0.8865, loss_cls: 1.1795, loss: 1.1795, grad_norm: 5.5025 2020-08-15 17:33:39,424 - mmaction - INFO - Epoch [100][1240/1253] lr: 3.000e-04, eta: 0:00:22, time: 0.712, data_time: 0.008, memory: 4947, top1_acc: 0.7193, top5_acc: 0.8872, loss_cls: 1.1467, loss: 1.1467, grad_norm: 5.4435 2020-08-15 17:33:48,869 - mmaction - INFO - Saving checkpoint at 100 epochs